In [1]:
# Importing necessary tools
import os, shutil
In [2]:
# Replace the values with correct directory for you setup
# The path to the directory where the original
# dataset was uncompressed
original_dataset_dir = 'E:/1_GitHub/arcyfelix/datasets/Dogs_vs_cats'
# The directory where we will
# store our smaller dataset
base_dir = 'E:/1_GitHub/arcyfelix/Courses/In Progress-Deep Learning With Python by François Chollet/data/Chapter 5.2 - Using convets with small datasets'
In [3]:
# Directories for our training,
# validation and test splits
# Creating train folder
train_dir = os.path.join(base_dir, 'train')
try:
os.mkdir(train_dir)
except:
print('Folder train already exists')
# Creating validation folder
validation_dir = os.path.join(base_dir, 'validation')
try:
os.mkdir(validation_dir)
except:
print('Folder validation already exists')
# Creating test folder
test_dir = os.path.join(base_dir, 'test')
try:
os.mkdir(test_dir)
except:
print('Folder test already exists')
Folder train already exists
Folder validation already exists
Folder test already exists
In [4]:
# Directory with our training cat pictures
train_cats_dir = os.path.join(train_dir, 'cats')
try:
os.mkdir(train_cats_dir)
except:
print('Train: Folder cats already exists')
# Directory with our training dog pictures
train_dogs_dir = os.path.join(train_dir, 'dogs')
try:
os.mkdir(train_dogs_dir)
except:
print('Train: Folder dogs already exists')
# Directory with our validation cat pictures
validation_cats_dir = os.path.join(validation_dir, 'cats')
try:
os.mkdir(validation_cats_dir)
except:
print('Validation: Folder cats already exists')
# Directory with our validation dog pictures
validation_dogs_dir = os.path.join(validation_dir, 'dogs')
try:
os.mkdir(validation_dogs_dir)
except:
print('Validation: Folder dogs already exists')
# Directory with our validation cat pictures
test_cats_dir = os.path.join(test_dir, 'cats')
try:
os.mkdir(test_cats_dir)
except:
print('Test: Folder cats already exists')
# Directory with our validation dog pictures
test_dogs_dir = os.path.join(test_dir, 'dogs')
try:
os.mkdir(test_dogs_dir)
except:
print('Test: Folder dogs already exists')
Train: Folder cats already exists
Train: Folder dogs already exists
Validation: Folder cats already exists
Validation: Folder dogs already exists
Test: Folder cats already exists
Test: Folder dogs already exists
In [5]:
# Importing tqdm to show the progress bar
from tqdm import tqdm
In [6]:
# Copy first 1000 cat images to train_cats_dir from the original train folder
fnames = ['cat.{}.jpg'.format(i) for i in range(1000)]
for fname in tqdm(fnames, ascii = True):
src = os.path.join(original_dataset_dir, 'train', fname)
dst = os.path.join(train_cats_dir, fname)
shutil.copyfile(src, dst)
# Copy next 500 cat images to validation_cats_dir from the original train folder
fnames = ['cat.{}.jpg'.format(i) for i in range(1000, 1500)]
for fname in tqdm(fnames, ascii = True):
src = os.path.join(original_dataset_dir, 'train', fname)
dst = os.path.join(validation_cats_dir, fname)
shutil.copyfile(src, dst)
# Copy next 500 cat images to test_cats_dir from the original train folder
fnames = ['cat.{}.jpg'.format(i) for i in range(1500, 2000)]
for fname in tqdm(fnames, ascii = True):
src = os.path.join(original_dataset_dir, 'train', fname)
dst = os.path.join(test_cats_dir, fname)
shutil.copyfile(src, dst)
100%|####################################################################################################################################################################| 1000/1000 [00:07<00:00, 131.71it/s]
100%|######################################################################################################################################################################| 500/500 [00:03<00:00, 156.31it/s]
100%|######################################################################################################################################################################| 500/500 [00:03<00:00, 156.17it/s]
In [7]:
# Copy first 1000 dog images to train_dogs_dir from the original train folder
fnames = ['dog.{}.jpg'.format(i) for i in range(1000)]
for fname in tqdm(fnames, ascii = True):
src = os.path.join(original_dataset_dir, 'train', fname)
dst = os.path.join(train_dogs_dir, fname)
shutil.copyfile(src, dst)
# Copy next 500 dog images to validation_dogs_dir from the original train folder
fnames = ['dog.{}.jpg'.format(i) for i in range(1000, 1500)]
for fname in tqdm(fnames, ascii = True):
src = os.path.join(original_dataset_dir, 'train', fname)
dst = os.path.join(validation_dogs_dir, fname)
shutil.copyfile(src, dst)
# Copy next 500 dog images to test_dogs_dir from the original train folder
fnames = ['dog.{}.jpg'.format(i) for i in range(1500, 2000)]
for fname in tqdm(fnames, ascii = True):
src = os.path.join(original_dataset_dir, 'train', fname)
dst = os.path.join(test_dogs_dir, fname)
shutil.copyfile(src, dst)
100%|####################################################################################################################################################################| 1000/1000 [00:06<00:00, 148.96it/s]
100%|######################################################################################################################################################################| 500/500 [00:03<00:00, 139.71it/s]
100%|######################################################################################################################################################################| 500/500 [00:03<00:00, 151.14it/s]
In [8]:
# Prompting how many pictures has been copied to the folders for debugging purposes
print('Train -> Total training cat images:', len(os.listdir(train_cats_dir)))
print('Train -> Total training dog images:', len(os.listdir(train_dogs_dir)))
print('Validation -> Total training cat images:', len(os.listdir(validation_cats_dir)))
print('Validation -> Total training dog images:', len(os.listdir(validation_dogs_dir)))
print('Test -> Total training cat images:', len(os.listdir(test_cats_dir)))
print('Test -> Total training dog images:', len(os.listdir(test_dogs_dir)))
Train -> Total training cat images: 1000
Train -> Total training dog images: 1000
Validation -> Total training cat images: 500
Validation -> Total training dog images: 500
Test -> Total training cat images: 500
Test -> Total training dog images: 500
In [9]:
# Importing required building blocks
from keras.models import Sequential
from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense
Using TensorFlow backend.
In [10]:
model = Sequential()
model.add(Conv2D(filters = 32,
kernel_size = (3,3),
activation = 'relu',
input_shape = (150, 150, 3)))
model.add(MaxPooling2D(pool_size = (2, 2)))
model.add(Conv2D(filters = 64,
kernel_size = (3,3),
activation = 'relu'))
model.add(MaxPooling2D(pool_size = (2, 2)))
model.add(Conv2D(filters = 128,
kernel_size = (3,3),
activation = 'relu'))
model.add(MaxPooling2D(pool_size = (2, 2)))
model.add(Conv2D(filters = 128,
kernel_size = (3,3),
activation = 'relu'))
model.add(MaxPooling2D(pool_size = (2, 2)))
model.add(Flatten())
model.add(Dense(units = 512,
activation = 'relu'))
model.add(Dense(units = 1,
activation = 'sigmoid'))
In [11]:
model.summary()
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d_1 (Conv2D) (None, 148, 148, 32) 896
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 74, 74, 32) 0
_________________________________________________________________
conv2d_2 (Conv2D) (None, 72, 72, 64) 18496
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 36, 36, 64) 0
_________________________________________________________________
conv2d_3 (Conv2D) (None, 34, 34, 128) 73856
_________________________________________________________________
max_pooling2d_3 (MaxPooling2 (None, 17, 17, 128) 0
_________________________________________________________________
conv2d_4 (Conv2D) (None, 15, 15, 128) 147584
_________________________________________________________________
max_pooling2d_4 (MaxPooling2 (None, 7, 7, 128) 0
_________________________________________________________________
flatten_1 (Flatten) (None, 6272) 0
_________________________________________________________________
dense_1 (Dense) (None, 512) 3211776
_________________________________________________________________
dense_2 (Dense) (None, 1) 513
=================================================================
Total params: 3,453,121
Trainable params: 3,453,121
Non-trainable params: 0
_________________________________________________________________
In [12]:
# Optimizing RMSprop
from keras.optimizers import RMSprop
In [13]:
# Compiling the model
model.compile(loss = 'binary_crossentropy',
optimizer = RMSprop(lr = 1e-4),
metrics = ['acc'])
In [14]:
# Importing ImageDataGenerator
from keras.preprocessing.image import ImageDataGenerator
In [15]:
# Rescaling all images by 1/255 to normalize it to be between 0 and 1.
train_datagen = ImageDataGenerator(rescale = 1./255)
test_datagen = ImageDataGenerator(rescale = 1./255)
In [16]:
train_generator = train_datagen.flow_from_directory(directory = train_dir,
target_size = (150, 150),
batch_size = 20,
class_mode = 'binary')
Found 2000 images belonging to 2 classes.
In [17]:
validation_generator = train_datagen.flow_from_directory(directory = validation_dir,
target_size = (150, 150),
batch_size = 20,
class_mode = 'binary')
Found 1000 images belonging to 2 classes.
In [18]:
for data_batch, labels_batch in train_generator:
print('Data batch shape:', data_batch.shape)
print('Labels batch shape:', labels_batch.shape)
break
Data batch shape: (20, 150, 150, 3)
Labels batch shape: (20,)
In [19]:
history = model.fit_generator(generator = train_generator,
# Steps per epoch -> number of batches
steps_per_epoch = 100,
epochs = 30,
validation_data = validation_generator,
validation_steps = 50,
verbose = 0)
In [20]:
# Saving the model after training
model.save('.\saved_checkpoints\Chapter 5.2 - Using convets with small datasets\cats_and_dogs_small_1.h5')
In [21]:
# Importing Matplotlib
import matplotlib.pyplot as plt
In [22]:
acc = history.history['acc']
val_acc = history.history['val_acc']
loss = history.history['loss']
val_loss = history.history['val_loss']
In [23]:
epochs = range(1, len(acc) + 1)
In [24]:
plt.figure(figsize = (10, 6))
plt.plot(epochs,
acc,
'bo',
label = 'Training acc')
plt.plot(epochs,
val_acc,
'b',
label = 'Validation acc')
plt.title('Training and validation accuracy')
plt.legend()
Out[24]:
<matplotlib.legend.Legend at 0x251776eb4e0>
In [25]:
plt.figure(figsize = (10, 6))
plt.plot(epochs,
loss,
'bo',
label = 'Training loss')
plt.plot(epochs,
val_loss,
'b',
label = 'Validation loss')
plt.title('Training and validation loss')
plt.legend()
plt.show()
In [26]:
datagen = ImageDataGenerator(rotation_range = 40,
width_shift_range = 0.2,
height_shift_range = 0.2,
shear_range = 0.2,
zoom_range = 0.2,
horizontal_flip = True,
fill_mode = 'nearest')
In [27]:
# Importing module to deal with images
from keras.preprocessing import image
In [28]:
fnames = [os.path.join(train_cats_dir, fname) for fname in os.listdir(train_cats_dir)]
# Picking a specific image to be preprocessed
img_path = fnames[3]
# Read the image and resize it
img = image.load_img(img_path, target_size=(150, 150))
# Convert it to a Numpy array with shape (150, 150, 3)
x = image.img_to_array(img)
# Reshape it to (1, 150, 150, 3)
x = x.reshape((1,) + x.shape)
# The .flow() command below generates batches of randomly transformed images.
# It will loop indefinitely, so we need to `break` the loop at some point!
i = 0
for batch in datagen.flow(x, batch_size=1):
plt.figure(i, figsize = (7, 7))
imgplot = plt.imshow(image.array_to_img(batch[0]))
i += 1
if i % 4 == 0:
break
plt.show()
In [29]:
# Importing Dropout
from keras.layers import Dropout
In [30]:
model = Sequential()
model.add(Conv2D(filters = 32,
kernel_size = (3,3),
activation = 'relu',
input_shape = (150, 150, 3)))
model.add(MaxPooling2D(pool_size = (2, 2)))
model.add(Conv2D(filters = 64,
kernel_size = (3,3),
activation = 'relu'))
model.add(MaxPooling2D(pool_size = (2, 2)))
model.add(Conv2D(filters = 128,
kernel_size = (3,3),
activation = 'relu'))
model.add(MaxPooling2D(pool_size = (2, 2)))
model.add(Conv2D(filters = 128,
kernel_size = (3,3),
activation = 'relu'))
model.add(MaxPooling2D(pool_size = (2, 2)))
model.add(Flatten())
model.add(Dropout(rate = 0.5))
model.add(Dense(units = 512,
activation = 'relu'))
model.add(Dense(units = 1,
activation = 'sigmoid'))
In [31]:
# Compiling the model
model.compile(loss = 'binary_crossentropy',
optimizer = RMSprop(lr = 1e-4),
metrics = ['acc'])
In [32]:
# The training data will be augmented
train_datagen = ImageDataGenerator(rescale = 1./255,
rotation_range = 40,
width_shift_range = 0.2,
height_shift_range = 0.2,
shear_range = 0.2,
zoom_range = 0.2,
horizontal_flip = True)
In [33]:
# The test and validation data SHOULDN'T BE AUGMENTED!
# Only rescaled!
test_and_validation_datagen = ImageDataGenerator(rescale = 1./255)
In [34]:
# Flow from directory for the training dataset
train_generator = train_datagen.flow_from_directory(directory = train_dir,
target_size = (150, 150),
batch_size = 32,
class_mode = 'binary')
Found 2000 images belonging to 2 classes.
In [35]:
validation_generator = test_and_validation_datagen.flow_from_directory(directory = validation_dir,
target_size = (150, 150),
batch_size = 32,
class_mode = 'binary')
Found 1000 images belonging to 2 classes.
In [36]:
# Training
history = model.fit_generator(generator = train_generator,
steps_per_epoch = 100,
epochs = 100,
validation_data = validation_generator,
validation_steps = 50,
verbose = 1)
Epoch 1/100
100/100 [==============================] - ETA: 120s - loss: 0.6876 - acc: 0.500 - ETA: 63s - loss: 0.6860 - acc: 0.515 - ETA: 48s - loss: 0.6925 - acc: 0.46 - ETA: 44s - loss: 0.6986 - acc: 0.46 - ETA: 41s - loss: 0.6973 - acc: 0.47 - ETA: 39s - loss: 0.6963 - acc: 0.46 - ETA: 37s - loss: 0.6967 - acc: 0.47 - ETA: 35s - loss: 0.6969 - acc: 0.47 - ETA: 34s - loss: 0.6960 - acc: 0.48 - ETA: 34s - loss: 0.6921 - acc: 0.50 - ETA: 33s - loss: 0.6895 - acc: 0.51 - ETA: 32s - loss: 0.6934 - acc: 0.51 - ETA: 32s - loss: 0.6928 - acc: 0.51 - ETA: 31s - loss: 0.6906 - acc: 0.52 - ETA: 30s - loss: 0.6898 - acc: 0.52 - ETA: 30s - loss: 0.6902 - acc: 0.52 - ETA: 29s - loss: 0.6896 - acc: 0.52 - ETA: 29s - loss: 0.6885 - acc: 0.52 - ETA: 29s - loss: 0.6873 - acc: 0.53 - ETA: 28s - loss: 0.6867 - acc: 0.53 - ETA: 28s - loss: 0.6853 - acc: 0.53 - ETA: 27s - loss: 0.6899 - acc: 0.52 - ETA: 27s - loss: 0.6901 - acc: 0.52 - ETA: 26s - loss: 0.6905 - acc: 0.52 - ETA: 26s - loss: 0.6903 - acc: 0.52 - ETA: 25s - loss: 0.6904 - acc: 0.52 - ETA: 25s - loss: 0.6906 - acc: 0.52 - ETA: 25s - loss: 0.6906 - acc: 0.52 - ETA: 24s - loss: 0.6908 - acc: 0.52 - ETA: 24s - loss: 0.6906 - acc: 0.52 - ETA: 23s - loss: 0.6918 - acc: 0.52 - ETA: 23s - loss: 0.6918 - acc: 0.52 - ETA: 23s - loss: 0.6920 - acc: 0.52 - ETA: 22s - loss: 0.6919 - acc: 0.52 - ETA: 22s - loss: 0.6919 - acc: 0.52 - ETA: 22s - loss: 0.6922 - acc: 0.52 - ETA: 21s - loss: 0.6922 - acc: 0.52 - ETA: 21s - loss: 0.6923 - acc: 0.52 - ETA: 21s - loss: 0.6921 - acc: 0.52 - ETA: 20s - loss: 0.6922 - acc: 0.52 - ETA: 20s - loss: 0.6919 - acc: 0.53 - ETA: 19s - loss: 0.6924 - acc: 0.52 - ETA: 19s - loss: 0.6923 - acc: 0.52 - ETA: 19s - loss: 0.6921 - acc: 0.52 - ETA: 18s - loss: 0.6919 - acc: 0.52 - ETA: 18s - loss: 0.6917 - acc: 0.53 - ETA: 18s - loss: 0.6917 - acc: 0.53 - ETA: 17s - loss: 0.6915 - acc: 0.53 - ETA: 17s - loss: 0.6916 - acc: 0.53 - ETA: 17s - loss: 0.6913 - acc: 0.53 - ETA: 16s - loss: 0.6911 - acc: 0.53 - ETA: 16s - loss: 0.6909 - acc: 0.53 - ETA: 16s - loss: 0.6910 - acc: 0.53 - ETA: 15s - loss: 0.6908 - acc: 0.53 - ETA: 15s - loss: 0.6906 - acc: 0.53 - ETA: 14s - loss: 0.6901 - acc: 0.53 - ETA: 14s - loss: 0.6904 - acc: 0.53 - ETA: 14s - loss: 0.6906 - acc: 0.53 - ETA: 13s - loss: 0.6904 - acc: 0.53 - ETA: 13s - loss: 0.6904 - acc: 0.53 - ETA: 13s - loss: 0.6906 - acc: 0.53 - ETA: 12s - loss: 0.6907 - acc: 0.53 - ETA: 12s - loss: 0.6902 - acc: 0.53 - ETA: 12s - loss: 0.6897 - acc: 0.54 - ETA: 11s - loss: 0.6903 - acc: 0.53 - ETA: 11s - loss: 0.6901 - acc: 0.54 - ETA: 11s - loss: 0.6899 - acc: 0.54 - ETA: 10s - loss: 0.6897 - acc: 0.54 - ETA: 10s - loss: 0.6896 - acc: 0.54 - ETA: 10s - loss: 0.6892 - acc: 0.54 - ETA: 9s - loss: 0.6891 - acc: 0.5418 - ETA: 9s - loss: 0.6894 - acc: 0.539 - ETA: 9s - loss: 0.6890 - acc: 0.542 - ETA: 8s - loss: 0.6893 - acc: 0.541 - ETA: 8s - loss: 0.6891 - acc: 0.542 - ETA: 8s - loss: 0.6888 - acc: 0.542 - ETA: 7s - loss: 0.6885 - acc: 0.543 - ETA: 7s - loss: 0.6884 - acc: 0.543 - ETA: 7s - loss: 0.6869 - acc: 0.546 - ETA: 6s - loss: 0.6896 - acc: 0.544 - ETA: 6s - loss: 0.6892 - acc: 0.546 - ETA: 6s - loss: 0.6886 - acc: 0.547 - ETA: 5s - loss: 0.6885 - acc: 0.547 - ETA: 5s - loss: 0.6880 - acc: 0.547 - ETA: 5s - loss: 0.6875 - acc: 0.548 - ETA: 4s - loss: 0.6873 - acc: 0.548 - ETA: 4s - loss: 0.6870 - acc: 0.548 - ETA: 4s - loss: 0.6870 - acc: 0.548 - ETA: 3s - loss: 0.6868 - acc: 0.548 - ETA: 3s - loss: 0.6870 - acc: 0.547 - ETA: 3s - loss: 0.6870 - acc: 0.546 - ETA: 2s - loss: 0.6872 - acc: 0.544 - ETA: 2s - loss: 0.6869 - acc: 0.545 - ETA: 2s - loss: 0.6873 - acc: 0.544 - ETA: 1s - loss: 0.6874 - acc: 0.543 - ETA: 1s - loss: 0.6877 - acc: 0.541 - ETA: 0s - loss: 0.6876 - acc: 0.542 - ETA: 0s - loss: 0.6878 - acc: 0.541 - ETA: 0s - loss: 0.6876 - acc: 0.542 - 40s - loss: 0.6874 - acc: 0.5431 - val_loss: 0.6691 - val_acc: 0.6022
Epoch 2/100
100/100 [==============================] - ETA: 6s - loss: 0.6695 - acc: 0.625 - ETA: 7s - loss: 0.6840 - acc: 0.593 - ETA: 7s - loss: 0.6856 - acc: 0.604 - ETA: 7s - loss: 0.6929 - acc: 0.585 - ETA: 7s - loss: 0.6929 - acc: 0.575 - ETA: 7s - loss: 0.6877 - acc: 0.588 - ETA: 7s - loss: 0.6849 - acc: 0.589 - ETA: 7s - loss: 0.6856 - acc: 0.570 - ETA: 7s - loss: 0.6877 - acc: 0.555 - ETA: 6s - loss: 0.6854 - acc: 0.568 - ETA: 6s - loss: 0.6839 - acc: 0.571 - ETA: 7s - loss: 0.6829 - acc: 0.572 - ETA: 8s - loss: 0.6852 - acc: 0.564 - ETA: 10s - loss: 0.6831 - acc: 0.56 - ETA: 11s - loss: 0.6859 - acc: 0.55 - ETA: 12s - loss: 0.6848 - acc: 0.55 - ETA: 12s - loss: 0.6846 - acc: 0.55 - ETA: 13s - loss: 0.6856 - acc: 0.55 - ETA: 14s - loss: 0.6845 - acc: 0.55 - ETA: 14s - loss: 0.6844 - acc: 0.55 - ETA: 15s - loss: 0.6841 - acc: 0.55 - ETA: 15s - loss: 0.6849 - acc: 0.55 - ETA: 16s - loss: 0.6840 - acc: 0.55 - ETA: 16s - loss: 0.6843 - acc: 0.54 - ETA: 16s - loss: 0.6838 - acc: 0.55 - ETA: 16s - loss: 0.6834 - acc: 0.54 - ETA: 16s - loss: 0.6824 - acc: 0.54 - ETA: 16s - loss: 0.6811 - acc: 0.55 - ETA: 16s - loss: 0.6821 - acc: 0.54 - ETA: 16s - loss: 0.6830 - acc: 0.54 - ETA: 16s - loss: 0.6835 - acc: 0.54 - ETA: 16s - loss: 0.6828 - acc: 0.54 - ETA: 16s - loss: 0.6827 - acc: 0.54 - ETA: 16s - loss: 0.6824 - acc: 0.54 - ETA: 16s - loss: 0.6818 - acc: 0.54 - ETA: 15s - loss: 0.6810 - acc: 0.55 - ETA: 15s - loss: 0.6811 - acc: 0.55 - ETA: 15s - loss: 0.6801 - acc: 0.55 - ETA: 15s - loss: 0.6791 - acc: 0.55 - ETA: 15s - loss: 0.6810 - acc: 0.55 - ETA: 15s - loss: 0.6805 - acc: 0.55 - ETA: 15s - loss: 0.6816 - acc: 0.55 - ETA: 15s - loss: 0.6816 - acc: 0.55 - ETA: 14s - loss: 0.6820 - acc: 0.55 - ETA: 14s - loss: 0.6823 - acc: 0.55 - ETA: 14s - loss: 0.6815 - acc: 0.55 - ETA: 14s - loss: 0.6817 - acc: 0.55 - ETA: 14s - loss: 0.6812 - acc: 0.55 - ETA: 13s - loss: 0.6812 - acc: 0.55 - ETA: 13s - loss: 0.6812 - acc: 0.55 - ETA: 13s - loss: 0.6805 - acc: 0.55 - ETA: 13s - loss: 0.6793 - acc: 0.55 - ETA: 13s - loss: 0.6784 - acc: 0.56 - ETA: 12s - loss: 0.6793 - acc: 0.56 - ETA: 12s - loss: 0.6787 - acc: 0.56 - ETA: 12s - loss: 0.6783 - acc: 0.56 - ETA: 12s - loss: 0.6779 - acc: 0.56 - ETA: 11s - loss: 0.6803 - acc: 0.56 - ETA: 11s - loss: 0.6804 - acc: 0.56 - ETA: 11s - loss: 0.6804 - acc: 0.56 - ETA: 11s - loss: 0.6804 - acc: 0.56 - ETA: 10s - loss: 0.6802 - acc: 0.56 - ETA: 10s - loss: 0.6802 - acc: 0.56 - ETA: 10s - loss: 0.6797 - acc: 0.56 - ETA: 10s - loss: 0.6793 - acc: 0.56 - ETA: 9s - loss: 0.6781 - acc: 0.5696 - ETA: 9s - loss: 0.6769 - acc: 0.570 - ETA: 9s - loss: 0.6772 - acc: 0.571 - ETA: 9s - loss: 0.6764 - acc: 0.572 - ETA: 8s - loss: 0.6761 - acc: 0.571 - ETA: 8s - loss: 0.6778 - acc: 0.569 - ETA: 8s - loss: 0.6778 - acc: 0.570 - ETA: 8s - loss: 0.6778 - acc: 0.569 - ETA: 7s - loss: 0.6778 - acc: 0.571 - ETA: 7s - loss: 0.6784 - acc: 0.570 - ETA: 7s - loss: 0.6781 - acc: 0.570 - ETA: 6s - loss: 0.6778 - acc: 0.571 - ETA: 6s - loss: 0.6774 - acc: 0.572 - ETA: 6s - loss: 0.6767 - acc: 0.573 - ETA: 6s - loss: 0.6760 - acc: 0.573 - ETA: 5s - loss: 0.6756 - acc: 0.574 - ETA: 5s - loss: 0.6743 - acc: 0.576 - ETA: 5s - loss: 0.6735 - acc: 0.577 - ETA: 4s - loss: 0.6741 - acc: 0.576 - ETA: 4s - loss: 0.6744 - acc: 0.575 - ETA: 4s - loss: 0.6748 - acc: 0.573 - ETA: 3s - loss: 0.6750 - acc: 0.572 - ETA: 3s - loss: 0.6754 - acc: 0.571 - ETA: 3s - loss: 0.6760 - acc: 0.570 - ETA: 3s - loss: 0.6758 - acc: 0.569 - ETA: 2s - loss: 0.6751 - acc: 0.570 - ETA: 2s - loss: 0.6756 - acc: 0.569 - ETA: 2s - loss: 0.6759 - acc: 0.568 - ETA: 1s - loss: 0.6753 - acc: 0.569 - ETA: 1s - loss: 0.6747 - acc: 0.570 - ETA: 1s - loss: 0.6745 - acc: 0.569 - ETA: 0s - loss: 0.6744 - acc: 0.569 - ETA: 0s - loss: 0.6744 - acc: 0.568 - ETA: 0s - loss: 0.6741 - acc: 0.569 - 38s - loss: 0.6738 - acc: 0.5700 - val_loss: 0.6613 - val_acc: 0.5747
Epoch 3/100
100/100 [==============================] - ETA: 6s - loss: 0.6470 - acc: 0.562 - ETA: 6s - loss: 0.6517 - acc: 0.578 - ETA: 7s - loss: 0.6511 - acc: 0.583 - ETA: 7s - loss: 0.6432 - acc: 0.601 - ETA: 7s - loss: 0.6546 - acc: 0.587 - ETA: 6s - loss: 0.6592 - acc: 0.583 - ETA: 6s - loss: 0.6684 - acc: 0.567 - ETA: 6s - loss: 0.6697 - acc: 0.562 - ETA: 6s - loss: 0.6661 - acc: 0.572 - ETA: 6s - loss: 0.6571 - acc: 0.600 - ETA: 6s - loss: 0.6614 - acc: 0.593 - ETA: 6s - loss: 0.6614 - acc: 0.585 - ETA: 8s - loss: 0.6609 - acc: 0.581 - ETA: 9s - loss: 0.6603 - acc: 0.582 - ETA: 10s - loss: 0.6642 - acc: 0.57 - ETA: 11s - loss: 0.6640 - acc: 0.58 - ETA: 12s - loss: 0.6664 - acc: 0.56 - ETA: 12s - loss: 0.6649 - acc: 0.56 - ETA: 13s - loss: 0.6665 - acc: 0.56 - ETA: 13s - loss: 0.6717 - acc: 0.56 - ETA: 14s - loss: 0.6716 - acc: 0.56 - ETA: 14s - loss: 0.6710 - acc: 0.56 - ETA: 14s - loss: 0.6710 - acc: 0.56 - ETA: 15s - loss: 0.6714 - acc: 0.56 - ETA: 15s - loss: 0.6731 - acc: 0.56 - ETA: 15s - loss: 0.6744 - acc: 0.56 - ETA: 15s - loss: 0.6745 - acc: 0.55 - ETA: 15s - loss: 0.6738 - acc: 0.56 - ETA: 15s - loss: 0.6747 - acc: 0.55 - ETA: 15s - loss: 0.6739 - acc: 0.55 - ETA: 15s - loss: 0.6723 - acc: 0.56 - ETA: 15s - loss: 0.6709 - acc: 0.57 - ETA: 15s - loss: 0.6717 - acc: 0.56 - ETA: 15s - loss: 0.6704 - acc: 0.57 - ETA: 15s - loss: 0.6700 - acc: 0.57 - ETA: 15s - loss: 0.6700 - acc: 0.57 - ETA: 15s - loss: 0.6692 - acc: 0.57 - ETA: 15s - loss: 0.6678 - acc: 0.57 - ETA: 15s - loss: 0.6679 - acc: 0.57 - ETA: 15s - loss: 0.6680 - acc: 0.57 - ETA: 15s - loss: 0.6701 - acc: 0.57 - ETA: 15s - loss: 0.6704 - acc: 0.57 - ETA: 14s - loss: 0.6706 - acc: 0.57 - ETA: 14s - loss: 0.6703 - acc: 0.57 - ETA: 14s - loss: 0.6696 - acc: 0.57 - ETA: 14s - loss: 0.6695 - acc: 0.57 - ETA: 14s - loss: 0.6703 - acc: 0.57 - ETA: 13s - loss: 0.6692 - acc: 0.57 - ETA: 13s - loss: 0.6688 - acc: 0.57 - ETA: 13s - loss: 0.6687 - acc: 0.57 - ETA: 13s - loss: 0.6687 - acc: 0.57 - ETA: 12s - loss: 0.6681 - acc: 0.58 - ETA: 12s - loss: 0.6677 - acc: 0.58 - ETA: 12s - loss: 0.6667 - acc: 0.58 - ETA: 12s - loss: 0.6667 - acc: 0.58 - ETA: 12s - loss: 0.6668 - acc: 0.58 - ETA: 11s - loss: 0.6666 - acc: 0.58 - ETA: 11s - loss: 0.6673 - acc: 0.58 - ETA: 11s - loss: 0.6668 - acc: 0.58 - ETA: 11s - loss: 0.6663 - acc: 0.58 - ETA: 10s - loss: 0.6651 - acc: 0.58 - ETA: 10s - loss: 0.6665 - acc: 0.58 - ETA: 10s - loss: 0.6656 - acc: 0.58 - ETA: 10s - loss: 0.6652 - acc: 0.58 - ETA: 9s - loss: 0.6655 - acc: 0.5885 - ETA: 9s - loss: 0.6654 - acc: 0.588 - ETA: 9s - loss: 0.6647 - acc: 0.589 - ETA: 9s - loss: 0.6642 - acc: 0.591 - ETA: 8s - loss: 0.6642 - acc: 0.592 - ETA: 8s - loss: 0.6640 - acc: 0.593 - ETA: 8s - loss: 0.6649 - acc: 0.592 - ETA: 8s - loss: 0.6674 - acc: 0.589 - ETA: 7s - loss: 0.6681 - acc: 0.588 - ETA: 7s - loss: 0.6681 - acc: 0.588 - ETA: 7s - loss: 0.6676 - acc: 0.589 - ETA: 7s - loss: 0.6669 - acc: 0.590 - ETA: 6s - loss: 0.6660 - acc: 0.593 - ETA: 6s - loss: 0.6656 - acc: 0.593 - ETA: 6s - loss: 0.6654 - acc: 0.593 - ETA: 5s - loss: 0.6650 - acc: 0.593 - ETA: 5s - loss: 0.6641 - acc: 0.595 - ETA: 5s - loss: 0.6650 - acc: 0.593 - ETA: 5s - loss: 0.6654 - acc: 0.593 - ETA: 4s - loss: 0.6649 - acc: 0.593 - ETA: 4s - loss: 0.6654 - acc: 0.591 - ETA: 4s - loss: 0.6654 - acc: 0.592 - ETA: 3s - loss: 0.6655 - acc: 0.593 - ETA: 3s - loss: 0.6651 - acc: 0.593 - ETA: 3s - loss: 0.6650 - acc: 0.593 - ETA: 3s - loss: 0.6646 - acc: 0.594 - ETA: 2s - loss: 0.6650 - acc: 0.594 - ETA: 2s - loss: 0.6656 - acc: 0.592 - ETA: 2s - loss: 0.6653 - acc: 0.593 - ETA: 1s - loss: 0.6650 - acc: 0.594 - ETA: 1s - loss: 0.6649 - acc: 0.595 - ETA: 1s - loss: 0.6649 - acc: 0.597 - ETA: 0s - loss: 0.6653 - acc: 0.596 - ETA: 0s - loss: 0.6649 - acc: 0.597 - ETA: 0s - loss: 0.6651 - acc: 0.597 - 37s - loss: 0.6650 - acc: 0.5969 - val_loss: 0.6406 - val_acc: 0.6358
Epoch 4/100
100/100 [==============================] - ETA: 6s - loss: 0.6917 - acc: 0.468 - ETA: 6s - loss: 0.6963 - acc: 0.484 - ETA: 6s - loss: 0.6926 - acc: 0.500 - ETA: 6s - loss: 0.6717 - acc: 0.546 - ETA: 6s - loss: 0.6841 - acc: 0.518 - ETA: 6s - loss: 0.6789 - acc: 0.536 - ETA: 6s - loss: 0.6680 - acc: 0.549 - ETA: 6s - loss: 0.6752 - acc: 0.543 - ETA: 6s - loss: 0.6684 - acc: 0.566 - ETA: 6s - loss: 0.6649 - acc: 0.571 - ETA: 6s - loss: 0.6646 - acc: 0.568 - ETA: 6s - loss: 0.6625 - acc: 0.570 - ETA: 8s - loss: 0.6577 - acc: 0.581 - ETA: 9s - loss: 0.6559 - acc: 0.582 - ETA: 9s - loss: 0.6593 - acc: 0.585 - ETA: 10s - loss: 0.6534 - acc: 0.60 - ETA: 11s - loss: 0.6551 - acc: 0.59 - ETA: 12s - loss: 0.6557 - acc: 0.59 - ETA: 13s - loss: 0.6573 - acc: 0.59 - ETA: 13s - loss: 0.6574 - acc: 0.59 - ETA: 14s - loss: 0.6573 - acc: 0.59 - ETA: 14s - loss: 0.6546 - acc: 0.59 - ETA: 14s - loss: 0.6548 - acc: 0.59 - ETA: 14s - loss: 0.6531 - acc: 0.59 - ETA: 15s - loss: 0.6525 - acc: 0.59 - ETA: 15s - loss: 0.6534 - acc: 0.59 - ETA: 15s - loss: 0.6516 - acc: 0.58 - ETA: 15s - loss: 0.6509 - acc: 0.59 - ETA: 15s - loss: 0.6523 - acc: 0.58 - ETA: 15s - loss: 0.6508 - acc: 0.59 - ETA: 15s - loss: 0.6499 - acc: 0.59 - ETA: 15s - loss: 0.6508 - acc: 0.59 - ETA: 15s - loss: 0.6503 - acc: 0.59 - ETA: 15s - loss: 0.6488 - acc: 0.59 - ETA: 15s - loss: 0.6516 - acc: 0.59 - ETA: 15s - loss: 0.6509 - acc: 0.59 - ETA: 15s - loss: 0.6498 - acc: 0.59 - ETA: 15s - loss: 0.6497 - acc: 0.59 - ETA: 15s - loss: 0.6504 - acc: 0.59 - ETA: 14s - loss: 0.6500 - acc: 0.59 - ETA: 14s - loss: 0.6506 - acc: 0.59 - ETA: 14s - loss: 0.6510 - acc: 0.59 - ETA: 14s - loss: 0.6495 - acc: 0.60 - ETA: 14s - loss: 0.6488 - acc: 0.60 - ETA: 14s - loss: 0.6526 - acc: 0.60 - ETA: 13s - loss: 0.6532 - acc: 0.60 - ETA: 13s - loss: 0.6533 - acc: 0.60 - ETA: 13s - loss: 0.6523 - acc: 0.60 - ETA: 13s - loss: 0.6512 - acc: 0.60 - ETA: 12s - loss: 0.6514 - acc: 0.60 - ETA: 12s - loss: 0.6502 - acc: 0.60 - ETA: 12s - loss: 0.6492 - acc: 0.60 - ETA: 12s - loss: 0.6495 - acc: 0.60 - ETA: 12s - loss: 0.6507 - acc: 0.60 - ETA: 11s - loss: 0.6528 - acc: 0.60 - ETA: 11s - loss: 0.6536 - acc: 0.60 - ETA: 11s - loss: 0.6525 - acc: 0.60 - ETA: 11s - loss: 0.6529 - acc: 0.60 - ETA: 10s - loss: 0.6520 - acc: 0.60 - ETA: 10s - loss: 0.6530 - acc: 0.60 - ETA: 10s - loss: 0.6541 - acc: 0.59 - ETA: 10s - loss: 0.6536 - acc: 0.60 - ETA: 9s - loss: 0.6531 - acc: 0.6032 - ETA: 9s - loss: 0.6535 - acc: 0.602 - ETA: 9s - loss: 0.6526 - acc: 0.604 - ETA: 9s - loss: 0.6527 - acc: 0.604 - ETA: 8s - loss: 0.6522 - acc: 0.604 - ETA: 8s - loss: 0.6523 - acc: 0.605 - ETA: 8s - loss: 0.6516 - acc: 0.606 - ETA: 8s - loss: 0.6508 - acc: 0.608 - ETA: 8s - loss: 0.6511 - acc: 0.608 - ETA: 7s - loss: 0.6499 - acc: 0.611 - ETA: 7s - loss: 0.6507 - acc: 0.610 - ETA: 7s - loss: 0.6508 - acc: 0.610 - ETA: 6s - loss: 0.6516 - acc: 0.607 - ETA: 6s - loss: 0.6513 - acc: 0.607 - ETA: 6s - loss: 0.6508 - acc: 0.608 - ETA: 6s - loss: 0.6505 - acc: 0.610 - ETA: 5s - loss: 0.6502 - acc: 0.610 - ETA: 5s - loss: 0.6502 - acc: 0.610 - ETA: 5s - loss: 0.6507 - acc: 0.609 - ETA: 5s - loss: 0.6506 - acc: 0.610 - ETA: 4s - loss: 0.6506 - acc: 0.611 - ETA: 4s - loss: 0.6498 - acc: 0.612 - ETA: 4s - loss: 0.6492 - acc: 0.613 - ETA: 3s - loss: 0.6492 - acc: 0.612 - ETA: 3s - loss: 0.6493 - acc: 0.612 - ETA: 3s - loss: 0.6496 - acc: 0.612 - ETA: 3s - loss: 0.6493 - acc: 0.613 - ETA: 2s - loss: 0.6496 - acc: 0.612 - ETA: 2s - loss: 0.6499 - acc: 0.613 - ETA: 2s - loss: 0.6494 - acc: 0.613 - ETA: 1s - loss: 0.6489 - acc: 0.615 - ETA: 1s - loss: 0.6481 - acc: 0.615 - ETA: 1s - loss: 0.6471 - acc: 0.617 - ETA: 1s - loss: 0.6474 - acc: 0.617 - ETA: 0s - loss: 0.6471 - acc: 0.618 - ETA: 0s - loss: 0.6472 - acc: 0.617 - ETA: 0s - loss: 0.6472 - acc: 0.618 - 35s - loss: 0.6466 - acc: 0.6184 - val_loss: 0.6204 - val_acc: 0.6372
Epoch 5/100
100/100 [==============================] - ETA: 6s - loss: 0.5791 - acc: 0.750 - ETA: 6s - loss: 0.6598 - acc: 0.625 - ETA: 6s - loss: 0.6449 - acc: 0.635 - ETA: 6s - loss: 0.6413 - acc: 0.609 - ETA: 6s - loss: 0.6342 - acc: 0.625 - ETA: 6s - loss: 0.6258 - acc: 0.630 - ETA: 6s - loss: 0.6270 - acc: 0.625 - ETA: 6s - loss: 0.6204 - acc: 0.628 - ETA: 6s - loss: 0.6146 - acc: 0.645 - ETA: 6s - loss: 0.6249 - acc: 0.631 - ETA: 6s - loss: 0.6292 - acc: 0.625 - ETA: 6s - loss: 0.6236 - acc: 0.638 - ETA: 8s - loss: 0.6337 - acc: 0.625 - ETA: 9s - loss: 0.6311 - acc: 0.629 - ETA: 10s - loss: 0.6288 - acc: 0.63 - ETA: 11s - loss: 0.6238 - acc: 0.64 - ETA: 12s - loss: 0.6230 - acc: 0.64 - ETA: 13s - loss: 0.6232 - acc: 0.65 - ETA: 13s - loss: 0.6271 - acc: 0.64 - ETA: 14s - loss: 0.6264 - acc: 0.64 - ETA: 15s - loss: 0.6276 - acc: 0.63 - ETA: 15s - loss: 0.6270 - acc: 0.63 - ETA: 15s - loss: 0.6242 - acc: 0.64 - ETA: 15s - loss: 0.6242 - acc: 0.64 - ETA: 16s - loss: 0.6272 - acc: 0.63 - ETA: 16s - loss: 0.6273 - acc: 0.63 - ETA: 16s - loss: 0.6248 - acc: 0.64 - ETA: 16s - loss: 0.6258 - acc: 0.63 - ETA: 16s - loss: 0.6295 - acc: 0.63 - ETA: 16s - loss: 0.6292 - acc: 0.63 - ETA: 16s - loss: 0.6283 - acc: 0.63 - ETA: 16s - loss: 0.6312 - acc: 0.63 - ETA: 16s - loss: 0.6299 - acc: 0.64 - ETA: 16s - loss: 0.6310 - acc: 0.63 - ETA: 15s - loss: 0.6332 - acc: 0.63 - ETA: 15s - loss: 0.6351 - acc: 0.63 - ETA: 15s - loss: 0.6353 - acc: 0.63 - ETA: 15s - loss: 0.6349 - acc: 0.63 - ETA: 15s - loss: 0.6350 - acc: 0.63 - ETA: 15s - loss: 0.6359 - acc: 0.63 - ETA: 14s - loss: 0.6347 - acc: 0.63 - ETA: 14s - loss: 0.6347 - acc: 0.63 - ETA: 14s - loss: 0.6355 - acc: 0.63 - ETA: 14s - loss: 0.6354 - acc: 0.62 - ETA: 14s - loss: 0.6354 - acc: 0.62 - ETA: 13s - loss: 0.6345 - acc: 0.62 - ETA: 13s - loss: 0.6356 - acc: 0.62 - ETA: 13s - loss: 0.6360 - acc: 0.62 - ETA: 13s - loss: 0.6347 - acc: 0.63 - ETA: 13s - loss: 0.6335 - acc: 0.63 - ETA: 12s - loss: 0.6339 - acc: 0.63 - ETA: 12s - loss: 0.6325 - acc: 0.63 - ETA: 12s - loss: 0.6319 - acc: 0.63 - ETA: 12s - loss: 0.6301 - acc: 0.63 - ETA: 11s - loss: 0.6297 - acc: 0.63 - ETA: 11s - loss: 0.6284 - acc: 0.63 - ETA: 11s - loss: 0.6294 - acc: 0.63 - ETA: 11s - loss: 0.6297 - acc: 0.63 - ETA: 11s - loss: 0.6304 - acc: 0.63 - ETA: 10s - loss: 0.6300 - acc: 0.63 - ETA: 10s - loss: 0.6294 - acc: 0.63 - ETA: 10s - loss: 0.6278 - acc: 0.63 - ETA: 10s - loss: 0.6275 - acc: 0.63 - ETA: 9s - loss: 0.6263 - acc: 0.6362 - ETA: 9s - loss: 0.6260 - acc: 0.637 - ETA: 9s - loss: 0.6279 - acc: 0.636 - ETA: 9s - loss: 0.6294 - acc: 0.633 - ETA: 8s - loss: 0.6280 - acc: 0.633 - ETA: 8s - loss: 0.6277 - acc: 0.635 - ETA: 8s - loss: 0.6282 - acc: 0.635 - ETA: 8s - loss: 0.6287 - acc: 0.635 - ETA: 7s - loss: 0.6287 - acc: 0.635 - ETA: 7s - loss: 0.6302 - acc: 0.633 - ETA: 7s - loss: 0.6296 - acc: 0.634 - ETA: 6s - loss: 0.6296 - acc: 0.633 - ETA: 6s - loss: 0.6309 - acc: 0.633 - ETA: 6s - loss: 0.6319 - acc: 0.632 - ETA: 6s - loss: 0.6328 - acc: 0.631 - ETA: 5s - loss: 0.6330 - acc: 0.632 - ETA: 5s - loss: 0.6326 - acc: 0.633 - ETA: 5s - loss: 0.6330 - acc: 0.633 - ETA: 5s - loss: 0.6323 - acc: 0.633 - ETA: 4s - loss: 0.6313 - acc: 0.635 - ETA: 4s - loss: 0.6301 - acc: 0.635 - ETA: 4s - loss: 0.6288 - acc: 0.636 - ETA: 3s - loss: 0.6294 - acc: 0.636 - ETA: 3s - loss: 0.6294 - acc: 0.636 - ETA: 3s - loss: 0.6294 - acc: 0.636 - ETA: 3s - loss: 0.6290 - acc: 0.636 - ETA: 2s - loss: 0.6290 - acc: 0.636 - ETA: 2s - loss: 0.6286 - acc: 0.636 - ETA: 2s - loss: 0.6288 - acc: 0.635 - ETA: 1s - loss: 0.6284 - acc: 0.636 - ETA: 1s - loss: 0.6279 - acc: 0.637 - ETA: 1s - loss: 0.6279 - acc: 0.638 - ETA: 1s - loss: 0.6276 - acc: 0.638 - ETA: 0s - loss: 0.6277 - acc: 0.638 - ETA: 0s - loss: 0.6282 - acc: 0.637 - ETA: 0s - loss: 0.6283 - acc: 0.638 - 34s - loss: 0.6281 - acc: 0.6378 - val_loss: 0.6036 - val_acc: 0.6574
Epoch 6/100
100/100 [==============================] - ETA: 6s - loss: 0.6654 - acc: 0.593 - ETA: 6s - loss: 0.7114 - acc: 0.515 - ETA: 6s - loss: 0.6790 - acc: 0.572 - ETA: 5s - loss: 0.6498 - acc: 0.612 - ETA: 6s - loss: 0.6475 - acc: 0.619 - ETA: 6s - loss: 0.6433 - acc: 0.629 - ETA: 6s - loss: 0.6423 - acc: 0.628 - ETA: 5s - loss: 0.6293 - acc: 0.645 - ETA: 6s - loss: 0.6369 - acc: 0.625 - ETA: 5s - loss: 0.6303 - acc: 0.630 - ETA: 5s - loss: 0.6264 - acc: 0.638 - ETA: 7s - loss: 0.6212 - acc: 0.639 - ETA: 8s - loss: 0.6245 - acc: 0.631 - ETA: 9s - loss: 0.6300 - acc: 0.620 - ETA: 10s - loss: 0.6304 - acc: 0.62 - ETA: 11s - loss: 0.6279 - acc: 0.62 - ETA: 12s - loss: 0.6302 - acc: 0.62 - ETA: 12s - loss: 0.6288 - acc: 0.62 - ETA: 13s - loss: 0.6245 - acc: 0.63 - ETA: 13s - loss: 0.6260 - acc: 0.63 - ETA: 13s - loss: 0.6238 - acc: 0.64 - ETA: 14s - loss: 0.6257 - acc: 0.63 - ETA: 14s - loss: 0.6275 - acc: 0.64 - ETA: 14s - loss: 0.6245 - acc: 0.64 - ETA: 14s - loss: 0.6240 - acc: 0.64 - ETA: 14s - loss: 0.6254 - acc: 0.64 - ETA: 14s - loss: 0.6260 - acc: 0.64 - ETA: 14s - loss: 0.6265 - acc: 0.64 - ETA: 14s - loss: 0.6273 - acc: 0.64 - ETA: 14s - loss: 0.6259 - acc: 0.64 - ETA: 14s - loss: 0.6223 - acc: 0.64 - ETA: 14s - loss: 0.6237 - acc: 0.64 - ETA: 14s - loss: 0.6229 - acc: 0.64 - ETA: 14s - loss: 0.6246 - acc: 0.64 - ETA: 14s - loss: 0.6214 - acc: 0.64 - ETA: 14s - loss: 0.6208 - acc: 0.64 - ETA: 14s - loss: 0.6187 - acc: 0.64 - ETA: 14s - loss: 0.6192 - acc: 0.64 - ETA: 14s - loss: 0.6211 - acc: 0.64 - ETA: 14s - loss: 0.6196 - acc: 0.64 - ETA: 13s - loss: 0.6204 - acc: 0.64 - ETA: 13s - loss: 0.6190 - acc: 0.64 - ETA: 13s - loss: 0.6194 - acc: 0.64 - ETA: 13s - loss: 0.6203 - acc: 0.64 - ETA: 13s - loss: 0.6213 - acc: 0.64 - ETA: 13s - loss: 0.6231 - acc: 0.63 - ETA: 12s - loss: 0.6225 - acc: 0.63 - ETA: 12s - loss: 0.6222 - acc: 0.63 - ETA: 12s - loss: 0.6231 - acc: 0.63 - ETA: 12s - loss: 0.6217 - acc: 0.63 - ETA: 12s - loss: 0.6200 - acc: 0.64 - ETA: 11s - loss: 0.6188 - acc: 0.64 - ETA: 11s - loss: 0.6178 - acc: 0.64 - ETA: 11s - loss: 0.6179 - acc: 0.64 - ETA: 11s - loss: 0.6181 - acc: 0.64 - ETA: 11s - loss: 0.6180 - acc: 0.64 - ETA: 10s - loss: 0.6184 - acc: 0.64 - ETA: 10s - loss: 0.6179 - acc: 0.64 - ETA: 10s - loss: 0.6179 - acc: 0.64 - ETA: 10s - loss: 0.6168 - acc: 0.64 - ETA: 9s - loss: 0.6155 - acc: 0.6482 - ETA: 9s - loss: 0.6157 - acc: 0.648 - ETA: 9s - loss: 0.6161 - acc: 0.647 - ETA: 9s - loss: 0.6165 - acc: 0.646 - ETA: 8s - loss: 0.6162 - acc: 0.646 - ETA: 8s - loss: 0.6170 - acc: 0.647 - ETA: 8s - loss: 0.6190 - acc: 0.646 - ETA: 8s - loss: 0.6189 - acc: 0.647 - ETA: 7s - loss: 0.6184 - acc: 0.647 - ETA: 7s - loss: 0.6169 - acc: 0.649 - ETA: 7s - loss: 0.6180 - acc: 0.645 - ETA: 7s - loss: 0.6166 - acc: 0.648 - ETA: 6s - loss: 0.6162 - acc: 0.648 - ETA: 6s - loss: 0.6153 - acc: 0.650 - ETA: 6s - loss: 0.6149 - acc: 0.648 - ETA: 6s - loss: 0.6156 - acc: 0.649 - ETA: 5s - loss: 0.6161 - acc: 0.647 - ETA: 5s - loss: 0.6164 - acc: 0.646 - ETA: 5s - loss: 0.6151 - acc: 0.648 - ETA: 5s - loss: 0.6159 - acc: 0.647 - ETA: 4s - loss: 0.6149 - acc: 0.648 - ETA: 4s - loss: 0.6160 - acc: 0.646 - ETA: 4s - loss: 0.6158 - acc: 0.647 - ETA: 4s - loss: 0.6152 - acc: 0.648 - ETA: 3s - loss: 0.6153 - acc: 0.649 - ETA: 3s - loss: 0.6139 - acc: 0.650 - ETA: 3s - loss: 0.6130 - acc: 0.652 - ETA: 3s - loss: 0.6125 - acc: 0.653 - ETA: 2s - loss: 0.6129 - acc: 0.652 - ETA: 2s - loss: 0.6124 - acc: 0.653 - ETA: 2s - loss: 0.6126 - acc: 0.652 - ETA: 1s - loss: 0.6130 - acc: 0.652 - ETA: 1s - loss: 0.6128 - acc: 0.652 - ETA: 1s - loss: 0.6137 - acc: 0.651 - ETA: 1s - loss: 0.6143 - acc: 0.650 - ETA: 0s - loss: 0.6134 - acc: 0.650 - ETA: 0s - loss: 0.6140 - acc: 0.649 - ETA: 0s - loss: 0.6145 - acc: 0.649 - 33s - loss: 0.6134 - acc: 0.6500 - val_loss: 0.6567 - val_acc: 0.6095
Epoch 7/100
100/100 [==============================] - ETA: 6s - loss: 0.6091 - acc: 0.718 - ETA: 6s - loss: 0.6027 - acc: 0.703 - ETA: 6s - loss: 0.5816 - acc: 0.718 - ETA: 6s - loss: 0.6137 - acc: 0.648 - ETA: 6s - loss: 0.6057 - acc: 0.662 - ETA: 6s - loss: 0.6038 - acc: 0.687 - ETA: 6s - loss: 0.6179 - acc: 0.665 - ETA: 6s - loss: 0.6207 - acc: 0.656 - ETA: 6s - loss: 0.6191 - acc: 0.656 - ETA: 6s - loss: 0.6181 - acc: 0.659 - ETA: 6s - loss: 0.6187 - acc: 0.659 - ETA: 6s - loss: 0.6194 - acc: 0.669 - ETA: 8s - loss: 0.6212 - acc: 0.670 - ETA: 9s - loss: 0.6163 - acc: 0.674 - ETA: 10s - loss: 0.6198 - acc: 0.67 - ETA: 11s - loss: 0.6215 - acc: 0.66 - ETA: 11s - loss: 0.6195 - acc: 0.65 - ETA: 12s - loss: 0.6161 - acc: 0.66 - ETA: 12s - loss: 0.6126 - acc: 0.66 - ETA: 13s - loss: 0.6163 - acc: 0.66 - ETA: 13s - loss: 0.6120 - acc: 0.66 - ETA: 13s - loss: 0.6105 - acc: 0.66 - ETA: 14s - loss: 0.6117 - acc: 0.66 - ETA: 14s - loss: 0.6106 - acc: 0.66 - ETA: 14s - loss: 0.6143 - acc: 0.66 - ETA: 14s - loss: 0.6158 - acc: 0.66 - ETA: 15s - loss: 0.6154 - acc: 0.66 - ETA: 15s - loss: 0.6134 - acc: 0.66 - ETA: 15s - loss: 0.6103 - acc: 0.66 - ETA: 14s - loss: 0.6163 - acc: 0.66 - ETA: 14s - loss: 0.6131 - acc: 0.67 - ETA: 14s - loss: 0.6135 - acc: 0.66 - ETA: 14s - loss: 0.6127 - acc: 0.67 - ETA: 14s - loss: 0.6107 - acc: 0.67 - ETA: 14s - loss: 0.6125 - acc: 0.67 - ETA: 15s - loss: 0.6135 - acc: 0.67 - ETA: 15s - loss: 0.6113 - acc: 0.66 - ETA: 15s - loss: 0.6090 - acc: 0.67 - ETA: 15s - loss: 0.6091 - acc: 0.67 - ETA: 14s - loss: 0.6069 - acc: 0.67 - ETA: 14s - loss: 0.6037 - acc: 0.67 - ETA: 14s - loss: 0.6050 - acc: 0.67 - ETA: 14s - loss: 0.6038 - acc: 0.67 - ETA: 14s - loss: 0.6019 - acc: 0.68 - ETA: 14s - loss: 0.6008 - acc: 0.68 - ETA: 14s - loss: 0.6038 - acc: 0.67 - ETA: 14s - loss: 0.6030 - acc: 0.67 - ETA: 14s - loss: 0.6059 - acc: 0.67 - ETA: 13s - loss: 0.6040 - acc: 0.67 - ETA: 13s - loss: 0.6030 - acc: 0.67 - ETA: 13s - loss: 0.6032 - acc: 0.67 - ETA: 13s - loss: 0.6012 - acc: 0.67 - ETA: 12s - loss: 0.5988 - acc: 0.68 - ETA: 12s - loss: 0.5983 - acc: 0.68 - ETA: 12s - loss: 0.6002 - acc: 0.67 - ETA: 12s - loss: 0.6051 - acc: 0.67 - ETA: 12s - loss: 0.6055 - acc: 0.67 - ETA: 11s - loss: 0.6064 - acc: 0.67 - ETA: 11s - loss: 0.6062 - acc: 0.67 - ETA: 11s - loss: 0.6071 - acc: 0.67 - ETA: 11s - loss: 0.6056 - acc: 0.67 - ETA: 10s - loss: 0.6055 - acc: 0.67 - ETA: 10s - loss: 0.6053 - acc: 0.67 - ETA: 10s - loss: 0.6049 - acc: 0.67 - ETA: 10s - loss: 0.6026 - acc: 0.67 - ETA: 9s - loss: 0.6051 - acc: 0.6752 - ETA: 9s - loss: 0.6031 - acc: 0.677 - ETA: 9s - loss: 0.6018 - acc: 0.679 - ETA: 9s - loss: 0.6023 - acc: 0.678 - ETA: 8s - loss: 0.6016 - acc: 0.679 - ETA: 8s - loss: 0.6012 - acc: 0.680 - ETA: 8s - loss: 0.6009 - acc: 0.680 - ETA: 7s - loss: 0.6017 - acc: 0.679 - ETA: 7s - loss: 0.6009 - acc: 0.680 - ETA: 7s - loss: 0.6004 - acc: 0.680 - ETA: 7s - loss: 0.5999 - acc: 0.682 - ETA: 6s - loss: 0.5988 - acc: 0.683 - ETA: 6s - loss: 0.5999 - acc: 0.682 - ETA: 6s - loss: 0.5992 - acc: 0.682 - ETA: 6s - loss: 0.6007 - acc: 0.680 - ETA: 5s - loss: 0.6010 - acc: 0.679 - ETA: 5s - loss: 0.6030 - acc: 0.677 - ETA: 5s - loss: 0.6024 - acc: 0.678 - ETA: 4s - loss: 0.6028 - acc: 0.678 - ETA: 4s - loss: 0.6035 - acc: 0.677 - ETA: 4s - loss: 0.6028 - acc: 0.678 - ETA: 3s - loss: 0.6040 - acc: 0.677 - ETA: 3s - loss: 0.6057 - acc: 0.676 - ETA: 3s - loss: 0.6050 - acc: 0.678 - ETA: 3s - loss: 0.6049 - acc: 0.677 - ETA: 2s - loss: 0.6043 - acc: 0.678 - ETA: 2s - loss: 0.6046 - acc: 0.678 - ETA: 2s - loss: 0.6034 - acc: 0.679 - ETA: 1s - loss: 0.6029 - acc: 0.679 - ETA: 1s - loss: 0.6042 - acc: 0.678 - ETA: 1s - loss: 0.6040 - acc: 0.677 - ETA: 0s - loss: 0.6037 - acc: 0.677 - ETA: 0s - loss: 0.6031 - acc: 0.677 - ETA: 0s - loss: 0.6032 - acc: 0.677 - 36s - loss: 0.6022 - acc: 0.6775 - val_loss: 0.5760 - val_acc: 0.6791
Epoch 8/100
100/100 [==============================] - ETA: 6s - loss: 0.6040 - acc: 0.687 - ETA: 7s - loss: 0.5860 - acc: 0.671 - ETA: 7s - loss: 0.5670 - acc: 0.677 - ETA: 7s - loss: 0.5542 - acc: 0.679 - ETA: 7s - loss: 0.5442 - acc: 0.687 - ETA: 6s - loss: 0.5604 - acc: 0.677 - ETA: 6s - loss: 0.5584 - acc: 0.692 - ETA: 6s - loss: 0.5677 - acc: 0.687 - ETA: 6s - loss: 0.5760 - acc: 0.684 - ETA: 6s - loss: 0.5742 - acc: 0.681 - ETA: 6s - loss: 0.5908 - acc: 0.661 - ETA: 6s - loss: 0.5932 - acc: 0.658 - ETA: 7s - loss: 0.5983 - acc: 0.651 - ETA: 8s - loss: 0.6017 - acc: 0.649 - ETA: 9s - loss: 0.6170 - acc: 0.641 - ETA: 10s - loss: 0.6096 - acc: 0.65 - ETA: 11s - loss: 0.6063 - acc: 0.65 - ETA: 11s - loss: 0.6090 - acc: 0.65 - ETA: 12s - loss: 0.6094 - acc: 0.65 - ETA: 12s - loss: 0.6036 - acc: 0.66 - ETA: 13s - loss: 0.5978 - acc: 0.66 - ETA: 13s - loss: 0.5981 - acc: 0.66 - ETA: 13s - loss: 0.5930 - acc: 0.67 - ETA: 14s - loss: 0.5950 - acc: 0.67 - ETA: 14s - loss: 0.5967 - acc: 0.67 - ETA: 14s - loss: 0.5987 - acc: 0.67 - ETA: 14s - loss: 0.5974 - acc: 0.67 - ETA: 14s - loss: 0.5959 - acc: 0.67 - ETA: 14s - loss: 0.5937 - acc: 0.68 - ETA: 14s - loss: 0.5936 - acc: 0.67 - ETA: 14s - loss: 0.5907 - acc: 0.68 - ETA: 14s - loss: 0.5883 - acc: 0.68 - ETA: 14s - loss: 0.5896 - acc: 0.68 - ETA: 14s - loss: 0.5962 - acc: 0.67 - ETA: 14s - loss: 0.5950 - acc: 0.67 - ETA: 14s - loss: 0.5940 - acc: 0.68 - ETA: 14s - loss: 0.5933 - acc: 0.68 - ETA: 13s - loss: 0.5972 - acc: 0.67 - ETA: 13s - loss: 0.5947 - acc: 0.67 - ETA: 13s - loss: 0.5933 - acc: 0.67 - ETA: 13s - loss: 0.5927 - acc: 0.67 - ETA: 13s - loss: 0.5945 - acc: 0.67 - ETA: 13s - loss: 0.5938 - acc: 0.67 - ETA: 13s - loss: 0.5933 - acc: 0.67 - ETA: 12s - loss: 0.5932 - acc: 0.67 - ETA: 12s - loss: 0.5921 - acc: 0.68 - ETA: 12s - loss: 0.5912 - acc: 0.68 - ETA: 12s - loss: 0.5910 - acc: 0.68 - ETA: 12s - loss: 0.5900 - acc: 0.68 - ETA: 12s - loss: 0.5916 - acc: 0.68 - ETA: 11s - loss: 0.5938 - acc: 0.67 - ETA: 11s - loss: 0.5925 - acc: 0.68 - ETA: 11s - loss: 0.5943 - acc: 0.67 - ETA: 11s - loss: 0.5939 - acc: 0.67 - ETA: 10s - loss: 0.5948 - acc: 0.67 - ETA: 10s - loss: 0.5949 - acc: 0.67 - ETA: 10s - loss: 0.5950 - acc: 0.68 - ETA: 10s - loss: 0.5939 - acc: 0.68 - ETA: 10s - loss: 0.5926 - acc: 0.68 - ETA: 9s - loss: 0.5937 - acc: 0.6823 - ETA: 9s - loss: 0.5927 - acc: 0.682 - ETA: 9s - loss: 0.5927 - acc: 0.680 - ETA: 9s - loss: 0.5921 - acc: 0.681 - ETA: 8s - loss: 0.5914 - acc: 0.681 - ETA: 8s - loss: 0.5926 - acc: 0.679 - ETA: 8s - loss: 0.5917 - acc: 0.679 - ETA: 8s - loss: 0.5932 - acc: 0.679 - ETA: 8s - loss: 0.5937 - acc: 0.679 - ETA: 7s - loss: 0.5937 - acc: 0.679 - ETA: 7s - loss: 0.5951 - acc: 0.678 - ETA: 7s - loss: 0.5956 - acc: 0.677 - ETA: 7s - loss: 0.5953 - acc: 0.677 - ETA: 6s - loss: 0.5944 - acc: 0.678 - ETA: 6s - loss: 0.5948 - acc: 0.678 - ETA: 6s - loss: 0.5940 - acc: 0.680 - ETA: 6s - loss: 0.5944 - acc: 0.680 - ETA: 5s - loss: 0.5947 - acc: 0.680 - ETA: 5s - loss: 0.5937 - acc: 0.681 - ETA: 5s - loss: 0.5932 - acc: 0.681 - ETA: 5s - loss: 0.5926 - acc: 0.680 - ETA: 4s - loss: 0.5923 - acc: 0.680 - ETA: 4s - loss: 0.5916 - acc: 0.679 - ETA: 4s - loss: 0.5917 - acc: 0.678 - ETA: 4s - loss: 0.5919 - acc: 0.678 - ETA: 3s - loss: 0.5898 - acc: 0.681 - ETA: 3s - loss: 0.5904 - acc: 0.680 - ETA: 3s - loss: 0.5907 - acc: 0.680 - ETA: 3s - loss: 0.5905 - acc: 0.679 - ETA: 2s - loss: 0.5893 - acc: 0.680 - ETA: 2s - loss: 0.5887 - acc: 0.681 - ETA: 2s - loss: 0.5885 - acc: 0.681 - ETA: 2s - loss: 0.5890 - acc: 0.680 - ETA: 1s - loss: 0.5896 - acc: 0.679 - ETA: 1s - loss: 0.5887 - acc: 0.681 - ETA: 1s - loss: 0.5881 - acc: 0.682 - ETA: 1s - loss: 0.5879 - acc: 0.681 - ETA: 0s - loss: 0.5888 - acc: 0.680 - ETA: 0s - loss: 0.5882 - acc: 0.681 - ETA: 0s - loss: 0.5885 - acc: 0.681 - 32s - loss: 0.5882 - acc: 0.6812 - val_loss: 0.6104 - val_acc: 0.6599
Epoch 9/100
100/100 [==============================] - ETA: 7s - loss: 0.5392 - acc: 0.750 - ETA: 7s - loss: 0.5296 - acc: 0.765 - ETA: 7s - loss: 0.5665 - acc: 0.718 - ETA: 7s - loss: 0.5634 - acc: 0.695 - ETA: 7s - loss: 0.5587 - acc: 0.712 - ETA: 7s - loss: 0.5553 - acc: 0.718 - ETA: 8s - loss: 0.5763 - acc: 0.723 - ETA: 7s - loss: 0.5779 - acc: 0.710 - ETA: 7s - loss: 0.5737 - acc: 0.715 - ETA: 7s - loss: 0.5814 - acc: 0.709 - ETA: 7s - loss: 0.5735 - acc: 0.721 - ETA: 8s - loss: 0.5807 - acc: 0.705 - ETA: 10s - loss: 0.5813 - acc: 0.70 - ETA: 11s - loss: 0.5980 - acc: 0.69 - ETA: 12s - loss: 0.6042 - acc: 0.68 - ETA: 13s - loss: 0.6061 - acc: 0.68 - ETA: 13s - loss: 0.6067 - acc: 0.67 - ETA: 14s - loss: 0.6053 - acc: 0.67 - ETA: 13s - loss: 0.6052 - acc: 0.67 - ETA: 14s - loss: 0.6025 - acc: 0.67 - ETA: 14s - loss: 0.6115 - acc: 0.66 - ETA: 14s - loss: 0.6104 - acc: 0.66 - ETA: 14s - loss: 0.6115 - acc: 0.66 - ETA: 14s - loss: 0.6089 - acc: 0.67 - ETA: 14s - loss: 0.6041 - acc: 0.67 - ETA: 15s - loss: 0.6063 - acc: 0.67 - ETA: 16s - loss: 0.6061 - acc: 0.67 - ETA: 16s - loss: 0.6061 - acc: 0.67 - ETA: 16s - loss: 0.6040 - acc: 0.67 - ETA: 16s - loss: 0.6030 - acc: 0.67 - ETA: 16s - loss: 0.6007 - acc: 0.67 - ETA: 16s - loss: 0.6034 - acc: 0.66 - ETA: 16s - loss: 0.6057 - acc: 0.66 - ETA: 16s - loss: 0.6020 - acc: 0.66 - ETA: 16s - loss: 0.6010 - acc: 0.66 - ETA: 16s - loss: 0.5987 - acc: 0.67 - ETA: 16s - loss: 0.5977 - acc: 0.67 - ETA: 16s - loss: 0.5952 - acc: 0.67 - ETA: 15s - loss: 0.5963 - acc: 0.67 - ETA: 15s - loss: 0.5936 - acc: 0.67 - ETA: 15s - loss: 0.5899 - acc: 0.68 - ETA: 15s - loss: 0.5885 - acc: 0.68 - ETA: 15s - loss: 0.5882 - acc: 0.68 - ETA: 15s - loss: 0.5870 - acc: 0.68 - ETA: 15s - loss: 0.5844 - acc: 0.68 - ETA: 14s - loss: 0.5916 - acc: 0.68 - ETA: 14s - loss: 0.5895 - acc: 0.68 - ETA: 14s - loss: 0.5933 - acc: 0.68 - ETA: 14s - loss: 0.5935 - acc: 0.68 - ETA: 13s - loss: 0.5906 - acc: 0.68 - ETA: 13s - loss: 0.5886 - acc: 0.69 - ETA: 13s - loss: 0.5882 - acc: 0.69 - ETA: 13s - loss: 0.5913 - acc: 0.68 - ETA: 13s - loss: 0.5927 - acc: 0.68 - ETA: 12s - loss: 0.5919 - acc: 0.68 - ETA: 12s - loss: 0.5929 - acc: 0.68 - ETA: 12s - loss: 0.5924 - acc: 0.68 - ETA: 12s - loss: 0.5910 - acc: 0.68 - ETA: 11s - loss: 0.5899 - acc: 0.68 - ETA: 11s - loss: 0.5892 - acc: 0.68 - ETA: 11s - loss: 0.5889 - acc: 0.68 - ETA: 11s - loss: 0.5902 - acc: 0.68 - ETA: 10s - loss: 0.5923 - acc: 0.68 - ETA: 10s - loss: 0.5921 - acc: 0.68 - ETA: 10s - loss: 0.5920 - acc: 0.68 - ETA: 10s - loss: 0.5892 - acc: 0.68 - ETA: 9s - loss: 0.5909 - acc: 0.6889 - ETA: 9s - loss: 0.5902 - acc: 0.689 - ETA: 9s - loss: 0.5903 - acc: 0.688 - ETA: 8s - loss: 0.5897 - acc: 0.687 - ETA: 8s - loss: 0.5896 - acc: 0.687 - ETA: 8s - loss: 0.5907 - acc: 0.686 - ETA: 8s - loss: 0.5898 - acc: 0.687 - ETA: 7s - loss: 0.5904 - acc: 0.686 - ETA: 7s - loss: 0.5888 - acc: 0.687 - ETA: 7s - loss: 0.5885 - acc: 0.687 - ETA: 6s - loss: 0.5890 - acc: 0.688 - ETA: 6s - loss: 0.5871 - acc: 0.689 - ETA: 6s - loss: 0.5884 - acc: 0.688 - ETA: 6s - loss: 0.5881 - acc: 0.688 - ETA: 5s - loss: 0.5903 - acc: 0.686 - ETA: 5s - loss: 0.5888 - acc: 0.686 - ETA: 5s - loss: 0.5899 - acc: 0.686 - ETA: 4s - loss: 0.5899 - acc: 0.686 - ETA: 4s - loss: 0.5901 - acc: 0.686 - ETA: 4s - loss: 0.5918 - acc: 0.685 - ETA: 4s - loss: 0.5912 - acc: 0.686 - ETA: 3s - loss: 0.5921 - acc: 0.685 - ETA: 3s - loss: 0.5913 - acc: 0.685 - ETA: 3s - loss: 0.5908 - acc: 0.686 - ETA: 2s - loss: 0.5905 - acc: 0.687 - ETA: 2s - loss: 0.5905 - acc: 0.686 - ETA: 2s - loss: 0.5902 - acc: 0.687 - ETA: 1s - loss: 0.5897 - acc: 0.687 - ETA: 1s - loss: 0.5895 - acc: 0.686 - ETA: 1s - loss: 0.5891 - acc: 0.686 - ETA: 0s - loss: 0.5891 - acc: 0.685 - ETA: 0s - loss: 0.5883 - acc: 0.686 - ETA: 0s - loss: 0.5882 - acc: 0.687 - 37s - loss: 0.5886 - acc: 0.6866 - val_loss: 0.5531 - val_acc: 0.7262
Epoch 10/100
100/100 [==============================] - ETA: 6s - loss: 0.5873 - acc: 0.687 - ETA: 6s - loss: 0.5609 - acc: 0.687 - ETA: 6s - loss: 0.5719 - acc: 0.677 - ETA: 6s - loss: 0.5835 - acc: 0.664 - ETA: 6s - loss: 0.6074 - acc: 0.668 - ETA: 6s - loss: 0.6038 - acc: 0.671 - ETA: 6s - loss: 0.6147 - acc: 0.660 - ETA: 6s - loss: 0.6083 - acc: 0.671 - ETA: 6s - loss: 0.6074 - acc: 0.666 - ETA: 6s - loss: 0.6026 - acc: 0.668 - ETA: 6s - loss: 0.5977 - acc: 0.667 - ETA: 6s - loss: 0.6085 - acc: 0.656 - ETA: 7s - loss: 0.5959 - acc: 0.670 - ETA: 8s - loss: 0.5982 - acc: 0.667 - ETA: 9s - loss: 0.5996 - acc: 0.662 - ETA: 10s - loss: 0.5948 - acc: 0.67 - ETA: 11s - loss: 0.5957 - acc: 0.67 - ETA: 11s - loss: 0.5913 - acc: 0.67 - ETA: 12s - loss: 0.5930 - acc: 0.67 - ETA: 12s - loss: 0.5890 - acc: 0.67 - ETA: 13s - loss: 0.5897 - acc: 0.67 - ETA: 13s - loss: 0.5953 - acc: 0.66 - ETA: 13s - loss: 0.5969 - acc: 0.65 - ETA: 13s - loss: 0.5912 - acc: 0.66 - ETA: 14s - loss: 0.5913 - acc: 0.66 - ETA: 14s - loss: 0.5961 - acc: 0.66 - ETA: 14s - loss: 0.5948 - acc: 0.66 - ETA: 14s - loss: 0.5924 - acc: 0.67 - ETA: 14s - loss: 0.5902 - acc: 0.67 - ETA: 14s - loss: 0.5914 - acc: 0.67 - ETA: 14s - loss: 0.5886 - acc: 0.67 - ETA: 14s - loss: 0.5895 - acc: 0.67 - ETA: 14s - loss: 0.5882 - acc: 0.67 - ETA: 14s - loss: 0.5885 - acc: 0.67 - ETA: 14s - loss: 0.5878 - acc: 0.67 - ETA: 14s - loss: 0.5856 - acc: 0.67 - ETA: 14s - loss: 0.5866 - acc: 0.67 - ETA: 14s - loss: 0.5875 - acc: 0.67 - ETA: 14s - loss: 0.5862 - acc: 0.67 - ETA: 13s - loss: 0.5861 - acc: 0.67 - ETA: 13s - loss: 0.5873 - acc: 0.67 - ETA: 13s - loss: 0.5898 - acc: 0.67 - ETA: 13s - loss: 0.5884 - acc: 0.67 - ETA: 13s - loss: 0.5882 - acc: 0.67 - ETA: 12s - loss: 0.5862 - acc: 0.68 - ETA: 12s - loss: 0.5856 - acc: 0.68 - ETA: 12s - loss: 0.5858 - acc: 0.68 - ETA: 12s - loss: 0.5866 - acc: 0.68 - ETA: 12s - loss: 0.5861 - acc: 0.68 - ETA: 12s - loss: 0.5843 - acc: 0.68 - ETA: 11s - loss: 0.5834 - acc: 0.68 - ETA: 11s - loss: 0.5809 - acc: 0.68 - ETA: 11s - loss: 0.5786 - acc: 0.68 - ETA: 11s - loss: 0.5823 - acc: 0.68 - ETA: 11s - loss: 0.5821 - acc: 0.68 - ETA: 10s - loss: 0.5850 - acc: 0.68 - ETA: 10s - loss: 0.5839 - acc: 0.68 - ETA: 10s - loss: 0.5836 - acc: 0.68 - ETA: 10s - loss: 0.5834 - acc: 0.68 - ETA: 10s - loss: 0.5834 - acc: 0.68 - ETA: 9s - loss: 0.5828 - acc: 0.6849 - ETA: 9s - loss: 0.5848 - acc: 0.682 - ETA: 9s - loss: 0.5844 - acc: 0.683 - ETA: 9s - loss: 0.5852 - acc: 0.681 - ETA: 8s - loss: 0.5844 - acc: 0.683 - ETA: 8s - loss: 0.5845 - acc: 0.681 - ETA: 8s - loss: 0.5836 - acc: 0.682 - ETA: 8s - loss: 0.5837 - acc: 0.683 - ETA: 8s - loss: 0.5843 - acc: 0.683 - ETA: 7s - loss: 0.5829 - acc: 0.684 - ETA: 7s - loss: 0.5860 - acc: 0.681 - ETA: 7s - loss: 0.5851 - acc: 0.684 - ETA: 7s - loss: 0.5844 - acc: 0.685 - ETA: 6s - loss: 0.5835 - acc: 0.686 - ETA: 6s - loss: 0.5842 - acc: 0.686 - ETA: 6s - loss: 0.5859 - acc: 0.685 - ETA: 6s - loss: 0.5861 - acc: 0.685 - ETA: 5s - loss: 0.5840 - acc: 0.686 - ETA: 5s - loss: 0.5826 - acc: 0.688 - ETA: 5s - loss: 0.5832 - acc: 0.688 - ETA: 5s - loss: 0.5837 - acc: 0.687 - ETA: 4s - loss: 0.5832 - acc: 0.688 - ETA: 4s - loss: 0.5816 - acc: 0.689 - ETA: 4s - loss: 0.5820 - acc: 0.688 - ETA: 3s - loss: 0.5840 - acc: 0.686 - ETA: 3s - loss: 0.5833 - acc: 0.687 - ETA: 3s - loss: 0.5831 - acc: 0.687 - ETA: 3s - loss: 0.5841 - acc: 0.686 - ETA: 2s - loss: 0.5838 - acc: 0.686 - ETA: 2s - loss: 0.5844 - acc: 0.685 - ETA: 2s - loss: 0.5841 - acc: 0.685 - ETA: 2s - loss: 0.5839 - acc: 0.685 - ETA: 1s - loss: 0.5835 - acc: 0.685 - ETA: 1s - loss: 0.5831 - acc: 0.686 - ETA: 1s - loss: 0.5837 - acc: 0.686 - ETA: 1s - loss: 0.5833 - acc: 0.686 - ETA: 0s - loss: 0.5834 - acc: 0.685 - ETA: 0s - loss: 0.5827 - acc: 0.685 - ETA: 0s - loss: 0.5821 - acc: 0.686 - 32s - loss: 0.5802 - acc: 0.6869 - val_loss: 0.5620 - val_acc: 0.7024
Epoch 11/100
100/100 [==============================] - ETA: 6s - loss: 0.5012 - acc: 0.718 - ETA: 6s - loss: 0.4646 - acc: 0.750 - ETA: 6s - loss: 0.5120 - acc: 0.708 - ETA: 6s - loss: 0.5531 - acc: 0.671 - ETA: 6s - loss: 0.5642 - acc: 0.668 - ETA: 6s - loss: 0.5530 - acc: 0.671 - ETA: 6s - loss: 0.5601 - acc: 0.669 - ETA: 5s - loss: 0.5859 - acc: 0.677 - ETA: 5s - loss: 0.5809 - acc: 0.684 - ETA: 5s - loss: 0.5775 - acc: 0.684 - ETA: 5s - loss: 0.5707 - acc: 0.690 - ETA: 6s - loss: 0.5730 - acc: 0.687 - ETA: 8s - loss: 0.5791 - acc: 0.687 - ETA: 9s - loss: 0.5817 - acc: 0.679 - ETA: 9s - loss: 0.5866 - acc: 0.673 - ETA: 10s - loss: 0.5881 - acc: 0.67 - ETA: 11s - loss: 0.5864 - acc: 0.67 - ETA: 11s - loss: 0.5838 - acc: 0.67 - ETA: 12s - loss: 0.5812 - acc: 0.67 - ETA: 12s - loss: 0.5760 - acc: 0.68 - ETA: 13s - loss: 0.5746 - acc: 0.68 - ETA: 13s - loss: 0.5746 - acc: 0.69 - ETA: 13s - loss: 0.5744 - acc: 0.69 - ETA: 13s - loss: 0.5776 - acc: 0.69 - ETA: 13s - loss: 0.5776 - acc: 0.69 - ETA: 13s - loss: 0.5810 - acc: 0.69 - ETA: 13s - loss: 0.5756 - acc: 0.69 - ETA: 13s - loss: 0.5747 - acc: 0.70 - ETA: 13s - loss: 0.5763 - acc: 0.70 - ETA: 13s - loss: 0.5770 - acc: 0.70 - ETA: 13s - loss: 0.5738 - acc: 0.70 - ETA: 13s - loss: 0.5734 - acc: 0.70 - ETA: 13s - loss: 0.5699 - acc: 0.70 - ETA: 13s - loss: 0.5709 - acc: 0.70 - ETA: 13s - loss: 0.5672 - acc: 0.70 - ETA: 13s - loss: 0.5674 - acc: 0.70 - ETA: 13s - loss: 0.5697 - acc: 0.70 - ETA: 13s - loss: 0.5683 - acc: 0.70 - ETA: 13s - loss: 0.5738 - acc: 0.70 - ETA: 13s - loss: 0.5713 - acc: 0.70 - ETA: 12s - loss: 0.5694 - acc: 0.71 - ETA: 12s - loss: 0.5678 - acc: 0.71 - ETA: 12s - loss: 0.5655 - acc: 0.71 - ETA: 12s - loss: 0.5640 - acc: 0.71 - ETA: 12s - loss: 0.5624 - acc: 0.71 - ETA: 12s - loss: 0.5643 - acc: 0.71 - ETA: 11s - loss: 0.5644 - acc: 0.71 - ETA: 11s - loss: 0.5672 - acc: 0.71 - ETA: 11s - loss: 0.5706 - acc: 0.70 - ETA: 11s - loss: 0.5715 - acc: 0.70 - ETA: 11s - loss: 0.5702 - acc: 0.71 - ETA: 11s - loss: 0.5727 - acc: 0.71 - ETA: 10s - loss: 0.5723 - acc: 0.71 - ETA: 10s - loss: 0.5718 - acc: 0.70 - ETA: 10s - loss: 0.5726 - acc: 0.70 - ETA: 10s - loss: 0.5717 - acc: 0.70 - ETA: 10s - loss: 0.5693 - acc: 0.71 - ETA: 9s - loss: 0.5694 - acc: 0.7103 - ETA: 9s - loss: 0.5711 - acc: 0.709 - ETA: 9s - loss: 0.5712 - acc: 0.708 - ETA: 9s - loss: 0.5712 - acc: 0.709 - ETA: 8s - loss: 0.5715 - acc: 0.709 - ETA: 8s - loss: 0.5706 - acc: 0.710 - ETA: 8s - loss: 0.5718 - acc: 0.710 - ETA: 8s - loss: 0.5725 - acc: 0.710 - ETA: 8s - loss: 0.5719 - acc: 0.711 - ETA: 7s - loss: 0.5712 - acc: 0.713 - ETA: 7s - loss: 0.5716 - acc: 0.713 - ETA: 7s - loss: 0.5727 - acc: 0.711 - ETA: 7s - loss: 0.5706 - acc: 0.713 - ETA: 6s - loss: 0.5719 - acc: 0.712 - ETA: 6s - loss: 0.5710 - acc: 0.711 - ETA: 6s - loss: 0.5727 - acc: 0.711 - ETA: 6s - loss: 0.5732 - acc: 0.710 - ETA: 5s - loss: 0.5726 - acc: 0.710 - ETA: 5s - loss: 0.5721 - acc: 0.710 - ETA: 5s - loss: 0.5711 - acc: 0.711 - ETA: 5s - loss: 0.5699 - acc: 0.712 - ETA: 4s - loss: 0.5704 - acc: 0.711 - ETA: 4s - loss: 0.5699 - acc: 0.713 - ETA: 4s - loss: 0.5717 - acc: 0.710 - ETA: 4s - loss: 0.5720 - acc: 0.710 - ETA: 3s - loss: 0.5714 - acc: 0.710 - ETA: 3s - loss: 0.5726 - acc: 0.708 - ETA: 3s - loss: 0.5725 - acc: 0.708 - ETA: 3s - loss: 0.5719 - acc: 0.708 - ETA: 3s - loss: 0.5714 - acc: 0.709 - ETA: 2s - loss: 0.5725 - acc: 0.708 - ETA: 2s - loss: 0.5719 - acc: 0.709 - ETA: 2s - loss: 0.5715 - acc: 0.709 - ETA: 2s - loss: 0.5700 - acc: 0.711 - ETA: 1s - loss: 0.5696 - acc: 0.711 - ETA: 1s - loss: 0.5699 - acc: 0.712 - ETA: 1s - loss: 0.5688 - acc: 0.712 - ETA: 1s - loss: 0.5689 - acc: 0.712 - ETA: 0s - loss: 0.5695 - acc: 0.711 - ETA: 0s - loss: 0.5691 - acc: 0.711 - ETA: 0s - loss: 0.5687 - acc: 0.711 - 31s - loss: 0.5684 - acc: 0.7119 - val_loss: 0.5951 - val_acc: 0.6830
Epoch 12/100
100/100 [==============================] - ETA: 6s - loss: 0.6281 - acc: 0.687 - ETA: 6s - loss: 0.6439 - acc: 0.656 - ETA: 6s - loss: 0.6541 - acc: 0.635 - ETA: 6s - loss: 0.6322 - acc: 0.640 - ETA: 6s - loss: 0.6154 - acc: 0.662 - ETA: 6s - loss: 0.6062 - acc: 0.677 - ETA: 6s - loss: 0.5956 - acc: 0.687 - ETA: 6s - loss: 0.5777 - acc: 0.703 - ETA: 6s - loss: 0.5687 - acc: 0.718 - ETA: 6s - loss: 0.5689 - acc: 0.718 - ETA: 6s - loss: 0.5660 - acc: 0.715 - ETA: 6s - loss: 0.5671 - acc: 0.713 - ETA: 7s - loss: 0.5711 - acc: 0.711 - ETA: 8s - loss: 0.5638 - acc: 0.718 - ETA: 9s - loss: 0.5639 - acc: 0.722 - ETA: 10s - loss: 0.5633 - acc: 0.72 - ETA: 10s - loss: 0.5660 - acc: 0.71 - ETA: 11s - loss: 0.5694 - acc: 0.71 - ETA: 11s - loss: 0.5664 - acc: 0.71 - ETA: 12s - loss: 0.5651 - acc: 0.71 - ETA: 12s - loss: 0.5650 - acc: 0.71 - ETA: 12s - loss: 0.5648 - acc: 0.71 - ETA: 12s - loss: 0.5676 - acc: 0.70 - ETA: 13s - loss: 0.5673 - acc: 0.70 - ETA: 13s - loss: 0.5667 - acc: 0.70 - ETA: 13s - loss: 0.5647 - acc: 0.70 - ETA: 13s - loss: 0.5666 - acc: 0.70 - ETA: 13s - loss: 0.5650 - acc: 0.70 - ETA: 13s - loss: 0.5664 - acc: 0.70 - ETA: 13s - loss: 0.5728 - acc: 0.70 - ETA: 13s - loss: 0.5760 - acc: 0.70 - ETA: 13s - loss: 0.5780 - acc: 0.69 - ETA: 13s - loss: 0.5773 - acc: 0.69 - ETA: 13s - loss: 0.5759 - acc: 0.69 - ETA: 13s - loss: 0.5736 - acc: 0.69 - ETA: 13s - loss: 0.5715 - acc: 0.69 - ETA: 13s - loss: 0.5726 - acc: 0.69 - ETA: 13s - loss: 0.5770 - acc: 0.69 - ETA: 12s - loss: 0.5776 - acc: 0.69 - ETA: 12s - loss: 0.5763 - acc: 0.69 - ETA: 12s - loss: 0.5742 - acc: 0.69 - ETA: 12s - loss: 0.5734 - acc: 0.69 - ETA: 12s - loss: 0.5747 - acc: 0.69 - ETA: 12s - loss: 0.5719 - acc: 0.69 - ETA: 12s - loss: 0.5721 - acc: 0.69 - ETA: 12s - loss: 0.5714 - acc: 0.69 - ETA: 11s - loss: 0.5731 - acc: 0.69 - ETA: 11s - loss: 0.5722 - acc: 0.69 - ETA: 11s - loss: 0.5698 - acc: 0.70 - ETA: 11s - loss: 0.5676 - acc: 0.70 - ETA: 11s - loss: 0.5717 - acc: 0.69 - ETA: 11s - loss: 0.5725 - acc: 0.69 - ETA: 10s - loss: 0.5702 - acc: 0.70 - ETA: 10s - loss: 0.5704 - acc: 0.70 - ETA: 10s - loss: 0.5701 - acc: 0.70 - ETA: 10s - loss: 0.5700 - acc: 0.70 - ETA: 10s - loss: 0.5688 - acc: 0.70 - ETA: 9s - loss: 0.5684 - acc: 0.7015 - ETA: 9s - loss: 0.5696 - acc: 0.700 - ETA: 9s - loss: 0.5729 - acc: 0.698 - ETA: 9s - loss: 0.5713 - acc: 0.699 - ETA: 9s - loss: 0.5722 - acc: 0.699 - ETA: 8s - loss: 0.5719 - acc: 0.698 - ETA: 8s - loss: 0.5729 - acc: 0.697 - ETA: 8s - loss: 0.5706 - acc: 0.699 - ETA: 8s - loss: 0.5679 - acc: 0.702 - ETA: 7s - loss: 0.5685 - acc: 0.702 - ETA: 7s - loss: 0.5672 - acc: 0.703 - ETA: 7s - loss: 0.5679 - acc: 0.702 - ETA: 7s - loss: 0.5672 - acc: 0.704 - ETA: 7s - loss: 0.5667 - acc: 0.704 - ETA: 6s - loss: 0.5657 - acc: 0.704 - ETA: 6s - loss: 0.5650 - acc: 0.705 - ETA: 6s - loss: 0.5627 - acc: 0.707 - ETA: 6s - loss: 0.5621 - acc: 0.707 - ETA: 5s - loss: 0.5608 - acc: 0.708 - ETA: 5s - loss: 0.5611 - acc: 0.708 - ETA: 5s - loss: 0.5614 - acc: 0.708 - ETA: 5s - loss: 0.5627 - acc: 0.708 - ETA: 4s - loss: 0.5629 - acc: 0.707 - ETA: 4s - loss: 0.5634 - acc: 0.707 - ETA: 4s - loss: 0.5625 - acc: 0.708 - ETA: 4s - loss: 0.5615 - acc: 0.709 - ETA: 3s - loss: 0.5611 - acc: 0.709 - ETA: 3s - loss: 0.5623 - acc: 0.708 - ETA: 3s - loss: 0.5616 - acc: 0.708 - ETA: 3s - loss: 0.5630 - acc: 0.706 - ETA: 3s - loss: 0.5640 - acc: 0.704 - ETA: 2s - loss: 0.5637 - acc: 0.704 - ETA: 2s - loss: 0.5642 - acc: 0.704 - ETA: 2s - loss: 0.5646 - acc: 0.704 - ETA: 2s - loss: 0.5646 - acc: 0.703 - ETA: 1s - loss: 0.5635 - acc: 0.704 - ETA: 1s - loss: 0.5635 - acc: 0.704 - ETA: 1s - loss: 0.5634 - acc: 0.705 - ETA: 1s - loss: 0.5652 - acc: 0.704 - ETA: 0s - loss: 0.5654 - acc: 0.704 - ETA: 0s - loss: 0.5658 - acc: 0.704 - ETA: 0s - loss: 0.5657 - acc: 0.703 - 30s - loss: 0.5662 - acc: 0.7034 - val_loss: 0.5582 - val_acc: 0.7010
Epoch 13/100
100/100 [==============================] - ETA: 6s - loss: 0.6146 - acc: 0.656 - ETA: 6s - loss: 0.5395 - acc: 0.718 - ETA: 6s - loss: 0.5132 - acc: 0.729 - ETA: 6s - loss: 0.5311 - acc: 0.710 - ETA: 6s - loss: 0.5347 - acc: 0.718 - ETA: 6s - loss: 0.5476 - acc: 0.703 - ETA: 6s - loss: 0.5456 - acc: 0.700 - ETA: 6s - loss: 0.5474 - acc: 0.699 - ETA: 6s - loss: 0.5597 - acc: 0.697 - ETA: 6s - loss: 0.5526 - acc: 0.693 - ETA: 6s - loss: 0.5516 - acc: 0.693 - ETA: 6s - loss: 0.5438 - acc: 0.703 - ETA: 7s - loss: 0.5499 - acc: 0.697 - ETA: 8s - loss: 0.5612 - acc: 0.680 - ETA: 9s - loss: 0.5667 - acc: 0.675 - ETA: 10s - loss: 0.5677 - acc: 0.67 - ETA: 11s - loss: 0.5668 - acc: 0.67 - ETA: 11s - loss: 0.5652 - acc: 0.68 - ETA: 12s - loss: 0.5668 - acc: 0.67 - ETA: 12s - loss: 0.5696 - acc: 0.67 - ETA: 12s - loss: 0.5646 - acc: 0.68 - ETA: 13s - loss: 0.5611 - acc: 0.68 - ETA: 13s - loss: 0.5562 - acc: 0.68 - ETA: 13s - loss: 0.5610 - acc: 0.68 - ETA: 13s - loss: 0.5584 - acc: 0.69 - ETA: 13s - loss: 0.5594 - acc: 0.68 - ETA: 13s - loss: 0.5589 - acc: 0.69 - ETA: 13s - loss: 0.5616 - acc: 0.69 - ETA: 14s - loss: 0.5625 - acc: 0.69 - ETA: 13s - loss: 0.5630 - acc: 0.69 - ETA: 13s - loss: 0.5627 - acc: 0.69 - ETA: 13s - loss: 0.5620 - acc: 0.69 - ETA: 13s - loss: 0.5585 - acc: 0.69 - ETA: 13s - loss: 0.5606 - acc: 0.69 - ETA: 13s - loss: 0.5597 - acc: 0.69 - ETA: 13s - loss: 0.5615 - acc: 0.69 - ETA: 13s - loss: 0.5644 - acc: 0.69 - ETA: 13s - loss: 0.5630 - acc: 0.69 - ETA: 13s - loss: 0.5626 - acc: 0.69 - ETA: 13s - loss: 0.5665 - acc: 0.68 - ETA: 12s - loss: 0.5675 - acc: 0.69 - ETA: 12s - loss: 0.5688 - acc: 0.69 - ETA: 12s - loss: 0.5697 - acc: 0.69 - ETA: 12s - loss: 0.5675 - acc: 0.69 - ETA: 12s - loss: 0.5655 - acc: 0.69 - ETA: 12s - loss: 0.5653 - acc: 0.69 - ETA: 11s - loss: 0.5647 - acc: 0.69 - ETA: 11s - loss: 0.5658 - acc: 0.69 - ETA: 11s - loss: 0.5647 - acc: 0.69 - ETA: 11s - loss: 0.5641 - acc: 0.69 - ETA: 11s - loss: 0.5607 - acc: 0.70 - ETA: 11s - loss: 0.5638 - acc: 0.70 - ETA: 11s - loss: 0.5649 - acc: 0.69 - ETA: 10s - loss: 0.5621 - acc: 0.70 - ETA: 10s - loss: 0.5634 - acc: 0.70 - ETA: 10s - loss: 0.5636 - acc: 0.69 - ETA: 10s - loss: 0.5632 - acc: 0.69 - ETA: 10s - loss: 0.5646 - acc: 0.69 - ETA: 9s - loss: 0.5640 - acc: 0.6992 - ETA: 9s - loss: 0.5614 - acc: 0.701 - ETA: 9s - loss: 0.5620 - acc: 0.699 - ETA: 9s - loss: 0.5612 - acc: 0.701 - ETA: 8s - loss: 0.5624 - acc: 0.698 - ETA: 8s - loss: 0.5637 - acc: 0.698 - ETA: 8s - loss: 0.5621 - acc: 0.701 - ETA: 8s - loss: 0.5617 - acc: 0.700 - ETA: 7s - loss: 0.5625 - acc: 0.701 - ETA: 7s - loss: 0.5629 - acc: 0.700 - ETA: 7s - loss: 0.5615 - acc: 0.701 - ETA: 7s - loss: 0.5623 - acc: 0.700 - ETA: 7s - loss: 0.5603 - acc: 0.702 - ETA: 6s - loss: 0.5595 - acc: 0.703 - ETA: 6s - loss: 0.5593 - acc: 0.704 - ETA: 6s - loss: 0.5584 - acc: 0.706 - ETA: 6s - loss: 0.5586 - acc: 0.706 - ETA: 5s - loss: 0.5587 - acc: 0.705 - ETA: 5s - loss: 0.5570 - acc: 0.706 - ETA: 5s - loss: 0.5570 - acc: 0.705 - ETA: 5s - loss: 0.5575 - acc: 0.704 - ETA: 4s - loss: 0.5568 - acc: 0.705 - ETA: 4s - loss: 0.5568 - acc: 0.704 - ETA: 4s - loss: 0.5570 - acc: 0.705 - ETA: 4s - loss: 0.5567 - acc: 0.705 - ETA: 3s - loss: 0.5573 - acc: 0.704 - ETA: 3s - loss: 0.5572 - acc: 0.703 - ETA: 3s - loss: 0.5568 - acc: 0.702 - ETA: 3s - loss: 0.5568 - acc: 0.702 - ETA: 3s - loss: 0.5578 - acc: 0.702 - ETA: 2s - loss: 0.5579 - acc: 0.703 - ETA: 2s - loss: 0.5568 - acc: 0.704 - ETA: 2s - loss: 0.5573 - acc: 0.704 - ETA: 2s - loss: 0.5568 - acc: 0.704 - ETA: 1s - loss: 0.5557 - acc: 0.705 - ETA: 1s - loss: 0.5546 - acc: 0.706 - ETA: 1s - loss: 0.5545 - acc: 0.706 - ETA: 1s - loss: 0.5550 - acc: 0.706 - ETA: 0s - loss: 0.5558 - acc: 0.706 - ETA: 0s - loss: 0.5558 - acc: 0.706 - ETA: 0s - loss: 0.5551 - acc: 0.706 - 31s - loss: 0.5556 - acc: 0.7059 - val_loss: 0.5471 - val_acc: 0.7107
Epoch 14/100
100/100 [==============================] - ETA: 6s - loss: 0.4202 - acc: 0.812 - ETA: 6s - loss: 0.4515 - acc: 0.796 - ETA: 6s - loss: 0.5190 - acc: 0.750 - ETA: 6s - loss: 0.5353 - acc: 0.726 - ETA: 6s - loss: 0.5288 - acc: 0.743 - ETA: 6s - loss: 0.5435 - acc: 0.724 - ETA: 6s - loss: 0.5689 - acc: 0.700 - ETA: 6s - loss: 0.5707 - acc: 0.699 - ETA: 6s - loss: 0.5579 - acc: 0.701 - ETA: 6s - loss: 0.5539 - acc: 0.706 - ETA: 6s - loss: 0.5629 - acc: 0.710 - ETA: 6s - loss: 0.5547 - acc: 0.721 - ETA: 7s - loss: 0.5571 - acc: 0.709 - ETA: 8s - loss: 0.5632 - acc: 0.705 - ETA: 9s - loss: 0.5642 - acc: 0.697 - ETA: 10s - loss: 0.5658 - acc: 0.69 - ETA: 10s - loss: 0.5741 - acc: 0.68 - ETA: 11s - loss: 0.5700 - acc: 0.69 - ETA: 12s - loss: 0.5610 - acc: 0.70 - ETA: 12s - loss: 0.5627 - acc: 0.70 - ETA: 12s - loss: 0.5618 - acc: 0.70 - ETA: 13s - loss: 0.5618 - acc: 0.70 - ETA: 12s - loss: 0.5793 - acc: 0.70 - ETA: 13s - loss: 0.5816 - acc: 0.70 - ETA: 13s - loss: 0.5827 - acc: 0.69 - ETA: 13s - loss: 0.5811 - acc: 0.69 - ETA: 13s - loss: 0.5818 - acc: 0.69 - ETA: 13s - loss: 0.5836 - acc: 0.69 - ETA: 13s - loss: 0.5847 - acc: 0.69 - ETA: 13s - loss: 0.5833 - acc: 0.69 - ETA: 13s - loss: 0.5804 - acc: 0.69 - ETA: 13s - loss: 0.5822 - acc: 0.69 - ETA: 13s - loss: 0.5807 - acc: 0.69 - ETA: 13s - loss: 0.5797 - acc: 0.69 - ETA: 13s - loss: 0.5769 - acc: 0.69 - ETA: 13s - loss: 0.5746 - acc: 0.70 - ETA: 13s - loss: 0.5708 - acc: 0.70 - ETA: 13s - loss: 0.5716 - acc: 0.70 - ETA: 13s - loss: 0.5734 - acc: 0.70 - ETA: 12s - loss: 0.5716 - acc: 0.70 - ETA: 12s - loss: 0.5731 - acc: 0.70 - ETA: 12s - loss: 0.5708 - acc: 0.70 - ETA: 12s - loss: 0.5702 - acc: 0.70 - ETA: 12s - loss: 0.5711 - acc: 0.70 - ETA: 12s - loss: 0.5700 - acc: 0.70 - ETA: 12s - loss: 0.5679 - acc: 0.70 - ETA: 11s - loss: 0.5679 - acc: 0.70 - ETA: 11s - loss: 0.5667 - acc: 0.70 - ETA: 11s - loss: 0.5686 - acc: 0.70 - ETA: 11s - loss: 0.5661 - acc: 0.70 - ETA: 11s - loss: 0.5653 - acc: 0.71 - ETA: 11s - loss: 0.5628 - acc: 0.71 - ETA: 10s - loss: 0.5612 - acc: 0.71 - ETA: 10s - loss: 0.5602 - acc: 0.71 - ETA: 10s - loss: 0.5592 - acc: 0.71 - ETA: 10s - loss: 0.5594 - acc: 0.71 - ETA: 10s - loss: 0.5588 - acc: 0.71 - ETA: 9s - loss: 0.5583 - acc: 0.7171 - ETA: 9s - loss: 0.5594 - acc: 0.715 - ETA: 9s - loss: 0.5566 - acc: 0.717 - ETA: 9s - loss: 0.5558 - acc: 0.719 - ETA: 9s - loss: 0.5540 - acc: 0.721 - ETA: 8s - loss: 0.5568 - acc: 0.719 - ETA: 8s - loss: 0.5559 - acc: 0.719 - ETA: 8s - loss: 0.5566 - acc: 0.718 - ETA: 8s - loss: 0.5551 - acc: 0.719 - ETA: 7s - loss: 0.5551 - acc: 0.717 - ETA: 7s - loss: 0.5554 - acc: 0.717 - ETA: 7s - loss: 0.5557 - acc: 0.716 - ETA: 7s - loss: 0.5572 - acc: 0.714 - ETA: 7s - loss: 0.5566 - acc: 0.713 - ETA: 6s - loss: 0.5552 - acc: 0.715 - ETA: 6s - loss: 0.5533 - acc: 0.716 - ETA: 6s - loss: 0.5526 - acc: 0.717 - ETA: 6s - loss: 0.5542 - acc: 0.716 - ETA: 5s - loss: 0.5554 - acc: 0.715 - ETA: 5s - loss: 0.5541 - acc: 0.716 - ETA: 5s - loss: 0.5541 - acc: 0.715 - ETA: 5s - loss: 0.5558 - acc: 0.714 - ETA: 4s - loss: 0.5564 - acc: 0.714 - ETA: 4s - loss: 0.5558 - acc: 0.716 - ETA: 4s - loss: 0.5552 - acc: 0.716 - ETA: 4s - loss: 0.5547 - acc: 0.717 - ETA: 3s - loss: 0.5569 - acc: 0.715 - ETA: 3s - loss: 0.5565 - acc: 0.715 - ETA: 3s - loss: 0.5573 - acc: 0.713 - ETA: 3s - loss: 0.5564 - acc: 0.714 - ETA: 2s - loss: 0.5546 - acc: 0.715 - ETA: 2s - loss: 0.5561 - acc: 0.714 - ETA: 2s - loss: 0.5550 - acc: 0.714 - ETA: 2s - loss: 0.5540 - acc: 0.716 - ETA: 1s - loss: 0.5535 - acc: 0.717 - ETA: 1s - loss: 0.5537 - acc: 0.717 - ETA: 1s - loss: 0.5527 - acc: 0.717 - ETA: 1s - loss: 0.5526 - acc: 0.717 - ETA: 1s - loss: 0.5535 - acc: 0.715 - ETA: 0s - loss: 0.5520 - acc: 0.717 - ETA: 0s - loss: 0.5512 - acc: 0.718 - ETA: 0s - loss: 0.5511 - acc: 0.718 - 30s - loss: 0.5498 - acc: 0.7197 - val_loss: 0.5162 - val_acc: 0.7229
Epoch 15/100
100/100 [==============================] - ETA: 6s - loss: 0.7270 - acc: 0.531 - ETA: 6s - loss: 0.5813 - acc: 0.687 - ETA: 6s - loss: 0.5643 - acc: 0.718 - ETA: 6s - loss: 0.5482 - acc: 0.742 - ETA: 6s - loss: 0.5379 - acc: 0.743 - ETA: 6s - loss: 0.5395 - acc: 0.724 - ETA: 6s - loss: 0.5505 - acc: 0.709 - ETA: 6s - loss: 0.5417 - acc: 0.722 - ETA: 6s - loss: 0.5390 - acc: 0.722 - ETA: 6s - loss: 0.5361 - acc: 0.731 - ETA: 6s - loss: 0.5290 - acc: 0.738 - ETA: 6s - loss: 0.5322 - acc: 0.729 - ETA: 7s - loss: 0.5381 - acc: 0.723 - ETA: 8s - loss: 0.5340 - acc: 0.721 - ETA: 8s - loss: 0.5326 - acc: 0.729 - ETA: 9s - loss: 0.5370 - acc: 0.724 - ETA: 10s - loss: 0.5423 - acc: 0.72 - ETA: 10s - loss: 0.5416 - acc: 0.72 - ETA: 11s - loss: 0.5420 - acc: 0.71 - ETA: 12s - loss: 0.5489 - acc: 0.71 - ETA: 12s - loss: 0.5477 - acc: 0.71 - ETA: 12s - loss: 0.5479 - acc: 0.71 - ETA: 13s - loss: 0.5491 - acc: 0.71 - ETA: 13s - loss: 0.5512 - acc: 0.71 - ETA: 13s - loss: 0.5532 - acc: 0.70 - ETA: 13s - loss: 0.5581 - acc: 0.70 - ETA: 13s - loss: 0.5575 - acc: 0.70 - ETA: 13s - loss: 0.5540 - acc: 0.70 - ETA: 13s - loss: 0.5531 - acc: 0.70 - ETA: 13s - loss: 0.5517 - acc: 0.70 - ETA: 13s - loss: 0.5516 - acc: 0.70 - ETA: 13s - loss: 0.5551 - acc: 0.70 - ETA: 13s - loss: 0.5534 - acc: 0.70 - ETA: 13s - loss: 0.5544 - acc: 0.71 - ETA: 13s - loss: 0.5563 - acc: 0.70 - ETA: 13s - loss: 0.5577 - acc: 0.70 - ETA: 13s - loss: 0.5553 - acc: 0.70 - ETA: 13s - loss: 0.5556 - acc: 0.70 - ETA: 13s - loss: 0.5527 - acc: 0.70 - ETA: 12s - loss: 0.5494 - acc: 0.71 - ETA: 12s - loss: 0.5518 - acc: 0.70 - ETA: 12s - loss: 0.5515 - acc: 0.71 - ETA: 12s - loss: 0.5510 - acc: 0.71 - ETA: 12s - loss: 0.5525 - acc: 0.71 - ETA: 12s - loss: 0.5520 - acc: 0.71 - ETA: 12s - loss: 0.5518 - acc: 0.71 - ETA: 11s - loss: 0.5522 - acc: 0.71 - ETA: 11s - loss: 0.5521 - acc: 0.71 - ETA: 11s - loss: 0.5492 - acc: 0.71 - ETA: 11s - loss: 0.5500 - acc: 0.71 - ETA: 11s - loss: 0.5476 - acc: 0.71 - ETA: 10s - loss: 0.5466 - acc: 0.71 - ETA: 10s - loss: 0.5460 - acc: 0.71 - ETA: 10s - loss: 0.5436 - acc: 0.71 - ETA: 10s - loss: 0.5419 - acc: 0.72 - ETA: 10s - loss: 0.5413 - acc: 0.72 - ETA: 9s - loss: 0.5388 - acc: 0.7237 - ETA: 9s - loss: 0.5393 - acc: 0.724 - ETA: 9s - loss: 0.5392 - acc: 0.724 - ETA: 9s - loss: 0.5389 - acc: 0.724 - ETA: 9s - loss: 0.5392 - acc: 0.723 - ETA: 8s - loss: 0.5380 - acc: 0.725 - ETA: 8s - loss: 0.5415 - acc: 0.724 - ETA: 8s - loss: 0.5416 - acc: 0.722 - ETA: 8s - loss: 0.5402 - acc: 0.723 - ETA: 8s - loss: 0.5405 - acc: 0.723 - ETA: 7s - loss: 0.5397 - acc: 0.724 - ETA: 7s - loss: 0.5395 - acc: 0.725 - ETA: 7s - loss: 0.5394 - acc: 0.725 - ETA: 7s - loss: 0.5394 - acc: 0.726 - ETA: 6s - loss: 0.5404 - acc: 0.726 - ETA: 6s - loss: 0.5437 - acc: 0.724 - ETA: 6s - loss: 0.5444 - acc: 0.724 - ETA: 6s - loss: 0.5427 - acc: 0.725 - ETA: 6s - loss: 0.5435 - acc: 0.725 - ETA: 5s - loss: 0.5434 - acc: 0.726 - ETA: 5s - loss: 0.5430 - acc: 0.726 - ETA: 5s - loss: 0.5419 - acc: 0.726 - ETA: 5s - loss: 0.5432 - acc: 0.725 - ETA: 4s - loss: 0.5428 - acc: 0.725 - ETA: 4s - loss: 0.5426 - acc: 0.726 - ETA: 4s - loss: 0.5420 - acc: 0.727 - ETA: 4s - loss: 0.5416 - acc: 0.727 - ETA: 3s - loss: 0.5419 - acc: 0.726 - ETA: 3s - loss: 0.5404 - acc: 0.728 - ETA: 3s - loss: 0.5400 - acc: 0.728 - ETA: 3s - loss: 0.5409 - acc: 0.727 - ETA: 2s - loss: 0.5407 - acc: 0.727 - ETA: 2s - loss: 0.5414 - acc: 0.726 - ETA: 2s - loss: 0.5403 - acc: 0.727 - ETA: 2s - loss: 0.5405 - acc: 0.727 - ETA: 1s - loss: 0.5417 - acc: 0.725 - ETA: 1s - loss: 0.5425 - acc: 0.724 - ETA: 1s - loss: 0.5430 - acc: 0.724 - ETA: 1s - loss: 0.5433 - acc: 0.724 - ETA: 1s - loss: 0.5437 - acc: 0.723 - ETA: 0s - loss: 0.5434 - acc: 0.723 - ETA: 0s - loss: 0.5432 - acc: 0.723 - ETA: 0s - loss: 0.5425 - acc: 0.724 - 31s - loss: 0.5416 - acc: 0.7247 - val_loss: 0.5113 - val_acc: 0.7525
Epoch 16/100
100/100 [==============================] - ETA: 6s - loss: 0.5781 - acc: 0.718 - ETA: 6s - loss: 0.5770 - acc: 0.734 - ETA: 6s - loss: 0.6141 - acc: 0.687 - ETA: 6s - loss: 0.5916 - acc: 0.703 - ETA: 6s - loss: 0.6329 - acc: 0.662 - ETA: 6s - loss: 0.6335 - acc: 0.666 - ETA: 6s - loss: 0.6284 - acc: 0.674 - ETA: 6s - loss: 0.6155 - acc: 0.671 - ETA: 6s - loss: 0.5916 - acc: 0.694 - ETA: 6s - loss: 0.5890 - acc: 0.703 - ETA: 6s - loss: 0.5815 - acc: 0.698 - ETA: 6s - loss: 0.5758 - acc: 0.701 - ETA: 7s - loss: 0.5814 - acc: 0.698 - ETA: 8s - loss: 0.5782 - acc: 0.702 - ETA: 9s - loss: 0.5785 - acc: 0.693 - ETA: 9s - loss: 0.5811 - acc: 0.682 - ETA: 10s - loss: 0.5726 - acc: 0.68 - ETA: 10s - loss: 0.5674 - acc: 0.69 - ETA: 11s - loss: 0.5648 - acc: 0.69 - ETA: 11s - loss: 0.5676 - acc: 0.69 - ETA: 12s - loss: 0.5685 - acc: 0.69 - ETA: 12s - loss: 0.5686 - acc: 0.69 - ETA: 12s - loss: 0.5690 - acc: 0.68 - ETA: 12s - loss: 0.5662 - acc: 0.69 - ETA: 12s - loss: 0.5695 - acc: 0.69 - ETA: 13s - loss: 0.5694 - acc: 0.68 - ETA: 13s - loss: 0.5737 - acc: 0.68 - ETA: 13s - loss: 0.5725 - acc: 0.68 - ETA: 13s - loss: 0.5727 - acc: 0.68 - ETA: 13s - loss: 0.5707 - acc: 0.68 - ETA: 13s - loss: 0.5705 - acc: 0.68 - ETA: 13s - loss: 0.5663 - acc: 0.68 - ETA: 13s - loss: 0.5669 - acc: 0.68 - ETA: 12s - loss: 0.5650 - acc: 0.68 - ETA: 13s - loss: 0.5661 - acc: 0.68 - ETA: 12s - loss: 0.5631 - acc: 0.68 - ETA: 12s - loss: 0.5609 - acc: 0.69 - ETA: 12s - loss: 0.5592 - acc: 0.69 - ETA: 12s - loss: 0.5601 - acc: 0.69 - ETA: 12s - loss: 0.5597 - acc: 0.69 - ETA: 12s - loss: 0.5565 - acc: 0.69 - ETA: 12s - loss: 0.5568 - acc: 0.69 - ETA: 12s - loss: 0.5535 - acc: 0.70 - ETA: 12s - loss: 0.5531 - acc: 0.70 - ETA: 11s - loss: 0.5535 - acc: 0.70 - ETA: 11s - loss: 0.5524 - acc: 0.70 - ETA: 11s - loss: 0.5556 - acc: 0.70 - ETA: 11s - loss: 0.5599 - acc: 0.69 - ETA: 11s - loss: 0.5622 - acc: 0.69 - ETA: 11s - loss: 0.5603 - acc: 0.69 - ETA: 10s - loss: 0.5608 - acc: 0.69 - ETA: 10s - loss: 0.5616 - acc: 0.69 - ETA: 10s - loss: 0.5600 - acc: 0.69 - ETA: 10s - loss: 0.5605 - acc: 0.69 - ETA: 10s - loss: 0.5591 - acc: 0.69 - ETA: 9s - loss: 0.5566 - acc: 0.7001 - ETA: 9s - loss: 0.5569 - acc: 0.699 - ETA: 9s - loss: 0.5549 - acc: 0.700 - ETA: 9s - loss: 0.5542 - acc: 0.701 - ETA: 9s - loss: 0.5541 - acc: 0.701 - ETA: 8s - loss: 0.5564 - acc: 0.700 - ETA: 8s - loss: 0.5571 - acc: 0.699 - ETA: 8s - loss: 0.5567 - acc: 0.700 - ETA: 8s - loss: 0.5560 - acc: 0.700 - ETA: 8s - loss: 0.5551 - acc: 0.700 - ETA: 7s - loss: 0.5548 - acc: 0.701 - ETA: 7s - loss: 0.5551 - acc: 0.700 - ETA: 7s - loss: 0.5523 - acc: 0.702 - ETA: 7s - loss: 0.5522 - acc: 0.701 - ETA: 6s - loss: 0.5526 - acc: 0.700 - ETA: 6s - loss: 0.5503 - acc: 0.703 - ETA: 6s - loss: 0.5497 - acc: 0.704 - ETA: 6s - loss: 0.5480 - acc: 0.706 - ETA: 6s - loss: 0.5466 - acc: 0.707 - ETA: 5s - loss: 0.5448 - acc: 0.708 - ETA: 5s - loss: 0.5445 - acc: 0.709 - ETA: 5s - loss: 0.5425 - acc: 0.711 - ETA: 5s - loss: 0.5423 - acc: 0.711 - ETA: 4s - loss: 0.5415 - acc: 0.712 - ETA: 4s - loss: 0.5411 - acc: 0.713 - ETA: 4s - loss: 0.5436 - acc: 0.713 - ETA: 4s - loss: 0.5424 - acc: 0.713 - ETA: 3s - loss: 0.5428 - acc: 0.712 - ETA: 3s - loss: 0.5439 - acc: 0.712 - ETA: 3s - loss: 0.5442 - acc: 0.712 - ETA: 3s - loss: 0.5439 - acc: 0.712 - ETA: 2s - loss: 0.5426 - acc: 0.713 - ETA: 2s - loss: 0.5450 - acc: 0.711 - ETA: 2s - loss: 0.5464 - acc: 0.711 - ETA: 2s - loss: 0.5472 - acc: 0.710 - ETA: 1s - loss: 0.5464 - acc: 0.711 - ETA: 1s - loss: 0.5479 - acc: 0.710 - ETA: 1s - loss: 0.5475 - acc: 0.711 - ETA: 1s - loss: 0.5473 - acc: 0.711 - ETA: 1s - loss: 0.5471 - acc: 0.710 - ETA: 0s - loss: 0.5469 - acc: 0.711 - ETA: 0s - loss: 0.5463 - acc: 0.711 - ETA: 0s - loss: 0.5456 - acc: 0.713 - 30s - loss: 0.5455 - acc: 0.7131 - val_loss: 0.5145 - val_acc: 0.7448
Epoch 17/100
100/100 [==============================] - ETA: 6s - loss: 0.5722 - acc: 0.625 - ETA: 6s - loss: 0.6187 - acc: 0.593 - ETA: 6s - loss: 0.5501 - acc: 0.677 - ETA: 6s - loss: 0.5652 - acc: 0.664 - ETA: 6s - loss: 0.5534 - acc: 0.681 - ETA: 6s - loss: 0.5509 - acc: 0.687 - ETA: 6s - loss: 0.5523 - acc: 0.692 - ETA: 6s - loss: 0.5305 - acc: 0.718 - ETA: 6s - loss: 0.5197 - acc: 0.722 - ETA: 6s - loss: 0.5200 - acc: 0.725 - ETA: 6s - loss: 0.5092 - acc: 0.735 - ETA: 6s - loss: 0.5071 - acc: 0.737 - ETA: 7s - loss: 0.5185 - acc: 0.735 - ETA: 8s - loss: 0.5190 - acc: 0.738 - ETA: 9s - loss: 0.5170 - acc: 0.737 - ETA: 10s - loss: 0.5117 - acc: 0.73 - ETA: 10s - loss: 0.5227 - acc: 0.73 - ETA: 11s - loss: 0.5265 - acc: 0.73 - ETA: 11s - loss: 0.5272 - acc: 0.73 - ETA: 11s - loss: 0.5225 - acc: 0.73 - ETA: 12s - loss: 0.5260 - acc: 0.73 - ETA: 12s - loss: 0.5224 - acc: 0.73 - ETA: 12s - loss: 0.5211 - acc: 0.73 - ETA: 12s - loss: 0.5254 - acc: 0.73 - ETA: 13s - loss: 0.5233 - acc: 0.73 - ETA: 13s - loss: 0.5182 - acc: 0.73 - ETA: 13s - loss: 0.5190 - acc: 0.74 - ETA: 13s - loss: 0.5228 - acc: 0.73 - ETA: 13s - loss: 0.5233 - acc: 0.73 - ETA: 13s - loss: 0.5271 - acc: 0.73 - ETA: 13s - loss: 0.5320 - acc: 0.73 - ETA: 13s - loss: 0.5337 - acc: 0.73 - ETA: 13s - loss: 0.5308 - acc: 0.73 - ETA: 13s - loss: 0.5289 - acc: 0.73 - ETA: 13s - loss: 0.5274 - acc: 0.73 - ETA: 13s - loss: 0.5277 - acc: 0.73 - ETA: 13s - loss: 0.5278 - acc: 0.73 - ETA: 12s - loss: 0.5276 - acc: 0.73 - ETA: 12s - loss: 0.5262 - acc: 0.73 - ETA: 12s - loss: 0.5244 - acc: 0.73 - ETA: 12s - loss: 0.5240 - acc: 0.73 - ETA: 12s - loss: 0.5229 - acc: 0.73 - ETA: 12s - loss: 0.5193 - acc: 0.73 - ETA: 12s - loss: 0.5233 - acc: 0.73 - ETA: 12s - loss: 0.5205 - acc: 0.73 - ETA: 11s - loss: 0.5222 - acc: 0.73 - ETA: 11s - loss: 0.5222 - acc: 0.73 - ETA: 11s - loss: 0.5247 - acc: 0.73 - ETA: 11s - loss: 0.5240 - acc: 0.73 - ETA: 11s - loss: 0.5241 - acc: 0.73 - ETA: 11s - loss: 0.5255 - acc: 0.73 - ETA: 10s - loss: 0.5281 - acc: 0.73 - ETA: 10s - loss: 0.5318 - acc: 0.73 - ETA: 10s - loss: 0.5306 - acc: 0.73 - ETA: 10s - loss: 0.5313 - acc: 0.72 - ETA: 10s - loss: 0.5325 - acc: 0.72 - ETA: 10s - loss: 0.5327 - acc: 0.72 - ETA: 9s - loss: 0.5321 - acc: 0.7284 - ETA: 9s - loss: 0.5341 - acc: 0.726 - ETA: 9s - loss: 0.5362 - acc: 0.724 - ETA: 9s - loss: 0.5382 - acc: 0.722 - ETA: 9s - loss: 0.5383 - acc: 0.722 - ETA: 8s - loss: 0.5388 - acc: 0.722 - ETA: 8s - loss: 0.5393 - acc: 0.721 - ETA: 8s - loss: 0.5393 - acc: 0.720 - ETA: 8s - loss: 0.5404 - acc: 0.719 - ETA: 7s - loss: 0.5412 - acc: 0.718 - ETA: 7s - loss: 0.5425 - acc: 0.716 - ETA: 7s - loss: 0.5420 - acc: 0.717 - ETA: 7s - loss: 0.5418 - acc: 0.717 - ETA: 7s - loss: 0.5402 - acc: 0.718 - ETA: 6s - loss: 0.5398 - acc: 0.719 - ETA: 6s - loss: 0.5386 - acc: 0.720 - ETA: 6s - loss: 0.5375 - acc: 0.721 - ETA: 6s - loss: 0.5387 - acc: 0.721 - ETA: 5s - loss: 0.5397 - acc: 0.722 - ETA: 5s - loss: 0.5402 - acc: 0.721 - ETA: 5s - loss: 0.5393 - acc: 0.723 - ETA: 5s - loss: 0.5369 - acc: 0.725 - ETA: 4s - loss: 0.5383 - acc: 0.724 - ETA: 4s - loss: 0.5371 - acc: 0.725 - ETA: 4s - loss: 0.5375 - acc: 0.725 - ETA: 4s - loss: 0.5379 - acc: 0.725 - ETA: 3s - loss: 0.5371 - acc: 0.725 - ETA: 3s - loss: 0.5367 - acc: 0.725 - ETA: 3s - loss: 0.5374 - acc: 0.724 - ETA: 3s - loss: 0.5362 - acc: 0.725 - ETA: 3s - loss: 0.5350 - acc: 0.727 - ETA: 2s - loss: 0.5362 - acc: 0.725 - ETA: 2s - loss: 0.5368 - acc: 0.725 - ETA: 2s - loss: 0.5357 - acc: 0.726 - ETA: 2s - loss: 0.5354 - acc: 0.727 - ETA: 1s - loss: 0.5353 - acc: 0.727 - ETA: 1s - loss: 0.5345 - acc: 0.728 - ETA: 1s - loss: 0.5358 - acc: 0.727 - ETA: 1s - loss: 0.5356 - acc: 0.727 - ETA: 0s - loss: 0.5363 - acc: 0.726 - ETA: 0s - loss: 0.5366 - acc: 0.727 - ETA: 0s - loss: 0.5356 - acc: 0.727 - 31s - loss: 0.5350 - acc: 0.7284 - val_loss: 0.5016 - val_acc: 0.7474
Epoch 18/100
100/100 [==============================] - ETA: 3s - loss: 0.4182 - acc: 0.750 - ETA: 5s - loss: 0.4533 - acc: 0.750 - ETA: 5s - loss: 0.4698 - acc: 0.729 - ETA: 6s - loss: 0.4683 - acc: 0.742 - ETA: 6s - loss: 0.5020 - acc: 0.737 - ETA: 6s - loss: 0.5288 - acc: 0.713 - ETA: 6s - loss: 0.5204 - acc: 0.727 - ETA: 6s - loss: 0.5133 - acc: 0.734 - ETA: 6s - loss: 0.5120 - acc: 0.732 - ETA: 6s - loss: 0.5110 - acc: 0.734 - ETA: 5s - loss: 0.5141 - acc: 0.727 - ETA: 5s - loss: 0.5295 - acc: 0.724 - ETA: 6s - loss: 0.5300 - acc: 0.728 - ETA: 8s - loss: 0.5202 - acc: 0.736 - ETA: 9s - loss: 0.5110 - acc: 0.747 - ETA: 9s - loss: 0.5190 - acc: 0.744 - ETA: 10s - loss: 0.5289 - acc: 0.73 - ETA: 11s - loss: 0.5342 - acc: 0.73 - ETA: 11s - loss: 0.5315 - acc: 0.73 - ETA: 12s - loss: 0.5330 - acc: 0.72 - ETA: 12s - loss: 0.5287 - acc: 0.73 - ETA: 12s - loss: 0.5286 - acc: 0.73 - ETA: 12s - loss: 0.5340 - acc: 0.72 - ETA: 13s - loss: 0.5400 - acc: 0.71 - ETA: 13s - loss: 0.5441 - acc: 0.71 - ETA: 13s - loss: 0.5410 - acc: 0.71 - ETA: 13s - loss: 0.5438 - acc: 0.71 - ETA: 13s - loss: 0.5422 - acc: 0.71 - ETA: 13s - loss: 0.5389 - acc: 0.71 - ETA: 13s - loss: 0.5409 - acc: 0.71 - ETA: 13s - loss: 0.5443 - acc: 0.71 - ETA: 13s - loss: 0.5402 - acc: 0.71 - ETA: 13s - loss: 0.5441 - acc: 0.71 - ETA: 13s - loss: 0.5463 - acc: 0.70 - ETA: 13s - loss: 0.5432 - acc: 0.71 - ETA: 13s - loss: 0.5445 - acc: 0.70 - ETA: 13s - loss: 0.5433 - acc: 0.71 - ETA: 13s - loss: 0.5406 - acc: 0.71 - ETA: 13s - loss: 0.5404 - acc: 0.71 - ETA: 12s - loss: 0.5381 - acc: 0.71 - ETA: 12s - loss: 0.5404 - acc: 0.71 - ETA: 12s - loss: 0.5413 - acc: 0.71 - ETA: 12s - loss: 0.5415 - acc: 0.71 - ETA: 12s - loss: 0.5386 - acc: 0.71 - ETA: 12s - loss: 0.5369 - acc: 0.72 - ETA: 12s - loss: 0.5389 - acc: 0.71 - ETA: 11s - loss: 0.5350 - acc: 0.72 - ETA: 11s - loss: 0.5371 - acc: 0.71 - ETA: 11s - loss: 0.5377 - acc: 0.71 - ETA: 11s - loss: 0.5370 - acc: 0.71 - ETA: 11s - loss: 0.5359 - acc: 0.72 - ETA: 11s - loss: 0.5358 - acc: 0.72 - ETA: 10s - loss: 0.5356 - acc: 0.72 - ETA: 10s - loss: 0.5357 - acc: 0.72 - ETA: 10s - loss: 0.5363 - acc: 0.71 - ETA: 10s - loss: 0.5361 - acc: 0.71 - ETA: 10s - loss: 0.5347 - acc: 0.72 - ETA: 9s - loss: 0.5370 - acc: 0.7177 - ETA: 9s - loss: 0.5363 - acc: 0.718 - ETA: 9s - loss: 0.5343 - acc: 0.721 - ETA: 9s - loss: 0.5344 - acc: 0.720 - ETA: 9s - loss: 0.5364 - acc: 0.718 - ETA: 8s - loss: 0.5362 - acc: 0.718 - ETA: 8s - loss: 0.5364 - acc: 0.720 - ETA: 8s - loss: 0.5352 - acc: 0.720 - ETA: 8s - loss: 0.5357 - acc: 0.719 - ETA: 7s - loss: 0.5353 - acc: 0.719 - ETA: 7s - loss: 0.5351 - acc: 0.718 - ETA: 7s - loss: 0.5336 - acc: 0.720 - ETA: 7s - loss: 0.5341 - acc: 0.720 - ETA: 7s - loss: 0.5340 - acc: 0.720 - ETA: 6s - loss: 0.5345 - acc: 0.719 - ETA: 6s - loss: 0.5338 - acc: 0.720 - ETA: 6s - loss: 0.5351 - acc: 0.717 - ETA: 6s - loss: 0.5343 - acc: 0.718 - ETA: 5s - loss: 0.5345 - acc: 0.718 - ETA: 5s - loss: 0.5320 - acc: 0.720 - ETA: 5s - loss: 0.5307 - acc: 0.722 - ETA: 5s - loss: 0.5286 - acc: 0.724 - ETA: 4s - loss: 0.5284 - acc: 0.724 - ETA: 4s - loss: 0.5269 - acc: 0.726 - ETA: 4s - loss: 0.5274 - acc: 0.725 - ETA: 4s - loss: 0.5266 - acc: 0.725 - ETA: 3s - loss: 0.5274 - acc: 0.725 - ETA: 3s - loss: 0.5279 - acc: 0.725 - ETA: 3s - loss: 0.5258 - acc: 0.726 - ETA: 3s - loss: 0.5248 - acc: 0.727 - ETA: 3s - loss: 0.5248 - acc: 0.726 - ETA: 2s - loss: 0.5228 - acc: 0.728 - ETA: 2s - loss: 0.5214 - acc: 0.730 - ETA: 2s - loss: 0.5208 - acc: 0.731 - ETA: 2s - loss: 0.5210 - acc: 0.730 - ETA: 1s - loss: 0.5207 - acc: 0.731 - ETA: 1s - loss: 0.5205 - acc: 0.731 - ETA: 1s - loss: 0.5222 - acc: 0.729 - ETA: 1s - loss: 0.5240 - acc: 0.728 - ETA: 0s - loss: 0.5248 - acc: 0.728 - ETA: 0s - loss: 0.5240 - acc: 0.728 - ETA: 0s - loss: 0.5245 - acc: 0.727 - 33s - loss: 0.5237 - acc: 0.7284 - val_loss: 0.5365 - val_acc: 0.7119
Epoch 19/100
100/100 [==============================] - ETA: 6s - loss: 0.6556 - acc: 0.625 - ETA: 6s - loss: 0.5948 - acc: 0.671 - ETA: 6s - loss: 0.5701 - acc: 0.666 - ETA: 6s - loss: 0.5789 - acc: 0.656 - ETA: 6s - loss: 0.5641 - acc: 0.662 - ETA: 6s - loss: 0.5486 - acc: 0.677 - ETA: 6s - loss: 0.5552 - acc: 0.678 - ETA: 6s - loss: 0.5393 - acc: 0.687 - ETA: 6s - loss: 0.5378 - acc: 0.697 - ETA: 6s - loss: 0.5517 - acc: 0.703 - ETA: 6s - loss: 0.5525 - acc: 0.707 - ETA: 6s - loss: 0.5481 - acc: 0.716 - ETA: 6s - loss: 0.5501 - acc: 0.709 - ETA: 7s - loss: 0.5495 - acc: 0.712 - ETA: 8s - loss: 0.5523 - acc: 0.716 - ETA: 9s - loss: 0.5505 - acc: 0.712 - ETA: 10s - loss: 0.5523 - acc: 0.71 - ETA: 10s - loss: 0.5635 - acc: 0.71 - ETA: 11s - loss: 0.5575 - acc: 0.71 - ETA: 11s - loss: 0.5533 - acc: 0.71 - ETA: 11s - loss: 0.5485 - acc: 0.71 - ETA: 12s - loss: 0.5500 - acc: 0.71 - ETA: 12s - loss: 0.5477 - acc: 0.71 - ETA: 12s - loss: 0.5512 - acc: 0.71 - ETA: 12s - loss: 0.5489 - acc: 0.71 - ETA: 12s - loss: 0.5485 - acc: 0.71 - ETA: 12s - loss: 0.5508 - acc: 0.71 - ETA: 12s - loss: 0.5500 - acc: 0.71 - ETA: 12s - loss: 0.5522 - acc: 0.71 - ETA: 12s - loss: 0.5520 - acc: 0.71 - ETA: 12s - loss: 0.5510 - acc: 0.71 - ETA: 12s - loss: 0.5484 - acc: 0.71 - ETA: 12s - loss: 0.5496 - acc: 0.71 - ETA: 12s - loss: 0.5508 - acc: 0.71 - ETA: 12s - loss: 0.5459 - acc: 0.71 - ETA: 12s - loss: 0.5444 - acc: 0.71 - ETA: 12s - loss: 0.5429 - acc: 0.71 - ETA: 12s - loss: 0.5399 - acc: 0.71 - ETA: 12s - loss: 0.5371 - acc: 0.72 - ETA: 11s - loss: 0.5367 - acc: 0.72 - ETA: 11s - loss: 0.5357 - acc: 0.72 - ETA: 11s - loss: 0.5324 - acc: 0.72 - ETA: 11s - loss: 0.5306 - acc: 0.72 - ETA: 11s - loss: 0.5312 - acc: 0.72 - ETA: 11s - loss: 0.5347 - acc: 0.72 - ETA: 11s - loss: 0.5334 - acc: 0.72 - ETA: 11s - loss: 0.5357 - acc: 0.72 - ETA: 10s - loss: 0.5364 - acc: 0.72 - ETA: 10s - loss: 0.5355 - acc: 0.72 - ETA: 10s - loss: 0.5323 - acc: 0.72 - ETA: 10s - loss: 0.5373 - acc: 0.71 - ETA: 10s - loss: 0.5367 - acc: 0.71 - ETA: 10s - loss: 0.5365 - acc: 0.71 - ETA: 10s - loss: 0.5375 - acc: 0.71 - ETA: 9s - loss: 0.5348 - acc: 0.7210 - ETA: 9s - loss: 0.5372 - acc: 0.721 - ETA: 9s - loss: 0.5358 - acc: 0.722 - ETA: 9s - loss: 0.5346 - acc: 0.723 - ETA: 9s - loss: 0.5343 - acc: 0.723 - ETA: 8s - loss: 0.5344 - acc: 0.724 - ETA: 8s - loss: 0.5343 - acc: 0.724 - ETA: 8s - loss: 0.5346 - acc: 0.724 - ETA: 8s - loss: 0.5341 - acc: 0.726 - ETA: 8s - loss: 0.5317 - acc: 0.728 - ETA: 7s - loss: 0.5327 - acc: 0.727 - ETA: 7s - loss: 0.5342 - acc: 0.727 - ETA: 7s - loss: 0.5361 - acc: 0.725 - ETA: 7s - loss: 0.5341 - acc: 0.727 - ETA: 7s - loss: 0.5361 - acc: 0.724 - ETA: 6s - loss: 0.5359 - acc: 0.724 - ETA: 6s - loss: 0.5361 - acc: 0.724 - ETA: 6s - loss: 0.5360 - acc: 0.725 - ETA: 6s - loss: 0.5360 - acc: 0.724 - ETA: 5s - loss: 0.5357 - acc: 0.725 - ETA: 5s - loss: 0.5343 - acc: 0.726 - ETA: 5s - loss: 0.5351 - acc: 0.726 - ETA: 5s - loss: 0.5340 - acc: 0.726 - ETA: 5s - loss: 0.5331 - acc: 0.727 - ETA: 4s - loss: 0.5322 - acc: 0.727 - ETA: 4s - loss: 0.5319 - acc: 0.727 - ETA: 4s - loss: 0.5320 - acc: 0.727 - ETA: 4s - loss: 0.5315 - acc: 0.727 - ETA: 3s - loss: 0.5317 - acc: 0.726 - ETA: 3s - loss: 0.5332 - acc: 0.726 - ETA: 3s - loss: 0.5332 - acc: 0.726 - ETA: 3s - loss: 0.5350 - acc: 0.726 - ETA: 3s - loss: 0.5366 - acc: 0.725 - ETA: 2s - loss: 0.5358 - acc: 0.726 - ETA: 2s - loss: 0.5357 - acc: 0.726 - ETA: 2s - loss: 0.5355 - acc: 0.725 - ETA: 2s - loss: 0.5363 - acc: 0.724 - ETA: 1s - loss: 0.5363 - acc: 0.723 - ETA: 1s - loss: 0.5352 - acc: 0.723 - ETA: 1s - loss: 0.5367 - acc: 0.722 - ETA: 1s - loss: 0.5350 - acc: 0.725 - ETA: 0s - loss: 0.5341 - acc: 0.726 - ETA: 0s - loss: 0.5330 - acc: 0.726 - ETA: 0s - loss: 0.5324 - acc: 0.728 - ETA: 0s - loss: 0.5320 - acc: 0.727 - 29s - loss: 0.5317 - acc: 0.7281 - val_loss: 0.5132 - val_acc: 0.7313
Epoch 20/100
100/100 [==============================] - ETA: 6s - loss: 0.6093 - acc: 0.718 - ETA: 6s - loss: 0.5967 - acc: 0.734 - ETA: 6s - loss: 0.5831 - acc: 0.708 - ETA: 6s - loss: 0.5621 - acc: 0.710 - ETA: 6s - loss: 0.5909 - acc: 0.687 - ETA: 6s - loss: 0.5881 - acc: 0.692 - ETA: 6s - loss: 0.5713 - acc: 0.718 - ETA: 6s - loss: 0.5509 - acc: 0.730 - ETA: 6s - loss: 0.5612 - acc: 0.718 - ETA: 6s - loss: 0.5543 - acc: 0.715 - ETA: 6s - loss: 0.5559 - acc: 0.707 - ETA: 5s - loss: 0.5711 - acc: 0.695 - ETA: 6s - loss: 0.5674 - acc: 0.701 - ETA: 7s - loss: 0.5697 - acc: 0.698 - ETA: 8s - loss: 0.5664 - acc: 0.704 - ETA: 9s - loss: 0.5600 - acc: 0.707 - ETA: 10s - loss: 0.5630 - acc: 0.71 - ETA: 10s - loss: 0.5628 - acc: 0.71 - ETA: 11s - loss: 0.5604 - acc: 0.71 - ETA: 11s - loss: 0.5588 - acc: 0.72 - ETA: 11s - loss: 0.5518 - acc: 0.72 - ETA: 12s - loss: 0.5485 - acc: 0.72 - ETA: 12s - loss: 0.5437 - acc: 0.73 - ETA: 12s - loss: 0.5396 - acc: 0.73 - ETA: 12s - loss: 0.5322 - acc: 0.74 - ETA: 12s - loss: 0.5298 - acc: 0.74 - ETA: 12s - loss: 0.5276 - acc: 0.74 - ETA: 12s - loss: 0.5286 - acc: 0.74 - ETA: 12s - loss: 0.5342 - acc: 0.73 - ETA: 12s - loss: 0.5336 - acc: 0.73 - ETA: 12s - loss: 0.5368 - acc: 0.73 - ETA: 12s - loss: 0.5317 - acc: 0.73 - ETA: 12s - loss: 0.5301 - acc: 0.73 - ETA: 12s - loss: 0.5279 - acc: 0.73 - ETA: 12s - loss: 0.5299 - acc: 0.73 - ETA: 12s - loss: 0.5269 - acc: 0.73 - ETA: 12s - loss: 0.5287 - acc: 0.73 - ETA: 12s - loss: 0.5247 - acc: 0.73 - ETA: 12s - loss: 0.5251 - acc: 0.73 - ETA: 12s - loss: 0.5243 - acc: 0.73 - ETA: 12s - loss: 0.5241 - acc: 0.73 - ETA: 12s - loss: 0.5223 - acc: 0.74 - ETA: 11s - loss: 0.5210 - acc: 0.74 - ETA: 11s - loss: 0.5203 - acc: 0.74 - ETA: 11s - loss: 0.5206 - acc: 0.74 - ETA: 11s - loss: 0.5196 - acc: 0.73 - ETA: 11s - loss: 0.5189 - acc: 0.74 - ETA: 11s - loss: 0.5190 - acc: 0.74 - ETA: 10s - loss: 0.5152 - acc: 0.74 - ETA: 10s - loss: 0.5148 - acc: 0.74 - ETA: 10s - loss: 0.5183 - acc: 0.74 - ETA: 10s - loss: 0.5154 - acc: 0.74 - ETA: 10s - loss: 0.5188 - acc: 0.74 - ETA: 9s - loss: 0.5183 - acc: 0.7425 - ETA: 9s - loss: 0.5162 - acc: 0.746 - ETA: 9s - loss: 0.5158 - acc: 0.745 - ETA: 9s - loss: 0.5148 - acc: 0.747 - ETA: 9s - loss: 0.5151 - acc: 0.746 - ETA: 9s - loss: 0.5157 - acc: 0.747 - ETA: 8s - loss: 0.5170 - acc: 0.746 - ETA: 8s - loss: 0.5194 - acc: 0.745 - ETA: 8s - loss: 0.5192 - acc: 0.745 - ETA: 8s - loss: 0.5185 - acc: 0.745 - ETA: 8s - loss: 0.5203 - acc: 0.742 - ETA: 7s - loss: 0.5212 - acc: 0.742 - ETA: 7s - loss: 0.5200 - acc: 0.743 - ETA: 7s - loss: 0.5198 - acc: 0.743 - ETA: 7s - loss: 0.5188 - acc: 0.744 - ETA: 7s - loss: 0.5209 - acc: 0.743 - ETA: 6s - loss: 0.5218 - acc: 0.743 - ETA: 6s - loss: 0.5207 - acc: 0.743 - ETA: 6s - loss: 0.5190 - acc: 0.744 - ETA: 6s - loss: 0.5176 - acc: 0.745 - ETA: 5s - loss: 0.5180 - acc: 0.744 - ETA: 5s - loss: 0.5170 - acc: 0.744 - ETA: 5s - loss: 0.5166 - acc: 0.744 - ETA: 5s - loss: 0.5177 - acc: 0.744 - ETA: 5s - loss: 0.5182 - acc: 0.744 - ETA: 4s - loss: 0.5161 - acc: 0.745 - ETA: 4s - loss: 0.5155 - acc: 0.746 - ETA: 4s - loss: 0.5160 - acc: 0.745 - ETA: 4s - loss: 0.5174 - acc: 0.743 - ETA: 3s - loss: 0.5158 - acc: 0.744 - ETA: 3s - loss: 0.5144 - acc: 0.745 - ETA: 3s - loss: 0.5143 - acc: 0.744 - ETA: 3s - loss: 0.5141 - acc: 0.744 - ETA: 3s - loss: 0.5126 - acc: 0.745 - ETA: 2s - loss: 0.5134 - acc: 0.745 - ETA: 2s - loss: 0.5138 - acc: 0.744 - ETA: 2s - loss: 0.5129 - acc: 0.745 - ETA: 2s - loss: 0.5122 - acc: 0.745 - ETA: 1s - loss: 0.5133 - acc: 0.744 - ETA: 1s - loss: 0.5125 - acc: 0.744 - ETA: 1s - loss: 0.5130 - acc: 0.742 - ETA: 1s - loss: 0.5135 - acc: 0.742 - ETA: 0s - loss: 0.5130 - acc: 0.742 - ETA: 0s - loss: 0.5125 - acc: 0.742 - ETA: 0s - loss: 0.5116 - acc: 0.743 - ETA: 0s - loss: 0.5115 - acc: 0.744 - 29s - loss: 0.5114 - acc: 0.7453 - val_loss: 0.4944 - val_acc: 0.7506
Epoch 21/100
100/100 [==============================] - ETA: 6s - loss: 0.5984 - acc: 0.656 - ETA: 6s - loss: 0.6106 - acc: 0.671 - ETA: 6s - loss: 0.6503 - acc: 0.666 - ETA: 6s - loss: 0.6141 - acc: 0.671 - ETA: 6s - loss: 0.5927 - acc: 0.675 - ETA: 6s - loss: 0.6001 - acc: 0.661 - ETA: 6s - loss: 0.5882 - acc: 0.678 - ETA: 6s - loss: 0.5915 - acc: 0.683 - ETA: 6s - loss: 0.5818 - acc: 0.694 - ETA: 6s - loss: 0.5506 - acc: 0.725 - ETA: 6s - loss: 0.5478 - acc: 0.718 - ETA: 5s - loss: 0.5439 - acc: 0.716 - ETA: 6s - loss: 0.5455 - acc: 0.713 - ETA: 7s - loss: 0.5494 - acc: 0.703 - ETA: 8s - loss: 0.5567 - acc: 0.700 - ETA: 8s - loss: 0.5581 - acc: 0.695 - ETA: 9s - loss: 0.5493 - acc: 0.700 - ETA: 9s - loss: 0.5469 - acc: 0.706 - ETA: 10s - loss: 0.5491 - acc: 0.70 - ETA: 10s - loss: 0.5549 - acc: 0.70 - ETA: 11s - loss: 0.5574 - acc: 0.69 - ETA: 11s - loss: 0.5568 - acc: 0.70 - ETA: 11s - loss: 0.5554 - acc: 0.70 - ETA: 11s - loss: 0.5549 - acc: 0.70 - ETA: 12s - loss: 0.5517 - acc: 0.70 - ETA: 12s - loss: 0.5457 - acc: 0.71 - ETA: 12s - loss: 0.5484 - acc: 0.71 - ETA: 12s - loss: 0.5453 - acc: 0.71 - ETA: 12s - loss: 0.5399 - acc: 0.72 - ETA: 12s - loss: 0.5392 - acc: 0.71 - ETA: 12s - loss: 0.5391 - acc: 0.71 - ETA: 12s - loss: 0.5394 - acc: 0.72 - ETA: 12s - loss: 0.5349 - acc: 0.72 - ETA: 12s - loss: 0.5339 - acc: 0.72 - ETA: 12s - loss: 0.5354 - acc: 0.72 - ETA: 12s - loss: 0.5368 - acc: 0.72 - ETA: 12s - loss: 0.5352 - acc: 0.72 - ETA: 12s - loss: 0.5381 - acc: 0.72 - ETA: 11s - loss: 0.5352 - acc: 0.72 - ETA: 11s - loss: 0.5348 - acc: 0.72 - ETA: 11s - loss: 0.5328 - acc: 0.72 - ETA: 11s - loss: 0.5314 - acc: 0.73 - ETA: 11s - loss: 0.5315 - acc: 0.73 - ETA: 11s - loss: 0.5343 - acc: 0.72 - ETA: 11s - loss: 0.5352 - acc: 0.72 - ETA: 11s - loss: 0.5327 - acc: 0.72 - ETA: 11s - loss: 0.5311 - acc: 0.73 - ETA: 10s - loss: 0.5324 - acc: 0.73 - ETA: 10s - loss: 0.5305 - acc: 0.73 - ETA: 10s - loss: 0.5310 - acc: 0.73 - ETA: 10s - loss: 0.5310 - acc: 0.72 - ETA: 10s - loss: 0.5331 - acc: 0.72 - ETA: 10s - loss: 0.5307 - acc: 0.73 - ETA: 9s - loss: 0.5306 - acc: 0.7292 - ETA: 9s - loss: 0.5317 - acc: 0.728 - ETA: 9s - loss: 0.5320 - acc: 0.728 - ETA: 9s - loss: 0.5311 - acc: 0.730 - ETA: 9s - loss: 0.5307 - acc: 0.731 - ETA: 8s - loss: 0.5301 - acc: 0.730 - ETA: 8s - loss: 0.5318 - acc: 0.730 - ETA: 8s - loss: 0.5311 - acc: 0.730 - ETA: 8s - loss: 0.5302 - acc: 0.730 - ETA: 8s - loss: 0.5297 - acc: 0.730 - ETA: 7s - loss: 0.5279 - acc: 0.731 - ETA: 7s - loss: 0.5283 - acc: 0.731 - ETA: 7s - loss: 0.5284 - acc: 0.731 - ETA: 7s - loss: 0.5273 - acc: 0.732 - ETA: 7s - loss: 0.5271 - acc: 0.732 - ETA: 6s - loss: 0.5265 - acc: 0.731 - ETA: 6s - loss: 0.5249 - acc: 0.733 - ETA: 6s - loss: 0.5241 - acc: 0.734 - ETA: 6s - loss: 0.5253 - acc: 0.733 - ETA: 6s - loss: 0.5245 - acc: 0.734 - ETA: 5s - loss: 0.5239 - acc: 0.734 - ETA: 5s - loss: 0.5237 - acc: 0.733 - ETA: 5s - loss: 0.5245 - acc: 0.732 - ETA: 5s - loss: 0.5275 - acc: 0.730 - ETA: 5s - loss: 0.5275 - acc: 0.732 - ETA: 4s - loss: 0.5282 - acc: 0.731 - ETA: 4s - loss: 0.5293 - acc: 0.730 - ETA: 4s - loss: 0.5278 - acc: 0.730 - ETA: 4s - loss: 0.5270 - acc: 0.730 - ETA: 3s - loss: 0.5260 - acc: 0.732 - ETA: 3s - loss: 0.5250 - acc: 0.732 - ETA: 3s - loss: 0.5245 - acc: 0.732 - ETA: 3s - loss: 0.5240 - acc: 0.733 - ETA: 3s - loss: 0.5240 - acc: 0.733 - ETA: 2s - loss: 0.5226 - acc: 0.734 - ETA: 2s - loss: 0.5200 - acc: 0.736 - ETA: 2s - loss: 0.5206 - acc: 0.738 - ETA: 2s - loss: 0.5205 - acc: 0.736 - ETA: 1s - loss: 0.5203 - acc: 0.736 - ETA: 1s - loss: 0.5209 - acc: 0.736 - ETA: 1s - loss: 0.5218 - acc: 0.736 - ETA: 1s - loss: 0.5202 - acc: 0.737 - ETA: 0s - loss: 0.5199 - acc: 0.738 - ETA: 0s - loss: 0.5207 - acc: 0.737 - ETA: 0s - loss: 0.5196 - acc: 0.737 - ETA: 0s - loss: 0.5203 - acc: 0.736 - 28s - loss: 0.5200 - acc: 0.7369 - val_loss: 0.4902 - val_acc: 0.7635
Epoch 22/100
100/100 [==============================] - ETA: 6s - loss: 0.6039 - acc: 0.687 - ETA: 6s - loss: 0.5833 - acc: 0.671 - ETA: 6s - loss: 0.5410 - acc: 0.697 - ETA: 6s - loss: 0.5135 - acc: 0.726 - ETA: 6s - loss: 0.5313 - acc: 0.712 - ETA: 6s - loss: 0.5454 - acc: 0.697 - ETA: 6s - loss: 0.5252 - acc: 0.709 - ETA: 6s - loss: 0.5085 - acc: 0.726 - ETA: 6s - loss: 0.4929 - acc: 0.732 - ETA: 6s - loss: 0.5140 - acc: 0.721 - ETA: 5s - loss: 0.5147 - acc: 0.721 - ETA: 5s - loss: 0.5087 - acc: 0.726 - ETA: 6s - loss: 0.5110 - acc: 0.728 - ETA: 7s - loss: 0.5030 - acc: 0.738 - ETA: 8s - loss: 0.5030 - acc: 0.739 - ETA: 9s - loss: 0.5067 - acc: 0.736 - ETA: 9s - loss: 0.5111 - acc: 0.727 - ETA: 10s - loss: 0.5094 - acc: 0.73 - ETA: 10s - loss: 0.5162 - acc: 0.72 - ETA: 11s - loss: 0.5144 - acc: 0.72 - ETA: 11s - loss: 0.5121 - acc: 0.72 - ETA: 11s - loss: 0.5092 - acc: 0.72 - ETA: 12s - loss: 0.5025 - acc: 0.73 - ETA: 12s - loss: 0.5019 - acc: 0.73 - ETA: 12s - loss: 0.5059 - acc: 0.73 - ETA: 12s - loss: 0.5052 - acc: 0.73 - ETA: 12s - loss: 0.5095 - acc: 0.73 - ETA: 12s - loss: 0.5150 - acc: 0.73 - ETA: 12s - loss: 0.5187 - acc: 0.73 - ETA: 12s - loss: 0.5191 - acc: 0.73 - ETA: 12s - loss: 0.5145 - acc: 0.73 - ETA: 12s - loss: 0.5195 - acc: 0.72 - ETA: 12s - loss: 0.5182 - acc: 0.73 - ETA: 12s - loss: 0.5144 - acc: 0.73 - ETA: 12s - loss: 0.5138 - acc: 0.73 - ETA: 12s - loss: 0.5138 - acc: 0.73 - ETA: 12s - loss: 0.5134 - acc: 0.73 - ETA: 12s - loss: 0.5152 - acc: 0.73 - ETA: 12s - loss: 0.5133 - acc: 0.73 - ETA: 12s - loss: 0.5164 - acc: 0.73 - ETA: 11s - loss: 0.5149 - acc: 0.73 - ETA: 11s - loss: 0.5101 - acc: 0.73 - ETA: 11s - loss: 0.5108 - acc: 0.73 - ETA: 11s - loss: 0.5071 - acc: 0.74 - ETA: 11s - loss: 0.5089 - acc: 0.74 - ETA: 11s - loss: 0.5094 - acc: 0.74 - ETA: 11s - loss: 0.5092 - acc: 0.74 - ETA: 10s - loss: 0.5065 - acc: 0.74 - ETA: 10s - loss: 0.5039 - acc: 0.74 - ETA: 10s - loss: 0.5030 - acc: 0.74 - ETA: 10s - loss: 0.5033 - acc: 0.74 - ETA: 10s - loss: 0.5016 - acc: 0.74 - ETA: 10s - loss: 0.5028 - acc: 0.74 - ETA: 9s - loss: 0.5028 - acc: 0.7471 - ETA: 9s - loss: 0.5025 - acc: 0.744 - ETA: 9s - loss: 0.5043 - acc: 0.742 - ETA: 9s - loss: 0.5053 - acc: 0.741 - ETA: 9s - loss: 0.5078 - acc: 0.740 - ETA: 8s - loss: 0.5090 - acc: 0.740 - ETA: 8s - loss: 0.5113 - acc: 0.740 - ETA: 8s - loss: 0.5094 - acc: 0.740 - ETA: 8s - loss: 0.5110 - acc: 0.738 - ETA: 8s - loss: 0.5113 - acc: 0.738 - ETA: 7s - loss: 0.5128 - acc: 0.738 - ETA: 7s - loss: 0.5125 - acc: 0.738 - ETA: 7s - loss: 0.5106 - acc: 0.740 - ETA: 7s - loss: 0.5101 - acc: 0.739 - ETA: 7s - loss: 0.5086 - acc: 0.741 - ETA: 6s - loss: 0.5085 - acc: 0.740 - ETA: 6s - loss: 0.5077 - acc: 0.742 - ETA: 6s - loss: 0.5079 - acc: 0.741 - ETA: 6s - loss: 0.5073 - acc: 0.741 - ETA: 6s - loss: 0.5062 - acc: 0.741 - ETA: 5s - loss: 0.5055 - acc: 0.741 - ETA: 5s - loss: 0.5044 - acc: 0.742 - ETA: 5s - loss: 0.5057 - acc: 0.741 - ETA: 5s - loss: 0.5072 - acc: 0.739 - ETA: 5s - loss: 0.5084 - acc: 0.738 - ETA: 4s - loss: 0.5063 - acc: 0.741 - ETA: 4s - loss: 0.5057 - acc: 0.742 - ETA: 4s - loss: 0.5036 - acc: 0.743 - ETA: 4s - loss: 0.5041 - acc: 0.743 - ETA: 3s - loss: 0.5055 - acc: 0.742 - ETA: 3s - loss: 0.5072 - acc: 0.740 - ETA: 3s - loss: 0.5082 - acc: 0.739 - ETA: 3s - loss: 0.5095 - acc: 0.738 - ETA: 3s - loss: 0.5091 - acc: 0.738 - ETA: 2s - loss: 0.5102 - acc: 0.737 - ETA: 2s - loss: 0.5096 - acc: 0.738 - ETA: 2s - loss: 0.5110 - acc: 0.738 - ETA: 2s - loss: 0.5115 - acc: 0.738 - ETA: 1s - loss: 0.5099 - acc: 0.739 - ETA: 1s - loss: 0.5100 - acc: 0.738 - ETA: 1s - loss: 0.5098 - acc: 0.738 - ETA: 1s - loss: 0.5110 - acc: 0.736 - ETA: 0s - loss: 0.5107 - acc: 0.737 - ETA: 0s - loss: 0.5099 - acc: 0.738 - ETA: 0s - loss: 0.5091 - acc: 0.738 - ETA: 0s - loss: 0.5092 - acc: 0.739 - 28s - loss: 0.5099 - acc: 0.7384 - val_loss: 0.5696 - val_acc: 0.7178
Epoch 23/100
100/100 [==============================] - ETA: 6s - loss: 0.5339 - acc: 0.718 - ETA: 6s - loss: 0.4781 - acc: 0.765 - ETA: 6s - loss: 0.4865 - acc: 0.760 - ETA: 6s - loss: 0.4835 - acc: 0.750 - ETA: 5s - loss: 0.4852 - acc: 0.786 - ETA: 5s - loss: 0.4743 - acc: 0.785 - ETA: 5s - loss: 0.4739 - acc: 0.789 - ETA: 5s - loss: 0.4861 - acc: 0.781 - ETA: 5s - loss: 0.4901 - acc: 0.775 - ETA: 5s - loss: 0.4856 - acc: 0.778 - ETA: 5s - loss: 0.4862 - acc: 0.781 - ETA: 6s - loss: 0.4927 - acc: 0.766 - ETA: 7s - loss: 0.4929 - acc: 0.767 - ETA: 8s - loss: 0.4900 - acc: 0.768 - ETA: 9s - loss: 0.5005 - acc: 0.757 - ETA: 9s - loss: 0.5000 - acc: 0.757 - ETA: 10s - loss: 0.4942 - acc: 0.76 - ETA: 10s - loss: 0.5023 - acc: 0.75 - ETA: 11s - loss: 0.5064 - acc: 0.75 - ETA: 11s - loss: 0.5055 - acc: 0.75 - ETA: 11s - loss: 0.5053 - acc: 0.75 - ETA: 11s - loss: 0.5080 - acc: 0.75 - ETA: 12s - loss: 0.5107 - acc: 0.75 - ETA: 12s - loss: 0.5116 - acc: 0.75 - ETA: 12s - loss: 0.5096 - acc: 0.75 - ETA: 12s - loss: 0.5095 - acc: 0.75 - ETA: 12s - loss: 0.5062 - acc: 0.75 - ETA: 12s - loss: 0.5007 - acc: 0.75 - ETA: 12s - loss: 0.5000 - acc: 0.75 - ETA: 12s - loss: 0.5016 - acc: 0.75 - ETA: 12s - loss: 0.4997 - acc: 0.75 - ETA: 12s - loss: 0.5010 - acc: 0.75 - ETA: 12s - loss: 0.5008 - acc: 0.75 - ETA: 12s - loss: 0.5034 - acc: 0.75 - ETA: 12s - loss: 0.5039 - acc: 0.75 - ETA: 12s - loss: 0.5049 - acc: 0.75 - ETA: 12s - loss: 0.5026 - acc: 0.75 - ETA: 12s - loss: 0.5041 - acc: 0.75 - ETA: 12s - loss: 0.5057 - acc: 0.75 - ETA: 11s - loss: 0.5026 - acc: 0.75 - ETA: 11s - loss: 0.5017 - acc: 0.75 - ETA: 11s - loss: 0.5018 - acc: 0.75 - ETA: 11s - loss: 0.5031 - acc: 0.75 - ETA: 11s - loss: 0.5065 - acc: 0.74 - ETA: 11s - loss: 0.5074 - acc: 0.74 - ETA: 11s - loss: 0.5093 - acc: 0.74 - ETA: 10s - loss: 0.5096 - acc: 0.74 - ETA: 10s - loss: 0.5090 - acc: 0.74 - ETA: 10s - loss: 0.5073 - acc: 0.75 - ETA: 10s - loss: 0.5092 - acc: 0.74 - ETA: 10s - loss: 0.5064 - acc: 0.74 - ETA: 10s - loss: 0.5087 - acc: 0.74 - ETA: 9s - loss: 0.5095 - acc: 0.7471 - ETA: 9s - loss: 0.5104 - acc: 0.745 - ETA: 9s - loss: 0.5097 - acc: 0.746 - ETA: 9s - loss: 0.5070 - acc: 0.750 - ETA: 9s - loss: 0.5057 - acc: 0.751 - ETA: 8s - loss: 0.5061 - acc: 0.751 - ETA: 8s - loss: 0.5044 - acc: 0.752 - ETA: 8s - loss: 0.5041 - acc: 0.751 - ETA: 8s - loss: 0.5041 - acc: 0.752 - ETA: 8s - loss: 0.5048 - acc: 0.751 - ETA: 8s - loss: 0.5060 - acc: 0.751 - ETA: 7s - loss: 0.5059 - acc: 0.751 - ETA: 7s - loss: 0.5056 - acc: 0.751 - ETA: 7s - loss: 0.5059 - acc: 0.751 - ETA: 7s - loss: 0.5064 - acc: 0.751 - ETA: 6s - loss: 0.5065 - acc: 0.750 - ETA: 6s - loss: 0.5070 - acc: 0.748 - ETA: 6s - loss: 0.5079 - acc: 0.748 - ETA: 6s - loss: 0.5071 - acc: 0.749 - ETA: 6s - loss: 0.5049 - acc: 0.750 - ETA: 5s - loss: 0.5053 - acc: 0.751 - ETA: 5s - loss: 0.5054 - acc: 0.751 - ETA: 5s - loss: 0.5062 - acc: 0.750 - ETA: 5s - loss: 0.5050 - acc: 0.751 - ETA: 5s - loss: 0.5043 - acc: 0.752 - ETA: 4s - loss: 0.5029 - acc: 0.753 - ETA: 4s - loss: 0.5044 - acc: 0.753 - ETA: 4s - loss: 0.5046 - acc: 0.752 - ETA: 4s - loss: 0.5045 - acc: 0.752 - ETA: 3s - loss: 0.5046 - acc: 0.752 - ETA: 3s - loss: 0.5050 - acc: 0.751 - ETA: 3s - loss: 0.5076 - acc: 0.748 - ETA: 3s - loss: 0.5063 - acc: 0.748 - ETA: 3s - loss: 0.5077 - acc: 0.747 - ETA: 2s - loss: 0.5063 - acc: 0.748 - ETA: 2s - loss: 0.5052 - acc: 0.750 - ETA: 2s - loss: 0.5066 - acc: 0.749 - ETA: 2s - loss: 0.5072 - acc: 0.749 - ETA: 1s - loss: 0.5076 - acc: 0.749 - ETA: 1s - loss: 0.5072 - acc: 0.748 - ETA: 1s - loss: 0.5062 - acc: 0.749 - ETA: 1s - loss: 0.5055 - acc: 0.750 - ETA: 0s - loss: 0.5052 - acc: 0.750 - ETA: 0s - loss: 0.5047 - acc: 0.750 - ETA: 0s - loss: 0.5037 - acc: 0.751 - ETA: 0s - loss: 0.5046 - acc: 0.750 - 29s - loss: 0.5037 - acc: 0.7509 - val_loss: 0.5174 - val_acc: 0.7386
Epoch 24/100
100/100 [==============================] - ETA: 6s - loss: 0.5840 - acc: 0.718 - ETA: 6s - loss: 0.4799 - acc: 0.796 - ETA: 6s - loss: 0.4640 - acc: 0.802 - ETA: 6s - loss: 0.5038 - acc: 0.789 - ETA: 6s - loss: 0.5215 - acc: 0.750 - ETA: 6s - loss: 0.5150 - acc: 0.739 - ETA: 6s - loss: 0.5030 - acc: 0.750 - ETA: 6s - loss: 0.5138 - acc: 0.742 - ETA: 6s - loss: 0.5024 - acc: 0.753 - ETA: 6s - loss: 0.5034 - acc: 0.750 - ETA: 6s - loss: 0.4974 - acc: 0.752 - ETA: 5s - loss: 0.4997 - acc: 0.752 - ETA: 6s - loss: 0.5057 - acc: 0.745 - ETA: 7s - loss: 0.5090 - acc: 0.743 - ETA: 8s - loss: 0.5042 - acc: 0.743 - ETA: 9s - loss: 0.5057 - acc: 0.746 - ETA: 9s - loss: 0.5035 - acc: 0.750 - ETA: 10s - loss: 0.5129 - acc: 0.74 - ETA: 10s - loss: 0.5066 - acc: 0.75 - ETA: 11s - loss: 0.5059 - acc: 0.75 - ETA: 11s - loss: 0.5020 - acc: 0.75 - ETA: 11s - loss: 0.5053 - acc: 0.75 - ETA: 11s - loss: 0.5036 - acc: 0.75 - ETA: 12s - loss: 0.5003 - acc: 0.76 - ETA: 12s - loss: 0.5050 - acc: 0.75 - ETA: 12s - loss: 0.5059 - acc: 0.75 - ETA: 12s - loss: 0.5069 - acc: 0.75 - ETA: 12s - loss: 0.5073 - acc: 0.75 - ETA: 12s - loss: 0.5037 - acc: 0.75 - ETA: 12s - loss: 0.5040 - acc: 0.75 - ETA: 12s - loss: 0.5053 - acc: 0.75 - ETA: 12s - loss: 0.5017 - acc: 0.75 - ETA: 12s - loss: 0.5048 - acc: 0.75 - ETA: 12s - loss: 0.5029 - acc: 0.75 - ETA: 12s - loss: 0.5038 - acc: 0.75 - ETA: 12s - loss: 0.5066 - acc: 0.75 - ETA: 12s - loss: 0.5062 - acc: 0.75 - ETA: 12s - loss: 0.5023 - acc: 0.75 - ETA: 12s - loss: 0.5060 - acc: 0.75 - ETA: 11s - loss: 0.5070 - acc: 0.75 - ETA: 11s - loss: 0.5065 - acc: 0.75 - ETA: 11s - loss: 0.5108 - acc: 0.74 - ETA: 11s - loss: 0.5148 - acc: 0.74 - ETA: 11s - loss: 0.5162 - acc: 0.74 - ETA: 11s - loss: 0.5149 - acc: 0.74 - ETA: 11s - loss: 0.5136 - acc: 0.74 - ETA: 10s - loss: 0.5115 - acc: 0.75 - ETA: 10s - loss: 0.5098 - acc: 0.75 - ETA: 10s - loss: 0.5086 - acc: 0.75 - ETA: 10s - loss: 0.5083 - acc: 0.75 - ETA: 10s - loss: 0.5065 - acc: 0.75 - ETA: 10s - loss: 0.5099 - acc: 0.74 - ETA: 10s - loss: 0.5092 - acc: 0.74 - ETA: 9s - loss: 0.5112 - acc: 0.7471 - ETA: 9s - loss: 0.5111 - acc: 0.746 - ETA: 9s - loss: 0.5126 - acc: 0.742 - ETA: 9s - loss: 0.5116 - acc: 0.744 - ETA: 9s - loss: 0.5118 - acc: 0.743 - ETA: 8s - loss: 0.5122 - acc: 0.742 - ETA: 8s - loss: 0.5107 - acc: 0.743 - ETA: 8s - loss: 0.5109 - acc: 0.741 - ETA: 8s - loss: 0.5106 - acc: 0.741 - ETA: 8s - loss: 0.5095 - acc: 0.742 - ETA: 8s - loss: 0.5107 - acc: 0.741 - ETA: 7s - loss: 0.5095 - acc: 0.743 - ETA: 7s - loss: 0.5076 - acc: 0.744 - ETA: 7s - loss: 0.5064 - acc: 0.745 - ETA: 7s - loss: 0.5044 - acc: 0.747 - ETA: 6s - loss: 0.5055 - acc: 0.747 - ETA: 6s - loss: 0.5050 - acc: 0.748 - ETA: 6s - loss: 0.5042 - acc: 0.749 - ETA: 6s - loss: 0.5078 - acc: 0.746 - ETA: 6s - loss: 0.5071 - acc: 0.747 - ETA: 5s - loss: 0.5086 - acc: 0.746 - ETA: 5s - loss: 0.5091 - acc: 0.746 - ETA: 5s - loss: 0.5075 - acc: 0.747 - ETA: 5s - loss: 0.5096 - acc: 0.747 - ETA: 5s - loss: 0.5091 - acc: 0.747 - ETA: 4s - loss: 0.5073 - acc: 0.748 - ETA: 4s - loss: 0.5074 - acc: 0.748 - ETA: 4s - loss: 0.5088 - acc: 0.747 - ETA: 4s - loss: 0.5093 - acc: 0.745 - ETA: 3s - loss: 0.5084 - acc: 0.747 - ETA: 3s - loss: 0.5076 - acc: 0.747 - ETA: 3s - loss: 0.5061 - acc: 0.748 - ETA: 3s - loss: 0.5058 - acc: 0.748 - ETA: 3s - loss: 0.5062 - acc: 0.748 - ETA: 2s - loss: 0.5066 - acc: 0.747 - ETA: 2s - loss: 0.5060 - acc: 0.748 - ETA: 2s - loss: 0.5050 - acc: 0.749 - ETA: 2s - loss: 0.5038 - acc: 0.750 - ETA: 1s - loss: 0.5040 - acc: 0.749 - ETA: 1s - loss: 0.5039 - acc: 0.749 - ETA: 1s - loss: 0.5027 - acc: 0.751 - ETA: 1s - loss: 0.5048 - acc: 0.750 - ETA: 0s - loss: 0.5043 - acc: 0.751 - ETA: 0s - loss: 0.5034 - acc: 0.752 - ETA: 0s - loss: 0.5018 - acc: 0.753 - ETA: 0s - loss: 0.5016 - acc: 0.753 - 28s - loss: 0.4997 - acc: 0.7547 - val_loss: 0.4769 - val_acc: 0.7764
Epoch 25/100
100/100 [==============================] - ETA: 6s - loss: 0.3617 - acc: 0.843 - ETA: 6s - loss: 0.3729 - acc: 0.828 - ETA: 6s - loss: 0.4865 - acc: 0.750 - ETA: 6s - loss: 0.4871 - acc: 0.757 - ETA: 6s - loss: 0.4855 - acc: 0.768 - ETA: 6s - loss: 0.4932 - acc: 0.781 - ETA: 6s - loss: 0.4858 - acc: 0.785 - ETA: 6s - loss: 0.4862 - acc: 0.781 - ETA: 6s - loss: 0.4965 - acc: 0.763 - ETA: 6s - loss: 0.5208 - acc: 0.740 - ETA: 6s - loss: 0.5113 - acc: 0.747 - ETA: 5s - loss: 0.5158 - acc: 0.739 - ETA: 6s - loss: 0.5137 - acc: 0.742 - ETA: 7s - loss: 0.5086 - acc: 0.747 - ETA: 8s - loss: 0.5283 - acc: 0.745 - ETA: 9s - loss: 0.5334 - acc: 0.742 - ETA: 9s - loss: 0.5301 - acc: 0.740 - ETA: 10s - loss: 0.5273 - acc: 0.73 - ETA: 10s - loss: 0.5203 - acc: 0.74 - ETA: 11s - loss: 0.5192 - acc: 0.74 - ETA: 11s - loss: 0.5199 - acc: 0.73 - ETA: 11s - loss: 0.5130 - acc: 0.74 - ETA: 11s - loss: 0.5186 - acc: 0.74 - ETA: 12s - loss: 0.5166 - acc: 0.74 - ETA: 12s - loss: 0.5190 - acc: 0.74 - ETA: 12s - loss: 0.5212 - acc: 0.73 - ETA: 12s - loss: 0.5176 - acc: 0.73 - ETA: 12s - loss: 0.5140 - acc: 0.74 - ETA: 12s - loss: 0.5105 - acc: 0.74 - ETA: 12s - loss: 0.5142 - acc: 0.74 - ETA: 12s - loss: 0.5083 - acc: 0.75 - ETA: 12s - loss: 0.5057 - acc: 0.75 - ETA: 12s - loss: 0.5081 - acc: 0.74 - ETA: 12s - loss: 0.5091 - acc: 0.74 - ETA: 12s - loss: 0.5049 - acc: 0.75 - ETA: 12s - loss: 0.5098 - acc: 0.74 - ETA: 12s - loss: 0.5108 - acc: 0.74 - ETA: 12s - loss: 0.5097 - acc: 0.74 - ETA: 12s - loss: 0.5119 - acc: 0.74 - ETA: 12s - loss: 0.5125 - acc: 0.74 - ETA: 11s - loss: 0.5138 - acc: 0.74 - ETA: 11s - loss: 0.5129 - acc: 0.74 - ETA: 11s - loss: 0.5123 - acc: 0.74 - ETA: 11s - loss: 0.5105 - acc: 0.74 - ETA: 11s - loss: 0.5089 - acc: 0.74 - ETA: 11s - loss: 0.5071 - acc: 0.74 - ETA: 11s - loss: 0.5069 - acc: 0.74 - ETA: 10s - loss: 0.5148 - acc: 0.74 - ETA: 10s - loss: 0.5154 - acc: 0.73 - ETA: 10s - loss: 0.5141 - acc: 0.74 - ETA: 10s - loss: 0.5165 - acc: 0.73 - ETA: 10s - loss: 0.5147 - acc: 0.74 - ETA: 10s - loss: 0.5126 - acc: 0.74 - ETA: 9s - loss: 0.5154 - acc: 0.7402 - ETA: 9s - loss: 0.5185 - acc: 0.738 - ETA: 9s - loss: 0.5162 - acc: 0.740 - ETA: 9s - loss: 0.5159 - acc: 0.737 - ETA: 9s - loss: 0.5142 - acc: 0.738 - ETA: 8s - loss: 0.5151 - acc: 0.737 - ETA: 8s - loss: 0.5138 - acc: 0.739 - ETA: 8s - loss: 0.5137 - acc: 0.739 - ETA: 8s - loss: 0.5135 - acc: 0.738 - ETA: 8s - loss: 0.5146 - acc: 0.738 - ETA: 7s - loss: 0.5127 - acc: 0.739 - ETA: 7s - loss: 0.5111 - acc: 0.741 - ETA: 7s - loss: 0.5098 - acc: 0.743 - ETA: 7s - loss: 0.5134 - acc: 0.741 - ETA: 7s - loss: 0.5136 - acc: 0.740 - ETA: 6s - loss: 0.5133 - acc: 0.740 - ETA: 6s - loss: 0.5142 - acc: 0.739 - ETA: 6s - loss: 0.5131 - acc: 0.739 - ETA: 6s - loss: 0.5157 - acc: 0.737 - ETA: 6s - loss: 0.5174 - acc: 0.736 - ETA: 5s - loss: 0.5155 - acc: 0.738 - ETA: 5s - loss: 0.5143 - acc: 0.740 - ETA: 5s - loss: 0.5146 - acc: 0.741 - ETA: 5s - loss: 0.5152 - acc: 0.741 - ETA: 5s - loss: 0.5157 - acc: 0.742 - ETA: 4s - loss: 0.5161 - acc: 0.740 - ETA: 4s - loss: 0.5150 - acc: 0.742 - ETA: 4s - loss: 0.5144 - acc: 0.741 - ETA: 4s - loss: 0.5138 - acc: 0.742 - ETA: 3s - loss: 0.5137 - acc: 0.742 - ETA: 3s - loss: 0.5127 - acc: 0.742 - ETA: 3s - loss: 0.5128 - acc: 0.743 - ETA: 3s - loss: 0.5119 - acc: 0.744 - ETA: 3s - loss: 0.5136 - acc: 0.743 - ETA: 2s - loss: 0.5124 - acc: 0.744 - ETA: 2s - loss: 0.5120 - acc: 0.744 - ETA: 2s - loss: 0.5116 - acc: 0.743 - ETA: 2s - loss: 0.5117 - acc: 0.743 - ETA: 1s - loss: 0.5117 - acc: 0.744 - ETA: 1s - loss: 0.5111 - acc: 0.745 - ETA: 1s - loss: 0.5102 - acc: 0.746 - ETA: 1s - loss: 0.5105 - acc: 0.745 - ETA: 0s - loss: 0.5102 - acc: 0.745 - ETA: 0s - loss: 0.5094 - acc: 0.747 - ETA: 0s - loss: 0.5101 - acc: 0.746 - ETA: 0s - loss: 0.5100 - acc: 0.746 - 28s - loss: 0.5097 - acc: 0.7466 - val_loss: 0.4708 - val_acc: 0.7747
Epoch 26/100
100/100 [==============================] - ETA: 6s - loss: 0.4414 - acc: 0.781 - ETA: 6s - loss: 0.4128 - acc: 0.796 - ETA: 6s - loss: 0.4016 - acc: 0.802 - ETA: 6s - loss: 0.4056 - acc: 0.796 - ETA: 6s - loss: 0.4029 - acc: 0.793 - ETA: 6s - loss: 0.4330 - acc: 0.765 - ETA: 6s - loss: 0.4497 - acc: 0.754 - ETA: 6s - loss: 0.4396 - acc: 0.761 - ETA: 6s - loss: 0.4714 - acc: 0.746 - ETA: 6s - loss: 0.4701 - acc: 0.750 - ETA: 6s - loss: 0.4680 - acc: 0.750 - ETA: 6s - loss: 0.4691 - acc: 0.750 - ETA: 6s - loss: 0.4681 - acc: 0.750 - ETA: 7s - loss: 0.4638 - acc: 0.754 - ETA: 8s - loss: 0.4691 - acc: 0.750 - ETA: 9s - loss: 0.4734 - acc: 0.750 - ETA: 9s - loss: 0.4855 - acc: 0.750 - ETA: 10s - loss: 0.4920 - acc: 0.74 - ETA: 11s - loss: 0.4899 - acc: 0.74 - ETA: 10s - loss: 0.4930 - acc: 0.74 - ETA: 11s - loss: 0.5007 - acc: 0.73 - ETA: 11s - loss: 0.5040 - acc: 0.73 - ETA: 11s - loss: 0.5059 - acc: 0.73 - ETA: 11s - loss: 0.5087 - acc: 0.73 - ETA: 12s - loss: 0.5056 - acc: 0.73 - ETA: 12s - loss: 0.5048 - acc: 0.73 - ETA: 12s - loss: 0.5098 - acc: 0.73 - ETA: 12s - loss: 0.5101 - acc: 0.73 - ETA: 12s - loss: 0.5149 - acc: 0.72 - ETA: 12s - loss: 0.5161 - acc: 0.72 - ETA: 12s - loss: 0.5108 - acc: 0.72 - ETA: 12s - loss: 0.5082 - acc: 0.72 - ETA: 12s - loss: 0.5101 - acc: 0.72 - ETA: 12s - loss: 0.5082 - acc: 0.72 - ETA: 12s - loss: 0.5076 - acc: 0.72 - ETA: 12s - loss: 0.5080 - acc: 0.72 - ETA: 12s - loss: 0.5045 - acc: 0.73 - ETA: 12s - loss: 0.5040 - acc: 0.73 - ETA: 12s - loss: 0.5043 - acc: 0.73 - ETA: 11s - loss: 0.5063 - acc: 0.73 - ETA: 11s - loss: 0.5071 - acc: 0.73 - ETA: 11s - loss: 0.5075 - acc: 0.73 - ETA: 11s - loss: 0.5067 - acc: 0.73 - ETA: 11s - loss: 0.5070 - acc: 0.73 - ETA: 11s - loss: 0.5064 - acc: 0.73 - ETA: 11s - loss: 0.5021 - acc: 0.73 - ETA: 11s - loss: 0.4990 - acc: 0.73 - ETA: 10s - loss: 0.4972 - acc: 0.74 - ETA: 10s - loss: 0.4964 - acc: 0.73 - ETA: 10s - loss: 0.4956 - acc: 0.74 - ETA: 10s - loss: 0.4952 - acc: 0.74 - ETA: 10s - loss: 0.4961 - acc: 0.74 - ETA: 10s - loss: 0.4980 - acc: 0.73 - ETA: 9s - loss: 0.4981 - acc: 0.7407 - ETA: 9s - loss: 0.4963 - acc: 0.742 - ETA: 9s - loss: 0.4964 - acc: 0.742 - ETA: 9s - loss: 0.4938 - acc: 0.744 - ETA: 9s - loss: 0.4980 - acc: 0.739 - ETA: 9s - loss: 0.4989 - acc: 0.738 - ETA: 8s - loss: 0.4980 - acc: 0.737 - ETA: 8s - loss: 0.4963 - acc: 0.739 - ETA: 8s - loss: 0.4970 - acc: 0.740 - ETA: 8s - loss: 0.4994 - acc: 0.739 - ETA: 8s - loss: 0.4977 - acc: 0.740 - ETA: 7s - loss: 0.5004 - acc: 0.737 - ETA: 7s - loss: 0.4982 - acc: 0.739 - ETA: 7s - loss: 0.4972 - acc: 0.740 - ETA: 7s - loss: 0.4968 - acc: 0.740 - ETA: 7s - loss: 0.4964 - acc: 0.740 - ETA: 6s - loss: 0.4972 - acc: 0.740 - ETA: 6s - loss: 0.4964 - acc: 0.742 - ETA: 6s - loss: 0.4952 - acc: 0.741 - ETA: 6s - loss: 0.4954 - acc: 0.741 - ETA: 5s - loss: 0.4951 - acc: 0.741 - ETA: 5s - loss: 0.4956 - acc: 0.741 - ETA: 5s - loss: 0.4987 - acc: 0.739 - ETA: 5s - loss: 0.5027 - acc: 0.737 - ETA: 5s - loss: 0.5047 - acc: 0.736 - ETA: 4s - loss: 0.5053 - acc: 0.736 - ETA: 4s - loss: 0.5056 - acc: 0.736 - ETA: 4s - loss: 0.5058 - acc: 0.736 - ETA: 4s - loss: 0.5050 - acc: 0.736 - ETA: 3s - loss: 0.5032 - acc: 0.739 - ETA: 3s - loss: 0.5023 - acc: 0.739 - ETA: 3s - loss: 0.5014 - acc: 0.739 - ETA: 3s - loss: 0.5003 - acc: 0.740 - ETA: 3s - loss: 0.5013 - acc: 0.739 - ETA: 2s - loss: 0.5006 - acc: 0.740 - ETA: 2s - loss: 0.5007 - acc: 0.740 - ETA: 2s - loss: 0.5001 - acc: 0.741 - ETA: 2s - loss: 0.4982 - acc: 0.742 - ETA: 1s - loss: 0.4993 - acc: 0.740 - ETA: 1s - loss: 0.4994 - acc: 0.741 - ETA: 1s - loss: 0.4988 - acc: 0.742 - ETA: 1s - loss: 0.4979 - acc: 0.743 - ETA: 0s - loss: 0.4981 - acc: 0.743 - ETA: 0s - loss: 0.4970 - acc: 0.744 - ETA: 0s - loss: 0.4971 - acc: 0.744 - ETA: 0s - loss: 0.4967 - acc: 0.744 - 28s - loss: 0.4965 - acc: 0.7441 - val_loss: 0.4946 - val_acc: 0.7558
Epoch 27/100
100/100 [==============================] - ETA: 6s - loss: 0.4225 - acc: 0.781 - ETA: 6s - loss: 0.5051 - acc: 0.750 - ETA: 6s - loss: 0.5791 - acc: 0.687 - ETA: 6s - loss: 0.5456 - acc: 0.718 - ETA: 6s - loss: 0.5121 - acc: 0.743 - ETA: 6s - loss: 0.5393 - acc: 0.724 - ETA: 6s - loss: 0.5189 - acc: 0.727 - ETA: 6s - loss: 0.5388 - acc: 0.726 - ETA: 6s - loss: 0.5553 - acc: 0.722 - ETA: 6s - loss: 0.5491 - acc: 0.721 - ETA: 6s - loss: 0.5520 - acc: 0.715 - ETA: 5s - loss: 0.5344 - acc: 0.734 - ETA: 6s - loss: 0.5298 - acc: 0.745 - ETA: 7s - loss: 0.5275 - acc: 0.752 - ETA: 8s - loss: 0.5309 - acc: 0.743 - ETA: 9s - loss: 0.5246 - acc: 0.744 - ETA: 9s - loss: 0.5383 - acc: 0.742 - ETA: 10s - loss: 0.5348 - acc: 0.74 - ETA: 10s - loss: 0.5283 - acc: 0.74 - ETA: 11s - loss: 0.5250 - acc: 0.74 - ETA: 11s - loss: 0.5195 - acc: 0.75 - ETA: 11s - loss: 0.5165 - acc: 0.75 - ETA: 12s - loss: 0.5182 - acc: 0.75 - ETA: 12s - loss: 0.5161 - acc: 0.75 - ETA: 12s - loss: 0.5157 - acc: 0.75 - ETA: 12s - loss: 0.5124 - acc: 0.75 - ETA: 12s - loss: 0.5156 - acc: 0.75 - ETA: 12s - loss: 0.5096 - acc: 0.76 - ETA: 12s - loss: 0.5103 - acc: 0.75 - ETA: 13s - loss: 0.5066 - acc: 0.76 - ETA: 13s - loss: 0.5063 - acc: 0.76 - ETA: 13s - loss: 0.5037 - acc: 0.76 - ETA: 13s - loss: 0.5012 - acc: 0.76 - ETA: 13s - loss: 0.5024 - acc: 0.76 - ETA: 13s - loss: 0.4976 - acc: 0.76 - ETA: 13s - loss: 0.4992 - acc: 0.76 - ETA: 12s - loss: 0.4973 - acc: 0.76 - ETA: 12s - loss: 0.5018 - acc: 0.75 - ETA: 12s - loss: 0.5026 - acc: 0.75 - ETA: 12s - loss: 0.5010 - acc: 0.75 - ETA: 12s - loss: 0.4973 - acc: 0.75 - ETA: 12s - loss: 0.4951 - acc: 0.76 - ETA: 12s - loss: 0.4954 - acc: 0.76 - ETA: 11s - loss: 0.4976 - acc: 0.76 - ETA: 11s - loss: 0.4985 - acc: 0.76 - ETA: 11s - loss: 0.4999 - acc: 0.76 - ETA: 11s - loss: 0.5018 - acc: 0.75 - ETA: 11s - loss: 0.5017 - acc: 0.75 - ETA: 11s - loss: 0.4991 - acc: 0.75 - ETA: 10s - loss: 0.4984 - acc: 0.75 - ETA: 10s - loss: 0.4983 - acc: 0.75 - ETA: 10s - loss: 0.4972 - acc: 0.76 - ETA: 10s - loss: 0.4954 - acc: 0.76 - ETA: 10s - loss: 0.4961 - acc: 0.76 - ETA: 9s - loss: 0.4925 - acc: 0.7648 - ETA: 9s - loss: 0.4925 - acc: 0.766 - ETA: 9s - loss: 0.4920 - acc: 0.765 - ETA: 9s - loss: 0.4938 - acc: 0.765 - ETA: 9s - loss: 0.4929 - acc: 0.766 - ETA: 8s - loss: 0.4934 - acc: 0.765 - ETA: 8s - loss: 0.4910 - acc: 0.766 - ETA: 8s - loss: 0.4922 - acc: 0.766 - ETA: 8s - loss: 0.4903 - acc: 0.765 - ETA: 8s - loss: 0.4912 - acc: 0.764 - ETA: 7s - loss: 0.4914 - acc: 0.763 - ETA: 7s - loss: 0.4923 - acc: 0.763 - ETA: 7s - loss: 0.4938 - acc: 0.762 - ETA: 7s - loss: 0.4949 - acc: 0.761 - ETA: 7s - loss: 0.4936 - acc: 0.762 - ETA: 6s - loss: 0.4936 - acc: 0.762 - ETA: 6s - loss: 0.4928 - acc: 0.764 - ETA: 6s - loss: 0.4935 - acc: 0.763 - ETA: 6s - loss: 0.4938 - acc: 0.764 - ETA: 6s - loss: 0.5005 - acc: 0.760 - ETA: 5s - loss: 0.4989 - acc: 0.762 - ETA: 5s - loss: 0.4989 - acc: 0.761 - ETA: 5s - loss: 0.4974 - acc: 0.762 - ETA: 5s - loss: 0.4962 - acc: 0.762 - ETA: 4s - loss: 0.4968 - acc: 0.761 - ETA: 4s - loss: 0.4965 - acc: 0.762 - ETA: 4s - loss: 0.4948 - acc: 0.763 - ETA: 4s - loss: 0.4947 - acc: 0.762 - ETA: 3s - loss: 0.4931 - acc: 0.763 - ETA: 3s - loss: 0.4920 - acc: 0.764 - ETA: 3s - loss: 0.4924 - acc: 0.763 - ETA: 3s - loss: 0.4918 - acc: 0.764 - ETA: 3s - loss: 0.4915 - acc: 0.764 - ETA: 2s - loss: 0.4898 - acc: 0.766 - ETA: 2s - loss: 0.4899 - acc: 0.765 - ETA: 2s - loss: 0.4909 - acc: 0.765 - ETA: 2s - loss: 0.4909 - acc: 0.765 - ETA: 1s - loss: 0.4922 - acc: 0.765 - ETA: 1s - loss: 0.4915 - acc: 0.766 - ETA: 1s - loss: 0.4931 - acc: 0.765 - ETA: 1s - loss: 0.4930 - acc: 0.765 - ETA: 0s - loss: 0.4949 - acc: 0.763 - ETA: 0s - loss: 0.4955 - acc: 0.761 - ETA: 0s - loss: 0.4950 - acc: 0.762 - ETA: 0s - loss: 0.4953 - acc: 0.761 - 29s - loss: 0.4949 - acc: 0.7616 - val_loss: 0.6875 - val_acc: 0.6688
Epoch 28/100
100/100 [==============================] - ETA: 6s - loss: 0.7832 - acc: 0.718 - ETA: 6s - loss: 0.5940 - acc: 0.796 - ETA: 6s - loss: 0.5761 - acc: 0.760 - ETA: 6s - loss: 0.5569 - acc: 0.773 - ETA: 6s - loss: 0.5584 - acc: 0.762 - ETA: 6s - loss: 0.5353 - acc: 0.770 - ETA: 6s - loss: 0.5523 - acc: 0.763 - ETA: 6s - loss: 0.5411 - acc: 0.765 - ETA: 5s - loss: 0.5138 - acc: 0.787 - ETA: 5s - loss: 0.5112 - acc: 0.786 - ETA: 5s - loss: 0.5014 - acc: 0.786 - ETA: 6s - loss: 0.4975 - acc: 0.790 - ETA: 7s - loss: 0.4978 - acc: 0.783 - ETA: 8s - loss: 0.4924 - acc: 0.783 - ETA: 9s - loss: 0.4854 - acc: 0.787 - ETA: 9s - loss: 0.4796 - acc: 0.792 - ETA: 10s - loss: 0.4806 - acc: 0.78 - ETA: 10s - loss: 0.4781 - acc: 0.78 - ETA: 11s - loss: 0.4803 - acc: 0.78 - ETA: 11s - loss: 0.4815 - acc: 0.78 - ETA: 11s - loss: 0.4823 - acc: 0.77 - ETA: 12s - loss: 0.4827 - acc: 0.77 - ETA: 12s - loss: 0.4788 - acc: 0.77 - ETA: 12s - loss: 0.4825 - acc: 0.77 - ETA: 12s - loss: 0.4821 - acc: 0.77 - ETA: 12s - loss: 0.4846 - acc: 0.77 - ETA: 12s - loss: 0.4811 - acc: 0.77 - ETA: 12s - loss: 0.4821 - acc: 0.77 - ETA: 12s - loss: 0.4841 - acc: 0.77 - ETA: 12s - loss: 0.4862 - acc: 0.77 - ETA: 12s - loss: 0.4865 - acc: 0.77 - ETA: 12s - loss: 0.4860 - acc: 0.77 - ETA: 12s - loss: 0.4837 - acc: 0.77 - ETA: 12s - loss: 0.4831 - acc: 0.77 - ETA: 12s - loss: 0.4836 - acc: 0.77 - ETA: 12s - loss: 0.4852 - acc: 0.77 - ETA: 12s - loss: 0.4839 - acc: 0.77 - ETA: 12s - loss: 0.4848 - acc: 0.77 - ETA: 12s - loss: 0.4820 - acc: 0.77 - ETA: 11s - loss: 0.4799 - acc: 0.77 - ETA: 11s - loss: 0.4787 - acc: 0.77 - ETA: 11s - loss: 0.4793 - acc: 0.77 - ETA: 11s - loss: 0.4818 - acc: 0.77 - ETA: 11s - loss: 0.4798 - acc: 0.77 - ETA: 11s - loss: 0.4797 - acc: 0.77 - ETA: 11s - loss: 0.4779 - acc: 0.77 - ETA: 10s - loss: 0.4790 - acc: 0.77 - ETA: 10s - loss: 0.4803 - acc: 0.77 - ETA: 10s - loss: 0.4794 - acc: 0.77 - ETA: 10s - loss: 0.4802 - acc: 0.77 - ETA: 10s - loss: 0.4792 - acc: 0.77 - ETA: 10s - loss: 0.4777 - acc: 0.77 - ETA: 9s - loss: 0.4800 - acc: 0.7731 - ETA: 9s - loss: 0.4826 - acc: 0.772 - ETA: 9s - loss: 0.4800 - acc: 0.774 - ETA: 9s - loss: 0.4796 - acc: 0.774 - ETA: 9s - loss: 0.4827 - acc: 0.772 - ETA: 9s - loss: 0.4812 - acc: 0.774 - ETA: 8s - loss: 0.4836 - acc: 0.771 - ETA: 8s - loss: 0.4829 - acc: 0.772 - ETA: 8s - loss: 0.4829 - acc: 0.772 - ETA: 8s - loss: 0.4832 - acc: 0.771 - ETA: 8s - loss: 0.4817 - acc: 0.772 - ETA: 7s - loss: 0.4829 - acc: 0.772 - ETA: 7s - loss: 0.4844 - acc: 0.769 - ETA: 7s - loss: 0.4880 - acc: 0.769 - ETA: 7s - loss: 0.4871 - acc: 0.769 - ETA: 7s - loss: 0.4861 - acc: 0.769 - ETA: 6s - loss: 0.4867 - acc: 0.769 - ETA: 6s - loss: 0.4877 - acc: 0.768 - ETA: 6s - loss: 0.4895 - acc: 0.768 - ETA: 6s - loss: 0.4897 - acc: 0.768 - ETA: 5s - loss: 0.4899 - acc: 0.767 - ETA: 5s - loss: 0.4885 - acc: 0.767 - ETA: 5s - loss: 0.4882 - acc: 0.767 - ETA: 5s - loss: 0.4900 - acc: 0.766 - ETA: 5s - loss: 0.4913 - acc: 0.765 - ETA: 4s - loss: 0.4883 - acc: 0.768 - ETA: 4s - loss: 0.4890 - acc: 0.767 - ETA: 4s - loss: 0.4883 - acc: 0.767 - ETA: 4s - loss: 0.4882 - acc: 0.768 - ETA: 3s - loss: 0.4874 - acc: 0.768 - ETA: 3s - loss: 0.4855 - acc: 0.769 - ETA: 3s - loss: 0.4857 - acc: 0.768 - ETA: 3s - loss: 0.4851 - acc: 0.768 - ETA: 3s - loss: 0.4849 - acc: 0.769 - ETA: 2s - loss: 0.4867 - acc: 0.768 - ETA: 2s - loss: 0.4861 - acc: 0.768 - ETA: 2s - loss: 0.4882 - acc: 0.767 - ETA: 2s - loss: 0.4872 - acc: 0.769 - ETA: 1s - loss: 0.4875 - acc: 0.768 - ETA: 1s - loss: 0.4874 - acc: 0.768 - ETA: 1s - loss: 0.4895 - acc: 0.766 - ETA: 1s - loss: 0.4896 - acc: 0.766 - ETA: 0s - loss: 0.4881 - acc: 0.767 - ETA: 0s - loss: 0.4866 - acc: 0.768 - ETA: 0s - loss: 0.4872 - acc: 0.767 - ETA: 0s - loss: 0.4882 - acc: 0.767 - 28s - loss: 0.4884 - acc: 0.7662 - val_loss: 0.4799 - val_acc: 0.7589
Epoch 29/100
100/100 [==============================] - ETA: 6s - loss: 0.5233 - acc: 0.781 - ETA: 6s - loss: 0.4578 - acc: 0.812 - ETA: 6s - loss: 0.4902 - acc: 0.781 - ETA: 6s - loss: 0.4567 - acc: 0.820 - ETA: 6s - loss: 0.4813 - acc: 0.768 - ETA: 6s - loss: 0.4603 - acc: 0.765 - ETA: 6s - loss: 0.4657 - acc: 0.758 - ETA: 6s - loss: 0.4564 - acc: 0.765 - ETA: 6s - loss: 0.4737 - acc: 0.750 - ETA: 6s - loss: 0.4712 - acc: 0.753 - ETA: 6s - loss: 0.4961 - acc: 0.744 - ETA: 5s - loss: 0.5013 - acc: 0.747 - ETA: 6s - loss: 0.4968 - acc: 0.752 - ETA: 7s - loss: 0.4913 - acc: 0.756 - ETA: 8s - loss: 0.4909 - acc: 0.756 - ETA: 9s - loss: 0.4879 - acc: 0.755 - ETA: 10s - loss: 0.4823 - acc: 0.76 - ETA: 10s - loss: 0.4885 - acc: 0.75 - ETA: 10s - loss: 0.4861 - acc: 0.75 - ETA: 11s - loss: 0.5008 - acc: 0.74 - ETA: 11s - loss: 0.4989 - acc: 0.74 - ETA: 11s - loss: 0.4936 - acc: 0.75 - ETA: 12s - loss: 0.4945 - acc: 0.75 - ETA: 12s - loss: 0.4929 - acc: 0.75 - ETA: 12s - loss: 0.4888 - acc: 0.75 - ETA: 12s - loss: 0.4890 - acc: 0.75 - ETA: 12s - loss: 0.4876 - acc: 0.75 - ETA: 12s - loss: 0.4874 - acc: 0.75 - ETA: 12s - loss: 0.4865 - acc: 0.75 - ETA: 12s - loss: 0.4888 - acc: 0.75 - ETA: 12s - loss: 0.4925 - acc: 0.75 - ETA: 12s - loss: 0.4889 - acc: 0.75 - ETA: 12s - loss: 0.4868 - acc: 0.75 - ETA: 12s - loss: 0.4871 - acc: 0.75 - ETA: 12s - loss: 0.4885 - acc: 0.75 - ETA: 12s - loss: 0.4909 - acc: 0.75 - ETA: 12s - loss: 0.4910 - acc: 0.75 - ETA: 12s - loss: 0.4908 - acc: 0.75 - ETA: 11s - loss: 0.4895 - acc: 0.75 - ETA: 11s - loss: 0.4891 - acc: 0.75 - ETA: 11s - loss: 0.4870 - acc: 0.75 - ETA: 11s - loss: 0.4850 - acc: 0.75 - ETA: 11s - loss: 0.4855 - acc: 0.75 - ETA: 11s - loss: 0.4820 - acc: 0.75 - ETA: 11s - loss: 0.4824 - acc: 0.75 - ETA: 11s - loss: 0.4816 - acc: 0.76 - ETA: 10s - loss: 0.4825 - acc: 0.76 - ETA: 10s - loss: 0.4798 - acc: 0.76 - ETA: 10s - loss: 0.4807 - acc: 0.76 - ETA: 10s - loss: 0.4796 - acc: 0.76 - ETA: 10s - loss: 0.4775 - acc: 0.76 - ETA: 10s - loss: 0.4770 - acc: 0.76 - ETA: 10s - loss: 0.4745 - acc: 0.77 - ETA: 9s - loss: 0.4754 - acc: 0.7697 - ETA: 9s - loss: 0.4771 - acc: 0.769 - ETA: 9s - loss: 0.4769 - acc: 0.770 - ETA: 9s - loss: 0.4789 - acc: 0.768 - ETA: 9s - loss: 0.4785 - acc: 0.768 - ETA: 8s - loss: 0.4811 - acc: 0.766 - ETA: 8s - loss: 0.4820 - acc: 0.766 - ETA: 8s - loss: 0.4826 - acc: 0.765 - ETA: 8s - loss: 0.4812 - acc: 0.767 - ETA: 8s - loss: 0.4830 - acc: 0.766 - ETA: 7s - loss: 0.4834 - acc: 0.767 - ETA: 7s - loss: 0.4830 - acc: 0.767 - ETA: 7s - loss: 0.4814 - acc: 0.768 - ETA: 7s - loss: 0.4823 - acc: 0.766 - ETA: 7s - loss: 0.4795 - acc: 0.769 - ETA: 6s - loss: 0.4797 - acc: 0.768 - ETA: 6s - loss: 0.4790 - acc: 0.769 - ETA: 6s - loss: 0.4770 - acc: 0.770 - ETA: 6s - loss: 0.4772 - acc: 0.770 - ETA: 6s - loss: 0.4755 - acc: 0.771 - ETA: 5s - loss: 0.4802 - acc: 0.770 - ETA: 5s - loss: 0.4810 - acc: 0.770 - ETA: 5s - loss: 0.4808 - acc: 0.770 - ETA: 5s - loss: 0.4811 - acc: 0.769 - ETA: 5s - loss: 0.4828 - acc: 0.768 - ETA: 4s - loss: 0.4834 - acc: 0.767 - ETA: 4s - loss: 0.4850 - acc: 0.766 - ETA: 4s - loss: 0.4850 - acc: 0.766 - ETA: 4s - loss: 0.4845 - acc: 0.766 - ETA: 3s - loss: 0.4850 - acc: 0.766 - ETA: 3s - loss: 0.4855 - acc: 0.765 - ETA: 3s - loss: 0.4853 - acc: 0.765 - ETA: 3s - loss: 0.4871 - acc: 0.763 - ETA: 3s - loss: 0.4887 - acc: 0.761 - ETA: 2s - loss: 0.4883 - acc: 0.762 - ETA: 2s - loss: 0.4878 - acc: 0.761 - ETA: 2s - loss: 0.4875 - acc: 0.761 - ETA: 2s - loss: 0.4866 - acc: 0.762 - ETA: 1s - loss: 0.4873 - acc: 0.762 - ETA: 1s - loss: 0.4865 - acc: 0.763 - ETA: 1s - loss: 0.4854 - acc: 0.763 - ETA: 1s - loss: 0.4862 - acc: 0.762 - ETA: 0s - loss: 0.4877 - acc: 0.761 - ETA: 0s - loss: 0.4895 - acc: 0.760 - ETA: 0s - loss: 0.4891 - acc: 0.761 - ETA: 0s - loss: 0.4887 - acc: 0.762 - 28s - loss: 0.4885 - acc: 0.7616 - val_loss: 0.4938 - val_acc: 0.7442
Epoch 30/100
100/100 [==============================] - ETA: 6s - loss: 0.4779 - acc: 0.750 - ETA: 6s - loss: 0.4485 - acc: 0.796 - ETA: 6s - loss: 0.4427 - acc: 0.781 - ETA: 6s - loss: 0.4481 - acc: 0.781 - ETA: 6s - loss: 0.5147 - acc: 0.750 - ETA: 6s - loss: 0.4948 - acc: 0.776 - ETA: 6s - loss: 0.4831 - acc: 0.785 - ETA: 6s - loss: 0.4807 - acc: 0.785 - ETA: 6s - loss: 0.4879 - acc: 0.777 - ETA: 6s - loss: 0.4958 - acc: 0.775 - ETA: 6s - loss: 0.4876 - acc: 0.781 - ETA: 5s - loss: 0.4847 - acc: 0.781 - ETA: 6s - loss: 0.4840 - acc: 0.778 - ETA: 7s - loss: 0.4794 - acc: 0.779 - ETA: 8s - loss: 0.4719 - acc: 0.783 - ETA: 9s - loss: 0.4797 - acc: 0.777 - ETA: 10s - loss: 0.4789 - acc: 0.77 - ETA: 10s - loss: 0.4854 - acc: 0.77 - ETA: 10s - loss: 0.4918 - acc: 0.76 - ETA: 11s - loss: 0.4901 - acc: 0.76 - ETA: 11s - loss: 0.4943 - acc: 0.75 - ETA: 11s - loss: 0.4911 - acc: 0.76 - ETA: 12s - loss: 0.4903 - acc: 0.76 - ETA: 12s - loss: 0.4854 - acc: 0.76 - ETA: 12s - loss: 0.4882 - acc: 0.76 - ETA: 12s - loss: 0.4954 - acc: 0.76 - ETA: 12s - loss: 0.4877 - acc: 0.77 - ETA: 12s - loss: 0.4901 - acc: 0.76 - ETA: 12s - loss: 0.4884 - acc: 0.76 - ETA: 12s - loss: 0.4899 - acc: 0.76 - ETA: 12s - loss: 0.4919 - acc: 0.76 - ETA: 12s - loss: 0.4923 - acc: 0.76 - ETA: 12s - loss: 0.4902 - acc: 0.76 - ETA: 12s - loss: 0.4879 - acc: 0.76 - ETA: 12s - loss: 0.4892 - acc: 0.76 - ETA: 12s - loss: 0.4928 - acc: 0.76 - ETA: 12s - loss: 0.4919 - acc: 0.76 - ETA: 12s - loss: 0.4919 - acc: 0.76 - ETA: 12s - loss: 0.4924 - acc: 0.76 - ETA: 12s - loss: 0.4911 - acc: 0.76 - ETA: 12s - loss: 0.4895 - acc: 0.76 - ETA: 12s - loss: 0.4920 - acc: 0.76 - ETA: 12s - loss: 0.4902 - acc: 0.76 - ETA: 12s - loss: 0.4904 - acc: 0.76 - ETA: 12s - loss: 0.4886 - acc: 0.76 - ETA: 12s - loss: 0.4880 - acc: 0.76 - ETA: 11s - loss: 0.4888 - acc: 0.76 - ETA: 11s - loss: 0.4880 - acc: 0.76 - ETA: 11s - loss: 0.4913 - acc: 0.76 - ETA: 11s - loss: 0.4920 - acc: 0.76 - ETA: 11s - loss: 0.4921 - acc: 0.76 - ETA: 10s - loss: 0.4918 - acc: 0.76 - ETA: 10s - loss: 0.4885 - acc: 0.76 - ETA: 10s - loss: 0.4890 - acc: 0.76 - ETA: 10s - loss: 0.4868 - acc: 0.76 - ETA: 10s - loss: 0.4849 - acc: 0.76 - ETA: 9s - loss: 0.4860 - acc: 0.7659 - ETA: 9s - loss: 0.4856 - acc: 0.765 - ETA: 9s - loss: 0.4840 - acc: 0.767 - ETA: 9s - loss: 0.4862 - acc: 0.766 - ETA: 8s - loss: 0.4872 - acc: 0.766 - ETA: 8s - loss: 0.4879 - acc: 0.765 - ETA: 8s - loss: 0.4881 - acc: 0.765 - ETA: 8s - loss: 0.4868 - acc: 0.766 - ETA: 8s - loss: 0.4864 - acc: 0.766 - ETA: 7s - loss: 0.4846 - acc: 0.768 - ETA: 7s - loss: 0.4842 - acc: 0.769 - ETA: 7s - loss: 0.4845 - acc: 0.769 - ETA: 7s - loss: 0.4840 - acc: 0.769 - ETA: 7s - loss: 0.4849 - acc: 0.768 - ETA: 6s - loss: 0.4848 - acc: 0.767 - ETA: 6s - loss: 0.4829 - acc: 0.768 - ETA: 6s - loss: 0.4837 - acc: 0.768 - ETA: 6s - loss: 0.4839 - acc: 0.767 - ETA: 5s - loss: 0.4834 - acc: 0.767 - ETA: 5s - loss: 0.4828 - acc: 0.768 - ETA: 5s - loss: 0.4833 - acc: 0.767 - ETA: 5s - loss: 0.4843 - acc: 0.766 - ETA: 5s - loss: 0.4843 - acc: 0.766 - ETA: 4s - loss: 0.4844 - acc: 0.766 - ETA: 4s - loss: 0.4828 - acc: 0.767 - ETA: 4s - loss: 0.4840 - acc: 0.766 - ETA: 4s - loss: 0.4827 - acc: 0.767 - ETA: 3s - loss: 0.4858 - acc: 0.766 - ETA: 3s - loss: 0.4870 - acc: 0.765 - ETA: 3s - loss: 0.4877 - acc: 0.764 - ETA: 3s - loss: 0.4879 - acc: 0.764 - ETA: 2s - loss: 0.4887 - acc: 0.763 - ETA: 2s - loss: 0.4872 - acc: 0.764 - ETA: 2s - loss: 0.4870 - acc: 0.764 - ETA: 2s - loss: 0.4862 - acc: 0.764 - ETA: 1s - loss: 0.4859 - acc: 0.764 - ETA: 1s - loss: 0.4861 - acc: 0.763 - ETA: 1s - loss: 0.4859 - acc: 0.764 - ETA: 1s - loss: 0.4884 - acc: 0.763 - ETA: 0s - loss: 0.4898 - acc: 0.762 - ETA: 0s - loss: 0.4891 - acc: 0.762 - ETA: 0s - loss: 0.4883 - acc: 0.763 - ETA: 0s - loss: 0.4879 - acc: 0.763 - 29s - loss: 0.4871 - acc: 0.7644 - val_loss: 0.4767 - val_acc: 0.7640
Epoch 31/100
100/100 [==============================] - ETA: 6s - loss: 0.6216 - acc: 0.593 - ETA: 6s - loss: 0.5376 - acc: 0.703 - ETA: 6s - loss: 0.4797 - acc: 0.770 - ETA: 6s - loss: 0.4785 - acc: 0.789 - ETA: 6s - loss: 0.5021 - acc: 0.756 - ETA: 6s - loss: 0.4914 - acc: 0.760 - ETA: 6s - loss: 0.5076 - acc: 0.745 - ETA: 6s - loss: 0.5011 - acc: 0.753 - ETA: 6s - loss: 0.4957 - acc: 0.753 - ETA: 6s - loss: 0.4902 - acc: 0.753 - ETA: 5s - loss: 0.4931 - acc: 0.747 - ETA: 5s - loss: 0.4921 - acc: 0.752 - ETA: 6s - loss: 0.4938 - acc: 0.752 - ETA: 7s - loss: 0.5000 - acc: 0.750 - ETA: 8s - loss: 0.4906 - acc: 0.758 - ETA: 9s - loss: 0.4810 - acc: 0.765 - ETA: 9s - loss: 0.4804 - acc: 0.766 - ETA: 10s - loss: 0.4766 - acc: 0.76 - ETA: 10s - loss: 0.4827 - acc: 0.75 - ETA: 11s - loss: 0.4788 - acc: 0.76 - ETA: 11s - loss: 0.4790 - acc: 0.76 - ETA: 11s - loss: 0.4730 - acc: 0.76 - ETA: 12s - loss: 0.4759 - acc: 0.76 - ETA: 11s - loss: 0.4710 - acc: 0.77 - ETA: 12s - loss: 0.4737 - acc: 0.76 - ETA: 12s - loss: 0.4797 - acc: 0.76 - ETA: 12s - loss: 0.4788 - acc: 0.76 - ETA: 12s - loss: 0.4752 - acc: 0.76 - ETA: 12s - loss: 0.4810 - acc: 0.76 - ETA: 12s - loss: 0.4776 - acc: 0.76 - ETA: 12s - loss: 0.4746 - acc: 0.76 - ETA: 12s - loss: 0.4739 - acc: 0.76 - ETA: 12s - loss: 0.4690 - acc: 0.76 - ETA: 12s - loss: 0.4672 - acc: 0.77 - ETA: 12s - loss: 0.4678 - acc: 0.77 - ETA: 12s - loss: 0.4637 - acc: 0.77 - ETA: 12s - loss: 0.4679 - acc: 0.76 - ETA: 11s - loss: 0.4700 - acc: 0.76 - ETA: 11s - loss: 0.4701 - acc: 0.76 - ETA: 11s - loss: 0.4700 - acc: 0.76 - ETA: 11s - loss: 0.4738 - acc: 0.76 - ETA: 11s - loss: 0.4721 - acc: 0.76 - ETA: 11s - loss: 0.4726 - acc: 0.76 - ETA: 11s - loss: 0.4720 - acc: 0.76 - ETA: 11s - loss: 0.4702 - acc: 0.76 - ETA: 11s - loss: 0.4705 - acc: 0.76 - ETA: 10s - loss: 0.4681 - acc: 0.76 - ETA: 10s - loss: 0.4652 - acc: 0.76 - ETA: 10s - loss: 0.4681 - acc: 0.76 - ETA: 10s - loss: 0.4679 - acc: 0.77 - ETA: 10s - loss: 0.4677 - acc: 0.76 - ETA: 10s - loss: 0.4662 - acc: 0.77 - ETA: 9s - loss: 0.4625 - acc: 0.7742 - ETA: 9s - loss: 0.4622 - acc: 0.773 - ETA: 9s - loss: 0.4624 - acc: 0.772 - ETA: 9s - loss: 0.4646 - acc: 0.770 - ETA: 9s - loss: 0.4643 - acc: 0.771 - ETA: 9s - loss: 0.4628 - acc: 0.773 - ETA: 8s - loss: 0.4629 - acc: 0.773 - ETA: 8s - loss: 0.4621 - acc: 0.772 - ETA: 8s - loss: 0.4602 - acc: 0.774 - ETA: 8s - loss: 0.4574 - acc: 0.776 - ETA: 8s - loss: 0.4585 - acc: 0.776 - ETA: 7s - loss: 0.4576 - acc: 0.775 - ETA: 7s - loss: 0.4563 - acc: 0.776 - ETA: 7s - loss: 0.4548 - acc: 0.777 - ETA: 7s - loss: 0.4551 - acc: 0.775 - ETA: 7s - loss: 0.4539 - acc: 0.776 - ETA: 6s - loss: 0.4547 - acc: 0.775 - ETA: 6s - loss: 0.4547 - acc: 0.773 - ETA: 6s - loss: 0.4560 - acc: 0.773 - ETA: 6s - loss: 0.4545 - acc: 0.775 - ETA: 6s - loss: 0.4580 - acc: 0.773 - ETA: 5s - loss: 0.4572 - acc: 0.773 - ETA: 5s - loss: 0.4574 - acc: 0.773 - ETA: 5s - loss: 0.4598 - acc: 0.772 - ETA: 5s - loss: 0.4606 - acc: 0.772 - ETA: 5s - loss: 0.4599 - acc: 0.773 - ETA: 4s - loss: 0.4584 - acc: 0.774 - ETA: 4s - loss: 0.4581 - acc: 0.774 - ETA: 4s - loss: 0.4601 - acc: 0.772 - ETA: 4s - loss: 0.4589 - acc: 0.773 - ETA: 3s - loss: 0.4600 - acc: 0.772 - ETA: 3s - loss: 0.4593 - acc: 0.773 - ETA: 3s - loss: 0.4605 - acc: 0.772 - ETA: 3s - loss: 0.4602 - acc: 0.772 - ETA: 2s - loss: 0.4644 - acc: 0.771 - ETA: 2s - loss: 0.4644 - acc: 0.771 - ETA: 2s - loss: 0.4631 - acc: 0.773 - ETA: 2s - loss: 0.4657 - acc: 0.772 - ETA: 2s - loss: 0.4653 - acc: 0.772 - ETA: 1s - loss: 0.4647 - acc: 0.772 - ETA: 1s - loss: 0.4658 - acc: 0.771 - ETA: 1s - loss: 0.4653 - acc: 0.771 - ETA: 1s - loss: 0.4647 - acc: 0.772 - ETA: 0s - loss: 0.4651 - acc: 0.772 - ETA: 0s - loss: 0.4650 - acc: 0.772 - ETA: 0s - loss: 0.4646 - acc: 0.773 - ETA: 0s - loss: 0.4649 - acc: 0.772 - 28s - loss: 0.4651 - acc: 0.7722 - val_loss: 0.4629 - val_acc: 0.7803
Epoch 32/100
100/100 [==============================] - ETA: 6s - loss: 0.4268 - acc: 0.750 - ETA: 6s - loss: 0.3981 - acc: 0.781 - ETA: 6s - loss: 0.3770 - acc: 0.812 - ETA: 6s - loss: 0.4511 - acc: 0.773 - ETA: 6s - loss: 0.4327 - acc: 0.787 - ETA: 6s - loss: 0.4615 - acc: 0.786 - ETA: 6s - loss: 0.4365 - acc: 0.803 - ETA: 6s - loss: 0.4734 - acc: 0.777 - ETA: 6s - loss: 0.4833 - acc: 0.760 - ETA: 6s - loss: 0.4658 - acc: 0.778 - ETA: 6s - loss: 0.4483 - acc: 0.789 - ETA: 5s - loss: 0.4543 - acc: 0.794 - ETA: 6s - loss: 0.4527 - acc: 0.795 - ETA: 7s - loss: 0.4479 - acc: 0.801 - ETA: 8s - loss: 0.4479 - acc: 0.800 - ETA: 9s - loss: 0.4502 - acc: 0.796 - ETA: 9s - loss: 0.4555 - acc: 0.788 - ETA: 10s - loss: 0.4512 - acc: 0.79 - ETA: 10s - loss: 0.4485 - acc: 0.79 - ETA: 11s - loss: 0.4478 - acc: 0.79 - ETA: 11s - loss: 0.4436 - acc: 0.79 - ETA: 11s - loss: 0.4464 - acc: 0.79 - ETA: 12s - loss: 0.4476 - acc: 0.79 - ETA: 12s - loss: 0.4458 - acc: 0.79 - ETA: 12s - loss: 0.4503 - acc: 0.79 - ETA: 12s - loss: 0.4564 - acc: 0.78 - ETA: 12s - loss: 0.4530 - acc: 0.79 - ETA: 12s - loss: 0.4521 - acc: 0.79 - ETA: 12s - loss: 0.4515 - acc: 0.79 - ETA: 12s - loss: 0.4501 - acc: 0.79 - ETA: 12s - loss: 0.4521 - acc: 0.79 - ETA: 12s - loss: 0.4541 - acc: 0.79 - ETA: 12s - loss: 0.4549 - acc: 0.79 - ETA: 12s - loss: 0.4555 - acc: 0.79 - ETA: 12s - loss: 0.4559 - acc: 0.79 - ETA: 12s - loss: 0.4573 - acc: 0.78 - ETA: 12s - loss: 0.4612 - acc: 0.78 - ETA: 12s - loss: 0.4631 - acc: 0.78 - ETA: 12s - loss: 0.4664 - acc: 0.78 - ETA: 12s - loss: 0.4679 - acc: 0.78 - ETA: 11s - loss: 0.4693 - acc: 0.78 - ETA: 11s - loss: 0.4696 - acc: 0.77 - ETA: 11s - loss: 0.4692 - acc: 0.77 - ETA: 11s - loss: 0.4694 - acc: 0.77 - ETA: 11s - loss: 0.4691 - acc: 0.77 - ETA: 11s - loss: 0.4692 - acc: 0.77 - ETA: 11s - loss: 0.4664 - acc: 0.77 - ETA: 10s - loss: 0.4661 - acc: 0.77 - ETA: 10s - loss: 0.4691 - acc: 0.78 - ETA: 10s - loss: 0.4679 - acc: 0.78 - ETA: 10s - loss: 0.4670 - acc: 0.78 - ETA: 10s - loss: 0.4676 - acc: 0.78 - ETA: 9s - loss: 0.4702 - acc: 0.7795 - ETA: 9s - loss: 0.4695 - acc: 0.780 - ETA: 9s - loss: 0.4697 - acc: 0.781 - ETA: 9s - loss: 0.4686 - acc: 0.782 - ETA: 9s - loss: 0.4667 - acc: 0.785 - ETA: 9s - loss: 0.4651 - acc: 0.786 - ETA: 8s - loss: 0.4655 - acc: 0.786 - ETA: 8s - loss: 0.4668 - acc: 0.784 - ETA: 8s - loss: 0.4632 - acc: 0.786 - ETA: 8s - loss: 0.4622 - acc: 0.786 - ETA: 8s - loss: 0.4633 - acc: 0.785 - ETA: 7s - loss: 0.4629 - acc: 0.785 - ETA: 7s - loss: 0.4640 - acc: 0.784 - ETA: 7s - loss: 0.4626 - acc: 0.784 - ETA: 7s - loss: 0.4649 - acc: 0.785 - ETA: 7s - loss: 0.4674 - acc: 0.783 - ETA: 6s - loss: 0.4668 - acc: 0.783 - ETA: 6s - loss: 0.4659 - acc: 0.783 - ETA: 6s - loss: 0.4679 - acc: 0.782 - ETA: 6s - loss: 0.4665 - acc: 0.783 - ETA: 6s - loss: 0.4659 - acc: 0.783 - ETA: 5s - loss: 0.4652 - acc: 0.782 - ETA: 5s - loss: 0.4669 - acc: 0.780 - ETA: 5s - loss: 0.4691 - acc: 0.778 - ETA: 5s - loss: 0.4697 - acc: 0.778 - ETA: 5s - loss: 0.4696 - acc: 0.778 - ETA: 4s - loss: 0.4692 - acc: 0.778 - ETA: 4s - loss: 0.4678 - acc: 0.779 - ETA: 4s - loss: 0.4672 - acc: 0.779 - ETA: 4s - loss: 0.4690 - acc: 0.778 - ETA: 3s - loss: 0.4697 - acc: 0.777 - ETA: 3s - loss: 0.4692 - acc: 0.777 - ETA: 3s - loss: 0.4696 - acc: 0.777 - ETA: 3s - loss: 0.4709 - acc: 0.775 - ETA: 3s - loss: 0.4713 - acc: 0.775 - ETA: 2s - loss: 0.4702 - acc: 0.775 - ETA: 2s - loss: 0.4696 - acc: 0.776 - ETA: 2s - loss: 0.4693 - acc: 0.777 - ETA: 2s - loss: 0.4702 - acc: 0.776 - ETA: 1s - loss: 0.4706 - acc: 0.775 - ETA: 1s - loss: 0.4704 - acc: 0.775 - ETA: 1s - loss: 0.4711 - acc: 0.774 - ETA: 1s - loss: 0.4711 - acc: 0.775 - ETA: 0s - loss: 0.4717 - acc: 0.775 - ETA: 0s - loss: 0.4729 - acc: 0.775 - ETA: 0s - loss: 0.4723 - acc: 0.775 - ETA: 0s - loss: 0.4715 - acc: 0.775 - 28s - loss: 0.4732 - acc: 0.7750 - val_loss: 0.4638 - val_acc: 0.7709
Epoch 33/100
100/100 [==============================] - ETA: 6s - loss: 0.6953 - acc: 0.625 - ETA: 6s - loss: 0.5888 - acc: 0.718 - ETA: 6s - loss: 0.5416 - acc: 0.739 - ETA: 6s - loss: 0.4811 - acc: 0.781 - ETA: 6s - loss: 0.4790 - acc: 0.775 - ETA: 6s - loss: 0.4788 - acc: 0.776 - ETA: 6s - loss: 0.4582 - acc: 0.790 - ETA: 6s - loss: 0.4435 - acc: 0.800 - ETA: 6s - loss: 0.4587 - acc: 0.777 - ETA: 6s - loss: 0.4646 - acc: 0.778 - ETA: 6s - loss: 0.4594 - acc: 0.781 - ETA: 5s - loss: 0.4590 - acc: 0.778 - ETA: 7s - loss: 0.4454 - acc: 0.787 - ETA: 7s - loss: 0.4452 - acc: 0.787 - ETA: 8s - loss: 0.4518 - acc: 0.789 - ETA: 9s - loss: 0.4603 - acc: 0.781 - ETA: 9s - loss: 0.4595 - acc: 0.777 - ETA: 10s - loss: 0.4531 - acc: 0.78 - ETA: 10s - loss: 0.4580 - acc: 0.77 - ETA: 11s - loss: 0.4644 - acc: 0.77 - ETA: 11s - loss: 0.4570 - acc: 0.77 - ETA: 11s - loss: 0.4590 - acc: 0.77 - ETA: 11s - loss: 0.4599 - acc: 0.77 - ETA: 12s - loss: 0.4661 - acc: 0.77 - ETA: 12s - loss: 0.4713 - acc: 0.77 - ETA: 12s - loss: 0.4690 - acc: 0.77 - ETA: 12s - loss: 0.4702 - acc: 0.77 - ETA: 12s - loss: 0.4677 - acc: 0.77 - ETA: 12s - loss: 0.4626 - acc: 0.77 - ETA: 12s - loss: 0.4623 - acc: 0.77 - ETA: 12s - loss: 0.4590 - acc: 0.77 - ETA: 12s - loss: 0.4604 - acc: 0.77 - ETA: 12s - loss: 0.4616 - acc: 0.77 - ETA: 12s - loss: 0.4628 - acc: 0.77 - ETA: 12s - loss: 0.4658 - acc: 0.76 - ETA: 12s - loss: 0.4625 - acc: 0.77 - ETA: 12s - loss: 0.4619 - acc: 0.77 - ETA: 12s - loss: 0.4595 - acc: 0.77 - ETA: 11s - loss: 0.4579 - acc: 0.77 - ETA: 11s - loss: 0.4623 - acc: 0.77 - ETA: 11s - loss: 0.4630 - acc: 0.77 - ETA: 11s - loss: 0.4627 - acc: 0.77 - ETA: 11s - loss: 0.4606 - acc: 0.77 - ETA: 11s - loss: 0.4627 - acc: 0.77 - ETA: 11s - loss: 0.4600 - acc: 0.77 - ETA: 10s - loss: 0.4647 - acc: 0.77 - ETA: 10s - loss: 0.4655 - acc: 0.77 - ETA: 10s - loss: 0.4663 - acc: 0.76 - ETA: 10s - loss: 0.4651 - acc: 0.77 - ETA: 10s - loss: 0.4657 - acc: 0.77 - ETA: 10s - loss: 0.4645 - acc: 0.77 - ETA: 10s - loss: 0.4626 - acc: 0.77 - ETA: 9s - loss: 0.4641 - acc: 0.7726 - ETA: 9s - loss: 0.4611 - acc: 0.775 - ETA: 9s - loss: 0.4586 - acc: 0.776 - ETA: 9s - loss: 0.4569 - acc: 0.778 - ETA: 9s - loss: 0.4572 - acc: 0.778 - ETA: 8s - loss: 0.4579 - acc: 0.780 - ETA: 8s - loss: 0.4587 - acc: 0.779 - ETA: 8s - loss: 0.4594 - acc: 0.778 - ETA: 8s - loss: 0.4598 - acc: 0.778 - ETA: 8s - loss: 0.4584 - acc: 0.779 - ETA: 7s - loss: 0.4612 - acc: 0.778 - ETA: 7s - loss: 0.4604 - acc: 0.778 - ETA: 7s - loss: 0.4592 - acc: 0.778 - ETA: 7s - loss: 0.4596 - acc: 0.778 - ETA: 7s - loss: 0.4617 - acc: 0.777 - ETA: 6s - loss: 0.4623 - acc: 0.777 - ETA: 6s - loss: 0.4623 - acc: 0.776 - ETA: 6s - loss: 0.4624 - acc: 0.776 - ETA: 6s - loss: 0.4626 - acc: 0.778 - ETA: 6s - loss: 0.4631 - acc: 0.778 - ETA: 5s - loss: 0.4629 - acc: 0.779 - ETA: 5s - loss: 0.4648 - acc: 0.778 - ETA: 5s - loss: 0.4651 - acc: 0.778 - ETA: 5s - loss: 0.4656 - acc: 0.778 - ETA: 5s - loss: 0.4661 - acc: 0.777 - ETA: 4s - loss: 0.4668 - acc: 0.776 - ETA: 4s - loss: 0.4660 - acc: 0.777 - ETA: 4s - loss: 0.4661 - acc: 0.775 - ETA: 4s - loss: 0.4662 - acc: 0.775 - ETA: 3s - loss: 0.4661 - acc: 0.775 - ETA: 3s - loss: 0.4650 - acc: 0.776 - ETA: 3s - loss: 0.4663 - acc: 0.775 - ETA: 3s - loss: 0.4672 - acc: 0.774 - ETA: 2s - loss: 0.4683 - acc: 0.773 - ETA: 2s - loss: 0.4675 - acc: 0.774 - ETA: 2s - loss: 0.4674 - acc: 0.774 - ETA: 2s - loss: 0.4661 - acc: 0.775 - ETA: 2s - loss: 0.4658 - acc: 0.776 - ETA: 1s - loss: 0.4650 - acc: 0.776 - ETA: 1s - loss: 0.4631 - acc: 0.778 - ETA: 1s - loss: 0.4631 - acc: 0.778 - ETA: 1s - loss: 0.4625 - acc: 0.778 - ETA: 0s - loss: 0.4643 - acc: 0.777 - ETA: 0s - loss: 0.4643 - acc: 0.776 - ETA: 0s - loss: 0.4642 - acc: 0.776 - ETA: 0s - loss: 0.4631 - acc: 0.777 - 28s - loss: 0.4628 - acc: 0.7772 - val_loss: 0.5050 - val_acc: 0.7449
Epoch 34/100
100/100 [==============================] - ETA: 6s - loss: 0.6831 - acc: 0.625 - ETA: 6s - loss: 0.6727 - acc: 0.640 - ETA: 6s - loss: 0.6089 - acc: 0.687 - ETA: 6s - loss: 0.6234 - acc: 0.703 - ETA: 6s - loss: 0.5896 - acc: 0.725 - ETA: 6s - loss: 0.5734 - acc: 0.729 - ETA: 6s - loss: 0.5452 - acc: 0.750 - ETA: 6s - loss: 0.5397 - acc: 0.753 - ETA: 6s - loss: 0.5350 - acc: 0.750 - ETA: 6s - loss: 0.5381 - acc: 0.746 - ETA: 6s - loss: 0.5312 - acc: 0.750 - ETA: 5s - loss: 0.5128 - acc: 0.763 - ETA: 6s - loss: 0.5050 - acc: 0.764 - ETA: 7s - loss: 0.5007 - acc: 0.761 - ETA: 8s - loss: 0.5044 - acc: 0.760 - ETA: 9s - loss: 0.5031 - acc: 0.759 - ETA: 9s - loss: 0.4983 - acc: 0.761 - ETA: 10s - loss: 0.4979 - acc: 0.76 - ETA: 10s - loss: 0.4917 - acc: 0.76 - ETA: 11s - loss: 0.4971 - acc: 0.76 - ETA: 11s - loss: 0.4912 - acc: 0.76 - ETA: 11s - loss: 0.4838 - acc: 0.77 - ETA: 12s - loss: 0.4777 - acc: 0.77 - ETA: 12s - loss: 0.4855 - acc: 0.76 - ETA: 12s - loss: 0.4935 - acc: 0.76 - ETA: 12s - loss: 0.4890 - acc: 0.76 - ETA: 12s - loss: 0.4857 - acc: 0.76 - ETA: 12s - loss: 0.4847 - acc: 0.76 - ETA: 12s - loss: 0.4790 - acc: 0.77 - ETA: 12s - loss: 0.4817 - acc: 0.76 - ETA: 12s - loss: 0.4765 - acc: 0.77 - ETA: 12s - loss: 0.4790 - acc: 0.77 - ETA: 12s - loss: 0.4763 - acc: 0.77 - ETA: 12s - loss: 0.4740 - acc: 0.77 - ETA: 12s - loss: 0.4743 - acc: 0.77 - ETA: 12s - loss: 0.4786 - acc: 0.77 - ETA: 12s - loss: 0.4786 - acc: 0.77 - ETA: 12s - loss: 0.4808 - acc: 0.76 - ETA: 12s - loss: 0.4790 - acc: 0.77 - ETA: 11s - loss: 0.4750 - acc: 0.77 - ETA: 11s - loss: 0.4757 - acc: 0.77 - ETA: 11s - loss: 0.4739 - acc: 0.77 - ETA: 11s - loss: 0.4758 - acc: 0.77 - ETA: 11s - loss: 0.4740 - acc: 0.77 - ETA: 11s - loss: 0.4746 - acc: 0.77 - ETA: 11s - loss: 0.4751 - acc: 0.77 - ETA: 11s - loss: 0.4719 - acc: 0.77 - ETA: 10s - loss: 0.4766 - acc: 0.77 - ETA: 10s - loss: 0.4750 - acc: 0.77 - ETA: 10s - loss: 0.4770 - acc: 0.77 - ETA: 10s - loss: 0.4747 - acc: 0.77 - ETA: 10s - loss: 0.4728 - acc: 0.77 - ETA: 10s - loss: 0.4709 - acc: 0.77 - ETA: 9s - loss: 0.4710 - acc: 0.7766 - ETA: 9s - loss: 0.4726 - acc: 0.774 - ETA: 9s - loss: 0.4729 - acc: 0.774 - ETA: 9s - loss: 0.4744 - acc: 0.773 - ETA: 9s - loss: 0.4720 - acc: 0.775 - ETA: 9s - loss: 0.4727 - acc: 0.774 - ETA: 8s - loss: 0.4741 - acc: 0.773 - ETA: 8s - loss: 0.4745 - acc: 0.773 - ETA: 8s - loss: 0.4732 - acc: 0.774 - ETA: 8s - loss: 0.4758 - acc: 0.774 - ETA: 8s - loss: 0.4750 - acc: 0.774 - ETA: 7s - loss: 0.4746 - acc: 0.774 - ETA: 7s - loss: 0.4757 - acc: 0.773 - ETA: 7s - loss: 0.4738 - acc: 0.774 - ETA: 7s - loss: 0.4735 - acc: 0.774 - ETA: 6s - loss: 0.4736 - acc: 0.774 - ETA: 6s - loss: 0.4731 - acc: 0.775 - ETA: 6s - loss: 0.4728 - acc: 0.775 - ETA: 6s - loss: 0.4725 - acc: 0.775 - ETA: 6s - loss: 0.4734 - acc: 0.774 - ETA: 5s - loss: 0.4737 - acc: 0.774 - ETA: 5s - loss: 0.4776 - acc: 0.773 - ETA: 5s - loss: 0.4760 - acc: 0.775 - ETA: 5s - loss: 0.4742 - acc: 0.776 - ETA: 5s - loss: 0.4761 - acc: 0.776 - ETA: 4s - loss: 0.4765 - acc: 0.776 - ETA: 4s - loss: 0.4771 - acc: 0.774 - ETA: 4s - loss: 0.4764 - acc: 0.775 - ETA: 4s - loss: 0.4756 - acc: 0.775 - ETA: 3s - loss: 0.4745 - acc: 0.776 - ETA: 3s - loss: 0.4744 - acc: 0.776 - ETA: 3s - loss: 0.4735 - acc: 0.777 - ETA: 3s - loss: 0.4736 - acc: 0.777 - ETA: 3s - loss: 0.4742 - acc: 0.776 - ETA: 2s - loss: 0.4724 - acc: 0.777 - ETA: 2s - loss: 0.4720 - acc: 0.777 - ETA: 2s - loss: 0.4718 - acc: 0.778 - ETA: 2s - loss: 0.4712 - acc: 0.778 - ETA: 1s - loss: 0.4715 - acc: 0.778 - ETA: 1s - loss: 0.4709 - acc: 0.778 - ETA: 1s - loss: 0.4702 - acc: 0.778 - ETA: 1s - loss: 0.4707 - acc: 0.777 - ETA: 0s - loss: 0.4710 - acc: 0.777 - ETA: 0s - loss: 0.4694 - acc: 0.778 - ETA: 0s - loss: 0.4701 - acc: 0.778 - ETA: 0s - loss: 0.4708 - acc: 0.777 - 28s - loss: 0.4707 - acc: 0.7769 - val_loss: 0.4772 - val_acc: 0.7622
Epoch 35/100
100/100 [==============================] - ETA: 6s - loss: 0.5600 - acc: 0.750 - ETA: 5s - loss: 0.4516 - acc: 0.812 - ETA: 5s - loss: 0.4703 - acc: 0.804 - ETA: 5s - loss: 0.4812 - acc: 0.793 - ETA: 5s - loss: 0.4884 - acc: 0.781 - ETA: 5s - loss: 0.4809 - acc: 0.781 - ETA: 5s - loss: 0.4861 - acc: 0.765 - ETA: 5s - loss: 0.4847 - acc: 0.770 - ETA: 5s - loss: 0.4990 - acc: 0.759 - ETA: 5s - loss: 0.4978 - acc: 0.758 - ETA: 5s - loss: 0.5093 - acc: 0.747 - ETA: 6s - loss: 0.5019 - acc: 0.754 - ETA: 7s - loss: 0.4884 - acc: 0.761 - ETA: 8s - loss: 0.4939 - acc: 0.760 - ETA: 9s - loss: 0.5060 - acc: 0.750 - ETA: 9s - loss: 0.5005 - acc: 0.761 - ETA: 10s - loss: 0.5013 - acc: 0.76 - ETA: 10s - loss: 0.4918 - acc: 0.76 - ETA: 11s - loss: 0.4866 - acc: 0.76 - ETA: 11s - loss: 0.4839 - acc: 0.76 - ETA: 11s - loss: 0.4824 - acc: 0.76 - ETA: 12s - loss: 0.4778 - acc: 0.77 - ETA: 12s - loss: 0.4819 - acc: 0.76 - ETA: 12s - loss: 0.4762 - acc: 0.77 - ETA: 12s - loss: 0.4788 - acc: 0.76 - ETA: 12s - loss: 0.4785 - acc: 0.76 - ETA: 12s - loss: 0.4784 - acc: 0.76 - ETA: 12s - loss: 0.4805 - acc: 0.76 - ETA: 12s - loss: 0.4826 - acc: 0.76 - ETA: 12s - loss: 0.4868 - acc: 0.76 - ETA: 12s - loss: 0.4839 - acc: 0.76 - ETA: 12s - loss: 0.4822 - acc: 0.76 - ETA: 12s - loss: 0.4832 - acc: 0.76 - ETA: 12s - loss: 0.4878 - acc: 0.76 - ETA: 12s - loss: 0.4886 - acc: 0.76 - ETA: 12s - loss: 0.4871 - acc: 0.76 - ETA: 12s - loss: 0.4848 - acc: 0.76 - ETA: 12s - loss: 0.4849 - acc: 0.76 - ETA: 12s - loss: 0.4821 - acc: 0.76 - ETA: 11s - loss: 0.4816 - acc: 0.77 - ETA: 11s - loss: 0.4773 - acc: 0.77 - ETA: 11s - loss: 0.4740 - acc: 0.77 - ETA: 11s - loss: 0.4714 - acc: 0.77 - ETA: 11s - loss: 0.4698 - acc: 0.77 - ETA: 11s - loss: 0.4669 - acc: 0.78 - ETA: 11s - loss: 0.4675 - acc: 0.77 - ETA: 10s - loss: 0.4686 - acc: 0.77 - ETA: 10s - loss: 0.4696 - acc: 0.77 - ETA: 10s - loss: 0.4737 - acc: 0.77 - ETA: 10s - loss: 0.4734 - acc: 0.77 - ETA: 10s - loss: 0.4707 - acc: 0.77 - ETA: 10s - loss: 0.4710 - acc: 0.77 - ETA: 9s - loss: 0.4718 - acc: 0.7778 - ETA: 9s - loss: 0.4740 - acc: 0.776 - ETA: 9s - loss: 0.4730 - acc: 0.776 - ETA: 9s - loss: 0.4729 - acc: 0.775 - ETA: 9s - loss: 0.4744 - acc: 0.773 - ETA: 9s - loss: 0.4771 - acc: 0.772 - ETA: 8s - loss: 0.4780 - acc: 0.771 - ETA: 8s - loss: 0.4797 - acc: 0.770 - ETA: 8s - loss: 0.4783 - acc: 0.770 - ETA: 8s - loss: 0.4778 - acc: 0.769 - ETA: 8s - loss: 0.4779 - acc: 0.770 - ETA: 7s - loss: 0.4798 - acc: 0.768 - ETA: 7s - loss: 0.4793 - acc: 0.768 - ETA: 7s - loss: 0.4804 - acc: 0.768 - ETA: 7s - loss: 0.4827 - acc: 0.767 - ETA: 6s - loss: 0.4849 - acc: 0.766 - ETA: 6s - loss: 0.4843 - acc: 0.767 - ETA: 6s - loss: 0.4835 - acc: 0.768 - ETA: 6s - loss: 0.4832 - acc: 0.768 - ETA: 6s - loss: 0.4819 - acc: 0.768 - ETA: 5s - loss: 0.4806 - acc: 0.769 - ETA: 5s - loss: 0.4781 - acc: 0.772 - ETA: 5s - loss: 0.4786 - acc: 0.771 - ETA: 5s - loss: 0.4788 - acc: 0.770 - ETA: 5s - loss: 0.4789 - acc: 0.770 - ETA: 4s - loss: 0.4788 - acc: 0.770 - ETA: 4s - loss: 0.4781 - acc: 0.771 - ETA: 4s - loss: 0.4794 - acc: 0.770 - ETA: 4s - loss: 0.4776 - acc: 0.771 - ETA: 3s - loss: 0.4758 - acc: 0.772 - ETA: 3s - loss: 0.4749 - acc: 0.773 - ETA: 3s - loss: 0.4767 - acc: 0.772 - ETA: 3s - loss: 0.4766 - acc: 0.772 - ETA: 3s - loss: 0.4758 - acc: 0.773 - ETA: 2s - loss: 0.4759 - acc: 0.773 - ETA: 2s - loss: 0.4772 - acc: 0.772 - ETA: 2s - loss: 0.4747 - acc: 0.774 - ETA: 2s - loss: 0.4760 - acc: 0.774 - ETA: 1s - loss: 0.4745 - acc: 0.774 - ETA: 1s - loss: 0.4757 - acc: 0.773 - ETA: 1s - loss: 0.4772 - acc: 0.773 - ETA: 1s - loss: 0.4773 - acc: 0.773 - ETA: 0s - loss: 0.4756 - acc: 0.774 - ETA: 0s - loss: 0.4752 - acc: 0.774 - ETA: 0s - loss: 0.4749 - acc: 0.774 - ETA: 0s - loss: 0.4764 - acc: 0.773 - 28s - loss: 0.4757 - acc: 0.7738 - val_loss: 0.4386 - val_acc: 0.7938
Epoch 36/100
100/100 [==============================] - ETA: 6s - loss: 0.2664 - acc: 0.937 - ETA: 6s - loss: 0.3922 - acc: 0.828 - ETA: 6s - loss: 0.4709 - acc: 0.791 - ETA: 6s - loss: 0.4838 - acc: 0.781 - ETA: 6s - loss: 0.4992 - acc: 0.775 - ETA: 6s - loss: 0.5058 - acc: 0.765 - ETA: 6s - loss: 0.4755 - acc: 0.785 - ETA: 6s - loss: 0.4556 - acc: 0.796 - ETA: 6s - loss: 0.4474 - acc: 0.802 - ETA: 6s - loss: 0.4520 - acc: 0.796 - ETA: 6s - loss: 0.4584 - acc: 0.789 - ETA: 5s - loss: 0.4592 - acc: 0.789 - ETA: 6s - loss: 0.4638 - acc: 0.783 - ETA: 7s - loss: 0.4595 - acc: 0.787 - ETA: 8s - loss: 0.4764 - acc: 0.781 - ETA: 9s - loss: 0.4915 - acc: 0.771 - ETA: 9s - loss: 0.4919 - acc: 0.768 - ETA: 10s - loss: 0.4946 - acc: 0.77 - ETA: 10s - loss: 0.4966 - acc: 0.76 - ETA: 11s - loss: 0.4891 - acc: 0.77 - ETA: 11s - loss: 0.4926 - acc: 0.77 - ETA: 11s - loss: 0.5016 - acc: 0.76 - ETA: 12s - loss: 0.4996 - acc: 0.76 - ETA: 12s - loss: 0.4970 - acc: 0.76 - ETA: 12s - loss: 0.4943 - acc: 0.76 - ETA: 12s - loss: 0.4955 - acc: 0.76 - ETA: 12s - loss: 0.4951 - acc: 0.76 - ETA: 12s - loss: 0.4883 - acc: 0.77 - ETA: 12s - loss: 0.4868 - acc: 0.76 - ETA: 12s - loss: 0.4908 - acc: 0.76 - ETA: 12s - loss: 0.4903 - acc: 0.76 - ETA: 12s - loss: 0.4883 - acc: 0.76 - ETA: 12s - loss: 0.4848 - acc: 0.76 - ETA: 12s - loss: 0.4868 - acc: 0.76 - ETA: 12s - loss: 0.4840 - acc: 0.76 - ETA: 12s - loss: 0.4829 - acc: 0.76 - ETA: 12s - loss: 0.4830 - acc: 0.76 - ETA: 12s - loss: 0.4835 - acc: 0.76 - ETA: 11s - loss: 0.4826 - acc: 0.76 - ETA: 11s - loss: 0.4818 - acc: 0.76 - ETA: 11s - loss: 0.4834 - acc: 0.76 - ETA: 11s - loss: 0.4834 - acc: 0.76 - ETA: 11s - loss: 0.4811 - acc: 0.77 - ETA: 11s - loss: 0.4829 - acc: 0.76 - ETA: 11s - loss: 0.4817 - acc: 0.77 - ETA: 11s - loss: 0.4796 - acc: 0.77 - ETA: 10s - loss: 0.4810 - acc: 0.77 - ETA: 10s - loss: 0.4810 - acc: 0.77 - ETA: 10s - loss: 0.4824 - acc: 0.77 - ETA: 10s - loss: 0.4814 - acc: 0.77 - ETA: 10s - loss: 0.4806 - acc: 0.77 - ETA: 10s - loss: 0.4814 - acc: 0.77 - ETA: 10s - loss: 0.4809 - acc: 0.77 - ETA: 10s - loss: 0.4792 - acc: 0.77 - ETA: 10s - loss: 0.4814 - acc: 0.77 - ETA: 10s - loss: 0.4804 - acc: 0.77 - ETA: 10s - loss: 0.4778 - acc: 0.77 - ETA: 10s - loss: 0.4763 - acc: 0.77 - ETA: 9s - loss: 0.4799 - acc: 0.7728 - ETA: 9s - loss: 0.4792 - acc: 0.773 - ETA: 9s - loss: 0.4784 - acc: 0.773 - ETA: 9s - loss: 0.4780 - acc: 0.772 - ETA: 9s - loss: 0.4760 - acc: 0.774 - ETA: 9s - loss: 0.4758 - acc: 0.774 - ETA: 8s - loss: 0.4772 - acc: 0.774 - ETA: 8s - loss: 0.4806 - acc: 0.773 - ETA: 8s - loss: 0.4811 - acc: 0.772 - ETA: 8s - loss: 0.4793 - acc: 0.773 - ETA: 7s - loss: 0.4795 - acc: 0.773 - ETA: 7s - loss: 0.4803 - acc: 0.773 - ETA: 7s - loss: 0.4795 - acc: 0.773 - ETA: 7s - loss: 0.4790 - acc: 0.774 - ETA: 7s - loss: 0.4785 - acc: 0.773 - ETA: 6s - loss: 0.4778 - acc: 0.775 - ETA: 6s - loss: 0.4773 - acc: 0.775 - ETA: 6s - loss: 0.4777 - acc: 0.774 - ETA: 6s - loss: 0.4765 - acc: 0.775 - ETA: 5s - loss: 0.4765 - acc: 0.775 - ETA: 5s - loss: 0.4765 - acc: 0.775 - ETA: 5s - loss: 0.4755 - acc: 0.777 - ETA: 5s - loss: 0.4752 - acc: 0.776 - ETA: 4s - loss: 0.4753 - acc: 0.775 - ETA: 4s - loss: 0.4756 - acc: 0.775 - ETA: 4s - loss: 0.4754 - acc: 0.776 - ETA: 4s - loss: 0.4761 - acc: 0.775 - ETA: 3s - loss: 0.4748 - acc: 0.776 - ETA: 3s - loss: 0.4781 - acc: 0.775 - ETA: 3s - loss: 0.4795 - acc: 0.774 - ETA: 3s - loss: 0.4788 - acc: 0.774 - ETA: 2s - loss: 0.4805 - acc: 0.773 - ETA: 2s - loss: 0.4848 - acc: 0.771 - ETA: 2s - loss: 0.4844 - acc: 0.771 - ETA: 1s - loss: 0.4845 - acc: 0.771 - ETA: 1s - loss: 0.4841 - acc: 0.770 - ETA: 1s - loss: 0.4852 - acc: 0.769 - ETA: 1s - loss: 0.4843 - acc: 0.770 - ETA: 0s - loss: 0.4842 - acc: 0.770 - ETA: 0s - loss: 0.4823 - acc: 0.772 - ETA: 0s - loss: 0.4813 - acc: 0.772 - 34s - loss: 0.4834 - acc: 0.7706 - val_loss: 0.4586 - val_acc: 0.7719
Epoch 37/100
100/100 [==============================] - ETA: 6s - loss: 0.4468 - acc: 0.812 - ETA: 7s - loss: 0.4638 - acc: 0.796 - ETA: 7s - loss: 0.4344 - acc: 0.812 - ETA: 7s - loss: 0.4134 - acc: 0.804 - ETA: 7s - loss: 0.4328 - acc: 0.787 - ETA: 6s - loss: 0.4360 - acc: 0.791 - ETA: 6s - loss: 0.4270 - acc: 0.790 - ETA: 6s - loss: 0.4221 - acc: 0.789 - ETA: 6s - loss: 0.4165 - acc: 0.795 - ETA: 6s - loss: 0.4152 - acc: 0.790 - ETA: 6s - loss: 0.4321 - acc: 0.789 - ETA: 6s - loss: 0.4412 - acc: 0.786 - ETA: 8s - loss: 0.4387 - acc: 0.790 - ETA: 9s - loss: 0.4329 - acc: 0.799 - ETA: 10s - loss: 0.4321 - acc: 0.79 - ETA: 11s - loss: 0.4280 - acc: 0.79 - ETA: 12s - loss: 0.4321 - acc: 0.79 - ETA: 13s - loss: 0.4297 - acc: 0.80 - ETA: 13s - loss: 0.4448 - acc: 0.79 - ETA: 14s - loss: 0.4511 - acc: 0.79 - ETA: 14s - loss: 0.4521 - acc: 0.79 - ETA: 14s - loss: 0.4559 - acc: 0.78 - ETA: 14s - loss: 0.4514 - acc: 0.79 - ETA: 15s - loss: 0.4594 - acc: 0.78 - ETA: 15s - loss: 0.4578 - acc: 0.79 - ETA: 15s - loss: 0.4596 - acc: 0.78 - ETA: 15s - loss: 0.4563 - acc: 0.79 - ETA: 15s - loss: 0.4570 - acc: 0.78 - ETA: 15s - loss: 0.4530 - acc: 0.79 - ETA: 15s - loss: 0.4583 - acc: 0.79 - ETA: 15s - loss: 0.4660 - acc: 0.78 - ETA: 15s - loss: 0.4616 - acc: 0.79 - ETA: 15s - loss: 0.4578 - acc: 0.79 - ETA: 15s - loss: 0.4547 - acc: 0.79 - ETA: 15s - loss: 0.4588 - acc: 0.79 - ETA: 15s - loss: 0.4592 - acc: 0.79 - ETA: 15s - loss: 0.4562 - acc: 0.79 - ETA: 15s - loss: 0.4574 - acc: 0.79 - ETA: 15s - loss: 0.4560 - acc: 0.79 - ETA: 15s - loss: 0.4577 - acc: 0.79 - ETA: 15s - loss: 0.4546 - acc: 0.79 - ETA: 14s - loss: 0.4510 - acc: 0.79 - ETA: 14s - loss: 0.4483 - acc: 0.80 - ETA: 14s - loss: 0.4509 - acc: 0.80 - ETA: 14s - loss: 0.4511 - acc: 0.80 - ETA: 14s - loss: 0.4510 - acc: 0.80 - ETA: 13s - loss: 0.4542 - acc: 0.79 - ETA: 13s - loss: 0.4547 - acc: 0.79 - ETA: 13s - loss: 0.4562 - acc: 0.79 - ETA: 13s - loss: 0.4559 - acc: 0.79 - ETA: 13s - loss: 0.4579 - acc: 0.79 - ETA: 12s - loss: 0.4567 - acc: 0.79 - ETA: 12s - loss: 0.4556 - acc: 0.79 - ETA: 12s - loss: 0.4556 - acc: 0.79 - ETA: 12s - loss: 0.4533 - acc: 0.79 - ETA: 11s - loss: 0.4541 - acc: 0.79 - ETA: 11s - loss: 0.4529 - acc: 0.79 - ETA: 11s - loss: 0.4520 - acc: 0.79 - ETA: 11s - loss: 0.4550 - acc: 0.78 - ETA: 10s - loss: 0.4581 - acc: 0.78 - ETA: 10s - loss: 0.4581 - acc: 0.78 - ETA: 10s - loss: 0.4575 - acc: 0.78 - ETA: 10s - loss: 0.4567 - acc: 0.78 - ETA: 9s - loss: 0.4536 - acc: 0.7915 - ETA: 9s - loss: 0.4522 - acc: 0.792 - ETA: 9s - loss: 0.4587 - acc: 0.789 - ETA: 9s - loss: 0.4571 - acc: 0.791 - ETA: 8s - loss: 0.4556 - acc: 0.791 - ETA: 8s - loss: 0.4571 - acc: 0.791 - ETA: 8s - loss: 0.4566 - acc: 0.791 - ETA: 8s - loss: 0.4566 - acc: 0.791 - ETA: 7s - loss: 0.4583 - acc: 0.790 - ETA: 7s - loss: 0.4587 - acc: 0.790 - ETA: 7s - loss: 0.4599 - acc: 0.788 - ETA: 7s - loss: 0.4593 - acc: 0.787 - ETA: 6s - loss: 0.4563 - acc: 0.789 - ETA: 6s - loss: 0.4548 - acc: 0.791 - ETA: 6s - loss: 0.4567 - acc: 0.790 - ETA: 5s - loss: 0.4561 - acc: 0.791 - ETA: 5s - loss: 0.4570 - acc: 0.791 - ETA: 5s - loss: 0.4594 - acc: 0.789 - ETA: 5s - loss: 0.4569 - acc: 0.791 - ETA: 4s - loss: 0.4601 - acc: 0.788 - ETA: 4s - loss: 0.4591 - acc: 0.789 - ETA: 4s - loss: 0.4600 - acc: 0.788 - ETA: 4s - loss: 0.4601 - acc: 0.787 - ETA: 3s - loss: 0.4606 - acc: 0.787 - ETA: 3s - loss: 0.4606 - acc: 0.786 - ETA: 3s - loss: 0.4603 - acc: 0.787 - ETA: 2s - loss: 0.4612 - acc: 0.786 - ETA: 2s - loss: 0.4605 - acc: 0.786 - ETA: 2s - loss: 0.4603 - acc: 0.785 - ETA: 2s - loss: 0.4610 - acc: 0.784 - ETA: 1s - loss: 0.4608 - acc: 0.784 - ETA: 1s - loss: 0.4607 - acc: 0.784 - ETA: 1s - loss: 0.4598 - acc: 0.785 - ETA: 0s - loss: 0.4601 - acc: 0.786 - ETA: 0s - loss: 0.4591 - acc: 0.787 - ETA: 0s - loss: 0.4588 - acc: 0.787 - 35s - loss: 0.4604 - acc: 0.7856 - val_loss: 0.4725 - val_acc: 0.7747
Epoch 38/100
100/100 [==============================] - ETA: 7s - loss: 0.4706 - acc: 0.750 - ETA: 7s - loss: 0.4957 - acc: 0.765 - ETA: 7s - loss: 0.4862 - acc: 0.750 - ETA: 7s - loss: 0.4534 - acc: 0.781 - ETA: 7s - loss: 0.4777 - acc: 0.768 - ETA: 7s - loss: 0.4827 - acc: 0.770 - ETA: 6s - loss: 0.5106 - acc: 0.754 - ETA: 6s - loss: 0.5193 - acc: 0.746 - ETA: 6s - loss: 0.5096 - acc: 0.756 - ETA: 6s - loss: 0.5136 - acc: 0.750 - ETA: 6s - loss: 0.5142 - acc: 0.744 - ETA: 6s - loss: 0.5094 - acc: 0.747 - ETA: 8s - loss: 0.4935 - acc: 0.762 - ETA: 9s - loss: 0.4930 - acc: 0.763 - ETA: 11s - loss: 0.4829 - acc: 0.77 - ETA: 11s - loss: 0.4750 - acc: 0.77 - ETA: 11s - loss: 0.4630 - acc: 0.78 - ETA: 12s - loss: 0.4630 - acc: 0.78 - ETA: 13s - loss: 0.4736 - acc: 0.78 - ETA: 13s - loss: 0.4687 - acc: 0.78 - ETA: 13s - loss: 0.4649 - acc: 0.79 - ETA: 14s - loss: 0.4675 - acc: 0.78 - ETA: 14s - loss: 0.4655 - acc: 0.79 - ETA: 14s - loss: 0.4627 - acc: 0.78 - ETA: 14s - loss: 0.4623 - acc: 0.78 - ETA: 15s - loss: 0.4643 - acc: 0.78 - ETA: 15s - loss: 0.4636 - acc: 0.78 - ETA: 15s - loss: 0.4651 - acc: 0.78 - ETA: 15s - loss: 0.4653 - acc: 0.78 - ETA: 15s - loss: 0.4610 - acc: 0.78 - ETA: 15s - loss: 0.4639 - acc: 0.78 - ETA: 15s - loss: 0.4666 - acc: 0.78 - ETA: 15s - loss: 0.4643 - acc: 0.78 - ETA: 15s - loss: 0.4681 - acc: 0.78 - ETA: 15s - loss: 0.4676 - acc: 0.78 - ETA: 15s - loss: 0.4732 - acc: 0.77 - ETA: 15s - loss: 0.4720 - acc: 0.78 - ETA: 15s - loss: 0.4733 - acc: 0.77 - ETA: 14s - loss: 0.4708 - acc: 0.77 - ETA: 14s - loss: 0.4699 - acc: 0.77 - ETA: 14s - loss: 0.4691 - acc: 0.77 - ETA: 14s - loss: 0.4707 - acc: 0.77 - ETA: 14s - loss: 0.4714 - acc: 0.77 - ETA: 14s - loss: 0.4712 - acc: 0.77 - ETA: 14s - loss: 0.4703 - acc: 0.77 - ETA: 13s - loss: 0.4701 - acc: 0.77 - ETA: 13s - loss: 0.4754 - acc: 0.77 - ETA: 13s - loss: 0.4758 - acc: 0.77 - ETA: 13s - loss: 0.4752 - acc: 0.77 - ETA: 13s - loss: 0.4760 - acc: 0.77 - ETA: 12s - loss: 0.4745 - acc: 0.77 - ETA: 12s - loss: 0.4732 - acc: 0.77 - ETA: 12s - loss: 0.4728 - acc: 0.77 - ETA: 12s - loss: 0.4716 - acc: 0.77 - ETA: 12s - loss: 0.4748 - acc: 0.76 - ETA: 11s - loss: 0.4768 - acc: 0.76 - ETA: 11s - loss: 0.4749 - acc: 0.76 - ETA: 11s - loss: 0.4739 - acc: 0.76 - ETA: 11s - loss: 0.4732 - acc: 0.76 - ETA: 10s - loss: 0.4733 - acc: 0.76 - ETA: 10s - loss: 0.4720 - acc: 0.77 - ETA: 10s - loss: 0.4696 - acc: 0.77 - ETA: 10s - loss: 0.4681 - acc: 0.77 - ETA: 9s - loss: 0.4696 - acc: 0.7705 - ETA: 9s - loss: 0.4696 - acc: 0.770 - ETA: 9s - loss: 0.4719 - acc: 0.768 - ETA: 9s - loss: 0.4715 - acc: 0.768 - ETA: 8s - loss: 0.4719 - acc: 0.767 - ETA: 8s - loss: 0.4713 - acc: 0.768 - ETA: 8s - loss: 0.4728 - acc: 0.767 - ETA: 8s - loss: 0.4742 - acc: 0.768 - ETA: 7s - loss: 0.4762 - acc: 0.767 - ETA: 7s - loss: 0.4753 - acc: 0.768 - ETA: 7s - loss: 0.4743 - acc: 0.769 - ETA: 7s - loss: 0.4730 - acc: 0.770 - ETA: 6s - loss: 0.4729 - acc: 0.771 - ETA: 6s - loss: 0.4715 - acc: 0.771 - ETA: 6s - loss: 0.4695 - acc: 0.772 - ETA: 5s - loss: 0.4711 - acc: 0.772 - ETA: 5s - loss: 0.4688 - acc: 0.774 - ETA: 5s - loss: 0.4692 - acc: 0.774 - ETA: 5s - loss: 0.4686 - acc: 0.775 - ETA: 4s - loss: 0.4685 - acc: 0.775 - ETA: 4s - loss: 0.4674 - acc: 0.776 - ETA: 4s - loss: 0.4664 - acc: 0.776 - ETA: 3s - loss: 0.4675 - acc: 0.775 - ETA: 3s - loss: 0.4676 - acc: 0.774 - ETA: 3s - loss: 0.4676 - acc: 0.774 - ETA: 3s - loss: 0.4659 - acc: 0.775 - ETA: 2s - loss: 0.4664 - acc: 0.774 - ETA: 2s - loss: 0.4672 - acc: 0.774 - ETA: 2s - loss: 0.4670 - acc: 0.774 - ETA: 2s - loss: 0.4669 - acc: 0.774 - ETA: 1s - loss: 0.4656 - acc: 0.774 - ETA: 1s - loss: 0.4666 - acc: 0.774 - ETA: 1s - loss: 0.4653 - acc: 0.775 - ETA: 0s - loss: 0.4650 - acc: 0.775 - ETA: 0s - loss: 0.4642 - acc: 0.775 - ETA: 0s - loss: 0.4654 - acc: 0.775 - 35s - loss: 0.4636 - acc: 0.7765 - val_loss: 0.4534 - val_acc: 0.7786
Epoch 39/100
100/100 [==============================] - ETA: 6s - loss: 0.4674 - acc: 0.781 - ETA: 6s - loss: 0.4604 - acc: 0.750 - ETA: 6s - loss: 0.4445 - acc: 0.760 - ETA: 6s - loss: 0.4148 - acc: 0.781 - ETA: 6s - loss: 0.4147 - acc: 0.800 - ETA: 6s - loss: 0.4490 - acc: 0.786 - ETA: 6s - loss: 0.4611 - acc: 0.767 - ETA: 6s - loss: 0.4580 - acc: 0.761 - ETA: 6s - loss: 0.4579 - acc: 0.760 - ETA: 6s - loss: 0.4925 - acc: 0.753 - ETA: 6s - loss: 0.4892 - acc: 0.755 - ETA: 6s - loss: 0.4855 - acc: 0.757 - ETA: 7s - loss: 0.4774 - acc: 0.766 - ETA: 9s - loss: 0.4752 - acc: 0.770 - ETA: 10s - loss: 0.4783 - acc: 0.76 - ETA: 11s - loss: 0.4707 - acc: 0.77 - ETA: 11s - loss: 0.4624 - acc: 0.77 - ETA: 12s - loss: 0.4611 - acc: 0.77 - ETA: 13s - loss: 0.4643 - acc: 0.77 - ETA: 13s - loss: 0.4635 - acc: 0.77 - ETA: 13s - loss: 0.4675 - acc: 0.77 - ETA: 14s - loss: 0.4685 - acc: 0.77 - ETA: 14s - loss: 0.4646 - acc: 0.77 - ETA: 14s - loss: 0.4605 - acc: 0.77 - ETA: 14s - loss: 0.4741 - acc: 0.76 - ETA: 14s - loss: 0.4733 - acc: 0.76 - ETA: 14s - loss: 0.4785 - acc: 0.76 - ETA: 15s - loss: 0.4773 - acc: 0.76 - ETA: 15s - loss: 0.4742 - acc: 0.77 - ETA: 15s - loss: 0.4730 - acc: 0.77 - ETA: 15s - loss: 0.4705 - acc: 0.77 - ETA: 15s - loss: 0.4705 - acc: 0.77 - ETA: 15s - loss: 0.4716 - acc: 0.77 - ETA: 14s - loss: 0.4691 - acc: 0.77 - ETA: 14s - loss: 0.4692 - acc: 0.77 - ETA: 14s - loss: 0.4711 - acc: 0.77 - ETA: 14s - loss: 0.4759 - acc: 0.77 - ETA: 14s - loss: 0.4792 - acc: 0.77 - ETA: 14s - loss: 0.4772 - acc: 0.77 - ETA: 14s - loss: 0.4753 - acc: 0.77 - ETA: 13s - loss: 0.4769 - acc: 0.77 - ETA: 13s - loss: 0.4749 - acc: 0.77 - ETA: 13s - loss: 0.4740 - acc: 0.77 - ETA: 13s - loss: 0.4775 - acc: 0.77 - ETA: 13s - loss: 0.4761 - acc: 0.77 - ETA: 13s - loss: 0.4748 - acc: 0.77 - ETA: 12s - loss: 0.4736 - acc: 0.77 - ETA: 12s - loss: 0.4731 - acc: 0.77 - ETA: 12s - loss: 0.4726 - acc: 0.77 - ETA: 12s - loss: 0.4746 - acc: 0.77 - ETA: 12s - loss: 0.4717 - acc: 0.77 - ETA: 11s - loss: 0.4727 - acc: 0.76 - ETA: 11s - loss: 0.4747 - acc: 0.76 - ETA: 11s - loss: 0.4750 - acc: 0.76 - ETA: 11s - loss: 0.4727 - acc: 0.77 - ETA: 11s - loss: 0.4732 - acc: 0.77 - ETA: 10s - loss: 0.4712 - acc: 0.77 - ETA: 10s - loss: 0.4715 - acc: 0.77 - ETA: 10s - loss: 0.4705 - acc: 0.77 - ETA: 10s - loss: 0.4691 - acc: 0.77 - ETA: 9s - loss: 0.4685 - acc: 0.7720 - ETA: 9s - loss: 0.4675 - acc: 0.772 - ETA: 9s - loss: 0.4675 - acc: 0.771 - ETA: 9s - loss: 0.4652 - acc: 0.773 - ETA: 8s - loss: 0.4673 - acc: 0.772 - ETA: 8s - loss: 0.4657 - acc: 0.772 - ETA: 8s - loss: 0.4656 - acc: 0.772 - ETA: 8s - loss: 0.4637 - acc: 0.773 - ETA: 8s - loss: 0.4627 - acc: 0.774 - ETA: 7s - loss: 0.4621 - acc: 0.775 - ETA: 7s - loss: 0.4614 - acc: 0.775 - ETA: 7s - loss: 0.4617 - acc: 0.775 - ETA: 7s - loss: 0.4625 - acc: 0.774 - ETA: 6s - loss: 0.4638 - acc: 0.772 - ETA: 6s - loss: 0.4635 - acc: 0.772 - ETA: 6s - loss: 0.4654 - acc: 0.773 - ETA: 6s - loss: 0.4633 - acc: 0.775 - ETA: 5s - loss: 0.4615 - acc: 0.777 - ETA: 5s - loss: 0.4624 - acc: 0.777 - ETA: 5s - loss: 0.4630 - acc: 0.776 - ETA: 5s - loss: 0.4625 - acc: 0.776 - ETA: 4s - loss: 0.4642 - acc: 0.775 - ETA: 4s - loss: 0.4659 - acc: 0.776 - ETA: 4s - loss: 0.4658 - acc: 0.776 - ETA: 3s - loss: 0.4673 - acc: 0.775 - ETA: 3s - loss: 0.4674 - acc: 0.774 - ETA: 3s - loss: 0.4674 - acc: 0.775 - ETA: 3s - loss: 0.4673 - acc: 0.774 - ETA: 2s - loss: 0.4677 - acc: 0.774 - ETA: 2s - loss: 0.4680 - acc: 0.775 - ETA: 2s - loss: 0.4687 - acc: 0.775 - ETA: 2s - loss: 0.4695 - acc: 0.775 - ETA: 1s - loss: 0.4686 - acc: 0.775 - ETA: 1s - loss: 0.4680 - acc: 0.775 - ETA: 1s - loss: 0.4682 - acc: 0.776 - ETA: 1s - loss: 0.4672 - acc: 0.776 - ETA: 0s - loss: 0.4651 - acc: 0.777 - ETA: 0s - loss: 0.4636 - acc: 0.778 - ETA: 0s - loss: 0.4652 - acc: 0.777 - 33s - loss: 0.4649 - acc: 0.7772 - val_loss: 0.4433 - val_acc: 0.7861
Epoch 40/100
100/100 [==============================] - ETA: 6s - loss: 0.6068 - acc: 0.656 - ETA: 6s - loss: 0.5149 - acc: 0.734 - ETA: 6s - loss: 0.4572 - acc: 0.781 - ETA: 6s - loss: 0.4276 - acc: 0.804 - ETA: 6s - loss: 0.4183 - acc: 0.806 - ETA: 6s - loss: 0.3997 - acc: 0.830 - ETA: 6s - loss: 0.4491 - acc: 0.812 - ETA: 6s - loss: 0.4770 - acc: 0.791 - ETA: 6s - loss: 0.4724 - acc: 0.787 - ETA: 6s - loss: 0.4871 - acc: 0.781 - ETA: 6s - loss: 0.4867 - acc: 0.776 - ETA: 7s - loss: 0.4915 - acc: 0.774 - ETA: 8s - loss: 0.4796 - acc: 0.779 - ETA: 9s - loss: 0.4849 - acc: 0.775 - ETA: 10s - loss: 0.4932 - acc: 0.76 - ETA: 11s - loss: 0.4909 - acc: 0.76 - ETA: 11s - loss: 0.4904 - acc: 0.76 - ETA: 12s - loss: 0.4901 - acc: 0.76 - ETA: 12s - loss: 0.4893 - acc: 0.76 - ETA: 13s - loss: 0.4833 - acc: 0.76 - ETA: 13s - loss: 0.4781 - acc: 0.76 - ETA: 13s - loss: 0.4820 - acc: 0.76 - ETA: 14s - loss: 0.4835 - acc: 0.76 - ETA: 14s - loss: 0.4848 - acc: 0.76 - ETA: 14s - loss: 0.4818 - acc: 0.76 - ETA: 14s - loss: 0.4797 - acc: 0.76 - ETA: 14s - loss: 0.4770 - acc: 0.76 - ETA: 14s - loss: 0.4796 - acc: 0.76 - ETA: 14s - loss: 0.4757 - acc: 0.76 - ETA: 14s - loss: 0.4774 - acc: 0.76 - ETA: 14s - loss: 0.4726 - acc: 0.76 - ETA: 14s - loss: 0.4721 - acc: 0.76 - ETA: 14s - loss: 0.4788 - acc: 0.75 - ETA: 14s - loss: 0.4773 - acc: 0.75 - ETA: 14s - loss: 0.4797 - acc: 0.75 - ETA: 13s - loss: 0.4778 - acc: 0.75 - ETA: 13s - loss: 0.4780 - acc: 0.76 - ETA: 13s - loss: 0.4823 - acc: 0.75 - ETA: 13s - loss: 0.4796 - acc: 0.76 - ETA: 13s - loss: 0.4756 - acc: 0.76 - ETA: 13s - loss: 0.4734 - acc: 0.76 - ETA: 13s - loss: 0.4705 - acc: 0.76 - ETA: 13s - loss: 0.4748 - acc: 0.76 - ETA: 13s - loss: 0.4728 - acc: 0.76 - ETA: 13s - loss: 0.4727 - acc: 0.76 - ETA: 13s - loss: 0.4730 - acc: 0.76 - ETA: 12s - loss: 0.4750 - acc: 0.76 - ETA: 12s - loss: 0.4747 - acc: 0.76 - ETA: 12s - loss: 0.4722 - acc: 0.76 - ETA: 12s - loss: 0.4703 - acc: 0.76 - ETA: 12s - loss: 0.4687 - acc: 0.76 - ETA: 12s - loss: 0.4675 - acc: 0.77 - ETA: 11s - loss: 0.4676 - acc: 0.77 - ETA: 11s - loss: 0.4660 - acc: 0.77 - ETA: 11s - loss: 0.4643 - acc: 0.77 - ETA: 11s - loss: 0.4655 - acc: 0.77 - ETA: 11s - loss: 0.4635 - acc: 0.77 - ETA: 10s - loss: 0.4650 - acc: 0.77 - ETA: 10s - loss: 0.4624 - acc: 0.77 - ETA: 10s - loss: 0.4613 - acc: 0.77 - ETA: 10s - loss: 0.4597 - acc: 0.77 - ETA: 9s - loss: 0.4603 - acc: 0.7768 - ETA: 9s - loss: 0.4580 - acc: 0.778 - ETA: 9s - loss: 0.4562 - acc: 0.779 - ETA: 9s - loss: 0.4592 - acc: 0.777 - ETA: 8s - loss: 0.4600 - acc: 0.777 - ETA: 8s - loss: 0.4582 - acc: 0.778 - ETA: 8s - loss: 0.4557 - acc: 0.780 - ETA: 8s - loss: 0.4524 - acc: 0.783 - ETA: 7s - loss: 0.4523 - acc: 0.783 - ETA: 7s - loss: 0.4532 - acc: 0.783 - ETA: 7s - loss: 0.4528 - acc: 0.783 - ETA: 7s - loss: 0.4549 - acc: 0.780 - ETA: 6s - loss: 0.4538 - acc: 0.781 - ETA: 6s - loss: 0.4526 - acc: 0.782 - ETA: 6s - loss: 0.4533 - acc: 0.781 - ETA: 6s - loss: 0.4542 - acc: 0.781 - ETA: 5s - loss: 0.4556 - acc: 0.780 - ETA: 5s - loss: 0.4583 - acc: 0.778 - ETA: 5s - loss: 0.4583 - acc: 0.777 - ETA: 5s - loss: 0.4576 - acc: 0.777 - ETA: 4s - loss: 0.4570 - acc: 0.778 - ETA: 4s - loss: 0.4567 - acc: 0.778 - ETA: 4s - loss: 0.4555 - acc: 0.779 - ETA: 3s - loss: 0.4547 - acc: 0.779 - ETA: 3s - loss: 0.4569 - acc: 0.778 - ETA: 3s - loss: 0.4584 - acc: 0.775 - ETA: 3s - loss: 0.4584 - acc: 0.776 - ETA: 2s - loss: 0.4589 - acc: 0.775 - ETA: 2s - loss: 0.4592 - acc: 0.775 - ETA: 2s - loss: 0.4581 - acc: 0.775 - ETA: 1s - loss: 0.4584 - acc: 0.775 - ETA: 1s - loss: 0.4581 - acc: 0.776 - ETA: 1s - loss: 0.4569 - acc: 0.777 - ETA: 1s - loss: 0.4561 - acc: 0.778 - ETA: 0s - loss: 0.4551 - acc: 0.779 - ETA: 0s - loss: 0.4555 - acc: 0.778 - ETA: 0s - loss: 0.4550 - acc: 0.779 - 35s - loss: 0.4537 - acc: 0.7803 - val_loss: 0.4751 - val_acc: 0.7786
Epoch 41/100
100/100 [==============================] - ETA: 6s - loss: 0.3442 - acc: 0.875 - ETA: 6s - loss: 0.4176 - acc: 0.750 - ETA: 6s - loss: 0.4311 - acc: 0.729 - ETA: 6s - loss: 0.4561 - acc: 0.726 - ETA: 6s - loss: 0.4188 - acc: 0.756 - ETA: 6s - loss: 0.4161 - acc: 0.770 - ETA: 6s - loss: 0.4390 - acc: 0.758 - ETA: 6s - loss: 0.4401 - acc: 0.753 - ETA: 6s - loss: 0.4547 - acc: 0.746 - ETA: 6s - loss: 0.4697 - acc: 0.734 - ETA: 6s - loss: 0.4759 - acc: 0.738 - ETA: 6s - loss: 0.4774 - acc: 0.739 - ETA: 8s - loss: 0.4848 - acc: 0.730 - ETA: 9s - loss: 0.4855 - acc: 0.732 - ETA: 10s - loss: 0.4839 - acc: 0.73 - ETA: 11s - loss: 0.4957 - acc: 0.73 - ETA: 12s - loss: 0.5001 - acc: 0.72 - ETA: 12s - loss: 0.4909 - acc: 0.73 - ETA: 13s - loss: 0.4905 - acc: 0.74 - ETA: 13s - loss: 0.4872 - acc: 0.74 - ETA: 14s - loss: 0.4786 - acc: 0.75 - ETA: 14s - loss: 0.4753 - acc: 0.75 - ETA: 14s - loss: 0.4751 - acc: 0.76 - ETA: 14s - loss: 0.4750 - acc: 0.76 - ETA: 15s - loss: 0.4701 - acc: 0.76 - ETA: 15s - loss: 0.4717 - acc: 0.76 - ETA: 15s - loss: 0.4673 - acc: 0.76 - ETA: 15s - loss: 0.4610 - acc: 0.77 - ETA: 15s - loss: 0.4569 - acc: 0.77 - ETA: 15s - loss: 0.4601 - acc: 0.77 - ETA: 15s - loss: 0.4658 - acc: 0.77 - ETA: 15s - loss: 0.4607 - acc: 0.77 - ETA: 15s - loss: 0.4622 - acc: 0.77 - ETA: 15s - loss: 0.4643 - acc: 0.77 - ETA: 15s - loss: 0.4637 - acc: 0.77 - ETA: 15s - loss: 0.4633 - acc: 0.77 - ETA: 15s - loss: 0.4645 - acc: 0.77 - ETA: 15s - loss: 0.4624 - acc: 0.77 - ETA: 15s - loss: 0.4601 - acc: 0.78 - ETA: 14s - loss: 0.4589 - acc: 0.78 - ETA: 14s - loss: 0.4609 - acc: 0.78 - ETA: 14s - loss: 0.4645 - acc: 0.77 - ETA: 14s - loss: 0.4625 - acc: 0.77 - ETA: 14s - loss: 0.4624 - acc: 0.77 - ETA: 14s - loss: 0.4593 - acc: 0.77 - ETA: 13s - loss: 0.4562 - acc: 0.78 - ETA: 13s - loss: 0.4588 - acc: 0.77 - ETA: 13s - loss: 0.4575 - acc: 0.77 - ETA: 13s - loss: 0.4591 - acc: 0.77 - ETA: 13s - loss: 0.4586 - acc: 0.77 - ETA: 12s - loss: 0.4563 - acc: 0.78 - ETA: 12s - loss: 0.4545 - acc: 0.78 - ETA: 12s - loss: 0.4582 - acc: 0.78 - ETA: 12s - loss: 0.4563 - acc: 0.78 - ETA: 12s - loss: 0.4554 - acc: 0.78 - ETA: 11s - loss: 0.4568 - acc: 0.77 - ETA: 11s - loss: 0.4562 - acc: 0.78 - ETA: 11s - loss: 0.4566 - acc: 0.77 - ETA: 11s - loss: 0.4566 - acc: 0.77 - ETA: 10s - loss: 0.4566 - acc: 0.77 - ETA: 10s - loss: 0.4571 - acc: 0.77 - ETA: 10s - loss: 0.4558 - acc: 0.77 - ETA: 10s - loss: 0.4566 - acc: 0.77 - ETA: 9s - loss: 0.4567 - acc: 0.7773 - ETA: 9s - loss: 0.4556 - acc: 0.776 - ETA: 9s - loss: 0.4581 - acc: 0.777 - ETA: 9s - loss: 0.4600 - acc: 0.775 - ETA: 8s - loss: 0.4584 - acc: 0.776 - ETA: 8s - loss: 0.4589 - acc: 0.777 - ETA: 8s - loss: 0.4595 - acc: 0.775 - ETA: 8s - loss: 0.4586 - acc: 0.777 - ETA: 7s - loss: 0.4579 - acc: 0.777 - ETA: 7s - loss: 0.4586 - acc: 0.778 - ETA: 7s - loss: 0.4601 - acc: 0.777 - ETA: 7s - loss: 0.4618 - acc: 0.776 - ETA: 6s - loss: 0.4617 - acc: 0.776 - ETA: 6s - loss: 0.4611 - acc: 0.776 - ETA: 6s - loss: 0.4589 - acc: 0.778 - ETA: 6s - loss: 0.4565 - acc: 0.780 - ETA: 5s - loss: 0.4552 - acc: 0.781 - ETA: 5s - loss: 0.4535 - acc: 0.782 - ETA: 5s - loss: 0.4530 - acc: 0.782 - ETA: 4s - loss: 0.4546 - acc: 0.780 - ETA: 4s - loss: 0.4544 - acc: 0.781 - ETA: 4s - loss: 0.4545 - acc: 0.780 - ETA: 4s - loss: 0.4573 - acc: 0.779 - ETA: 3s - loss: 0.4577 - acc: 0.779 - ETA: 3s - loss: 0.4569 - acc: 0.779 - ETA: 3s - loss: 0.4561 - acc: 0.780 - ETA: 2s - loss: 0.4554 - acc: 0.781 - ETA: 2s - loss: 0.4542 - acc: 0.782 - ETA: 2s - loss: 0.4546 - acc: 0.781 - ETA: 2s - loss: 0.4553 - acc: 0.781 - ETA: 1s - loss: 0.4541 - acc: 0.782 - ETA: 1s - loss: 0.4535 - acc: 0.782 - ETA: 1s - loss: 0.4527 - acc: 0.782 - ETA: 0s - loss: 0.4521 - acc: 0.783 - ETA: 0s - loss: 0.4524 - acc: 0.783 - ETA: 0s - loss: 0.4525 - acc: 0.783 - 35s - loss: 0.4527 - acc: 0.7834 - val_loss: 0.4348 - val_acc: 0.7938
Epoch 42/100
100/100 [==============================] - ETA: 6s - loss: 0.4001 - acc: 0.812 - ETA: 7s - loss: 0.4097 - acc: 0.812 - ETA: 7s - loss: 0.4138 - acc: 0.812 - ETA: 7s - loss: 0.4034 - acc: 0.812 - ETA: 7s - loss: 0.4014 - acc: 0.800 - ETA: 7s - loss: 0.4246 - acc: 0.776 - ETA: 7s - loss: 0.4116 - acc: 0.794 - ETA: 6s - loss: 0.4125 - acc: 0.796 - ETA: 6s - loss: 0.4086 - acc: 0.802 - ETA: 6s - loss: 0.4238 - acc: 0.800 - ETA: 6s - loss: 0.4249 - acc: 0.795 - ETA: 6s - loss: 0.4259 - acc: 0.796 - ETA: 8s - loss: 0.4254 - acc: 0.798 - ETA: 9s - loss: 0.4210 - acc: 0.801 - ETA: 10s - loss: 0.4343 - acc: 0.79 - ETA: 11s - loss: 0.4426 - acc: 0.78 - ETA: 12s - loss: 0.4559 - acc: 0.77 - ETA: 13s - loss: 0.4634 - acc: 0.77 - ETA: 13s - loss: 0.4630 - acc: 0.77 - ETA: 13s - loss: 0.4617 - acc: 0.77 - ETA: 14s - loss: 0.4658 - acc: 0.77 - ETA: 14s - loss: 0.4593 - acc: 0.77 - ETA: 14s - loss: 0.4613 - acc: 0.77 - ETA: 15s - loss: 0.4620 - acc: 0.77 - ETA: 15s - loss: 0.4577 - acc: 0.77 - ETA: 15s - loss: 0.4495 - acc: 0.78 - ETA: 15s - loss: 0.4464 - acc: 0.78 - ETA: 15s - loss: 0.4438 - acc: 0.78 - ETA: 15s - loss: 0.4469 - acc: 0.78 - ETA: 15s - loss: 0.4452 - acc: 0.78 - ETA: 15s - loss: 0.4409 - acc: 0.78 - ETA: 15s - loss: 0.4402 - acc: 0.78 - ETA: 15s - loss: 0.4375 - acc: 0.78 - ETA: 15s - loss: 0.4402 - acc: 0.78 - ETA: 15s - loss: 0.4414 - acc: 0.78 - ETA: 15s - loss: 0.4370 - acc: 0.78 - ETA: 15s - loss: 0.4403 - acc: 0.78 - ETA: 15s - loss: 0.4451 - acc: 0.77 - ETA: 15s - loss: 0.4423 - acc: 0.78 - ETA: 15s - loss: 0.4423 - acc: 0.77 - ETA: 15s - loss: 0.4405 - acc: 0.78 - ETA: 14s - loss: 0.4394 - acc: 0.78 - ETA: 14s - loss: 0.4403 - acc: 0.77 - ETA: 14s - loss: 0.4411 - acc: 0.78 - ETA: 14s - loss: 0.4398 - acc: 0.78 - ETA: 14s - loss: 0.4394 - acc: 0.78 - ETA: 14s - loss: 0.4392 - acc: 0.78 - ETA: 13s - loss: 0.4393 - acc: 0.78 - ETA: 13s - loss: 0.4379 - acc: 0.78 - ETA: 13s - loss: 0.4364 - acc: 0.78 - ETA: 13s - loss: 0.4375 - acc: 0.78 - ETA: 13s - loss: 0.4358 - acc: 0.78 - ETA: 12s - loss: 0.4352 - acc: 0.78 - ETA: 12s - loss: 0.4409 - acc: 0.78 - ETA: 12s - loss: 0.4418 - acc: 0.78 - ETA: 12s - loss: 0.4399 - acc: 0.78 - ETA: 11s - loss: 0.4397 - acc: 0.78 - ETA: 11s - loss: 0.4438 - acc: 0.77 - ETA: 11s - loss: 0.4467 - acc: 0.77 - ETA: 11s - loss: 0.4443 - acc: 0.77 - ETA: 10s - loss: 0.4451 - acc: 0.77 - ETA: 10s - loss: 0.4449 - acc: 0.78 - ETA: 10s - loss: 0.4447 - acc: 0.78 - ETA: 10s - loss: 0.4426 - acc: 0.78 - ETA: 9s - loss: 0.4416 - acc: 0.7827 - ETA: 9s - loss: 0.4414 - acc: 0.783 - ETA: 9s - loss: 0.4417 - acc: 0.782 - ETA: 9s - loss: 0.4404 - acc: 0.782 - ETA: 8s - loss: 0.4398 - acc: 0.782 - ETA: 8s - loss: 0.4376 - acc: 0.783 - ETA: 8s - loss: 0.4388 - acc: 0.783 - ETA: 7s - loss: 0.4396 - acc: 0.781 - ETA: 7s - loss: 0.4403 - acc: 0.781 - ETA: 7s - loss: 0.4430 - acc: 0.781 - ETA: 7s - loss: 0.4445 - acc: 0.780 - ETA: 6s - loss: 0.4481 - acc: 0.777 - ETA: 6s - loss: 0.4475 - acc: 0.778 - ETA: 6s - loss: 0.4475 - acc: 0.778 - ETA: 6s - loss: 0.4504 - acc: 0.775 - ETA: 5s - loss: 0.4507 - acc: 0.775 - ETA: 5s - loss: 0.4515 - acc: 0.774 - ETA: 5s - loss: 0.4510 - acc: 0.774 - ETA: 4s - loss: 0.4510 - acc: 0.774 - ETA: 4s - loss: 0.4513 - acc: 0.774 - ETA: 4s - loss: 0.4516 - acc: 0.774 - ETA: 4s - loss: 0.4515 - acc: 0.774 - ETA: 3s - loss: 0.4518 - acc: 0.774 - ETA: 3s - loss: 0.4504 - acc: 0.774 - ETA: 3s - loss: 0.4491 - acc: 0.776 - ETA: 2s - loss: 0.4511 - acc: 0.775 - ETA: 2s - loss: 0.4497 - acc: 0.776 - ETA: 2s - loss: 0.4489 - acc: 0.776 - ETA: 2s - loss: 0.4499 - acc: 0.775 - ETA: 1s - loss: 0.4487 - acc: 0.776 - ETA: 1s - loss: 0.4489 - acc: 0.776 - ETA: 1s - loss: 0.4471 - acc: 0.777 - ETA: 0s - loss: 0.4463 - acc: 0.778 - ETA: 0s - loss: 0.4479 - acc: 0.777 - ETA: 0s - loss: 0.4471 - acc: 0.778 - 36s - loss: 0.4502 - acc: 0.7775 - val_loss: 0.4438 - val_acc: 0.7887
Epoch 43/100
100/100 [==============================] - ETA: 6s - loss: 0.4583 - acc: 0.750 - ETA: 6s - loss: 0.4986 - acc: 0.703 - ETA: 6s - loss: 0.4940 - acc: 0.708 - ETA: 6s - loss: 0.4753 - acc: 0.718 - ETA: 6s - loss: 0.4768 - acc: 0.718 - ETA: 6s - loss: 0.4335 - acc: 0.755 - ETA: 6s - loss: 0.4380 - acc: 0.763 - ETA: 6s - loss: 0.4233 - acc: 0.781 - ETA: 6s - loss: 0.4074 - acc: 0.791 - ETA: 6s - loss: 0.4050 - acc: 0.800 - ETA: 6s - loss: 0.4402 - acc: 0.786 - ETA: 6s - loss: 0.4338 - acc: 0.791 - ETA: 8s - loss: 0.4376 - acc: 0.795 - ETA: 9s - loss: 0.4285 - acc: 0.803 - ETA: 10s - loss: 0.4279 - acc: 0.80 - ETA: 11s - loss: 0.4337 - acc: 0.80 - ETA: 12s - loss: 0.4392 - acc: 0.80 - ETA: 12s - loss: 0.4397 - acc: 0.79 - ETA: 13s - loss: 0.4361 - acc: 0.79 - ETA: 14s - loss: 0.4394 - acc: 0.79 - ETA: 13s - loss: 0.4551 - acc: 0.78 - ETA: 14s - loss: 0.4508 - acc: 0.78 - ETA: 14s - loss: 0.4492 - acc: 0.78 - ETA: 15s - loss: 0.4465 - acc: 0.78 - ETA: 15s - loss: 0.4538 - acc: 0.78 - ETA: 15s - loss: 0.4537 - acc: 0.78 - ETA: 15s - loss: 0.4550 - acc: 0.78 - ETA: 15s - loss: 0.4515 - acc: 0.78 - ETA: 15s - loss: 0.4516 - acc: 0.78 - ETA: 15s - loss: 0.4523 - acc: 0.78 - ETA: 15s - loss: 0.4528 - acc: 0.78 - ETA: 15s - loss: 0.4510 - acc: 0.78 - ETA: 15s - loss: 0.4503 - acc: 0.78 - ETA: 15s - loss: 0.4466 - acc: 0.78 - ETA: 15s - loss: 0.4485 - acc: 0.78 - ETA: 15s - loss: 0.4465 - acc: 0.78 - ETA: 15s - loss: 0.4460 - acc: 0.78 - ETA: 15s - loss: 0.4485 - acc: 0.78 - ETA: 15s - loss: 0.4488 - acc: 0.78 - ETA: 14s - loss: 0.4455 - acc: 0.78 - ETA: 14s - loss: 0.4427 - acc: 0.79 - ETA: 14s - loss: 0.4469 - acc: 0.78 - ETA: 14s - loss: 0.4500 - acc: 0.78 - ETA: 14s - loss: 0.4490 - acc: 0.78 - ETA: 14s - loss: 0.4473 - acc: 0.78 - ETA: 13s - loss: 0.4449 - acc: 0.78 - ETA: 13s - loss: 0.4440 - acc: 0.78 - ETA: 13s - loss: 0.4460 - acc: 0.78 - ETA: 13s - loss: 0.4468 - acc: 0.78 - ETA: 13s - loss: 0.4459 - acc: 0.78 - ETA: 12s - loss: 0.4448 - acc: 0.78 - ETA: 12s - loss: 0.4461 - acc: 0.78 - ETA: 12s - loss: 0.4451 - acc: 0.78 - ETA: 12s - loss: 0.4452 - acc: 0.78 - ETA: 12s - loss: 0.4450 - acc: 0.78 - ETA: 11s - loss: 0.4428 - acc: 0.78 - ETA: 11s - loss: 0.4432 - acc: 0.78 - ETA: 11s - loss: 0.4418 - acc: 0.78 - ETA: 11s - loss: 0.4437 - acc: 0.78 - ETA: 11s - loss: 0.4471 - acc: 0.78 - ETA: 10s - loss: 0.4477 - acc: 0.78 - ETA: 10s - loss: 0.4486 - acc: 0.78 - ETA: 10s - loss: 0.4501 - acc: 0.78 - ETA: 10s - loss: 0.4497 - acc: 0.78 - ETA: 9s - loss: 0.4511 - acc: 0.7822 - ETA: 9s - loss: 0.4480 - acc: 0.784 - ETA: 9s - loss: 0.4478 - acc: 0.784 - ETA: 9s - loss: 0.4487 - acc: 0.783 - ETA: 8s - loss: 0.4482 - acc: 0.784 - ETA: 8s - loss: 0.4515 - acc: 0.783 - ETA: 8s - loss: 0.4497 - acc: 0.783 - ETA: 7s - loss: 0.4482 - acc: 0.786 - ETA: 7s - loss: 0.4490 - acc: 0.786 - ETA: 7s - loss: 0.4514 - acc: 0.785 - ETA: 7s - loss: 0.4501 - acc: 0.785 - ETA: 6s - loss: 0.4518 - acc: 0.785 - ETA: 6s - loss: 0.4528 - acc: 0.784 - ETA: 6s - loss: 0.4517 - acc: 0.783 - ETA: 6s - loss: 0.4506 - acc: 0.784 - ETA: 5s - loss: 0.4517 - acc: 0.784 - ETA: 5s - loss: 0.4540 - acc: 0.782 - ETA: 5s - loss: 0.4551 - acc: 0.782 - ETA: 4s - loss: 0.4559 - acc: 0.780 - ETA: 4s - loss: 0.4575 - acc: 0.779 - ETA: 4s - loss: 0.4573 - acc: 0.780 - ETA: 4s - loss: 0.4567 - acc: 0.779 - ETA: 3s - loss: 0.4556 - acc: 0.780 - ETA: 3s - loss: 0.4549 - acc: 0.780 - ETA: 3s - loss: 0.4548 - acc: 0.781 - ETA: 2s - loss: 0.4545 - acc: 0.781 - ETA: 2s - loss: 0.4531 - acc: 0.782 - ETA: 2s - loss: 0.4524 - acc: 0.782 - ETA: 2s - loss: 0.4526 - acc: 0.782 - ETA: 1s - loss: 0.4523 - acc: 0.783 - ETA: 1s - loss: 0.4528 - acc: 0.782 - ETA: 1s - loss: 0.4527 - acc: 0.781 - ETA: 0s - loss: 0.4515 - acc: 0.782 - ETA: 0s - loss: 0.4523 - acc: 0.782 - ETA: 0s - loss: 0.4545 - acc: 0.781 - 36s - loss: 0.4568 - acc: 0.7800 - val_loss: 0.4263 - val_acc: 0.8080
Epoch 44/100
100/100 [==============================] - ETA: 6s - loss: 0.3794 - acc: 0.812 - ETA: 7s - loss: 0.4332 - acc: 0.812 - ETA: 6s - loss: 0.4338 - acc: 0.802 - ETA: 7s - loss: 0.4415 - acc: 0.781 - ETA: 6s - loss: 0.4379 - acc: 0.787 - ETA: 6s - loss: 0.4196 - acc: 0.796 - ETA: 6s - loss: 0.4053 - acc: 0.799 - ETA: 6s - loss: 0.4220 - acc: 0.800 - ETA: 6s - loss: 0.4295 - acc: 0.802 - ETA: 6s - loss: 0.4296 - acc: 0.800 - ETA: 6s - loss: 0.4258 - acc: 0.804 - ETA: 6s - loss: 0.4275 - acc: 0.799 - ETA: 8s - loss: 0.4343 - acc: 0.800 - ETA: 9s - loss: 0.4400 - acc: 0.796 - ETA: 10s - loss: 0.4409 - acc: 0.79 - ETA: 11s - loss: 0.4409 - acc: 0.79 - ETA: 12s - loss: 0.4439 - acc: 0.79 - ETA: 12s - loss: 0.4522 - acc: 0.78 - ETA: 13s - loss: 0.4542 - acc: 0.78 - ETA: 13s - loss: 0.4507 - acc: 0.78 - ETA: 14s - loss: 0.4553 - acc: 0.78 - ETA: 14s - loss: 0.4530 - acc: 0.78 - ETA: 15s - loss: 0.4541 - acc: 0.78 - ETA: 15s - loss: 0.4538 - acc: 0.77 - ETA: 15s - loss: 0.4551 - acc: 0.77 - ETA: 15s - loss: 0.4583 - acc: 0.77 - ETA: 15s - loss: 0.4600 - acc: 0.77 - ETA: 15s - loss: 0.4569 - acc: 0.77 - ETA: 15s - loss: 0.4582 - acc: 0.77 - ETA: 15s - loss: 0.4548 - acc: 0.77 - ETA: 15s - loss: 0.4513 - acc: 0.77 - ETA: 15s - loss: 0.4519 - acc: 0.77 - ETA: 15s - loss: 0.4558 - acc: 0.77 - ETA: 15s - loss: 0.4527 - acc: 0.77 - ETA: 15s - loss: 0.4515 - acc: 0.77 - ETA: 15s - loss: 0.4503 - acc: 0.77 - ETA: 15s - loss: 0.4473 - acc: 0.78 - ETA: 15s - loss: 0.4462 - acc: 0.78 - ETA: 15s - loss: 0.4416 - acc: 0.78 - ETA: 14s - loss: 0.4428 - acc: 0.78 - ETA: 14s - loss: 0.4430 - acc: 0.78 - ETA: 14s - loss: 0.4399 - acc: 0.78 - ETA: 14s - loss: 0.4418 - acc: 0.78 - ETA: 14s - loss: 0.4422 - acc: 0.78 - ETA: 14s - loss: 0.4413 - acc: 0.78 - ETA: 14s - loss: 0.4425 - acc: 0.78 - ETA: 13s - loss: 0.4424 - acc: 0.78 - ETA: 13s - loss: 0.4448 - acc: 0.78 - ETA: 13s - loss: 0.4436 - acc: 0.78 - ETA: 13s - loss: 0.4450 - acc: 0.78 - ETA: 12s - loss: 0.4467 - acc: 0.78 - ETA: 12s - loss: 0.4461 - acc: 0.78 - ETA: 12s - loss: 0.4449 - acc: 0.78 - ETA: 12s - loss: 0.4461 - acc: 0.78 - ETA: 12s - loss: 0.4452 - acc: 0.78 - ETA: 11s - loss: 0.4446 - acc: 0.78 - ETA: 11s - loss: 0.4478 - acc: 0.78 - ETA: 11s - loss: 0.4487 - acc: 0.78 - ETA: 11s - loss: 0.4500 - acc: 0.78 - ETA: 10s - loss: 0.4479 - acc: 0.78 - ETA: 10s - loss: 0.4479 - acc: 0.78 - ETA: 10s - loss: 0.4464 - acc: 0.78 - ETA: 10s - loss: 0.4446 - acc: 0.78 - ETA: 9s - loss: 0.4443 - acc: 0.7861 - ETA: 9s - loss: 0.4432 - acc: 0.787 - ETA: 9s - loss: 0.4420 - acc: 0.787 - ETA: 9s - loss: 0.4404 - acc: 0.788 - ETA: 8s - loss: 0.4389 - acc: 0.789 - ETA: 8s - loss: 0.4390 - acc: 0.788 - ETA: 8s - loss: 0.4401 - acc: 0.787 - ETA: 8s - loss: 0.4409 - acc: 0.787 - ETA: 7s - loss: 0.4433 - acc: 0.786 - ETA: 7s - loss: 0.4437 - acc: 0.787 - ETA: 7s - loss: 0.4420 - acc: 0.788 - ETA: 7s - loss: 0.4420 - acc: 0.787 - ETA: 6s - loss: 0.4424 - acc: 0.787 - ETA: 6s - loss: 0.4424 - acc: 0.787 - ETA: 6s - loss: 0.4414 - acc: 0.787 - ETA: 6s - loss: 0.4420 - acc: 0.786 - ETA: 5s - loss: 0.4415 - acc: 0.787 - ETA: 5s - loss: 0.4411 - acc: 0.787 - ETA: 5s - loss: 0.4406 - acc: 0.788 - ETA: 4s - loss: 0.4385 - acc: 0.789 - ETA: 4s - loss: 0.4391 - acc: 0.788 - ETA: 4s - loss: 0.4405 - acc: 0.787 - ETA: 4s - loss: 0.4414 - acc: 0.785 - ETA: 3s - loss: 0.4408 - acc: 0.785 - ETA: 3s - loss: 0.4413 - acc: 0.785 - ETA: 3s - loss: 0.4430 - acc: 0.784 - ETA: 2s - loss: 0.4421 - acc: 0.785 - ETA: 2s - loss: 0.4410 - acc: 0.786 - ETA: 2s - loss: 0.4408 - acc: 0.786 - ETA: 2s - loss: 0.4407 - acc: 0.786 - ETA: 1s - loss: 0.4398 - acc: 0.786 - ETA: 1s - loss: 0.4401 - acc: 0.787 - ETA: 1s - loss: 0.4406 - acc: 0.787 - ETA: 0s - loss: 0.4398 - acc: 0.789 - ETA: 0s - loss: 0.4390 - acc: 0.789 - ETA: 0s - loss: 0.4385 - acc: 0.790 - 36s - loss: 0.4392 - acc: 0.7900 - val_loss: 0.4724 - val_acc: 0.7841
Epoch 45/100
100/100 [==============================] - ETA: 6s - loss: 0.6801 - acc: 0.687 - ETA: 6s - loss: 0.6221 - acc: 0.687 - ETA: 6s - loss: 0.6145 - acc: 0.708 - ETA: 7s - loss: 0.5837 - acc: 0.718 - ETA: 7s - loss: 0.5619 - acc: 0.718 - ETA: 7s - loss: 0.5488 - acc: 0.724 - ETA: 7s - loss: 0.5467 - acc: 0.732 - ETA: 7s - loss: 0.5362 - acc: 0.738 - ETA: 6s - loss: 0.5399 - acc: 0.736 - ETA: 6s - loss: 0.5295 - acc: 0.743 - ETA: 6s - loss: 0.5386 - acc: 0.738 - ETA: 7s - loss: 0.5288 - acc: 0.747 - ETA: 8s - loss: 0.5181 - acc: 0.754 - ETA: 10s - loss: 0.5185 - acc: 0.75 - ETA: 11s - loss: 0.5023 - acc: 0.76 - ETA: 12s - loss: 0.4932 - acc: 0.77 - ETA: 13s - loss: 0.4942 - acc: 0.77 - ETA: 13s - loss: 0.4986 - acc: 0.76 - ETA: 14s - loss: 0.4932 - acc: 0.76 - ETA: 14s - loss: 0.4861 - acc: 0.76 - ETA: 15s - loss: 0.4868 - acc: 0.76 - ETA: 15s - loss: 0.4862 - acc: 0.76 - ETA: 15s - loss: 0.4816 - acc: 0.76 - ETA: 15s - loss: 0.4775 - acc: 0.76 - ETA: 15s - loss: 0.4829 - acc: 0.76 - ETA: 16s - loss: 0.4835 - acc: 0.76 - ETA: 16s - loss: 0.4789 - acc: 0.76 - ETA: 16s - loss: 0.4814 - acc: 0.76 - ETA: 16s - loss: 0.4786 - acc: 0.76 - ETA: 16s - loss: 0.4759 - acc: 0.76 - ETA: 16s - loss: 0.4749 - acc: 0.76 - ETA: 16s - loss: 0.4690 - acc: 0.76 - ETA: 16s - loss: 0.4653 - acc: 0.77 - ETA: 16s - loss: 0.4643 - acc: 0.77 - ETA: 16s - loss: 0.4714 - acc: 0.76 - ETA: 15s - loss: 0.4690 - acc: 0.77 - ETA: 15s - loss: 0.4677 - acc: 0.77 - ETA: 15s - loss: 0.4651 - acc: 0.77 - ETA: 15s - loss: 0.4647 - acc: 0.77 - ETA: 15s - loss: 0.4638 - acc: 0.77 - ETA: 15s - loss: 0.4625 - acc: 0.77 - ETA: 15s - loss: 0.4673 - acc: 0.77 - ETA: 14s - loss: 0.4675 - acc: 0.77 - ETA: 14s - loss: 0.4662 - acc: 0.77 - ETA: 14s - loss: 0.4661 - acc: 0.77 - ETA: 14s - loss: 0.4664 - acc: 0.77 - ETA: 14s - loss: 0.4662 - acc: 0.77 - ETA: 13s - loss: 0.4667 - acc: 0.77 - ETA: 13s - loss: 0.4692 - acc: 0.77 - ETA: 13s - loss: 0.4667 - acc: 0.77 - ETA: 13s - loss: 0.4630 - acc: 0.77 - ETA: 13s - loss: 0.4625 - acc: 0.77 - ETA: 12s - loss: 0.4611 - acc: 0.78 - ETA: 12s - loss: 0.4608 - acc: 0.78 - ETA: 12s - loss: 0.4592 - acc: 0.78 - ETA: 12s - loss: 0.4582 - acc: 0.78 - ETA: 11s - loss: 0.4636 - acc: 0.77 - ETA: 11s - loss: 0.4675 - acc: 0.77 - ETA: 11s - loss: 0.4667 - acc: 0.77 - ETA: 11s - loss: 0.4628 - acc: 0.77 - ETA: 10s - loss: 0.4632 - acc: 0.77 - ETA: 10s - loss: 0.4612 - acc: 0.77 - ETA: 10s - loss: 0.4602 - acc: 0.78 - ETA: 10s - loss: 0.4592 - acc: 0.78 - ETA: 9s - loss: 0.4568 - acc: 0.7827 - ETA: 9s - loss: 0.4545 - acc: 0.783 - ETA: 9s - loss: 0.4530 - acc: 0.784 - ETA: 9s - loss: 0.4533 - acc: 0.784 - ETA: 8s - loss: 0.4513 - acc: 0.785 - ETA: 8s - loss: 0.4521 - acc: 0.784 - ETA: 8s - loss: 0.4508 - acc: 0.786 - ETA: 8s - loss: 0.4549 - acc: 0.783 - ETA: 7s - loss: 0.4546 - acc: 0.783 - ETA: 7s - loss: 0.4554 - acc: 0.782 - ETA: 7s - loss: 0.4542 - acc: 0.783 - ETA: 6s - loss: 0.4527 - acc: 0.785 - ETA: 6s - loss: 0.4526 - acc: 0.784 - ETA: 6s - loss: 0.4556 - acc: 0.782 - ETA: 6s - loss: 0.4588 - acc: 0.780 - ETA: 5s - loss: 0.4575 - acc: 0.782 - ETA: 5s - loss: 0.4574 - acc: 0.781 - ETA: 5s - loss: 0.4578 - acc: 0.781 - ETA: 4s - loss: 0.4586 - acc: 0.779 - ETA: 4s - loss: 0.4581 - acc: 0.780 - ETA: 4s - loss: 0.4580 - acc: 0.780 - ETA: 4s - loss: 0.4577 - acc: 0.781 - ETA: 3s - loss: 0.4582 - acc: 0.780 - ETA: 3s - loss: 0.4574 - acc: 0.781 - ETA: 3s - loss: 0.4563 - acc: 0.781 - ETA: 2s - loss: 0.4551 - acc: 0.781 - ETA: 2s - loss: 0.4554 - acc: 0.781 - ETA: 2s - loss: 0.4547 - acc: 0.782 - ETA: 2s - loss: 0.4550 - acc: 0.782 - ETA: 1s - loss: 0.4531 - acc: 0.782 - ETA: 1s - loss: 0.4523 - acc: 0.782 - ETA: 1s - loss: 0.4521 - acc: 0.783 - ETA: 0s - loss: 0.4522 - acc: 0.783 - ETA: 0s - loss: 0.4520 - acc: 0.783 - ETA: 0s - loss: 0.4508 - acc: 0.783 - 37s - loss: 0.4500 - acc: 0.7837 - val_loss: 0.4844 - val_acc: 0.7728
Epoch 46/100
100/100 [==============================] - ETA: 6s - loss: 0.4204 - acc: 0.843 - ETA: 6s - loss: 0.4913 - acc: 0.765 - ETA: 6s - loss: 0.4814 - acc: 0.750 - ETA: 6s - loss: 0.4987 - acc: 0.742 - ETA: 6s - loss: 0.5000 - acc: 0.762 - ETA: 6s - loss: 0.5010 - acc: 0.770 - ETA: 7s - loss: 0.5083 - acc: 0.767 - ETA: 6s - loss: 0.5162 - acc: 0.761 - ETA: 6s - loss: 0.4988 - acc: 0.777 - ETA: 6s - loss: 0.4988 - acc: 0.781 - ETA: 6s - loss: 0.4850 - acc: 0.784 - ETA: 7s - loss: 0.4823 - acc: 0.781 - ETA: 9s - loss: 0.4813 - acc: 0.781 - ETA: 10s - loss: 0.4700 - acc: 0.78 - ETA: 11s - loss: 0.4577 - acc: 0.79 - ETA: 12s - loss: 0.4582 - acc: 0.80 - ETA: 12s - loss: 0.4538 - acc: 0.80 - ETA: 13s - loss: 0.4621 - acc: 0.79 - ETA: 14s - loss: 0.4612 - acc: 0.79 - ETA: 14s - loss: 0.4687 - acc: 0.78 - ETA: 14s - loss: 0.4647 - acc: 0.79 - ETA: 14s - loss: 0.4619 - acc: 0.79 - ETA: 14s - loss: 0.4592 - acc: 0.79 - ETA: 15s - loss: 0.4533 - acc: 0.79 - ETA: 15s - loss: 0.4510 - acc: 0.79 - ETA: 15s - loss: 0.4454 - acc: 0.80 - ETA: 15s - loss: 0.4549 - acc: 0.79 - ETA: 15s - loss: 0.4524 - acc: 0.79 - ETA: 15s - loss: 0.4513 - acc: 0.79 - ETA: 15s - loss: 0.4513 - acc: 0.79 - ETA: 15s - loss: 0.4519 - acc: 0.79 - ETA: 15s - loss: 0.4465 - acc: 0.80 - ETA: 14s - loss: 0.4436 - acc: 0.80 - ETA: 14s - loss: 0.4393 - acc: 0.80 - ETA: 14s - loss: 0.4371 - acc: 0.80 - ETA: 14s - loss: 0.4354 - acc: 0.80 - ETA: 14s - loss: 0.4331 - acc: 0.80 - ETA: 14s - loss: 0.4355 - acc: 0.80 - ETA: 13s - loss: 0.4357 - acc: 0.80 - ETA: 13s - loss: 0.4339 - acc: 0.80 - ETA: 13s - loss: 0.4372 - acc: 0.80 - ETA: 13s - loss: 0.4363 - acc: 0.80 - ETA: 13s - loss: 0.4367 - acc: 0.80 - ETA: 13s - loss: 0.4392 - acc: 0.80 - ETA: 12s - loss: 0.4379 - acc: 0.80 - ETA: 12s - loss: 0.4369 - acc: 0.80 - ETA: 12s - loss: 0.4378 - acc: 0.80 - ETA: 12s - loss: 0.4397 - acc: 0.80 - ETA: 12s - loss: 0.4400 - acc: 0.79 - ETA: 12s - loss: 0.4434 - acc: 0.79 - ETA: 11s - loss: 0.4463 - acc: 0.79 - ETA: 11s - loss: 0.4477 - acc: 0.79 - ETA: 11s - loss: 0.4458 - acc: 0.79 - ETA: 11s - loss: 0.4475 - acc: 0.79 - ETA: 11s - loss: 0.4470 - acc: 0.79 - ETA: 10s - loss: 0.4475 - acc: 0.79 - ETA: 10s - loss: 0.4481 - acc: 0.79 - ETA: 10s - loss: 0.4493 - acc: 0.79 - ETA: 10s - loss: 0.4458 - acc: 0.79 - ETA: 9s - loss: 0.4461 - acc: 0.7937 - ETA: 9s - loss: 0.4449 - acc: 0.793 - ETA: 9s - loss: 0.4452 - acc: 0.793 - ETA: 9s - loss: 0.4439 - acc: 0.795 - ETA: 9s - loss: 0.4442 - acc: 0.793 - ETA: 8s - loss: 0.4453 - acc: 0.792 - ETA: 8s - loss: 0.4470 - acc: 0.790 - ETA: 8s - loss: 0.4467 - acc: 0.791 - ETA: 8s - loss: 0.4502 - acc: 0.788 - ETA: 7s - loss: 0.4520 - acc: 0.787 - ETA: 7s - loss: 0.4492 - acc: 0.788 - ETA: 7s - loss: 0.4487 - acc: 0.789 - ETA: 7s - loss: 0.4475 - acc: 0.790 - ETA: 6s - loss: 0.4495 - acc: 0.789 - ETA: 6s - loss: 0.4472 - acc: 0.790 - ETA: 6s - loss: 0.4468 - acc: 0.789 - ETA: 6s - loss: 0.4462 - acc: 0.789 - ETA: 5s - loss: 0.4453 - acc: 0.790 - ETA: 5s - loss: 0.4487 - acc: 0.788 - ETA: 5s - loss: 0.4478 - acc: 0.788 - ETA: 5s - loss: 0.4468 - acc: 0.789 - ETA: 4s - loss: 0.4466 - acc: 0.788 - ETA: 4s - loss: 0.4458 - acc: 0.788 - ETA: 4s - loss: 0.4435 - acc: 0.789 - ETA: 4s - loss: 0.4429 - acc: 0.789 - ETA: 3s - loss: 0.4418 - acc: 0.790 - ETA: 3s - loss: 0.4409 - acc: 0.790 - ETA: 3s - loss: 0.4397 - acc: 0.790 - ETA: 3s - loss: 0.4398 - acc: 0.789 - ETA: 2s - loss: 0.4415 - acc: 0.788 - ETA: 2s - loss: 0.4411 - acc: 0.788 - ETA: 2s - loss: 0.4406 - acc: 0.789 - ETA: 2s - loss: 0.4400 - acc: 0.789 - ETA: 1s - loss: 0.4397 - acc: 0.790 - ETA: 1s - loss: 0.4399 - acc: 0.789 - ETA: 1s - loss: 0.4414 - acc: 0.789 - ETA: 1s - loss: 0.4402 - acc: 0.790 - ETA: 0s - loss: 0.4401 - acc: 0.790 - ETA: 0s - loss: 0.4395 - acc: 0.791 - ETA: 0s - loss: 0.4373 - acc: 0.792 - 32s - loss: 0.4387 - acc: 0.7919 - val_loss: 0.4613 - val_acc: 0.7687
Epoch 47/100
100/100 [==============================] - ETA: 6s - loss: 0.3943 - acc: 0.875 - ETA: 7s - loss: 0.5289 - acc: 0.765 - ETA: 7s - loss: 0.4844 - acc: 0.760 - ETA: 7s - loss: 0.4860 - acc: 0.773 - ETA: 7s - loss: 0.4834 - acc: 0.775 - ETA: 7s - loss: 0.4906 - acc: 0.765 - ETA: 7s - loss: 0.4620 - acc: 0.785 - ETA: 7s - loss: 0.4369 - acc: 0.804 - ETA: 6s - loss: 0.4411 - acc: 0.802 - ETA: 6s - loss: 0.4383 - acc: 0.800 - ETA: 6s - loss: 0.4423 - acc: 0.801 - ETA: 7s - loss: 0.4485 - acc: 0.796 - ETA: 8s - loss: 0.4458 - acc: 0.790 - ETA: 9s - loss: 0.4513 - acc: 0.792 - ETA: 10s - loss: 0.4471 - acc: 0.79 - ETA: 11s - loss: 0.4504 - acc: 0.79 - ETA: 11s - loss: 0.4417 - acc: 0.80 - ETA: 12s - loss: 0.4454 - acc: 0.79 - ETA: 12s - loss: 0.4429 - acc: 0.79 - ETA: 13s - loss: 0.4442 - acc: 0.79 - ETA: 13s - loss: 0.4398 - acc: 0.80 - ETA: 13s - loss: 0.4416 - acc: 0.79 - ETA: 13s - loss: 0.4400 - acc: 0.80 - ETA: 13s - loss: 0.4397 - acc: 0.80 - ETA: 13s - loss: 0.4458 - acc: 0.80 - ETA: 14s - loss: 0.4471 - acc: 0.80 - ETA: 14s - loss: 0.4409 - acc: 0.80 - ETA: 14s - loss: 0.4346 - acc: 0.81 - ETA: 14s - loss: 0.4309 - acc: 0.81 - ETA: 14s - loss: 0.4364 - acc: 0.80 - ETA: 14s - loss: 0.4336 - acc: 0.80 - ETA: 14s - loss: 0.4369 - acc: 0.80 - ETA: 14s - loss: 0.4375 - acc: 0.80 - ETA: 14s - loss: 0.4336 - acc: 0.80 - ETA: 14s - loss: 0.4387 - acc: 0.80 - ETA: 14s - loss: 0.4368 - acc: 0.80 - ETA: 14s - loss: 0.4319 - acc: 0.80 - ETA: 14s - loss: 0.4293 - acc: 0.80 - ETA: 14s - loss: 0.4280 - acc: 0.80 - ETA: 14s - loss: 0.4264 - acc: 0.80 - ETA: 14s - loss: 0.4261 - acc: 0.80 - ETA: 13s - loss: 0.4272 - acc: 0.80 - ETA: 13s - loss: 0.4271 - acc: 0.80 - ETA: 13s - loss: 0.4269 - acc: 0.80 - ETA: 13s - loss: 0.4281 - acc: 0.80 - ETA: 13s - loss: 0.4254 - acc: 0.80 - ETA: 13s - loss: 0.4268 - acc: 0.80 - ETA: 13s - loss: 0.4291 - acc: 0.80 - ETA: 13s - loss: 0.4279 - acc: 0.80 - ETA: 12s - loss: 0.4274 - acc: 0.80 - ETA: 12s - loss: 0.4287 - acc: 0.80 - ETA: 12s - loss: 0.4318 - acc: 0.80 - ETA: 12s - loss: 0.4324 - acc: 0.80 - ETA: 12s - loss: 0.4335 - acc: 0.80 - ETA: 11s - loss: 0.4347 - acc: 0.80 - ETA: 11s - loss: 0.4333 - acc: 0.80 - ETA: 11s - loss: 0.4316 - acc: 0.80 - ETA: 11s - loss: 0.4322 - acc: 0.80 - ETA: 10s - loss: 0.4306 - acc: 0.80 - ETA: 10s - loss: 0.4339 - acc: 0.80 - ETA: 10s - loss: 0.4331 - acc: 0.80 - ETA: 10s - loss: 0.4346 - acc: 0.79 - ETA: 9s - loss: 0.4344 - acc: 0.7986 - ETA: 9s - loss: 0.4354 - acc: 0.797 - ETA: 9s - loss: 0.4351 - acc: 0.797 - ETA: 9s - loss: 0.4360 - acc: 0.797 - ETA: 9s - loss: 0.4351 - acc: 0.798 - ETA: 8s - loss: 0.4331 - acc: 0.800 - ETA: 8s - loss: 0.4311 - acc: 0.801 - ETA: 8s - loss: 0.4338 - acc: 0.799 - ETA: 8s - loss: 0.4330 - acc: 0.800 - ETA: 7s - loss: 0.4327 - acc: 0.800 - ETA: 7s - loss: 0.4301 - acc: 0.801 - ETA: 7s - loss: 0.4325 - acc: 0.799 - ETA: 6s - loss: 0.4328 - acc: 0.799 - ETA: 6s - loss: 0.4321 - acc: 0.798 - ETA: 6s - loss: 0.4319 - acc: 0.799 - ETA: 6s - loss: 0.4330 - acc: 0.798 - ETA: 5s - loss: 0.4321 - acc: 0.798 - ETA: 5s - loss: 0.4326 - acc: 0.798 - ETA: 5s - loss: 0.4343 - acc: 0.796 - ETA: 5s - loss: 0.4338 - acc: 0.796 - ETA: 4s - loss: 0.4337 - acc: 0.795 - ETA: 4s - loss: 0.4343 - acc: 0.795 - ETA: 4s - loss: 0.4333 - acc: 0.796 - ETA: 3s - loss: 0.4338 - acc: 0.795 - ETA: 3s - loss: 0.4352 - acc: 0.794 - ETA: 3s - loss: 0.4359 - acc: 0.794 - ETA: 3s - loss: 0.4350 - acc: 0.794 - ETA: 2s - loss: 0.4354 - acc: 0.794 - ETA: 2s - loss: 0.4352 - acc: 0.794 - ETA: 2s - loss: 0.4349 - acc: 0.794 - ETA: 2s - loss: 0.4352 - acc: 0.793 - ETA: 1s - loss: 0.4347 - acc: 0.793 - ETA: 1s - loss: 0.4348 - acc: 0.793 - ETA: 1s - loss: 0.4347 - acc: 0.793 - ETA: 0s - loss: 0.4351 - acc: 0.793 - ETA: 0s - loss: 0.4350 - acc: 0.794 - ETA: 0s - loss: 0.4351 - acc: 0.793 - 35s - loss: 0.4342 - acc: 0.7934 - val_loss: 0.4555 - val_acc: 0.7798
Epoch 48/100
100/100 [==============================] - ETA: 6s - loss: 0.5042 - acc: 0.750 - ETA: 7s - loss: 0.4232 - acc: 0.812 - ETA: 7s - loss: 0.4223 - acc: 0.802 - ETA: 7s - loss: 0.3996 - acc: 0.820 - ETA: 7s - loss: 0.4238 - acc: 0.806 - ETA: 7s - loss: 0.4191 - acc: 0.802 - ETA: 6s - loss: 0.4449 - acc: 0.794 - ETA: 6s - loss: 0.4377 - acc: 0.796 - ETA: 6s - loss: 0.4324 - acc: 0.802 - ETA: 6s - loss: 0.4254 - acc: 0.803 - ETA: 6s - loss: 0.4243 - acc: 0.809 - ETA: 6s - loss: 0.4284 - acc: 0.809 - ETA: 8s - loss: 0.4327 - acc: 0.807 - ETA: 9s - loss: 0.4271 - acc: 0.810 - ETA: 10s - loss: 0.4266 - acc: 0.80 - ETA: 11s - loss: 0.4287 - acc: 0.80 - ETA: 12s - loss: 0.4285 - acc: 0.80 - ETA: 13s - loss: 0.4294 - acc: 0.80 - ETA: 13s - loss: 0.4250 - acc: 0.80 - ETA: 14s - loss: 0.4237 - acc: 0.80 - ETA: 15s - loss: 0.4193 - acc: 0.80 - ETA: 15s - loss: 0.4185 - acc: 0.80 - ETA: 15s - loss: 0.4191 - acc: 0.80 - ETA: 15s - loss: 0.4241 - acc: 0.80 - ETA: 15s - loss: 0.4266 - acc: 0.80 - ETA: 15s - loss: 0.4234 - acc: 0.80 - ETA: 15s - loss: 0.4239 - acc: 0.80 - ETA: 15s - loss: 0.4275 - acc: 0.79 - ETA: 15s - loss: 0.4275 - acc: 0.79 - ETA: 15s - loss: 0.4282 - acc: 0.79 - ETA: 15s - loss: 0.4281 - acc: 0.79 - ETA: 14s - loss: 0.4276 - acc: 0.79 - ETA: 14s - loss: 0.4254 - acc: 0.79 - ETA: 14s - loss: 0.4280 - acc: 0.79 - ETA: 14s - loss: 0.4272 - acc: 0.79 - ETA: 14s - loss: 0.4302 - acc: 0.79 - ETA: 14s - loss: 0.4278 - acc: 0.79 - ETA: 14s - loss: 0.4275 - acc: 0.79 - ETA: 14s - loss: 0.4274 - acc: 0.79 - ETA: 14s - loss: 0.4248 - acc: 0.79 - ETA: 13s - loss: 0.4282 - acc: 0.79 - ETA: 13s - loss: 0.4280 - acc: 0.79 - ETA: 13s - loss: 0.4288 - acc: 0.79 - ETA: 13s - loss: 0.4306 - acc: 0.79 - ETA: 13s - loss: 0.4272 - acc: 0.80 - ETA: 12s - loss: 0.4286 - acc: 0.80 - ETA: 12s - loss: 0.4282 - acc: 0.80 - ETA: 12s - loss: 0.4277 - acc: 0.79 - ETA: 12s - loss: 0.4280 - acc: 0.80 - ETA: 12s - loss: 0.4307 - acc: 0.79 - ETA: 11s - loss: 0.4306 - acc: 0.79 - ETA: 11s - loss: 0.4309 - acc: 0.79 - ETA: 11s - loss: 0.4317 - acc: 0.79 - ETA: 11s - loss: 0.4310 - acc: 0.79 - ETA: 10s - loss: 0.4314 - acc: 0.79 - ETA: 10s - loss: 0.4296 - acc: 0.79 - ETA: 10s - loss: 0.4287 - acc: 0.80 - ETA: 10s - loss: 0.4287 - acc: 0.80 - ETA: 10s - loss: 0.4307 - acc: 0.80 - ETA: 9s - loss: 0.4308 - acc: 0.7995 - ETA: 9s - loss: 0.4342 - acc: 0.798 - ETA: 9s - loss: 0.4358 - acc: 0.797 - ETA: 9s - loss: 0.4351 - acc: 0.798 - ETA: 8s - loss: 0.4349 - acc: 0.796 - ETA: 8s - loss: 0.4330 - acc: 0.798 - ETA: 8s - loss: 0.4331 - acc: 0.797 - ETA: 8s - loss: 0.4338 - acc: 0.797 - ETA: 7s - loss: 0.4340 - acc: 0.796 - ETA: 7s - loss: 0.4324 - acc: 0.798 - ETA: 7s - loss: 0.4311 - acc: 0.799 - ETA: 7s - loss: 0.4289 - acc: 0.800 - ETA: 6s - loss: 0.4293 - acc: 0.799 - ETA: 6s - loss: 0.4269 - acc: 0.801 - ETA: 6s - loss: 0.4249 - acc: 0.802 - ETA: 6s - loss: 0.4284 - acc: 0.800 - ETA: 5s - loss: 0.4291 - acc: 0.799 - ETA: 5s - loss: 0.4321 - acc: 0.798 - ETA: 5s - loss: 0.4320 - acc: 0.798 - ETA: 5s - loss: 0.4328 - acc: 0.798 - ETA: 4s - loss: 0.4330 - acc: 0.799 - ETA: 4s - loss: 0.4339 - acc: 0.798 - ETA: 4s - loss: 0.4366 - acc: 0.796 - ETA: 4s - loss: 0.4378 - acc: 0.794 - ETA: 4s - loss: 0.4368 - acc: 0.795 - ETA: 3s - loss: 0.4353 - acc: 0.796 - ETA: 3s - loss: 0.4358 - acc: 0.796 - ETA: 3s - loss: 0.4355 - acc: 0.796 - ETA: 2s - loss: 0.4346 - acc: 0.798 - ETA: 2s - loss: 0.4352 - acc: 0.798 - ETA: 2s - loss: 0.4362 - acc: 0.798 - ETA: 2s - loss: 0.4362 - acc: 0.799 - ETA: 1s - loss: 0.4366 - acc: 0.798 - ETA: 1s - loss: 0.4353 - acc: 0.799 - ETA: 1s - loss: 0.4365 - acc: 0.797 - ETA: 1s - loss: 0.4373 - acc: 0.797 - ETA: 1s - loss: 0.4364 - acc: 0.798 - ETA: 0s - loss: 0.4352 - acc: 0.799 - ETA: 0s - loss: 0.4339 - acc: 0.800 - ETA: 0s - loss: 0.4331 - acc: 0.801 - 30s - loss: 0.4329 - acc: 0.8012 - val_loss: 0.4382 - val_acc: 0.8009
Epoch 49/100
100/100 [==============================] - ETA: 6s - loss: 0.4487 - acc: 0.781 - ETA: 6s - loss: 0.3946 - acc: 0.796 - ETA: 6s - loss: 0.4563 - acc: 0.770 - ETA: 6s - loss: 0.4440 - acc: 0.781 - ETA: 6s - loss: 0.4220 - acc: 0.793 - ETA: 6s - loss: 0.4175 - acc: 0.802 - ETA: 6s - loss: 0.4442 - acc: 0.790 - ETA: 6s - loss: 0.4430 - acc: 0.793 - ETA: 6s - loss: 0.4385 - acc: 0.802 - ETA: 6s - loss: 0.4303 - acc: 0.809 - ETA: 6s - loss: 0.4230 - acc: 0.812 - ETA: 5s - loss: 0.4120 - acc: 0.817 - ETA: 6s - loss: 0.4090 - acc: 0.819 - ETA: 7s - loss: 0.4074 - acc: 0.821 - ETA: 8s - loss: 0.4148 - acc: 0.812 - ETA: 9s - loss: 0.4131 - acc: 0.808 - ETA: 10s - loss: 0.4126 - acc: 0.81 - ETA: 10s - loss: 0.4084 - acc: 0.81 - ETA: 10s - loss: 0.4104 - acc: 0.81 - ETA: 11s - loss: 0.4044 - acc: 0.81 - ETA: 11s - loss: 0.4065 - acc: 0.81 - ETA: 11s - loss: 0.4082 - acc: 0.81 - ETA: 12s - loss: 0.4071 - acc: 0.81 - ETA: 12s - loss: 0.4116 - acc: 0.80 - ETA: 12s - loss: 0.4225 - acc: 0.80 - ETA: 12s - loss: 0.4248 - acc: 0.79 - ETA: 12s - loss: 0.4297 - acc: 0.79 - ETA: 12s - loss: 0.4322 - acc: 0.79 - ETA: 12s - loss: 0.4399 - acc: 0.79 - ETA: 12s - loss: 0.4364 - acc: 0.80 - ETA: 12s - loss: 0.4393 - acc: 0.79 - ETA: 12s - loss: 0.4402 - acc: 0.79 - ETA: 12s - loss: 0.4382 - acc: 0.79 - ETA: 12s - loss: 0.4378 - acc: 0.79 - ETA: 12s - loss: 0.4429 - acc: 0.79 - ETA: 12s - loss: 0.4420 - acc: 0.79 - ETA: 12s - loss: 0.4364 - acc: 0.79 - ETA: 12s - loss: 0.4371 - acc: 0.79 - ETA: 12s - loss: 0.4387 - acc: 0.79 - ETA: 12s - loss: 0.4368 - acc: 0.79 - ETA: 12s - loss: 0.4367 - acc: 0.79 - ETA: 11s - loss: 0.4347 - acc: 0.79 - ETA: 11s - loss: 0.4330 - acc: 0.80 - ETA: 11s - loss: 0.4367 - acc: 0.79 - ETA: 11s - loss: 0.4403 - acc: 0.79 - ETA: 11s - loss: 0.4374 - acc: 0.79 - ETA: 11s - loss: 0.4354 - acc: 0.80 - ETA: 11s - loss: 0.4309 - acc: 0.80 - ETA: 10s - loss: 0.4322 - acc: 0.80 - ETA: 10s - loss: 0.4323 - acc: 0.80 - ETA: 10s - loss: 0.4332 - acc: 0.80 - ETA: 10s - loss: 0.4383 - acc: 0.80 - ETA: 10s - loss: 0.4401 - acc: 0.79 - ETA: 9s - loss: 0.4397 - acc: 0.8003 - ETA: 9s - loss: 0.4384 - acc: 0.801 - ETA: 9s - loss: 0.4405 - acc: 0.800 - ETA: 9s - loss: 0.4423 - acc: 0.798 - ETA: 9s - loss: 0.4431 - acc: 0.798 - ETA: 8s - loss: 0.4419 - acc: 0.798 - ETA: 8s - loss: 0.4428 - acc: 0.797 - ETA: 8s - loss: 0.4476 - acc: 0.795 - ETA: 8s - loss: 0.4460 - acc: 0.796 - ETA: 8s - loss: 0.4427 - acc: 0.798 - ETA: 7s - loss: 0.4410 - acc: 0.799 - ETA: 7s - loss: 0.4396 - acc: 0.800 - ETA: 7s - loss: 0.4393 - acc: 0.799 - ETA: 7s - loss: 0.4404 - acc: 0.799 - ETA: 7s - loss: 0.4410 - acc: 0.798 - ETA: 6s - loss: 0.4410 - acc: 0.798 - ETA: 6s - loss: 0.4390 - acc: 0.799 - ETA: 6s - loss: 0.4372 - acc: 0.800 - ETA: 6s - loss: 0.4388 - acc: 0.798 - ETA: 6s - loss: 0.4372 - acc: 0.799 - ETA: 5s - loss: 0.4371 - acc: 0.799 - ETA: 5s - loss: 0.4368 - acc: 0.799 - ETA: 5s - loss: 0.4357 - acc: 0.800 - ETA: 5s - loss: 0.4340 - acc: 0.801 - ETA: 5s - loss: 0.4351 - acc: 0.799 - ETA: 4s - loss: 0.4356 - acc: 0.798 - ETA: 4s - loss: 0.4349 - acc: 0.799 - ETA: 4s - loss: 0.4335 - acc: 0.799 - ETA: 4s - loss: 0.4319 - acc: 0.801 - ETA: 3s - loss: 0.4310 - acc: 0.801 - ETA: 3s - loss: 0.4309 - acc: 0.801 - ETA: 3s - loss: 0.4335 - acc: 0.800 - ETA: 3s - loss: 0.4321 - acc: 0.801 - ETA: 3s - loss: 0.4327 - acc: 0.800 - ETA: 2s - loss: 0.4294 - acc: 0.802 - ETA: 2s - loss: 0.4306 - acc: 0.801 - ETA: 2s - loss: 0.4291 - acc: 0.802 - ETA: 2s - loss: 0.4279 - acc: 0.802 - ETA: 1s - loss: 0.4275 - acc: 0.802 - ETA: 1s - loss: 0.4265 - acc: 0.803 - ETA: 1s - loss: 0.4262 - acc: 0.803 - ETA: 1s - loss: 0.4262 - acc: 0.803 - ETA: 0s - loss: 0.4256 - acc: 0.803 - ETA: 0s - loss: 0.4272 - acc: 0.801 - ETA: 0s - loss: 0.4256 - acc: 0.803 - ETA: 0s - loss: 0.4238 - acc: 0.804 - 29s - loss: 0.4233 - acc: 0.8041 - val_loss: 0.4324 - val_acc: 0.8080
Epoch 50/100
100/100 [==============================] - ETA: 6s - loss: 0.2222 - acc: 0.968 - ETA: 6s - loss: 0.3087 - acc: 0.875 - ETA: 6s - loss: 0.4768 - acc: 0.812 - ETA: 6s - loss: 0.4432 - acc: 0.820 - ETA: 6s - loss: 0.4594 - acc: 0.818 - ETA: 6s - loss: 0.4950 - acc: 0.786 - ETA: 6s - loss: 0.5057 - acc: 0.776 - ETA: 6s - loss: 0.5070 - acc: 0.773 - ETA: 6s - loss: 0.4927 - acc: 0.781 - ETA: 6s - loss: 0.5022 - acc: 0.775 - ETA: 6s - loss: 0.4924 - acc: 0.781 - ETA: 5s - loss: 0.4855 - acc: 0.783 - ETA: 6s - loss: 0.4870 - acc: 0.778 - ETA: 6s - loss: 0.4826 - acc: 0.781 - ETA: 8s - loss: 0.4816 - acc: 0.779 - ETA: 8s - loss: 0.4737 - acc: 0.781 - ETA: 9s - loss: 0.4692 - acc: 0.786 - ETA: 9s - loss: 0.4699 - acc: 0.784 - ETA: 10s - loss: 0.4691 - acc: 0.78 - ETA: 10s - loss: 0.4703 - acc: 0.78 - ETA: 11s - loss: 0.4783 - acc: 0.77 - ETA: 11s - loss: 0.4770 - acc: 0.77 - ETA: 11s - loss: 0.4727 - acc: 0.77 - ETA: 11s - loss: 0.4638 - acc: 0.78 - ETA: 12s - loss: 0.4623 - acc: 0.78 - ETA: 12s - loss: 0.4603 - acc: 0.78 - ETA: 12s - loss: 0.4589 - acc: 0.78 - ETA: 12s - loss: 0.4606 - acc: 0.78 - ETA: 12s - loss: 0.4582 - acc: 0.78 - ETA: 12s - loss: 0.4634 - acc: 0.78 - ETA: 12s - loss: 0.4637 - acc: 0.78 - ETA: 12s - loss: 0.4633 - acc: 0.78 - ETA: 12s - loss: 0.4600 - acc: 0.78 - ETA: 12s - loss: 0.4656 - acc: 0.77 - ETA: 12s - loss: 0.4691 - acc: 0.77 - ETA: 12s - loss: 0.4673 - acc: 0.78 - ETA: 12s - loss: 0.4618 - acc: 0.78 - ETA: 12s - loss: 0.4604 - acc: 0.78 - ETA: 11s - loss: 0.4604 - acc: 0.78 - ETA: 11s - loss: 0.4578 - acc: 0.78 - ETA: 11s - loss: 0.4580 - acc: 0.78 - ETA: 11s - loss: 0.4560 - acc: 0.78 - ETA: 11s - loss: 0.4552 - acc: 0.78 - ETA: 11s - loss: 0.4545 - acc: 0.78 - ETA: 11s - loss: 0.4546 - acc: 0.78 - ETA: 11s - loss: 0.4571 - acc: 0.78 - ETA: 10s - loss: 0.4575 - acc: 0.78 - ETA: 10s - loss: 0.4559 - acc: 0.78 - ETA: 10s - loss: 0.4571 - acc: 0.78 - ETA: 10s - loss: 0.4580 - acc: 0.78 - ETA: 10s - loss: 0.4577 - acc: 0.78 - ETA: 10s - loss: 0.4552 - acc: 0.78 - ETA: 9s - loss: 0.4550 - acc: 0.7866 - ETA: 9s - loss: 0.4540 - acc: 0.785 - ETA: 9s - loss: 0.4528 - acc: 0.785 - ETA: 9s - loss: 0.4505 - acc: 0.786 - ETA: 9s - loss: 0.4535 - acc: 0.784 - ETA: 9s - loss: 0.4514 - acc: 0.785 - ETA: 8s - loss: 0.4491 - acc: 0.786 - ETA: 8s - loss: 0.4492 - acc: 0.785 - ETA: 8s - loss: 0.4445 - acc: 0.788 - ETA: 8s - loss: 0.4449 - acc: 0.788 - ETA: 8s - loss: 0.4444 - acc: 0.789 - ETA: 7s - loss: 0.4432 - acc: 0.789 - ETA: 7s - loss: 0.4428 - acc: 0.788 - ETA: 7s - loss: 0.4433 - acc: 0.788 - ETA: 7s - loss: 0.4436 - acc: 0.788 - ETA: 7s - loss: 0.4450 - acc: 0.788 - ETA: 6s - loss: 0.4456 - acc: 0.788 - ETA: 6s - loss: 0.4441 - acc: 0.788 - ETA: 6s - loss: 0.4496 - acc: 0.786 - ETA: 6s - loss: 0.4528 - acc: 0.784 - ETA: 6s - loss: 0.4541 - acc: 0.783 - ETA: 5s - loss: 0.4520 - acc: 0.785 - ETA: 5s - loss: 0.4517 - acc: 0.785 - ETA: 5s - loss: 0.4504 - acc: 0.786 - ETA: 5s - loss: 0.4479 - acc: 0.787 - ETA: 4s - loss: 0.4465 - acc: 0.788 - ETA: 4s - loss: 0.4453 - acc: 0.789 - ETA: 4s - loss: 0.4463 - acc: 0.790 - ETA: 4s - loss: 0.4458 - acc: 0.790 - ETA: 4s - loss: 0.4450 - acc: 0.790 - ETA: 3s - loss: 0.4433 - acc: 0.791 - ETA: 3s - loss: 0.4410 - acc: 0.792 - ETA: 3s - loss: 0.4412 - acc: 0.792 - ETA: 3s - loss: 0.4399 - acc: 0.792 - ETA: 2s - loss: 0.4394 - acc: 0.792 - ETA: 2s - loss: 0.4384 - acc: 0.793 - ETA: 2s - loss: 0.4386 - acc: 0.793 - ETA: 2s - loss: 0.4374 - acc: 0.794 - ETA: 2s - loss: 0.4381 - acc: 0.793 - ETA: 1s - loss: 0.4394 - acc: 0.793 - ETA: 1s - loss: 0.4384 - acc: 0.794 - ETA: 1s - loss: 0.4384 - acc: 0.794 - ETA: 1s - loss: 0.4378 - acc: 0.795 - ETA: 0s - loss: 0.4362 - acc: 0.796 - ETA: 0s - loss: 0.4351 - acc: 0.796 - ETA: 0s - loss: 0.4334 - acc: 0.797 - ETA: 0s - loss: 0.4333 - acc: 0.797 - 28s - loss: 0.4354 - acc: 0.7956 - val_loss: 0.4612 - val_acc: 0.7900
Epoch 51/100
100/100 [==============================] - ETA: 6s - loss: 0.6432 - acc: 0.687 - ETA: 6s - loss: 0.5193 - acc: 0.750 - ETA: 6s - loss: 0.4656 - acc: 0.781 - ETA: 6s - loss: 0.4808 - acc: 0.773 - ETA: 6s - loss: 0.4913 - acc: 0.768 - ETA: 6s - loss: 0.4805 - acc: 0.786 - ETA: 6s - loss: 0.4589 - acc: 0.794 - ETA: 6s - loss: 0.4430 - acc: 0.804 - ETA: 6s - loss: 0.4509 - acc: 0.802 - ETA: 6s - loss: 0.4851 - acc: 0.781 - ETA: 5s - loss: 0.4892 - acc: 0.775 - ETA: 5s - loss: 0.4815 - acc: 0.773 - ETA: 6s - loss: 0.4717 - acc: 0.776 - ETA: 7s - loss: 0.4682 - acc: 0.776 - ETA: 8s - loss: 0.4675 - acc: 0.775 - ETA: 9s - loss: 0.4507 - acc: 0.787 - ETA: 9s - loss: 0.4513 - acc: 0.790 - ETA: 10s - loss: 0.4500 - acc: 0.79 - ETA: 10s - loss: 0.4520 - acc: 0.78 - ETA: 11s - loss: 0.4464 - acc: 0.79 - ETA: 11s - loss: 0.4492 - acc: 0.78 - ETA: 11s - loss: 0.4476 - acc: 0.78 - ETA: 11s - loss: 0.4429 - acc: 0.78 - ETA: 12s - loss: 0.4415 - acc: 0.78 - ETA: 12s - loss: 0.4476 - acc: 0.78 - ETA: 12s - loss: 0.4460 - acc: 0.78 - ETA: 12s - loss: 0.4457 - acc: 0.78 - ETA: 12s - loss: 0.4452 - acc: 0.78 - ETA: 12s - loss: 0.4443 - acc: 0.77 - ETA: 12s - loss: 0.4424 - acc: 0.78 - ETA: 12s - loss: 0.4438 - acc: 0.78 - ETA: 12s - loss: 0.4395 - acc: 0.78 - ETA: 12s - loss: 0.4385 - acc: 0.78 - ETA: 12s - loss: 0.4405 - acc: 0.78 - ETA: 12s - loss: 0.4395 - acc: 0.78 - ETA: 12s - loss: 0.4394 - acc: 0.78 - ETA: 12s - loss: 0.4383 - acc: 0.78 - ETA: 12s - loss: 0.4378 - acc: 0.78 - ETA: 12s - loss: 0.4329 - acc: 0.78 - ETA: 11s - loss: 0.4332 - acc: 0.78 - ETA: 11s - loss: 0.4380 - acc: 0.78 - ETA: 11s - loss: 0.4324 - acc: 0.78 - ETA: 11s - loss: 0.4316 - acc: 0.78 - ETA: 11s - loss: 0.4354 - acc: 0.78 - ETA: 11s - loss: 0.4330 - acc: 0.78 - ETA: 11s - loss: 0.4290 - acc: 0.78 - ETA: 10s - loss: 0.4265 - acc: 0.78 - ETA: 10s - loss: 0.4276 - acc: 0.78 - ETA: 10s - loss: 0.4317 - acc: 0.78 - ETA: 10s - loss: 0.4331 - acc: 0.78 - ETA: 10s - loss: 0.4338 - acc: 0.78 - ETA: 10s - loss: 0.4346 - acc: 0.78 - ETA: 9s - loss: 0.4330 - acc: 0.7889 - ETA: 9s - loss: 0.4315 - acc: 0.790 - ETA: 9s - loss: 0.4354 - acc: 0.789 - ETA: 9s - loss: 0.4342 - acc: 0.790 - ETA: 9s - loss: 0.4346 - acc: 0.790 - ETA: 9s - loss: 0.4351 - acc: 0.790 - ETA: 8s - loss: 0.4333 - acc: 0.792 - ETA: 8s - loss: 0.4316 - acc: 0.794 - ETA: 8s - loss: 0.4294 - acc: 0.796 - ETA: 8s - loss: 0.4292 - acc: 0.797 - ETA: 8s - loss: 0.4306 - acc: 0.797 - ETA: 7s - loss: 0.4287 - acc: 0.798 - ETA: 7s - loss: 0.4279 - acc: 0.798 - ETA: 7s - loss: 0.4319 - acc: 0.796 - ETA: 7s - loss: 0.4332 - acc: 0.796 - ETA: 7s - loss: 0.4328 - acc: 0.796 - ETA: 6s - loss: 0.4317 - acc: 0.797 - ETA: 6s - loss: 0.4312 - acc: 0.797 - ETA: 6s - loss: 0.4297 - acc: 0.797 - ETA: 6s - loss: 0.4294 - acc: 0.798 - ETA: 6s - loss: 0.4287 - acc: 0.798 - ETA: 5s - loss: 0.4291 - acc: 0.798 - ETA: 5s - loss: 0.4287 - acc: 0.798 - ETA: 5s - loss: 0.4293 - acc: 0.798 - ETA: 5s - loss: 0.4283 - acc: 0.798 - ETA: 5s - loss: 0.4285 - acc: 0.798 - ETA: 4s - loss: 0.4288 - acc: 0.797 - ETA: 4s - loss: 0.4297 - acc: 0.796 - ETA: 4s - loss: 0.4303 - acc: 0.795 - ETA: 4s - loss: 0.4325 - acc: 0.795 - ETA: 3s - loss: 0.4350 - acc: 0.793 - ETA: 3s - loss: 0.4334 - acc: 0.795 - ETA: 3s - loss: 0.4325 - acc: 0.795 - ETA: 3s - loss: 0.4326 - acc: 0.794 - ETA: 3s - loss: 0.4311 - acc: 0.796 - ETA: 2s - loss: 0.4316 - acc: 0.796 - ETA: 2s - loss: 0.4330 - acc: 0.794 - ETA: 2s - loss: 0.4339 - acc: 0.794 - ETA: 2s - loss: 0.4352 - acc: 0.792 - ETA: 1s - loss: 0.4348 - acc: 0.792 - ETA: 1s - loss: 0.4348 - acc: 0.793 - ETA: 1s - loss: 0.4342 - acc: 0.793 - ETA: 1s - loss: 0.4332 - acc: 0.794 - ETA: 0s - loss: 0.4335 - acc: 0.793 - ETA: 0s - loss: 0.4341 - acc: 0.793 - ETA: 0s - loss: 0.4336 - acc: 0.793 - ETA: 0s - loss: 0.4324 - acc: 0.793 - 28s - loss: 0.4331 - acc: 0.7928 - val_loss: 0.4121 - val_acc: 0.8196
Epoch 52/100
100/100 [==============================] - ETA: 6s - loss: 0.4661 - acc: 0.750 - ETA: 6s - loss: 0.6267 - acc: 0.671 - ETA: 5s - loss: 0.6200 - acc: 0.632 - ETA: 5s - loss: 0.5501 - acc: 0.687 - ETA: 5s - loss: 0.5421 - acc: 0.703 - ETA: 5s - loss: 0.5150 - acc: 0.723 - ETA: 5s - loss: 0.4917 - acc: 0.742 - ETA: 5s - loss: 0.4770 - acc: 0.756 - ETA: 5s - loss: 0.4741 - acc: 0.759 - ETA: 5s - loss: 0.4977 - acc: 0.747 - ETA: 5s - loss: 0.4847 - acc: 0.752 - ETA: 6s - loss: 0.4792 - acc: 0.762 - ETA: 7s - loss: 0.4734 - acc: 0.763 - ETA: 8s - loss: 0.4833 - acc: 0.754 - ETA: 9s - loss: 0.4830 - acc: 0.752 - ETA: 9s - loss: 0.4779 - acc: 0.759 - ETA: 10s - loss: 0.4714 - acc: 0.76 - ETA: 10s - loss: 0.4696 - acc: 0.76 - ETA: 11s - loss: 0.4598 - acc: 0.77 - ETA: 11s - loss: 0.4521 - acc: 0.77 - ETA: 11s - loss: 0.4480 - acc: 0.77 - ETA: 12s - loss: 0.4385 - acc: 0.78 - ETA: 12s - loss: 0.4307 - acc: 0.78 - ETA: 12s - loss: 0.4271 - acc: 0.79 - ETA: 12s - loss: 0.4300 - acc: 0.79 - ETA: 12s - loss: 0.4259 - acc: 0.79 - ETA: 12s - loss: 0.4248 - acc: 0.79 - ETA: 12s - loss: 0.4214 - acc: 0.79 - ETA: 12s - loss: 0.4257 - acc: 0.79 - ETA: 12s - loss: 0.4396 - acc: 0.78 - ETA: 12s - loss: 0.4426 - acc: 0.78 - ETA: 12s - loss: 0.4421 - acc: 0.78 - ETA: 12s - loss: 0.4409 - acc: 0.78 - ETA: 12s - loss: 0.4410 - acc: 0.78 - ETA: 12s - loss: 0.4397 - acc: 0.78 - ETA: 12s - loss: 0.4425 - acc: 0.78 - ETA: 12s - loss: 0.4458 - acc: 0.78 - ETA: 12s - loss: 0.4452 - acc: 0.78 - ETA: 12s - loss: 0.4442 - acc: 0.78 - ETA: 12s - loss: 0.4399 - acc: 0.79 - ETA: 11s - loss: 0.4413 - acc: 0.79 - ETA: 11s - loss: 0.4413 - acc: 0.79 - ETA: 11s - loss: 0.4387 - acc: 0.79 - ETA: 11s - loss: 0.4423 - acc: 0.79 - ETA: 11s - loss: 0.4412 - acc: 0.79 - ETA: 11s - loss: 0.4380 - acc: 0.79 - ETA: 11s - loss: 0.4361 - acc: 0.79 - ETA: 10s - loss: 0.4334 - acc: 0.79 - ETA: 10s - loss: 0.4314 - acc: 0.79 - ETA: 10s - loss: 0.4344 - acc: 0.79 - ETA: 10s - loss: 0.4328 - acc: 0.79 - ETA: 10s - loss: 0.4337 - acc: 0.79 - ETA: 9s - loss: 0.4323 - acc: 0.7975 - ETA: 9s - loss: 0.4300 - acc: 0.799 - ETA: 9s - loss: 0.4299 - acc: 0.799 - ETA: 9s - loss: 0.4315 - acc: 0.798 - ETA: 9s - loss: 0.4311 - acc: 0.798 - ETA: 9s - loss: 0.4317 - acc: 0.798 - ETA: 8s - loss: 0.4320 - acc: 0.795 - ETA: 8s - loss: 0.4308 - acc: 0.797 - ETA: 8s - loss: 0.4295 - acc: 0.797 - ETA: 8s - loss: 0.4302 - acc: 0.797 - ETA: 8s - loss: 0.4304 - acc: 0.797 - ETA: 7s - loss: 0.4290 - acc: 0.797 - ETA: 7s - loss: 0.4271 - acc: 0.797 - ETA: 7s - loss: 0.4344 - acc: 0.793 - ETA: 7s - loss: 0.4325 - acc: 0.795 - ETA: 6s - loss: 0.4314 - acc: 0.795 - ETA: 6s - loss: 0.4322 - acc: 0.795 - ETA: 6s - loss: 0.4325 - acc: 0.795 - ETA: 6s - loss: 0.4324 - acc: 0.795 - ETA: 6s - loss: 0.4314 - acc: 0.795 - ETA: 5s - loss: 0.4342 - acc: 0.793 - ETA: 5s - loss: 0.4374 - acc: 0.792 - ETA: 5s - loss: 0.4361 - acc: 0.793 - ETA: 5s - loss: 0.4354 - acc: 0.793 - ETA: 5s - loss: 0.4364 - acc: 0.793 - ETA: 4s - loss: 0.4364 - acc: 0.793 - ETA: 4s - loss: 0.4334 - acc: 0.795 - ETA: 4s - loss: 0.4329 - acc: 0.795 - ETA: 4s - loss: 0.4313 - acc: 0.796 - ETA: 3s - loss: 0.4305 - acc: 0.797 - ETA: 3s - loss: 0.4290 - acc: 0.798 - ETA: 3s - loss: 0.4285 - acc: 0.798 - ETA: 3s - loss: 0.4285 - acc: 0.798 - ETA: 3s - loss: 0.4276 - acc: 0.798 - ETA: 2s - loss: 0.4280 - acc: 0.798 - ETA: 2s - loss: 0.4289 - acc: 0.798 - ETA: 2s - loss: 0.4273 - acc: 0.799 - ETA: 2s - loss: 0.4270 - acc: 0.799 - ETA: 1s - loss: 0.4269 - acc: 0.799 - ETA: 1s - loss: 0.4260 - acc: 0.799 - ETA: 1s - loss: 0.4247 - acc: 0.799 - ETA: 1s - loss: 0.4245 - acc: 0.799 - ETA: 0s - loss: 0.4237 - acc: 0.800 - ETA: 0s - loss: 0.4226 - acc: 0.801 - ETA: 0s - loss: 0.4244 - acc: 0.799 - ETA: 0s - loss: 0.4226 - acc: 0.800 - 28s - loss: 0.4219 - acc: 0.8013 - val_loss: 0.4246 - val_acc: 0.8084
Epoch 53/100
100/100 [==============================] - ETA: 6s - loss: 0.3258 - acc: 0.843 - ETA: 6s - loss: 0.3528 - acc: 0.796 - ETA: 6s - loss: 0.3597 - acc: 0.812 - ETA: 6s - loss: 0.3459 - acc: 0.820 - ETA: 6s - loss: 0.3155 - acc: 0.843 - ETA: 6s - loss: 0.3507 - acc: 0.828 - ETA: 6s - loss: 0.3473 - acc: 0.839 - ETA: 6s - loss: 0.3488 - acc: 0.835 - ETA: 6s - loss: 0.3464 - acc: 0.833 - ETA: 6s - loss: 0.3810 - acc: 0.818 - ETA: 6s - loss: 0.4212 - acc: 0.792 - ETA: 5s - loss: 0.4345 - acc: 0.786 - ETA: 6s - loss: 0.4318 - acc: 0.795 - ETA: 7s - loss: 0.4287 - acc: 0.799 - ETA: 8s - loss: 0.4187 - acc: 0.804 - ETA: 9s - loss: 0.4141 - acc: 0.808 - ETA: 9s - loss: 0.4117 - acc: 0.808 - ETA: 10s - loss: 0.4187 - acc: 0.80 - ETA: 10s - loss: 0.4243 - acc: 0.80 - ETA: 11s - loss: 0.4330 - acc: 0.80 - ETA: 11s - loss: 0.4389 - acc: 0.79 - ETA: 11s - loss: 0.4424 - acc: 0.79 - ETA: 11s - loss: 0.4382 - acc: 0.79 - ETA: 12s - loss: 0.4406 - acc: 0.79 - ETA: 12s - loss: 0.4363 - acc: 0.79 - ETA: 12s - loss: 0.4381 - acc: 0.79 - ETA: 12s - loss: 0.4370 - acc: 0.79 - ETA: 12s - loss: 0.4415 - acc: 0.79 - ETA: 12s - loss: 0.4390 - acc: 0.79 - ETA: 12s - loss: 0.4357 - acc: 0.80 - ETA: 12s - loss: 0.4358 - acc: 0.79 - ETA: 12s - loss: 0.4431 - acc: 0.79 - ETA: 12s - loss: 0.4406 - acc: 0.79 - ETA: 12s - loss: 0.4439 - acc: 0.79 - ETA: 12s - loss: 0.4419 - acc: 0.79 - ETA: 12s - loss: 0.4387 - acc: 0.79 - ETA: 12s - loss: 0.4382 - acc: 0.79 - ETA: 11s - loss: 0.4370 - acc: 0.79 - ETA: 11s - loss: 0.4366 - acc: 0.79 - ETA: 11s - loss: 0.4376 - acc: 0.79 - ETA: 11s - loss: 0.4366 - acc: 0.79 - ETA: 11s - loss: 0.4343 - acc: 0.79 - ETA: 11s - loss: 0.4345 - acc: 0.80 - ETA: 11s - loss: 0.4305 - acc: 0.80 - ETA: 11s - loss: 0.4310 - acc: 0.80 - ETA: 10s - loss: 0.4303 - acc: 0.80 - ETA: 10s - loss: 0.4297 - acc: 0.80 - ETA: 10s - loss: 0.4320 - acc: 0.80 - ETA: 10s - loss: 0.4331 - acc: 0.80 - ETA: 10s - loss: 0.4324 - acc: 0.80 - ETA: 10s - loss: 0.4334 - acc: 0.80 - ETA: 10s - loss: 0.4330 - acc: 0.80 - ETA: 9s - loss: 0.4336 - acc: 0.8007 - ETA: 9s - loss: 0.4342 - acc: 0.800 - ETA: 9s - loss: 0.4369 - acc: 0.797 - ETA: 9s - loss: 0.4363 - acc: 0.798 - ETA: 9s - loss: 0.4374 - acc: 0.798 - ETA: 9s - loss: 0.4356 - acc: 0.799 - ETA: 8s - loss: 0.4341 - acc: 0.800 - ETA: 8s - loss: 0.4320 - acc: 0.803 - ETA: 8s - loss: 0.4321 - acc: 0.801 - ETA: 8s - loss: 0.4329 - acc: 0.800 - ETA: 8s - loss: 0.4319 - acc: 0.801 - ETA: 7s - loss: 0.4309 - acc: 0.801 - ETA: 7s - loss: 0.4308 - acc: 0.800 - ETA: 7s - loss: 0.4295 - acc: 0.800 - ETA: 7s - loss: 0.4284 - acc: 0.801 - ETA: 7s - loss: 0.4271 - acc: 0.802 - ETA: 6s - loss: 0.4268 - acc: 0.801 - ETA: 6s - loss: 0.4267 - acc: 0.801 - ETA: 6s - loss: 0.4282 - acc: 0.801 - ETA: 6s - loss: 0.4281 - acc: 0.801 - ETA: 6s - loss: 0.4289 - acc: 0.800 - ETA: 5s - loss: 0.4295 - acc: 0.800 - ETA: 5s - loss: 0.4303 - acc: 0.800 - ETA: 5s - loss: 0.4307 - acc: 0.800 - ETA: 5s - loss: 0.4307 - acc: 0.800 - ETA: 4s - loss: 0.4301 - acc: 0.800 - ETA: 4s - loss: 0.4288 - acc: 0.801 - ETA: 4s - loss: 0.4291 - acc: 0.801 - ETA: 4s - loss: 0.4287 - acc: 0.801 - ETA: 4s - loss: 0.4302 - acc: 0.800 - ETA: 3s - loss: 0.4304 - acc: 0.800 - ETA: 3s - loss: 0.4292 - acc: 0.802 - ETA: 3s - loss: 0.4293 - acc: 0.801 - ETA: 3s - loss: 0.4296 - acc: 0.801 - ETA: 2s - loss: 0.4299 - acc: 0.801 - ETA: 2s - loss: 0.4298 - acc: 0.801 - ETA: 2s - loss: 0.4285 - acc: 0.802 - ETA: 2s - loss: 0.4288 - acc: 0.802 - ETA: 2s - loss: 0.4293 - acc: 0.802 - ETA: 1s - loss: 0.4270 - acc: 0.804 - ETA: 1s - loss: 0.4270 - acc: 0.804 - ETA: 1s - loss: 0.4266 - acc: 0.804 - ETA: 1s - loss: 0.4264 - acc: 0.804 - ETA: 0s - loss: 0.4262 - acc: 0.804 - ETA: 0s - loss: 0.4262 - acc: 0.804 - ETA: 0s - loss: 0.4260 - acc: 0.804 - ETA: 0s - loss: 0.4263 - acc: 0.804 - 28s - loss: 0.4261 - acc: 0.8037 - val_loss: 0.4290 - val_acc: 0.7964
Epoch 54/100
100/100 [==============================] - ETA: 6s - loss: 0.4272 - acc: 0.781 - ETA: 6s - loss: 0.4511 - acc: 0.796 - ETA: 6s - loss: 0.4161 - acc: 0.791 - ETA: 6s - loss: 0.4105 - acc: 0.796 - ETA: 6s - loss: 0.4422 - acc: 0.793 - ETA: 6s - loss: 0.4548 - acc: 0.781 - ETA: 6s - loss: 0.4535 - acc: 0.781 - ETA: 6s - loss: 0.4398 - acc: 0.796 - ETA: 6s - loss: 0.4364 - acc: 0.798 - ETA: 6s - loss: 0.4406 - acc: 0.793 - ETA: 6s - loss: 0.4349 - acc: 0.789 - ETA: 5s - loss: 0.4333 - acc: 0.791 - ETA: 6s - loss: 0.4308 - acc: 0.793 - ETA: 7s - loss: 0.4370 - acc: 0.787 - ETA: 8s - loss: 0.4336 - acc: 0.789 - ETA: 9s - loss: 0.4319 - acc: 0.791 - ETA: 10s - loss: 0.4267 - acc: 0.79 - ETA: 10s - loss: 0.4317 - acc: 0.79 - ETA: 10s - loss: 0.4348 - acc: 0.79 - ETA: 11s - loss: 0.4358 - acc: 0.78 - ETA: 11s - loss: 0.4394 - acc: 0.78 - ETA: 11s - loss: 0.4370 - acc: 0.78 - ETA: 12s - loss: 0.4362 - acc: 0.78 - ETA: 12s - loss: 0.4360 - acc: 0.78 - ETA: 12s - loss: 0.4360 - acc: 0.78 - ETA: 12s - loss: 0.4347 - acc: 0.78 - ETA: 12s - loss: 0.4322 - acc: 0.78 - ETA: 12s - loss: 0.4312 - acc: 0.79 - ETA: 12s - loss: 0.4310 - acc: 0.79 - ETA: 12s - loss: 0.4281 - acc: 0.79 - ETA: 12s - loss: 0.4302 - acc: 0.79 - ETA: 12s - loss: 0.4328 - acc: 0.79 - ETA: 12s - loss: 0.4392 - acc: 0.78 - ETA: 12s - loss: 0.4397 - acc: 0.78 - ETA: 12s - loss: 0.4386 - acc: 0.78 - ETA: 12s - loss: 0.4370 - acc: 0.78 - ETA: 12s - loss: 0.4375 - acc: 0.78 - ETA: 12s - loss: 0.4352 - acc: 0.79 - ETA: 12s - loss: 0.4304 - acc: 0.79 - ETA: 12s - loss: 0.4287 - acc: 0.79 - ETA: 11s - loss: 0.4246 - acc: 0.79 - ETA: 11s - loss: 0.4256 - acc: 0.79 - ETA: 11s - loss: 0.4258 - acc: 0.79 - ETA: 11s - loss: 0.4234 - acc: 0.79 - ETA: 11s - loss: 0.4226 - acc: 0.79 - ETA: 11s - loss: 0.4256 - acc: 0.79 - ETA: 11s - loss: 0.4267 - acc: 0.79 - ETA: 10s - loss: 0.4243 - acc: 0.79 - ETA: 10s - loss: 0.4213 - acc: 0.79 - ETA: 10s - loss: 0.4213 - acc: 0.80 - ETA: 10s - loss: 0.4211 - acc: 0.80 - ETA: 10s - loss: 0.4206 - acc: 0.80 - ETA: 10s - loss: 0.4191 - acc: 0.80 - ETA: 9s - loss: 0.4196 - acc: 0.8015 - ETA: 9s - loss: 0.4184 - acc: 0.800 - ETA: 9s - loss: 0.4202 - acc: 0.800 - ETA: 9s - loss: 0.4254 - acc: 0.798 - ETA: 9s - loss: 0.4301 - acc: 0.796 - ETA: 8s - loss: 0.4306 - acc: 0.795 - ETA: 8s - loss: 0.4307 - acc: 0.795 - ETA: 8s - loss: 0.4287 - acc: 0.797 - ETA: 8s - loss: 0.4268 - acc: 0.798 - ETA: 8s - loss: 0.4272 - acc: 0.798 - ETA: 7s - loss: 0.4259 - acc: 0.798 - ETA: 7s - loss: 0.4271 - acc: 0.796 - ETA: 7s - loss: 0.4246 - acc: 0.798 - ETA: 7s - loss: 0.4283 - acc: 0.796 - ETA: 7s - loss: 0.4300 - acc: 0.795 - ETA: 6s - loss: 0.4305 - acc: 0.794 - ETA: 6s - loss: 0.4288 - acc: 0.796 - ETA: 6s - loss: 0.4260 - acc: 0.798 - ETA: 6s - loss: 0.4258 - acc: 0.799 - ETA: 6s - loss: 0.4250 - acc: 0.799 - ETA: 5s - loss: 0.4247 - acc: 0.800 - ETA: 5s - loss: 0.4228 - acc: 0.801 - ETA: 5s - loss: 0.4200 - acc: 0.803 - ETA: 5s - loss: 0.4198 - acc: 0.803 - ETA: 5s - loss: 0.4199 - acc: 0.802 - ETA: 4s - loss: 0.4185 - acc: 0.803 - ETA: 4s - loss: 0.4201 - acc: 0.801 - ETA: 4s - loss: 0.4209 - acc: 0.800 - ETA: 4s - loss: 0.4204 - acc: 0.801 - ETA: 3s - loss: 0.4196 - acc: 0.802 - ETA: 3s - loss: 0.4188 - acc: 0.803 - ETA: 3s - loss: 0.4180 - acc: 0.803 - ETA: 3s - loss: 0.4190 - acc: 0.804 - ETA: 2s - loss: 0.4185 - acc: 0.804 - ETA: 2s - loss: 0.4195 - acc: 0.804 - ETA: 2s - loss: 0.4203 - acc: 0.804 - ETA: 2s - loss: 0.4209 - acc: 0.803 - ETA: 2s - loss: 0.4199 - acc: 0.804 - ETA: 1s - loss: 0.4209 - acc: 0.803 - ETA: 1s - loss: 0.4203 - acc: 0.803 - ETA: 1s - loss: 0.4188 - acc: 0.804 - ETA: 1s - loss: 0.4180 - acc: 0.805 - ETA: 0s - loss: 0.4171 - acc: 0.805 - ETA: 0s - loss: 0.4161 - acc: 0.806 - ETA: 0s - loss: 0.4165 - acc: 0.806 - ETA: 0s - loss: 0.4164 - acc: 0.805 - 28s - loss: 0.4152 - acc: 0.8066 - val_loss: 0.4321 - val_acc: 0.8073
Epoch 55/100
100/100 [==============================] - ETA: 6s - loss: 0.4388 - acc: 0.750 - ETA: 6s - loss: 0.3626 - acc: 0.812 - ETA: 6s - loss: 0.3475 - acc: 0.812 - ETA: 6s - loss: 0.3636 - acc: 0.804 - ETA: 6s - loss: 0.3512 - acc: 0.818 - ETA: 6s - loss: 0.3507 - acc: 0.807 - ETA: 6s - loss: 0.3575 - acc: 0.817 - ETA: 6s - loss: 0.4023 - acc: 0.789 - ETA: 6s - loss: 0.4341 - acc: 0.781 - ETA: 6s - loss: 0.4370 - acc: 0.781 - ETA: 6s - loss: 0.4442 - acc: 0.775 - ETA: 5s - loss: 0.4288 - acc: 0.789 - ETA: 6s - loss: 0.4308 - acc: 0.788 - ETA: 7s - loss: 0.4305 - acc: 0.790 - ETA: 8s - loss: 0.4231 - acc: 0.793 - ETA: 9s - loss: 0.4185 - acc: 0.798 - ETA: 9s - loss: 0.4265 - acc: 0.788 - ETA: 9s - loss: 0.4225 - acc: 0.793 - ETA: 10s - loss: 0.4204 - acc: 0.79 - ETA: 10s - loss: 0.4221 - acc: 0.79 - ETA: 11s - loss: 0.4311 - acc: 0.79 - ETA: 11s - loss: 0.4335 - acc: 0.78 - ETA: 11s - loss: 0.4285 - acc: 0.79 - ETA: 11s - loss: 0.4212 - acc: 0.79 - ETA: 12s - loss: 0.4242 - acc: 0.79 - ETA: 12s - loss: 0.4235 - acc: 0.79 - ETA: 12s - loss: 0.4328 - acc: 0.78 - ETA: 12s - loss: 0.4286 - acc: 0.79 - ETA: 12s - loss: 0.4260 - acc: 0.78 - ETA: 12s - loss: 0.4256 - acc: 0.79 - ETA: 12s - loss: 0.4230 - acc: 0.79 - ETA: 12s - loss: 0.4207 - acc: 0.79 - ETA: 12s - loss: 0.4193 - acc: 0.79 - ETA: 12s - loss: 0.4148 - acc: 0.79 - ETA: 12s - loss: 0.4163 - acc: 0.79 - ETA: 12s - loss: 0.4159 - acc: 0.79 - ETA: 12s - loss: 0.4154 - acc: 0.79 - ETA: 12s - loss: 0.4149 - acc: 0.80 - ETA: 12s - loss: 0.4124 - acc: 0.80 - ETA: 12s - loss: 0.4150 - acc: 0.79 - ETA: 11s - loss: 0.4114 - acc: 0.80 - ETA: 11s - loss: 0.4110 - acc: 0.80 - ETA: 11s - loss: 0.4121 - acc: 0.80 - ETA: 11s - loss: 0.4098 - acc: 0.80 - ETA: 11s - loss: 0.4117 - acc: 0.80 - ETA: 11s - loss: 0.4096 - acc: 0.80 - ETA: 11s - loss: 0.4136 - acc: 0.80 - ETA: 10s - loss: 0.4150 - acc: 0.80 - ETA: 10s - loss: 0.4146 - acc: 0.80 - ETA: 10s - loss: 0.4129 - acc: 0.80 - ETA: 10s - loss: 0.4160 - acc: 0.80 - ETA: 10s - loss: 0.4169 - acc: 0.80 - ETA: 10s - loss: 0.4150 - acc: 0.80 - ETA: 9s - loss: 0.4158 - acc: 0.8027 - ETA: 9s - loss: 0.4137 - acc: 0.804 - ETA: 9s - loss: 0.4138 - acc: 0.804 - ETA: 9s - loss: 0.4139 - acc: 0.804 - ETA: 9s - loss: 0.4119 - acc: 0.805 - ETA: 9s - loss: 0.4154 - acc: 0.804 - ETA: 8s - loss: 0.4166 - acc: 0.802 - ETA: 8s - loss: 0.4195 - acc: 0.801 - ETA: 8s - loss: 0.4190 - acc: 0.801 - ETA: 8s - loss: 0.4191 - acc: 0.801 - ETA: 8s - loss: 0.4192 - acc: 0.801 - ETA: 7s - loss: 0.4179 - acc: 0.801 - ETA: 7s - loss: 0.4161 - acc: 0.802 - ETA: 7s - loss: 0.4165 - acc: 0.802 - ETA: 7s - loss: 0.4166 - acc: 0.801 - ETA: 6s - loss: 0.4181 - acc: 0.800 - ETA: 6s - loss: 0.4172 - acc: 0.799 - ETA: 6s - loss: 0.4164 - acc: 0.799 - ETA: 6s - loss: 0.4160 - acc: 0.799 - ETA: 6s - loss: 0.4162 - acc: 0.799 - ETA: 5s - loss: 0.4150 - acc: 0.801 - ETA: 5s - loss: 0.4152 - acc: 0.800 - ETA: 5s - loss: 0.4181 - acc: 0.799 - ETA: 5s - loss: 0.4187 - acc: 0.799 - ETA: 5s - loss: 0.4186 - acc: 0.799 - ETA: 4s - loss: 0.4167 - acc: 0.800 - ETA: 4s - loss: 0.4168 - acc: 0.800 - ETA: 4s - loss: 0.4217 - acc: 0.798 - ETA: 4s - loss: 0.4258 - acc: 0.796 - ETA: 3s - loss: 0.4251 - acc: 0.796 - ETA: 3s - loss: 0.4264 - acc: 0.796 - ETA: 3s - loss: 0.4275 - acc: 0.795 - ETA: 3s - loss: 0.4262 - acc: 0.796 - ETA: 3s - loss: 0.4253 - acc: 0.797 - ETA: 2s - loss: 0.4261 - acc: 0.797 - ETA: 2s - loss: 0.4240 - acc: 0.799 - ETA: 2s - loss: 0.4230 - acc: 0.800 - ETA: 2s - loss: 0.4225 - acc: 0.801 - ETA: 1s - loss: 0.4226 - acc: 0.801 - ETA: 1s - loss: 0.4217 - acc: 0.801 - ETA: 1s - loss: 0.4213 - acc: 0.801 - ETA: 1s - loss: 0.4206 - acc: 0.802 - ETA: 0s - loss: 0.4218 - acc: 0.801 - ETA: 0s - loss: 0.4213 - acc: 0.802 - ETA: 0s - loss: 0.4209 - acc: 0.802 - ETA: 0s - loss: 0.4199 - acc: 0.803 - 28s - loss: 0.4182 - acc: 0.8041 - val_loss: 0.4329 - val_acc: 0.8033
Epoch 56/100
100/100 [==============================] - ETA: 6s - loss: 0.3253 - acc: 0.906 - ETA: 6s - loss: 0.4140 - acc: 0.843 - ETA: 6s - loss: 0.4881 - acc: 0.770 - ETA: 6s - loss: 0.4923 - acc: 0.765 - ETA: 6s - loss: 0.4880 - acc: 0.743 - ETA: 6s - loss: 0.4648 - acc: 0.765 - ETA: 6s - loss: 0.4551 - acc: 0.776 - ETA: 6s - loss: 0.4461 - acc: 0.777 - ETA: 6s - loss: 0.4265 - acc: 0.791 - ETA: 6s - loss: 0.4152 - acc: 0.796 - ETA: 6s - loss: 0.4125 - acc: 0.804 - ETA: 5s - loss: 0.4018 - acc: 0.812 - ETA: 6s - loss: 0.4055 - acc: 0.812 - ETA: 7s - loss: 0.3997 - acc: 0.814 - ETA: 8s - loss: 0.3985 - acc: 0.816 - ETA: 9s - loss: 0.4036 - acc: 0.810 - ETA: 9s - loss: 0.4070 - acc: 0.808 - ETA: 10s - loss: 0.4056 - acc: 0.80 - ETA: 10s - loss: 0.4025 - acc: 0.80 - ETA: 11s - loss: 0.3967 - acc: 0.81 - ETA: 11s - loss: 0.3992 - acc: 0.80 - ETA: 11s - loss: 0.4006 - acc: 0.80 - ETA: 11s - loss: 0.4017 - acc: 0.80 - ETA: 12s - loss: 0.4035 - acc: 0.80 - ETA: 12s - loss: 0.4049 - acc: 0.80 - ETA: 12s - loss: 0.4047 - acc: 0.80 - ETA: 12s - loss: 0.4070 - acc: 0.79 - ETA: 12s - loss: 0.4071 - acc: 0.80 - ETA: 12s - loss: 0.4101 - acc: 0.79 - ETA: 12s - loss: 0.4096 - acc: 0.80 - ETA: 12s - loss: 0.4155 - acc: 0.79 - ETA: 12s - loss: 0.4145 - acc: 0.79 - ETA: 12s - loss: 0.4115 - acc: 0.80 - ETA: 12s - loss: 0.4192 - acc: 0.79 - ETA: 12s - loss: 0.4192 - acc: 0.79 - ETA: 12s - loss: 0.4155 - acc: 0.80 - ETA: 12s - loss: 0.4147 - acc: 0.80 - ETA: 12s - loss: 0.4160 - acc: 0.79 - ETA: 12s - loss: 0.4139 - acc: 0.79 - ETA: 12s - loss: 0.4115 - acc: 0.80 - ETA: 11s - loss: 0.4125 - acc: 0.80 - ETA: 11s - loss: 0.4108 - acc: 0.80 - ETA: 11s - loss: 0.4137 - acc: 0.80 - ETA: 11s - loss: 0.4132 - acc: 0.80 - ETA: 11s - loss: 0.4134 - acc: 0.80 - ETA: 11s - loss: 0.4164 - acc: 0.79 - ETA: 10s - loss: 0.4159 - acc: 0.79 - ETA: 10s - loss: 0.4164 - acc: 0.79 - ETA: 10s - loss: 0.4210 - acc: 0.79 - ETA: 10s - loss: 0.4292 - acc: 0.79 - ETA: 10s - loss: 0.4265 - acc: 0.79 - ETA: 10s - loss: 0.4253 - acc: 0.79 - ETA: 10s - loss: 0.4226 - acc: 0.79 - ETA: 9s - loss: 0.4208 - acc: 0.7975 - ETA: 9s - loss: 0.4187 - acc: 0.798 - ETA: 9s - loss: 0.4194 - acc: 0.798 - ETA: 9s - loss: 0.4213 - acc: 0.797 - ETA: 9s - loss: 0.4221 - acc: 0.797 - ETA: 8s - loss: 0.4207 - acc: 0.797 - ETA: 8s - loss: 0.4228 - acc: 0.796 - ETA: 8s - loss: 0.4207 - acc: 0.797 - ETA: 8s - loss: 0.4203 - acc: 0.796 - ETA: 8s - loss: 0.4169 - acc: 0.799 - ETA: 8s - loss: 0.4181 - acc: 0.798 - ETA: 7s - loss: 0.4187 - acc: 0.797 - ETA: 7s - loss: 0.4199 - acc: 0.797 - ETA: 7s - loss: 0.4199 - acc: 0.797 - ETA: 7s - loss: 0.4183 - acc: 0.798 - ETA: 6s - loss: 0.4206 - acc: 0.797 - ETA: 6s - loss: 0.4208 - acc: 0.798 - ETA: 6s - loss: 0.4213 - acc: 0.797 - ETA: 6s - loss: 0.4187 - acc: 0.798 - ETA: 6s - loss: 0.4175 - acc: 0.799 - ETA: 5s - loss: 0.4171 - acc: 0.800 - ETA: 5s - loss: 0.4162 - acc: 0.801 - ETA: 5s - loss: 0.4165 - acc: 0.800 - ETA: 5s - loss: 0.4182 - acc: 0.800 - ETA: 5s - loss: 0.4197 - acc: 0.800 - ETA: 4s - loss: 0.4196 - acc: 0.800 - ETA: 4s - loss: 0.4194 - acc: 0.801 - ETA: 4s - loss: 0.4173 - acc: 0.802 - ETA: 4s - loss: 0.4173 - acc: 0.802 - ETA: 3s - loss: 0.4160 - acc: 0.802 - ETA: 3s - loss: 0.4149 - acc: 0.803 - ETA: 3s - loss: 0.4142 - acc: 0.802 - ETA: 3s - loss: 0.4141 - acc: 0.803 - ETA: 3s - loss: 0.4141 - acc: 0.803 - ETA: 2s - loss: 0.4128 - acc: 0.803 - ETA: 2s - loss: 0.4145 - acc: 0.803 - ETA: 2s - loss: 0.4140 - acc: 0.804 - ETA: 2s - loss: 0.4144 - acc: 0.802 - ETA: 1s - loss: 0.4142 - acc: 0.802 - ETA: 1s - loss: 0.4136 - acc: 0.803 - ETA: 1s - loss: 0.4128 - acc: 0.804 - ETA: 1s - loss: 0.4116 - acc: 0.804 - ETA: 0s - loss: 0.4127 - acc: 0.804 - ETA: 0s - loss: 0.4133 - acc: 0.804 - ETA: 0s - loss: 0.4129 - acc: 0.804 - ETA: 0s - loss: 0.4129 - acc: 0.804 - 29s - loss: 0.4127 - acc: 0.8050 - val_loss: 0.4328 - val_acc: 0.8080
Epoch 57/100
100/100 [==============================] - ETA: 6s - loss: 0.4671 - acc: 0.812 - ETA: 6s - loss: 0.5021 - acc: 0.765 - ETA: 6s - loss: 0.5436 - acc: 0.760 - ETA: 6s - loss: 0.5180 - acc: 0.781 - ETA: 6s - loss: 0.4909 - acc: 0.793 - ETA: 6s - loss: 0.4780 - acc: 0.796 - ETA: 5s - loss: 0.4272 - acc: 0.820 - ETA: 5s - loss: 0.4325 - acc: 0.812 - ETA: 5s - loss: 0.4336 - acc: 0.818 - ETA: 5s - loss: 0.4290 - acc: 0.818 - ETA: 5s - loss: 0.4316 - acc: 0.820 - ETA: 6s - loss: 0.4193 - acc: 0.831 - ETA: 7s - loss: 0.4203 - acc: 0.830 - ETA: 8s - loss: 0.4322 - acc: 0.825 - ETA: 9s - loss: 0.4322 - acc: 0.824 - ETA: 10s - loss: 0.4344 - acc: 0.81 - ETA: 10s - loss: 0.4282 - acc: 0.82 - ETA: 11s - loss: 0.4266 - acc: 0.82 - ETA: 11s - loss: 0.4301 - acc: 0.81 - ETA: 11s - loss: 0.4261 - acc: 0.81 - ETA: 11s - loss: 0.4236 - acc: 0.82 - ETA: 12s - loss: 0.4240 - acc: 0.82 - ETA: 12s - loss: 0.4217 - acc: 0.82 - ETA: 12s - loss: 0.4237 - acc: 0.81 - ETA: 12s - loss: 0.4214 - acc: 0.81 - ETA: 12s - loss: 0.4211 - acc: 0.81 - ETA: 12s - loss: 0.4187 - acc: 0.82 - ETA: 12s - loss: 0.4241 - acc: 0.81 - ETA: 12s - loss: 0.4290 - acc: 0.81 - ETA: 12s - loss: 0.4260 - acc: 0.81 - ETA: 12s - loss: 0.4227 - acc: 0.81 - ETA: 12s - loss: 0.4222 - acc: 0.81 - ETA: 12s - loss: 0.4223 - acc: 0.81 - ETA: 12s - loss: 0.4255 - acc: 0.81 - ETA: 12s - loss: 0.4273 - acc: 0.81 - ETA: 12s - loss: 0.4291 - acc: 0.81 - ETA: 12s - loss: 0.4320 - acc: 0.81 - ETA: 12s - loss: 0.4337 - acc: 0.81 - ETA: 12s - loss: 0.4352 - acc: 0.81 - ETA: 12s - loss: 0.4339 - acc: 0.81 - ETA: 11s - loss: 0.4333 - acc: 0.81 - ETA: 11s - loss: 0.4341 - acc: 0.81 - ETA: 11s - loss: 0.4361 - acc: 0.81 - ETA: 11s - loss: 0.4334 - acc: 0.81 - ETA: 11s - loss: 0.4311 - acc: 0.81 - ETA: 11s - loss: 0.4276 - acc: 0.81 - ETA: 11s - loss: 0.4264 - acc: 0.81 - ETA: 10s - loss: 0.4289 - acc: 0.81 - ETA: 10s - loss: 0.4276 - acc: 0.81 - ETA: 10s - loss: 0.4260 - acc: 0.81 - ETA: 10s - loss: 0.4288 - acc: 0.81 - ETA: 10s - loss: 0.4277 - acc: 0.81 - ETA: 10s - loss: 0.4278 - acc: 0.81 - ETA: 9s - loss: 0.4276 - acc: 0.8148 - ETA: 9s - loss: 0.4279 - acc: 0.814 - ETA: 9s - loss: 0.4271 - acc: 0.814 - ETA: 9s - loss: 0.4261 - acc: 0.815 - ETA: 9s - loss: 0.4312 - acc: 0.813 - ETA: 8s - loss: 0.4316 - acc: 0.813 - ETA: 8s - loss: 0.4312 - acc: 0.813 - ETA: 8s - loss: 0.4280 - acc: 0.814 - ETA: 8s - loss: 0.4294 - acc: 0.813 - ETA: 8s - loss: 0.4289 - acc: 0.814 - ETA: 7s - loss: 0.4287 - acc: 0.813 - ETA: 7s - loss: 0.4279 - acc: 0.814 - ETA: 7s - loss: 0.4263 - acc: 0.815 - ETA: 7s - loss: 0.4259 - acc: 0.816 - ETA: 7s - loss: 0.4244 - acc: 0.817 - ETA: 6s - loss: 0.4215 - acc: 0.819 - ETA: 6s - loss: 0.4203 - acc: 0.820 - ETA: 6s - loss: 0.4176 - acc: 0.820 - ETA: 6s - loss: 0.4188 - acc: 0.820 - ETA: 5s - loss: 0.4218 - acc: 0.818 - ETA: 5s - loss: 0.4245 - acc: 0.816 - ETA: 5s - loss: 0.4240 - acc: 0.816 - ETA: 5s - loss: 0.4248 - acc: 0.816 - ETA: 5s - loss: 0.4236 - acc: 0.816 - ETA: 4s - loss: 0.4218 - acc: 0.818 - ETA: 4s - loss: 0.4223 - acc: 0.817 - ETA: 4s - loss: 0.4217 - acc: 0.817 - ETA: 4s - loss: 0.4213 - acc: 0.819 - ETA: 3s - loss: 0.4212 - acc: 0.818 - ETA: 3s - loss: 0.4196 - acc: 0.818 - ETA: 3s - loss: 0.4196 - acc: 0.818 - ETA: 3s - loss: 0.4191 - acc: 0.819 - ETA: 3s - loss: 0.4195 - acc: 0.819 - ETA: 2s - loss: 0.4200 - acc: 0.818 - ETA: 2s - loss: 0.4193 - acc: 0.818 - ETA: 2s - loss: 0.4198 - acc: 0.818 - ETA: 2s - loss: 0.4232 - acc: 0.816 - ETA: 1s - loss: 0.4233 - acc: 0.815 - ETA: 1s - loss: 0.4236 - acc: 0.815 - ETA: 1s - loss: 0.4231 - acc: 0.815 - ETA: 1s - loss: 0.4240 - acc: 0.815 - ETA: 0s - loss: 0.4239 - acc: 0.815 - ETA: 0s - loss: 0.4245 - acc: 0.815 - ETA: 0s - loss: 0.4246 - acc: 0.815 - ETA: 0s - loss: 0.4255 - acc: 0.813 - 29s - loss: 0.4245 - acc: 0.8150 - val_loss: 0.4431 - val_acc: 0.7836
Epoch 58/100
100/100 [==============================] - ETA: 6s - loss: 0.3755 - acc: 0.875 - ETA: 6s - loss: 0.4551 - acc: 0.796 - ETA: 6s - loss: 0.4684 - acc: 0.760 - ETA: 6s - loss: 0.4474 - acc: 0.773 - ETA: 6s - loss: 0.4212 - acc: 0.800 - ETA: 6s - loss: 0.4458 - acc: 0.786 - ETA: 6s - loss: 0.4174 - acc: 0.803 - ETA: 6s - loss: 0.4161 - acc: 0.804 - ETA: 6s - loss: 0.4273 - acc: 0.798 - ETA: 6s - loss: 0.4222 - acc: 0.800 - ETA: 6s - loss: 0.4271 - acc: 0.795 - ETA: 5s - loss: 0.4280 - acc: 0.791 - ETA: 6s - loss: 0.4326 - acc: 0.788 - ETA: 7s - loss: 0.4241 - acc: 0.796 - ETA: 8s - loss: 0.4236 - acc: 0.797 - ETA: 9s - loss: 0.4240 - acc: 0.791 - ETA: 9s - loss: 0.4184 - acc: 0.794 - ETA: 10s - loss: 0.4252 - acc: 0.78 - ETA: 10s - loss: 0.4218 - acc: 0.78 - ETA: 11s - loss: 0.4253 - acc: 0.79 - ETA: 11s - loss: 0.4266 - acc: 0.78 - ETA: 11s - loss: 0.4294 - acc: 0.79 - ETA: 11s - loss: 0.4262 - acc: 0.79 - ETA: 12s - loss: 0.4388 - acc: 0.78 - ETA: 12s - loss: 0.4333 - acc: 0.78 - ETA: 12s - loss: 0.4287 - acc: 0.78 - ETA: 12s - loss: 0.4241 - acc: 0.79 - ETA: 12s - loss: 0.4213 - acc: 0.79 - ETA: 12s - loss: 0.4194 - acc: 0.79 - ETA: 12s - loss: 0.4252 - acc: 0.79 - ETA: 12s - loss: 0.4184 - acc: 0.80 - ETA: 12s - loss: 0.4209 - acc: 0.79 - ETA: 12s - loss: 0.4190 - acc: 0.79 - ETA: 12s - loss: 0.4228 - acc: 0.79 - ETA: 12s - loss: 0.4175 - acc: 0.80 - ETA: 12s - loss: 0.4164 - acc: 0.80 - ETA: 12s - loss: 0.4146 - acc: 0.80 - ETA: 12s - loss: 0.4105 - acc: 0.80 - ETA: 12s - loss: 0.4096 - acc: 0.80 - ETA: 11s - loss: 0.4111 - acc: 0.80 - ETA: 11s - loss: 0.4116 - acc: 0.80 - ETA: 11s - loss: 0.4143 - acc: 0.79 - ETA: 11s - loss: 0.4153 - acc: 0.79 - ETA: 11s - loss: 0.4118 - acc: 0.80 - ETA: 11s - loss: 0.4128 - acc: 0.80 - ETA: 11s - loss: 0.4133 - acc: 0.80 - ETA: 11s - loss: 0.4139 - acc: 0.79 - ETA: 10s - loss: 0.4145 - acc: 0.79 - ETA: 10s - loss: 0.4117 - acc: 0.80 - ETA: 10s - loss: 0.4105 - acc: 0.80 - ETA: 10s - loss: 0.4075 - acc: 0.80 - ETA: 10s - loss: 0.4078 - acc: 0.80 - ETA: 10s - loss: 0.4068 - acc: 0.80 - ETA: 9s - loss: 0.4118 - acc: 0.8032 - ETA: 9s - loss: 0.4082 - acc: 0.805 - ETA: 9s - loss: 0.4046 - acc: 0.807 - ETA: 9s - loss: 0.4037 - acc: 0.808 - ETA: 9s - loss: 0.4025 - acc: 0.810 - ETA: 9s - loss: 0.4052 - acc: 0.809 - ETA: 8s - loss: 0.4037 - acc: 0.810 - ETA: 8s - loss: 0.4079 - acc: 0.808 - ETA: 8s - loss: 0.4095 - acc: 0.808 - ETA: 8s - loss: 0.4122 - acc: 0.806 - ETA: 8s - loss: 0.4142 - acc: 0.806 - ETA: 7s - loss: 0.4138 - acc: 0.806 - ETA: 7s - loss: 0.4130 - acc: 0.805 - ETA: 7s - loss: 0.4121 - acc: 0.806 - ETA: 7s - loss: 0.4154 - acc: 0.803 - ETA: 6s - loss: 0.4158 - acc: 0.803 - ETA: 6s - loss: 0.4124 - acc: 0.806 - ETA: 6s - loss: 0.4110 - acc: 0.806 - ETA: 6s - loss: 0.4087 - acc: 0.809 - ETA: 6s - loss: 0.4076 - acc: 0.809 - ETA: 5s - loss: 0.4074 - acc: 0.808 - ETA: 5s - loss: 0.4066 - acc: 0.809 - ETA: 5s - loss: 0.4075 - acc: 0.809 - ETA: 5s - loss: 0.4072 - acc: 0.809 - ETA: 5s - loss: 0.4071 - acc: 0.809 - ETA: 4s - loss: 0.4112 - acc: 0.806 - ETA: 4s - loss: 0.4115 - acc: 0.807 - ETA: 4s - loss: 0.4113 - acc: 0.806 - ETA: 4s - loss: 0.4113 - acc: 0.806 - ETA: 3s - loss: 0.4119 - acc: 0.805 - ETA: 3s - loss: 0.4120 - acc: 0.806 - ETA: 3s - loss: 0.4123 - acc: 0.806 - ETA: 3s - loss: 0.4136 - acc: 0.804 - ETA: 3s - loss: 0.4153 - acc: 0.804 - ETA: 2s - loss: 0.4167 - acc: 0.802 - ETA: 2s - loss: 0.4169 - acc: 0.802 - ETA: 2s - loss: 0.4173 - acc: 0.801 - ETA: 2s - loss: 0.4168 - acc: 0.802 - ETA: 1s - loss: 0.4163 - acc: 0.803 - ETA: 1s - loss: 0.4156 - acc: 0.803 - ETA: 1s - loss: 0.4165 - acc: 0.803 - ETA: 1s - loss: 0.4172 - acc: 0.802 - ETA: 0s - loss: 0.4172 - acc: 0.802 - ETA: 0s - loss: 0.4162 - acc: 0.803 - ETA: 0s - loss: 0.4153 - acc: 0.804 - ETA: 0s - loss: 0.4168 - acc: 0.804 - 28s - loss: 0.4157 - acc: 0.8050 - val_loss: 0.4390 - val_acc: 0.8067
Epoch 59/100
100/100 [==============================] - ETA: 6s - loss: 0.3231 - acc: 0.875 - ETA: 6s - loss: 0.3519 - acc: 0.890 - ETA: 6s - loss: 0.3559 - acc: 0.854 - ETA: 6s - loss: 0.3861 - acc: 0.820 - ETA: 6s - loss: 0.4193 - acc: 0.812 - ETA: 6s - loss: 0.4190 - acc: 0.812 - ETA: 6s - loss: 0.4146 - acc: 0.817 - ETA: 6s - loss: 0.4241 - acc: 0.812 - ETA: 6s - loss: 0.4351 - acc: 0.802 - ETA: 6s - loss: 0.4440 - acc: 0.803 - ETA: 6s - loss: 0.4210 - acc: 0.815 - ETA: 5s - loss: 0.4386 - acc: 0.804 - ETA: 6s - loss: 0.4290 - acc: 0.807 - ETA: 7s - loss: 0.4240 - acc: 0.808 - ETA: 8s - loss: 0.4299 - acc: 0.802 - ETA: 9s - loss: 0.4398 - acc: 0.794 - ETA: 9s - loss: 0.4464 - acc: 0.790 - ETA: 10s - loss: 0.4418 - acc: 0.79 - ETA: 10s - loss: 0.4373 - acc: 0.79 - ETA: 11s - loss: 0.4300 - acc: 0.80 - ETA: 11s - loss: 0.4265 - acc: 0.80 - ETA: 11s - loss: 0.4282 - acc: 0.80 - ETA: 12s - loss: 0.4261 - acc: 0.80 - ETA: 12s - loss: 0.4226 - acc: 0.80 - ETA: 12s - loss: 0.4166 - acc: 0.81 - ETA: 12s - loss: 0.4088 - acc: 0.81 - ETA: 12s - loss: 0.4151 - acc: 0.81 - ETA: 12s - loss: 0.4124 - acc: 0.81 - ETA: 12s - loss: 0.4176 - acc: 0.81 - ETA: 12s - loss: 0.4196 - acc: 0.81 - ETA: 12s - loss: 0.4167 - acc: 0.81 - ETA: 12s - loss: 0.4163 - acc: 0.81 - ETA: 12s - loss: 0.4167 - acc: 0.80 - ETA: 12s - loss: 0.4218 - acc: 0.80 - ETA: 12s - loss: 0.4248 - acc: 0.80 - ETA: 12s - loss: 0.4229 - acc: 0.80 - ETA: 12s - loss: 0.4254 - acc: 0.80 - ETA: 12s - loss: 0.4235 - acc: 0.80 - ETA: 12s - loss: 0.4204 - acc: 0.80 - ETA: 12s - loss: 0.4212 - acc: 0.80 - ETA: 12s - loss: 0.4245 - acc: 0.80 - ETA: 11s - loss: 0.4268 - acc: 0.80 - ETA: 11s - loss: 0.4261 - acc: 0.80 - ETA: 11s - loss: 0.4323 - acc: 0.80 - ETA: 11s - loss: 0.4306 - acc: 0.80 - ETA: 11s - loss: 0.4296 - acc: 0.80 - ETA: 11s - loss: 0.4247 - acc: 0.80 - ETA: 11s - loss: 0.4222 - acc: 0.81 - ETA: 10s - loss: 0.4208 - acc: 0.81 - ETA: 10s - loss: 0.4176 - acc: 0.81 - ETA: 10s - loss: 0.4248 - acc: 0.80 - ETA: 10s - loss: 0.4252 - acc: 0.80 - ETA: 10s - loss: 0.4249 - acc: 0.80 - ETA: 10s - loss: 0.4226 - acc: 0.80 - ETA: 9s - loss: 0.4234 - acc: 0.8091 - ETA: 9s - loss: 0.4281 - acc: 0.806 - ETA: 9s - loss: 0.4273 - acc: 0.807 - ETA: 9s - loss: 0.4265 - acc: 0.808 - ETA: 8s - loss: 0.4233 - acc: 0.812 - ETA: 8s - loss: 0.4220 - acc: 0.813 - ETA: 8s - loss: 0.4236 - acc: 0.813 - ETA: 8s - loss: 0.4250 - acc: 0.813 - ETA: 8s - loss: 0.4247 - acc: 0.813 - ETA: 8s - loss: 0.4255 - acc: 0.812 - ETA: 7s - loss: 0.4267 - acc: 0.810 - ETA: 7s - loss: 0.4252 - acc: 0.811 - ETA: 7s - loss: 0.4253 - acc: 0.811 - ETA: 7s - loss: 0.4251 - acc: 0.811 - ETA: 6s - loss: 0.4266 - acc: 0.810 - ETA: 6s - loss: 0.4295 - acc: 0.808 - ETA: 6s - loss: 0.4305 - acc: 0.807 - ETA: 6s - loss: 0.4295 - acc: 0.807 - ETA: 6s - loss: 0.4300 - acc: 0.806 - ETA: 5s - loss: 0.4309 - acc: 0.806 - ETA: 5s - loss: 0.4293 - acc: 0.807 - ETA: 5s - loss: 0.4274 - acc: 0.807 - ETA: 5s - loss: 0.4263 - acc: 0.808 - ETA: 5s - loss: 0.4260 - acc: 0.806 - ETA: 4s - loss: 0.4257 - acc: 0.807 - ETA: 4s - loss: 0.4260 - acc: 0.806 - ETA: 4s - loss: 0.4259 - acc: 0.805 - ETA: 4s - loss: 0.4258 - acc: 0.806 - ETA: 3s - loss: 0.4250 - acc: 0.807 - ETA: 3s - loss: 0.4253 - acc: 0.807 - ETA: 3s - loss: 0.4253 - acc: 0.807 - ETA: 3s - loss: 0.4260 - acc: 0.807 - ETA: 3s - loss: 0.4275 - acc: 0.806 - ETA: 2s - loss: 0.4291 - acc: 0.805 - ETA: 2s - loss: 0.4279 - acc: 0.806 - ETA: 2s - loss: 0.4312 - acc: 0.804 - ETA: 2s - loss: 0.4306 - acc: 0.804 - ETA: 1s - loss: 0.4302 - acc: 0.804 - ETA: 1s - loss: 0.4294 - acc: 0.805 - ETA: 1s - loss: 0.4286 - acc: 0.805 - ETA: 1s - loss: 0.4285 - acc: 0.804 - ETA: 0s - loss: 0.4275 - acc: 0.805 - ETA: 0s - loss: 0.4272 - acc: 0.805 - ETA: 0s - loss: 0.4287 - acc: 0.804 - ETA: 0s - loss: 0.4267 - acc: 0.805 - 28s - loss: 0.4283 - acc: 0.8053 - val_loss: 0.4062 - val_acc: 0.8164
Epoch 60/100
100/100 [==============================] - ETA: 6s - loss: 0.2806 - acc: 0.906 - ETA: 6s - loss: 0.3582 - acc: 0.843 - ETA: 6s - loss: 0.4119 - acc: 0.833 - ETA: 6s - loss: 0.4277 - acc: 0.820 - ETA: 6s - loss: 0.4030 - acc: 0.843 - ETA: 6s - loss: 0.4163 - acc: 0.833 - ETA: 6s - loss: 0.4249 - acc: 0.825 - ETA: 6s - loss: 0.4171 - acc: 0.832 - ETA: 6s - loss: 0.4098 - acc: 0.843 - ETA: 6s - loss: 0.4130 - acc: 0.837 - ETA: 6s - loss: 0.4023 - acc: 0.840 - ETA: 5s - loss: 0.4037 - acc: 0.828 - ETA: 6s - loss: 0.4058 - acc: 0.819 - ETA: 7s - loss: 0.4029 - acc: 0.823 - ETA: 8s - loss: 0.3989 - acc: 0.831 - ETA: 9s - loss: 0.3917 - acc: 0.834 - ETA: 10s - loss: 0.3924 - acc: 0.83 - ETA: 10s - loss: 0.3818 - acc: 0.83 - ETA: 10s - loss: 0.3874 - acc: 0.83 - ETA: 11s - loss: 0.3891 - acc: 0.83 - ETA: 11s - loss: 0.3916 - acc: 0.83 - ETA: 11s - loss: 0.3918 - acc: 0.83 - ETA: 11s - loss: 0.3902 - acc: 0.82 - ETA: 11s - loss: 0.3847 - acc: 0.83 - ETA: 12s - loss: 0.3855 - acc: 0.82 - ETA: 12s - loss: 0.3865 - acc: 0.82 - ETA: 12s - loss: 0.3883 - acc: 0.82 - ETA: 12s - loss: 0.3900 - acc: 0.82 - ETA: 12s - loss: 0.3867 - acc: 0.82 - ETA: 12s - loss: 0.3875 - acc: 0.82 - ETA: 12s - loss: 0.3990 - acc: 0.81 - ETA: 12s - loss: 0.4018 - acc: 0.81 - ETA: 12s - loss: 0.4011 - acc: 0.82 - ETA: 12s - loss: 0.4022 - acc: 0.81 - ETA: 12s - loss: 0.4001 - acc: 0.81 - ETA: 12s - loss: 0.3975 - acc: 0.81 - ETA: 12s - loss: 0.3990 - acc: 0.82 - ETA: 12s - loss: 0.3988 - acc: 0.82 - ETA: 12s - loss: 0.4012 - acc: 0.81 - ETA: 11s - loss: 0.4018 - acc: 0.81 - ETA: 11s - loss: 0.3998 - acc: 0.82 - ETA: 11s - loss: 0.4036 - acc: 0.81 - ETA: 11s - loss: 0.4017 - acc: 0.81 - ETA: 11s - loss: 0.4024 - acc: 0.81 - ETA: 11s - loss: 0.3994 - acc: 0.81 - ETA: 11s - loss: 0.3977 - acc: 0.81 - ETA: 11s - loss: 0.3988 - acc: 0.81 - ETA: 10s - loss: 0.4005 - acc: 0.81 - ETA: 10s - loss: 0.4010 - acc: 0.81 - ETA: 10s - loss: 0.4078 - acc: 0.81 - ETA: 10s - loss: 0.4076 - acc: 0.81 - ETA: 10s - loss: 0.4103 - acc: 0.81 - ETA: 10s - loss: 0.4109 - acc: 0.81 - ETA: 9s - loss: 0.4141 - acc: 0.8084 - ETA: 9s - loss: 0.4159 - acc: 0.806 - ETA: 9s - loss: 0.4163 - acc: 0.806 - ETA: 9s - loss: 0.4180 - acc: 0.805 - ETA: 9s - loss: 0.4187 - acc: 0.803 - ETA: 9s - loss: 0.4182 - acc: 0.804 - ETA: 8s - loss: 0.4214 - acc: 0.802 - ETA: 8s - loss: 0.4228 - acc: 0.801 - ETA: 8s - loss: 0.4218 - acc: 0.801 - ETA: 8s - loss: 0.4226 - acc: 0.802 - ETA: 8s - loss: 0.4215 - acc: 0.802 - ETA: 7s - loss: 0.4211 - acc: 0.801 - ETA: 7s - loss: 0.4229 - acc: 0.799 - ETA: 7s - loss: 0.4228 - acc: 0.799 - ETA: 7s - loss: 0.4235 - acc: 0.798 - ETA: 7s - loss: 0.4230 - acc: 0.799 - ETA: 6s - loss: 0.4219 - acc: 0.800 - ETA: 6s - loss: 0.4217 - acc: 0.800 - ETA: 6s - loss: 0.4204 - acc: 0.801 - ETA: 6s - loss: 0.4202 - acc: 0.800 - ETA: 5s - loss: 0.4217 - acc: 0.799 - ETA: 5s - loss: 0.4226 - acc: 0.798 - ETA: 5s - loss: 0.4213 - acc: 0.799 - ETA: 5s - loss: 0.4201 - acc: 0.800 - ETA: 5s - loss: 0.4209 - acc: 0.800 - ETA: 4s - loss: 0.4232 - acc: 0.798 - ETA: 4s - loss: 0.4256 - acc: 0.798 - ETA: 4s - loss: 0.4249 - acc: 0.799 - ETA: 4s - loss: 0.4242 - acc: 0.799 - ETA: 3s - loss: 0.4255 - acc: 0.798 - ETA: 3s - loss: 0.4261 - acc: 0.798 - ETA: 3s - loss: 0.4256 - acc: 0.799 - ETA: 3s - loss: 0.4257 - acc: 0.798 - ETA: 3s - loss: 0.4252 - acc: 0.798 - ETA: 2s - loss: 0.4264 - acc: 0.798 - ETA: 2s - loss: 0.4269 - acc: 0.798 - ETA: 2s - loss: 0.4266 - acc: 0.799 - ETA: 2s - loss: 0.4258 - acc: 0.799 - ETA: 1s - loss: 0.4249 - acc: 0.799 - ETA: 1s - loss: 0.4244 - acc: 0.800 - ETA: 1s - loss: 0.4250 - acc: 0.799 - ETA: 1s - loss: 0.4239 - acc: 0.800 - ETA: 0s - loss: 0.4224 - acc: 0.801 - ETA: 0s - loss: 0.4210 - acc: 0.801 - ETA: 0s - loss: 0.4205 - acc: 0.802 - ETA: 0s - loss: 0.4212 - acc: 0.802 - 29s - loss: 0.4195 - acc: 0.8028 - val_loss: 0.4441 - val_acc: 0.7874
Epoch 61/100
100/100 [==============================] - ETA: 6s - loss: 0.4264 - acc: 0.843 - ETA: 6s - loss: 0.4874 - acc: 0.765 - ETA: 6s - loss: 0.4900 - acc: 0.750 - ETA: 6s - loss: 0.4707 - acc: 0.765 - ETA: 6s - loss: 0.4474 - acc: 0.775 - ETA: 6s - loss: 0.4570 - acc: 0.770 - ETA: 6s - loss: 0.4541 - acc: 0.772 - ETA: 6s - loss: 0.4588 - acc: 0.769 - ETA: 6s - loss: 0.4440 - acc: 0.784 - ETA: 6s - loss: 0.4368 - acc: 0.790 - ETA: 6s - loss: 0.4238 - acc: 0.798 - ETA: 5s - loss: 0.4179 - acc: 0.799 - ETA: 6s - loss: 0.4189 - acc: 0.798 - ETA: 7s - loss: 0.4057 - acc: 0.805 - ETA: 8s - loss: 0.4049 - acc: 0.806 - ETA: 9s - loss: 0.4054 - acc: 0.810 - ETA: 10s - loss: 0.3982 - acc: 0.81 - ETA: 10s - loss: 0.4044 - acc: 0.81 - ETA: 11s - loss: 0.4025 - acc: 0.81 - ETA: 11s - loss: 0.4001 - acc: 0.81 - ETA: 11s - loss: 0.3985 - acc: 0.81 - ETA: 11s - loss: 0.3976 - acc: 0.81 - ETA: 12s - loss: 0.3998 - acc: 0.81 - ETA: 12s - loss: 0.4000 - acc: 0.81 - ETA: 12s - loss: 0.3977 - acc: 0.81 - ETA: 12s - loss: 0.4027 - acc: 0.81 - ETA: 12s - loss: 0.4051 - acc: 0.80 - ETA: 12s - loss: 0.4019 - acc: 0.80 - ETA: 12s - loss: 0.4071 - acc: 0.80 - ETA: 12s - loss: 0.4121 - acc: 0.80 - ETA: 12s - loss: 0.4152 - acc: 0.80 - ETA: 12s - loss: 0.4124 - acc: 0.80 - ETA: 12s - loss: 0.4097 - acc: 0.80 - ETA: 12s - loss: 0.4096 - acc: 0.80 - ETA: 12s - loss: 0.4086 - acc: 0.80 - ETA: 12s - loss: 0.4119 - acc: 0.80 - ETA: 12s - loss: 0.4133 - acc: 0.80 - ETA: 12s - loss: 0.4131 - acc: 0.80 - ETA: 12s - loss: 0.4133 - acc: 0.80 - ETA: 12s - loss: 0.4199 - acc: 0.80 - ETA: 12s - loss: 0.4205 - acc: 0.79 - ETA: 11s - loss: 0.4195 - acc: 0.80 - ETA: 11s - loss: 0.4170 - acc: 0.80 - ETA: 11s - loss: 0.4191 - acc: 0.79 - ETA: 11s - loss: 0.4186 - acc: 0.80 - ETA: 11s - loss: 0.4208 - acc: 0.79 - ETA: 11s - loss: 0.4214 - acc: 0.79 - ETA: 10s - loss: 0.4239 - acc: 0.79 - ETA: 10s - loss: 0.4225 - acc: 0.79 - ETA: 10s - loss: 0.4227 - acc: 0.79 - ETA: 10s - loss: 0.4258 - acc: 0.79 - ETA: 10s - loss: 0.4268 - acc: 0.79 - ETA: 10s - loss: 0.4256 - acc: 0.79 - ETA: 9s - loss: 0.4238 - acc: 0.7963 - ETA: 9s - loss: 0.4223 - acc: 0.796 - ETA: 9s - loss: 0.4197 - acc: 0.798 - ETA: 9s - loss: 0.4208 - acc: 0.798 - ETA: 9s - loss: 0.4194 - acc: 0.799 - ETA: 8s - loss: 0.4171 - acc: 0.800 - ETA: 8s - loss: 0.4191 - acc: 0.800 - ETA: 8s - loss: 0.4186 - acc: 0.800 - ETA: 8s - loss: 0.4210 - acc: 0.797 - ETA: 8s - loss: 0.4194 - acc: 0.798 - ETA: 7s - loss: 0.4196 - acc: 0.797 - ETA: 7s - loss: 0.4201 - acc: 0.799 - ETA: 7s - loss: 0.4226 - acc: 0.797 - ETA: 7s - loss: 0.4224 - acc: 0.796 - ETA: 7s - loss: 0.4222 - acc: 0.797 - ETA: 6s - loss: 0.4254 - acc: 0.794 - ETA: 6s - loss: 0.4268 - acc: 0.794 - ETA: 6s - loss: 0.4257 - acc: 0.795 - ETA: 6s - loss: 0.4228 - acc: 0.797 - ETA: 6s - loss: 0.4228 - acc: 0.797 - ETA: 5s - loss: 0.4221 - acc: 0.798 - ETA: 5s - loss: 0.4252 - acc: 0.796 - ETA: 5s - loss: 0.4252 - acc: 0.796 - ETA: 5s - loss: 0.4258 - acc: 0.796 - ETA: 5s - loss: 0.4246 - acc: 0.797 - ETA: 4s - loss: 0.4248 - acc: 0.797 - ETA: 4s - loss: 0.4242 - acc: 0.797 - ETA: 4s - loss: 0.4225 - acc: 0.799 - ETA: 4s - loss: 0.4205 - acc: 0.799 - ETA: 3s - loss: 0.4192 - acc: 0.800 - ETA: 3s - loss: 0.4172 - acc: 0.801 - ETA: 3s - loss: 0.4188 - acc: 0.800 - ETA: 3s - loss: 0.4181 - acc: 0.800 - ETA: 3s - loss: 0.4174 - acc: 0.800 - ETA: 2s - loss: 0.4153 - acc: 0.801 - ETA: 2s - loss: 0.4158 - acc: 0.800 - ETA: 2s - loss: 0.4157 - acc: 0.801 - ETA: 2s - loss: 0.4147 - acc: 0.801 - ETA: 1s - loss: 0.4142 - acc: 0.801 - ETA: 1s - loss: 0.4131 - acc: 0.802 - ETA: 1s - loss: 0.4137 - acc: 0.801 - ETA: 1s - loss: 0.4147 - acc: 0.801 - ETA: 0s - loss: 0.4161 - acc: 0.801 - ETA: 0s - loss: 0.4161 - acc: 0.801 - ETA: 0s - loss: 0.4157 - acc: 0.801 - ETA: 0s - loss: 0.4159 - acc: 0.800 - 28s - loss: 0.4157 - acc: 0.8003 - val_loss: 0.4246 - val_acc: 0.8041
Epoch 62/100
100/100 [==============================] - ETA: 6s - loss: 0.3806 - acc: 0.781 - ETA: 6s - loss: 0.3610 - acc: 0.796 - ETA: 6s - loss: 0.4329 - acc: 0.760 - ETA: 6s - loss: 0.4314 - acc: 0.757 - ETA: 6s - loss: 0.4087 - acc: 0.787 - ETA: 6s - loss: 0.4001 - acc: 0.807 - ETA: 6s - loss: 0.4099 - acc: 0.794 - ETA: 6s - loss: 0.4163 - acc: 0.789 - ETA: 6s - loss: 0.4190 - acc: 0.791 - ETA: 6s - loss: 0.4069 - acc: 0.803 - ETA: 5s - loss: 0.3888 - acc: 0.809 - ETA: 5s - loss: 0.3898 - acc: 0.812 - ETA: 7s - loss: 0.3999 - acc: 0.805 - ETA: 7s - loss: 0.4163 - acc: 0.802 - ETA: 8s - loss: 0.4092 - acc: 0.802 - ETA: 9s - loss: 0.4076 - acc: 0.807 - ETA: 9s - loss: 0.4082 - acc: 0.807 - ETA: 10s - loss: 0.4063 - acc: 0.80 - ETA: 10s - loss: 0.4100 - acc: 0.80 - ETA: 11s - loss: 0.4050 - acc: 0.81 - ETA: 11s - loss: 0.4027 - acc: 0.81 - ETA: 11s - loss: 0.4029 - acc: 0.81 - ETA: 11s - loss: 0.4046 - acc: 0.81 - ETA: 12s - loss: 0.4018 - acc: 0.81 - ETA: 12s - loss: 0.4027 - acc: 0.81 - ETA: 12s - loss: 0.3980 - acc: 0.81 - ETA: 12s - loss: 0.3972 - acc: 0.81 - ETA: 12s - loss: 0.4009 - acc: 0.81 - ETA: 12s - loss: 0.3993 - acc: 0.81 - ETA: 12s - loss: 0.3998 - acc: 0.81 - ETA: 12s - loss: 0.4016 - acc: 0.81 - ETA: 12s - loss: 0.4086 - acc: 0.81 - ETA: 12s - loss: 0.4087 - acc: 0.81 - ETA: 12s - loss: 0.4083 - acc: 0.81 - ETA: 12s - loss: 0.4070 - acc: 0.81 - ETA: 12s - loss: 0.4090 - acc: 0.81 - ETA: 12s - loss: 0.4087 - acc: 0.81 - ETA: 12s - loss: 0.4059 - acc: 0.81 - ETA: 11s - loss: 0.4079 - acc: 0.81 - ETA: 11s - loss: 0.4042 - acc: 0.81 - ETA: 11s - loss: 0.4015 - acc: 0.81 - ETA: 11s - loss: 0.3956 - acc: 0.81 - ETA: 11s - loss: 0.3988 - acc: 0.81 - ETA: 11s - loss: 0.3979 - acc: 0.81 - ETA: 11s - loss: 0.3970 - acc: 0.81 - ETA: 11s - loss: 0.3970 - acc: 0.81 - ETA: 10s - loss: 0.3995 - acc: 0.81 - ETA: 10s - loss: 0.4033 - acc: 0.81 - ETA: 10s - loss: 0.4018 - acc: 0.81 - ETA: 10s - loss: 0.3986 - acc: 0.81 - ETA: 10s - loss: 0.3968 - acc: 0.81 - ETA: 10s - loss: 0.3985 - acc: 0.81 - ETA: 9s - loss: 0.4009 - acc: 0.8137 - ETA: 9s - loss: 0.4029 - acc: 0.813 - ETA: 9s - loss: 0.4026 - acc: 0.813 - ETA: 9s - loss: 0.4036 - acc: 0.813 - ETA: 9s - loss: 0.4021 - acc: 0.814 - ETA: 9s - loss: 0.4026 - acc: 0.813 - ETA: 8s - loss: 0.4012 - acc: 0.814 - ETA: 8s - loss: 0.4012 - acc: 0.814 - ETA: 8s - loss: 0.4020 - acc: 0.813 - ETA: 8s - loss: 0.3995 - acc: 0.814 - ETA: 8s - loss: 0.4000 - acc: 0.814 - ETA: 7s - loss: 0.4021 - acc: 0.811 - ETA: 7s - loss: 0.4002 - acc: 0.813 - ETA: 7s - loss: 0.3986 - acc: 0.814 - ETA: 7s - loss: 0.3985 - acc: 0.814 - ETA: 6s - loss: 0.4023 - acc: 0.812 - ETA: 6s - loss: 0.4011 - acc: 0.813 - ETA: 6s - loss: 0.4001 - acc: 0.814 - ETA: 6s - loss: 0.4005 - acc: 0.815 - ETA: 6s - loss: 0.3996 - acc: 0.815 - ETA: 5s - loss: 0.3992 - acc: 0.815 - ETA: 5s - loss: 0.4001 - acc: 0.813 - ETA: 5s - loss: 0.3988 - acc: 0.814 - ETA: 5s - loss: 0.3988 - acc: 0.814 - ETA: 5s - loss: 0.4008 - acc: 0.814 - ETA: 4s - loss: 0.4005 - acc: 0.814 - ETA: 4s - loss: 0.4011 - acc: 0.814 - ETA: 4s - loss: 0.4009 - acc: 0.814 - ETA: 4s - loss: 0.4005 - acc: 0.814 - ETA: 3s - loss: 0.4013 - acc: 0.815 - ETA: 3s - loss: 0.4033 - acc: 0.813 - ETA: 3s - loss: 0.4028 - acc: 0.813 - ETA: 3s - loss: 0.4040 - acc: 0.812 - ETA: 3s - loss: 0.4037 - acc: 0.812 - ETA: 2s - loss: 0.4054 - acc: 0.811 - ETA: 2s - loss: 0.4059 - acc: 0.811 - ETA: 2s - loss: 0.4062 - acc: 0.811 - ETA: 2s - loss: 0.4065 - acc: 0.811 - ETA: 1s - loss: 0.4061 - acc: 0.812 - ETA: 1s - loss: 0.4065 - acc: 0.811 - ETA: 1s - loss: 0.4050 - acc: 0.811 - ETA: 1s - loss: 0.4048 - acc: 0.812 - ETA: 0s - loss: 0.4041 - acc: 0.812 - ETA: 0s - loss: 0.4032 - acc: 0.812 - ETA: 0s - loss: 0.4022 - acc: 0.812 - ETA: 0s - loss: 0.4037 - acc: 0.811 - 28s - loss: 0.4028 - acc: 0.8125 - val_loss: 0.4351 - val_acc: 0.8052
Epoch 63/100
100/100 [==============================] - ETA: 6s - loss: 0.4423 - acc: 0.843 - ETA: 6s - loss: 0.4092 - acc: 0.812 - ETA: 6s - loss: 0.4033 - acc: 0.791 - ETA: 6s - loss: 0.4043 - acc: 0.781 - ETA: 6s - loss: 0.4061 - acc: 0.781 - ETA: 6s - loss: 0.4002 - acc: 0.786 - ETA: 6s - loss: 0.3885 - acc: 0.794 - ETA: 6s - loss: 0.4080 - acc: 0.796 - ETA: 6s - loss: 0.4120 - acc: 0.798 - ETA: 6s - loss: 0.4115 - acc: 0.800 - ETA: 6s - loss: 0.4114 - acc: 0.798 - ETA: 5s - loss: 0.4139 - acc: 0.791 - ETA: 6s - loss: 0.4197 - acc: 0.790 - ETA: 7s - loss: 0.4168 - acc: 0.794 - ETA: 8s - loss: 0.4259 - acc: 0.791 - ETA: 9s - loss: 0.4179 - acc: 0.794 - ETA: 9s - loss: 0.4104 - acc: 0.799 - ETA: 10s - loss: 0.4035 - acc: 0.80 - ETA: 10s - loss: 0.4030 - acc: 0.80 - ETA: 11s - loss: 0.4050 - acc: 0.80 - ETA: 11s - loss: 0.4123 - acc: 0.80 - ETA: 11s - loss: 0.4162 - acc: 0.80 - ETA: 12s - loss: 0.4135 - acc: 0.80 - ETA: 12s - loss: 0.4109 - acc: 0.80 - ETA: 12s - loss: 0.4097 - acc: 0.80 - ETA: 12s - loss: 0.4106 - acc: 0.80 - ETA: 12s - loss: 0.4091 - acc: 0.80 - ETA: 12s - loss: 0.4112 - acc: 0.80 - ETA: 12s - loss: 0.4099 - acc: 0.80 - ETA: 12s - loss: 0.4112 - acc: 0.80 - ETA: 12s - loss: 0.4088 - acc: 0.80 - ETA: 12s - loss: 0.4052 - acc: 0.80 - ETA: 12s - loss: 0.4045 - acc: 0.80 - ETA: 12s - loss: 0.4011 - acc: 0.81 - ETA: 12s - loss: 0.3992 - acc: 0.81 - ETA: 12s - loss: 0.3982 - acc: 0.81 - ETA: 12s - loss: 0.3963 - acc: 0.81 - ETA: 12s - loss: 0.3943 - acc: 0.81 - ETA: 12s - loss: 0.3923 - acc: 0.81 - ETA: 11s - loss: 0.3934 - acc: 0.81 - ETA: 11s - loss: 0.3905 - acc: 0.81 - ETA: 11s - loss: 0.3904 - acc: 0.81 - ETA: 11s - loss: 0.3872 - acc: 0.81 - ETA: 11s - loss: 0.3872 - acc: 0.81 - ETA: 11s - loss: 0.3856 - acc: 0.81 - ETA: 11s - loss: 0.3876 - acc: 0.81 - ETA: 11s - loss: 0.3871 - acc: 0.81 - ETA: 10s - loss: 0.3906 - acc: 0.81 - ETA: 10s - loss: 0.3927 - acc: 0.81 - ETA: 10s - loss: 0.3910 - acc: 0.81 - ETA: 10s - loss: 0.3916 - acc: 0.81 - ETA: 10s - loss: 0.3892 - acc: 0.81 - ETA: 10s - loss: 0.3957 - acc: 0.81 - ETA: 9s - loss: 0.3979 - acc: 0.8125 - ETA: 9s - loss: 0.3974 - acc: 0.813 - ETA: 9s - loss: 0.3945 - acc: 0.814 - ETA: 9s - loss: 0.3935 - acc: 0.814 - ETA: 9s - loss: 0.3952 - acc: 0.814 - ETA: 8s - loss: 0.3945 - acc: 0.815 - ETA: 8s - loss: 0.3945 - acc: 0.815 - ETA: 8s - loss: 0.3950 - acc: 0.816 - ETA: 8s - loss: 0.3965 - acc: 0.816 - ETA: 8s - loss: 0.3981 - acc: 0.815 - ETA: 8s - loss: 0.4003 - acc: 0.814 - ETA: 7s - loss: 0.3988 - acc: 0.814 - ETA: 7s - loss: 0.3980 - acc: 0.814 - ETA: 7s - loss: 0.3960 - acc: 0.815 - ETA: 7s - loss: 0.3929 - acc: 0.817 - ETA: 6s - loss: 0.3937 - acc: 0.817 - ETA: 6s - loss: 0.3956 - acc: 0.815 - ETA: 6s - loss: 0.3990 - acc: 0.812 - ETA: 6s - loss: 0.3986 - acc: 0.813 - ETA: 6s - loss: 0.3971 - acc: 0.814 - ETA: 5s - loss: 0.3953 - acc: 0.815 - ETA: 5s - loss: 0.3944 - acc: 0.815 - ETA: 5s - loss: 0.3952 - acc: 0.815 - ETA: 5s - loss: 0.3942 - acc: 0.815 - ETA: 5s - loss: 0.3938 - acc: 0.816 - ETA: 4s - loss: 0.3931 - acc: 0.816 - ETA: 4s - loss: 0.3925 - acc: 0.816 - ETA: 4s - loss: 0.3939 - acc: 0.816 - ETA: 4s - loss: 0.3949 - acc: 0.816 - ETA: 3s - loss: 0.3959 - acc: 0.816 - ETA: 3s - loss: 0.3966 - acc: 0.816 - ETA: 3s - loss: 0.3972 - acc: 0.815 - ETA: 3s - loss: 0.3976 - acc: 0.815 - ETA: 3s - loss: 0.3998 - acc: 0.814 - ETA: 2s - loss: 0.3999 - acc: 0.814 - ETA: 2s - loss: 0.4005 - acc: 0.813 - ETA: 2s - loss: 0.4010 - acc: 0.813 - ETA: 2s - loss: 0.4008 - acc: 0.813 - ETA: 1s - loss: 0.4019 - acc: 0.812 - ETA: 1s - loss: 0.4025 - acc: 0.812 - ETA: 1s - loss: 0.4015 - acc: 0.813 - ETA: 1s - loss: 0.4024 - acc: 0.813 - ETA: 0s - loss: 0.4016 - acc: 0.814 - ETA: 0s - loss: 0.4031 - acc: 0.812 - ETA: 0s - loss: 0.4024 - acc: 0.813 - ETA: 0s - loss: 0.4012 - acc: 0.814 - 28s - loss: 0.4018 - acc: 0.8144 - val_loss: 0.4341 - val_acc: 0.8009
Epoch 64/100
100/100 [==============================] - ETA: 6s - loss: 0.5316 - acc: 0.750 - ETA: 6s - loss: 0.5346 - acc: 0.734 - ETA: 6s - loss: 0.4993 - acc: 0.760 - ETA: 6s - loss: 0.4355 - acc: 0.789 - ETA: 6s - loss: 0.4271 - acc: 0.787 - ETA: 6s - loss: 0.4298 - acc: 0.786 - ETA: 6s - loss: 0.4235 - acc: 0.790 - ETA: 6s - loss: 0.4231 - acc: 0.789 - ETA: 6s - loss: 0.4219 - acc: 0.795 - ETA: 6s - loss: 0.4126 - acc: 0.793 - ETA: 5s - loss: 0.4059 - acc: 0.798 - ETA: 5s - loss: 0.4036 - acc: 0.799 - ETA: 6s - loss: 0.3979 - acc: 0.807 - ETA: 7s - loss: 0.3906 - acc: 0.812 - ETA: 8s - loss: 0.3951 - acc: 0.812 - ETA: 9s - loss: 0.3943 - acc: 0.816 - ETA: 9s - loss: 0.3888 - acc: 0.821 - ETA: 10s - loss: 0.3944 - acc: 0.81 - ETA: 10s - loss: 0.3945 - acc: 0.81 - ETA: 11s - loss: 0.3930 - acc: 0.81 - ETA: 11s - loss: 0.4005 - acc: 0.81 - ETA: 11s - loss: 0.3997 - acc: 0.81 - ETA: 11s - loss: 0.3993 - acc: 0.81 - ETA: 12s - loss: 0.4029 - acc: 0.80 - ETA: 12s - loss: 0.4108 - acc: 0.80 - ETA: 12s - loss: 0.4062 - acc: 0.80 - ETA: 12s - loss: 0.4034 - acc: 0.81 - ETA: 12s - loss: 0.4059 - acc: 0.81 - ETA: 12s - loss: 0.4049 - acc: 0.81 - ETA: 12s - loss: 0.4053 - acc: 0.81 - ETA: 12s - loss: 0.4078 - acc: 0.81 - ETA: 12s - loss: 0.4069 - acc: 0.81 - ETA: 12s - loss: 0.4053 - acc: 0.81 - ETA: 12s - loss: 0.4064 - acc: 0.81 - ETA: 12s - loss: 0.4038 - acc: 0.81 - ETA: 12s - loss: 0.4062 - acc: 0.81 - ETA: 12s - loss: 0.4111 - acc: 0.81 - ETA: 12s - loss: 0.4128 - acc: 0.81 - ETA: 12s - loss: 0.4110 - acc: 0.81 - ETA: 12s - loss: 0.4089 - acc: 0.81 - ETA: 11s - loss: 0.4098 - acc: 0.81 - ETA: 11s - loss: 0.4065 - acc: 0.81 - ETA: 11s - loss: 0.4064 - acc: 0.81 - ETA: 11s - loss: 0.4035 - acc: 0.81 - ETA: 11s - loss: 0.4030 - acc: 0.81 - ETA: 11s - loss: 0.4030 - acc: 0.81 - ETA: 11s - loss: 0.4028 - acc: 0.81 - ETA: 10s - loss: 0.4031 - acc: 0.81 - ETA: 10s - loss: 0.4013 - acc: 0.81 - ETA: 10s - loss: 0.4120 - acc: 0.81 - ETA: 10s - loss: 0.4098 - acc: 0.81 - ETA: 10s - loss: 0.4099 - acc: 0.81 - ETA: 10s - loss: 0.4084 - acc: 0.81 - ETA: 9s - loss: 0.4059 - acc: 0.8177 - ETA: 9s - loss: 0.4073 - acc: 0.815 - ETA: 9s - loss: 0.4086 - acc: 0.815 - ETA: 9s - loss: 0.4073 - acc: 0.815 - ETA: 9s - loss: 0.4102 - acc: 0.814 - ETA: 9s - loss: 0.4084 - acc: 0.815 - ETA: 8s - loss: 0.4068 - acc: 0.816 - ETA: 8s - loss: 0.4073 - acc: 0.815 - ETA: 8s - loss: 0.4064 - acc: 0.816 - ETA: 8s - loss: 0.4065 - acc: 0.816 - ETA: 7s - loss: 0.4098 - acc: 0.814 - ETA: 7s - loss: 0.4099 - acc: 0.813 - ETA: 7s - loss: 0.4084 - acc: 0.813 - ETA: 7s - loss: 0.4081 - acc: 0.813 - ETA: 7s - loss: 0.4084 - acc: 0.813 - ETA: 6s - loss: 0.4074 - acc: 0.813 - ETA: 6s - loss: 0.4063 - acc: 0.813 - ETA: 6s - loss: 0.4043 - acc: 0.815 - ETA: 6s - loss: 0.4029 - acc: 0.815 - ETA: 6s - loss: 0.4006 - acc: 0.816 - ETA: 5s - loss: 0.3982 - acc: 0.817 - ETA: 5s - loss: 0.4005 - acc: 0.817 - ETA: 5s - loss: 0.4017 - acc: 0.816 - ETA: 5s - loss: 0.4010 - acc: 0.817 - ETA: 5s - loss: 0.4031 - acc: 0.816 - ETA: 4s - loss: 0.4045 - acc: 0.815 - ETA: 4s - loss: 0.4042 - acc: 0.816 - ETA: 4s - loss: 0.4068 - acc: 0.814 - ETA: 4s - loss: 0.4065 - acc: 0.813 - ETA: 3s - loss: 0.4062 - acc: 0.814 - ETA: 3s - loss: 0.4067 - acc: 0.814 - ETA: 3s - loss: 0.4060 - acc: 0.814 - ETA: 3s - loss: 0.4076 - acc: 0.814 - ETA: 3s - loss: 0.4068 - acc: 0.815 - ETA: 2s - loss: 0.4079 - acc: 0.813 - ETA: 2s - loss: 0.4078 - acc: 0.813 - ETA: 2s - loss: 0.4068 - acc: 0.813 - ETA: 2s - loss: 0.4074 - acc: 0.812 - ETA: 1s - loss: 0.4097 - acc: 0.811 - ETA: 1s - loss: 0.4122 - acc: 0.810 - ETA: 1s - loss: 0.4132 - acc: 0.810 - ETA: 1s - loss: 0.4125 - acc: 0.811 - ETA: 0s - loss: 0.4113 - acc: 0.811 - ETA: 0s - loss: 0.4103 - acc: 0.811 - ETA: 0s - loss: 0.4090 - acc: 0.812 - ETA: 0s - loss: 0.4087 - acc: 0.812 - 28s - loss: 0.4080 - acc: 0.8128 - val_loss: 0.4309 - val_acc: 0.8073
Epoch 65/100
100/100 [==============================] - ETA: 6s - loss: 0.3502 - acc: 0.875 - ETA: 6s - loss: 0.3814 - acc: 0.859 - ETA: 6s - loss: 0.4249 - acc: 0.833 - ETA: 6s - loss: 0.3903 - acc: 0.851 - ETA: 6s - loss: 0.3711 - acc: 0.856 - ETA: 6s - loss: 0.3835 - acc: 0.838 - ETA: 6s - loss: 0.3847 - acc: 0.834 - ETA: 6s - loss: 0.3801 - acc: 0.832 - ETA: 6s - loss: 0.3948 - acc: 0.826 - ETA: 6s - loss: 0.3985 - acc: 0.821 - ETA: 6s - loss: 0.3852 - acc: 0.832 - ETA: 5s - loss: 0.3855 - acc: 0.825 - ETA: 6s - loss: 0.3859 - acc: 0.822 - ETA: 7s - loss: 0.3883 - acc: 0.821 - ETA: 8s - loss: 0.3815 - acc: 0.822 - ETA: 9s - loss: 0.3794 - acc: 0.824 - ETA: 10s - loss: 0.3943 - acc: 0.81 - ETA: 10s - loss: 0.4005 - acc: 0.81 - ETA: 10s - loss: 0.4056 - acc: 0.81 - ETA: 11s - loss: 0.3974 - acc: 0.82 - ETA: 11s - loss: 0.3930 - acc: 0.81 - ETA: 12s - loss: 0.3982 - acc: 0.81 - ETA: 12s - loss: 0.4009 - acc: 0.81 - ETA: 12s - loss: 0.4027 - acc: 0.81 - ETA: 12s - loss: 0.4009 - acc: 0.81 - ETA: 12s - loss: 0.3946 - acc: 0.81 - ETA: 12s - loss: 0.3959 - acc: 0.81 - ETA: 12s - loss: 0.3951 - acc: 0.81 - ETA: 12s - loss: 0.3969 - acc: 0.81 - ETA: 12s - loss: 0.3945 - acc: 0.81 - ETA: 12s - loss: 0.3951 - acc: 0.81 - ETA: 12s - loss: 0.3956 - acc: 0.81 - ETA: 12s - loss: 0.3953 - acc: 0.82 - ETA: 12s - loss: 0.3916 - acc: 0.82 - ETA: 12s - loss: 0.3953 - acc: 0.81 - ETA: 12s - loss: 0.3923 - acc: 0.81 - ETA: 12s - loss: 0.3952 - acc: 0.81 - ETA: 12s - loss: 0.3961 - acc: 0.81 - ETA: 12s - loss: 0.3918 - acc: 0.81 - ETA: 11s - loss: 0.3888 - acc: 0.81 - ETA: 11s - loss: 0.3955 - acc: 0.81 - ETA: 11s - loss: 0.3954 - acc: 0.81 - ETA: 11s - loss: 0.3944 - acc: 0.81 - ETA: 11s - loss: 0.3938 - acc: 0.81 - ETA: 11s - loss: 0.3942 - acc: 0.81 - ETA: 11s - loss: 0.3972 - acc: 0.81 - ETA: 11s - loss: 0.3975 - acc: 0.81 - ETA: 10s - loss: 0.3959 - acc: 0.81 - ETA: 10s - loss: 0.3925 - acc: 0.81 - ETA: 10s - loss: 0.3940 - acc: 0.81 - ETA: 10s - loss: 0.3935 - acc: 0.81 - ETA: 10s - loss: 0.3923 - acc: 0.81 - ETA: 10s - loss: 0.3946 - acc: 0.81 - ETA: 9s - loss: 0.3929 - acc: 0.8154 - ETA: 9s - loss: 0.3902 - acc: 0.817 - ETA: 9s - loss: 0.3883 - acc: 0.818 - ETA: 9s - loss: 0.3882 - acc: 0.817 - ETA: 9s - loss: 0.3848 - acc: 0.819 - ETA: 8s - loss: 0.3848 - acc: 0.818 - ETA: 8s - loss: 0.3848 - acc: 0.819 - ETA: 8s - loss: 0.3861 - acc: 0.819 - ETA: 8s - loss: 0.3872 - acc: 0.818 - ETA: 8s - loss: 0.3891 - acc: 0.817 - ETA: 8s - loss: 0.3909 - acc: 0.815 - ETA: 7s - loss: 0.3911 - acc: 0.815 - ETA: 7s - loss: 0.3928 - acc: 0.815 - ETA: 7s - loss: 0.3959 - acc: 0.813 - ETA: 7s - loss: 0.3976 - acc: 0.813 - ETA: 6s - loss: 0.3953 - acc: 0.813 - ETA: 6s - loss: 0.3935 - acc: 0.815 - ETA: 6s - loss: 0.3952 - acc: 0.814 - ETA: 6s - loss: 0.3987 - acc: 0.812 - ETA: 6s - loss: 0.3973 - acc: 0.812 - ETA: 5s - loss: 0.3963 - acc: 0.813 - ETA: 5s - loss: 0.3969 - acc: 0.813 - ETA: 5s - loss: 0.3964 - acc: 0.813 - ETA: 5s - loss: 0.3946 - acc: 0.815 - ETA: 5s - loss: 0.3950 - acc: 0.813 - ETA: 4s - loss: 0.3940 - acc: 0.814 - ETA: 4s - loss: 0.3929 - acc: 0.814 - ETA: 4s - loss: 0.3928 - acc: 0.815 - ETA: 4s - loss: 0.3925 - acc: 0.815 - ETA: 3s - loss: 0.3916 - acc: 0.816 - ETA: 3s - loss: 0.3916 - acc: 0.816 - ETA: 3s - loss: 0.3929 - acc: 0.816 - ETA: 3s - loss: 0.3914 - acc: 0.817 - ETA: 3s - loss: 0.3939 - acc: 0.815 - ETA: 2s - loss: 0.3950 - acc: 0.815 - ETA: 2s - loss: 0.3962 - acc: 0.815 - ETA: 2s - loss: 0.3962 - acc: 0.814 - ETA: 2s - loss: 0.3949 - acc: 0.815 - ETA: 1s - loss: 0.3950 - acc: 0.815 - ETA: 1s - loss: 0.3927 - acc: 0.817 - ETA: 1s - loss: 0.3917 - acc: 0.818 - ETA: 1s - loss: 0.3926 - acc: 0.817 - ETA: 0s - loss: 0.3922 - acc: 0.817 - ETA: 0s - loss: 0.3908 - acc: 0.818 - ETA: 0s - loss: 0.3922 - acc: 0.817 - ETA: 0s - loss: 0.3922 - acc: 0.818 - 28s - loss: 0.3923 - acc: 0.8181 - val_loss: 0.4321 - val_acc: 0.8090
Epoch 66/100
100/100 [==============================] - ETA: 6s - loss: 0.3214 - acc: 0.875 - ETA: 6s - loss: 0.4301 - acc: 0.781 - ETA: 6s - loss: 0.4610 - acc: 0.781 - ETA: 6s - loss: 0.4580 - acc: 0.796 - ETA: 6s - loss: 0.4291 - acc: 0.818 - ETA: 6s - loss: 0.4089 - acc: 0.817 - ETA: 6s - loss: 0.3943 - acc: 0.821 - ETA: 6s - loss: 0.3674 - acc: 0.839 - ETA: 6s - loss: 0.3958 - acc: 0.822 - ETA: 6s - loss: 0.3929 - acc: 0.821 - ETA: 6s - loss: 0.3862 - acc: 0.823 - ETA: 5s - loss: 0.3761 - acc: 0.830 - ETA: 6s - loss: 0.3706 - acc: 0.829 - ETA: 7s - loss: 0.3873 - acc: 0.821 - ETA: 8s - loss: 0.3865 - acc: 0.822 - ETA: 9s - loss: 0.3825 - acc: 0.826 - ETA: 10s - loss: 0.3917 - acc: 0.82 - ETA: 10s - loss: 0.3947 - acc: 0.81 - ETA: 11s - loss: 0.4001 - acc: 0.80 - ETA: 11s - loss: 0.4071 - acc: 0.80 - ETA: 11s - loss: 0.4091 - acc: 0.80 - ETA: 11s - loss: 0.4043 - acc: 0.80 - ETA: 12s - loss: 0.4000 - acc: 0.80 - ETA: 12s - loss: 0.3957 - acc: 0.81 - ETA: 12s - loss: 0.3961 - acc: 0.81 - ETA: 12s - loss: 0.3936 - acc: 0.81 - ETA: 12s - loss: 0.3972 - acc: 0.81 - ETA: 12s - loss: 0.3963 - acc: 0.81 - ETA: 12s - loss: 0.3967 - acc: 0.80 - ETA: 12s - loss: 0.3989 - acc: 0.80 - ETA: 12s - loss: 0.4013 - acc: 0.80 - ETA: 12s - loss: 0.4022 - acc: 0.80 - ETA: 12s - loss: 0.4022 - acc: 0.80 - ETA: 12s - loss: 0.4026 - acc: 0.80 - ETA: 12s - loss: 0.4034 - acc: 0.80 - ETA: 12s - loss: 0.4032 - acc: 0.80 - ETA: 12s - loss: 0.4003 - acc: 0.80 - ETA: 12s - loss: 0.4039 - acc: 0.80 - ETA: 12s - loss: 0.4032 - acc: 0.80 - ETA: 12s - loss: 0.4078 - acc: 0.80 - ETA: 11s - loss: 0.4112 - acc: 0.80 - ETA: 11s - loss: 0.4073 - acc: 0.80 - ETA: 11s - loss: 0.4059 - acc: 0.80 - ETA: 11s - loss: 0.4074 - acc: 0.80 - ETA: 11s - loss: 0.4106 - acc: 0.80 - ETA: 11s - loss: 0.4071 - acc: 0.80 - ETA: 11s - loss: 0.4055 - acc: 0.80 - ETA: 10s - loss: 0.4034 - acc: 0.80 - ETA: 10s - loss: 0.4034 - acc: 0.80 - ETA: 10s - loss: 0.4008 - acc: 0.80 - ETA: 10s - loss: 0.4009 - acc: 0.80 - ETA: 10s - loss: 0.4016 - acc: 0.80 - ETA: 10s - loss: 0.4035 - acc: 0.80 - ETA: 9s - loss: 0.4021 - acc: 0.8050 - ETA: 9s - loss: 0.4017 - acc: 0.804 - ETA: 9s - loss: 0.4009 - acc: 0.804 - ETA: 9s - loss: 0.3988 - acc: 0.805 - ETA: 9s - loss: 0.3986 - acc: 0.806 - ETA: 8s - loss: 0.3978 - acc: 0.807 - ETA: 8s - loss: 0.3974 - acc: 0.808 - ETA: 8s - loss: 0.3990 - acc: 0.806 - ETA: 8s - loss: 0.3980 - acc: 0.807 - ETA: 8s - loss: 0.3985 - acc: 0.807 - ETA: 7s - loss: 0.3972 - acc: 0.809 - ETA: 7s - loss: 0.3966 - acc: 0.810 - ETA: 7s - loss: 0.3959 - acc: 0.810 - ETA: 7s - loss: 0.3966 - acc: 0.810 - ETA: 7s - loss: 0.3966 - acc: 0.812 - ETA: 6s - loss: 0.3967 - acc: 0.812 - ETA: 6s - loss: 0.3971 - acc: 0.812 - ETA: 6s - loss: 0.3989 - acc: 0.809 - ETA: 6s - loss: 0.3984 - acc: 0.810 - ETA: 6s - loss: 0.3997 - acc: 0.810 - ETA: 5s - loss: 0.3999 - acc: 0.810 - ETA: 5s - loss: 0.3974 - acc: 0.811 - ETA: 5s - loss: 0.3970 - acc: 0.812 - ETA: 5s - loss: 0.3986 - acc: 0.810 - ETA: 5s - loss: 0.3997 - acc: 0.809 - ETA: 4s - loss: 0.3984 - acc: 0.810 - ETA: 4s - loss: 0.3969 - acc: 0.811 - ETA: 4s - loss: 0.3967 - acc: 0.812 - ETA: 4s - loss: 0.3957 - acc: 0.812 - ETA: 3s - loss: 0.3975 - acc: 0.811 - ETA: 3s - loss: 0.3971 - acc: 0.812 - ETA: 3s - loss: 0.3976 - acc: 0.811 - ETA: 3s - loss: 0.3969 - acc: 0.811 - ETA: 3s - loss: 0.3961 - acc: 0.811 - ETA: 2s - loss: 0.3950 - acc: 0.812 - ETA: 2s - loss: 0.3959 - acc: 0.811 - ETA: 2s - loss: 0.3956 - acc: 0.811 - ETA: 2s - loss: 0.3971 - acc: 0.810 - ETA: 1s - loss: 0.3961 - acc: 0.811 - ETA: 1s - loss: 0.3975 - acc: 0.811 - ETA: 1s - loss: 0.3974 - acc: 0.811 - ETA: 1s - loss: 0.3976 - acc: 0.812 - ETA: 0s - loss: 0.3969 - acc: 0.812 - ETA: 0s - loss: 0.3959 - acc: 0.813 - ETA: 0s - loss: 0.3964 - acc: 0.812 - ETA: 0s - loss: 0.3968 - acc: 0.812 - 28s - loss: 0.3968 - acc: 0.8125 - val_loss: 0.4135 - val_acc: 0.8112
Epoch 67/100
100/100 [==============================] - ETA: 6s - loss: 0.3737 - acc: 0.750 - ETA: 6s - loss: 0.5090 - acc: 0.734 - ETA: 6s - loss: 0.4595 - acc: 0.750 - ETA: 6s - loss: 0.4224 - acc: 0.781 - ETA: 6s - loss: 0.3891 - acc: 0.806 - ETA: 6s - loss: 0.3949 - acc: 0.802 - ETA: 6s - loss: 0.4033 - acc: 0.794 - ETA: 6s - loss: 0.4155 - acc: 0.789 - ETA: 6s - loss: 0.4114 - acc: 0.798 - ETA: 6s - loss: 0.4151 - acc: 0.800 - ETA: 6s - loss: 0.4309 - acc: 0.789 - ETA: 5s - loss: 0.4342 - acc: 0.781 - ETA: 6s - loss: 0.4208 - acc: 0.788 - ETA: 7s - loss: 0.4209 - acc: 0.787 - ETA: 7s - loss: 0.4291 - acc: 0.781 - ETA: 8s - loss: 0.4233 - acc: 0.787 - ETA: 9s - loss: 0.4320 - acc: 0.788 - ETA: 9s - loss: 0.4273 - acc: 0.796 - ETA: 10s - loss: 0.4277 - acc: 0.79 - ETA: 10s - loss: 0.4164 - acc: 0.80 - ETA: 10s - loss: 0.4136 - acc: 0.80 - ETA: 11s - loss: 0.4167 - acc: 0.80 - ETA: 11s - loss: 0.4178 - acc: 0.80 - ETA: 11s - loss: 0.4160 - acc: 0.80 - ETA: 11s - loss: 0.4168 - acc: 0.80 - ETA: 11s - loss: 0.4115 - acc: 0.80 - ETA: 12s - loss: 0.4096 - acc: 0.80 - ETA: 12s - loss: 0.4102 - acc: 0.80 - ETA: 12s - loss: 0.4104 - acc: 0.80 - ETA: 12s - loss: 0.4122 - acc: 0.80 - ETA: 12s - loss: 0.4179 - acc: 0.79 - ETA: 12s - loss: 0.4203 - acc: 0.79 - ETA: 12s - loss: 0.4211 - acc: 0.79 - ETA: 12s - loss: 0.4212 - acc: 0.80 - ETA: 12s - loss: 0.4204 - acc: 0.80 - ETA: 12s - loss: 0.4189 - acc: 0.79 - ETA: 11s - loss: 0.4233 - acc: 0.79 - ETA: 11s - loss: 0.4203 - acc: 0.80 - ETA: 11s - loss: 0.4221 - acc: 0.79 - ETA: 11s - loss: 0.4230 - acc: 0.80 - ETA: 11s - loss: 0.4279 - acc: 0.79 - ETA: 11s - loss: 0.4243 - acc: 0.80 - ETA: 11s - loss: 0.4244 - acc: 0.80 - ETA: 11s - loss: 0.4209 - acc: 0.80 - ETA: 11s - loss: 0.4195 - acc: 0.80 - ETA: 11s - loss: 0.4176 - acc: 0.80 - ETA: 10s - loss: 0.4167 - acc: 0.80 - ETA: 10s - loss: 0.4182 - acc: 0.80 - ETA: 10s - loss: 0.4169 - acc: 0.80 - ETA: 10s - loss: 0.4183 - acc: 0.80 - ETA: 10s - loss: 0.4156 - acc: 0.80 - ETA: 10s - loss: 0.4145 - acc: 0.80 - ETA: 9s - loss: 0.4149 - acc: 0.8072 - ETA: 9s - loss: 0.4149 - acc: 0.806 - ETA: 9s - loss: 0.4167 - acc: 0.806 - ETA: 9s - loss: 0.4134 - acc: 0.808 - ETA: 9s - loss: 0.4129 - acc: 0.808 - ETA: 9s - loss: 0.4149 - acc: 0.806 - ETA: 8s - loss: 0.4146 - acc: 0.807 - ETA: 8s - loss: 0.4128 - acc: 0.807 - ETA: 8s - loss: 0.4173 - acc: 0.805 - ETA: 8s - loss: 0.4180 - acc: 0.804 - ETA: 8s - loss: 0.4168 - acc: 0.805 - ETA: 7s - loss: 0.4157 - acc: 0.806 - ETA: 7s - loss: 0.4136 - acc: 0.807 - ETA: 7s - loss: 0.4102 - acc: 0.809 - ETA: 7s - loss: 0.4111 - acc: 0.809 - ETA: 7s - loss: 0.4110 - acc: 0.810 - ETA: 6s - loss: 0.4080 - acc: 0.811 - ETA: 6s - loss: 0.4080 - acc: 0.812 - ETA: 6s - loss: 0.4083 - acc: 0.812 - ETA: 6s - loss: 0.4084 - acc: 0.812 - ETA: 6s - loss: 0.4078 - acc: 0.811 - ETA: 5s - loss: 0.4076 - acc: 0.811 - ETA: 5s - loss: 0.4067 - acc: 0.812 - ETA: 5s - loss: 0.4070 - acc: 0.812 - ETA: 5s - loss: 0.4056 - acc: 0.812 - ETA: 4s - loss: 0.4052 - acc: 0.812 - ETA: 4s - loss: 0.4028 - acc: 0.814 - ETA: 4s - loss: 0.4017 - acc: 0.814 - ETA: 4s - loss: 0.4030 - acc: 0.814 - ETA: 4s - loss: 0.4025 - acc: 0.814 - ETA: 3s - loss: 0.4024 - acc: 0.815 - ETA: 3s - loss: 0.4028 - acc: 0.815 - ETA: 3s - loss: 0.4032 - acc: 0.814 - ETA: 3s - loss: 0.4015 - acc: 0.816 - ETA: 2s - loss: 0.4020 - acc: 0.815 - ETA: 2s - loss: 0.4011 - acc: 0.816 - ETA: 2s - loss: 0.4003 - acc: 0.816 - ETA: 2s - loss: 0.3990 - acc: 0.816 - ETA: 2s - loss: 0.3999 - acc: 0.816 - ETA: 1s - loss: 0.4038 - acc: 0.815 - ETA: 1s - loss: 0.4039 - acc: 0.815 - ETA: 1s - loss: 0.4032 - acc: 0.815 - ETA: 1s - loss: 0.4033 - acc: 0.815 - ETA: 0s - loss: 0.4044 - acc: 0.814 - ETA: 0s - loss: 0.4035 - acc: 0.815 - ETA: 0s - loss: 0.4047 - acc: 0.815 - ETA: 0s - loss: 0.4041 - acc: 0.814 - 28s - loss: 0.4031 - acc: 0.8156 - val_loss: 0.4169 - val_acc: 0.8185
Epoch 68/100
100/100 [==============================] - ETA: 6s - loss: 0.3410 - acc: 0.812 - ETA: 6s - loss: 0.3566 - acc: 0.843 - ETA: 6s - loss: 0.3664 - acc: 0.854 - ETA: 6s - loss: 0.3537 - acc: 0.843 - ETA: 6s - loss: 0.3217 - acc: 0.868 - ETA: 6s - loss: 0.3474 - acc: 0.859 - ETA: 6s - loss: 0.3253 - acc: 0.870 - ETA: 6s - loss: 0.3189 - acc: 0.878 - ETA: 6s - loss: 0.3330 - acc: 0.868 - ETA: 6s - loss: 0.3518 - acc: 0.856 - ETA: 6s - loss: 0.3598 - acc: 0.852 - ETA: 5s - loss: 0.3634 - acc: 0.849 - ETA: 6s - loss: 0.3632 - acc: 0.841 - ETA: 7s - loss: 0.3630 - acc: 0.839 - ETA: 8s - loss: 0.3700 - acc: 0.833 - ETA: 9s - loss: 0.3725 - acc: 0.828 - ETA: 9s - loss: 0.3669 - acc: 0.832 - ETA: 10s - loss: 0.3661 - acc: 0.83 - ETA: 10s - loss: 0.3625 - acc: 0.83 - ETA: 10s - loss: 0.3702 - acc: 0.82 - ETA: 11s - loss: 0.3693 - acc: 0.82 - ETA: 11s - loss: 0.3707 - acc: 0.82 - ETA: 11s - loss: 0.3704 - acc: 0.81 - ETA: 12s - loss: 0.3726 - acc: 0.81 - ETA: 12s - loss: 0.3812 - acc: 0.81 - ETA: 12s - loss: 0.3784 - acc: 0.81 - ETA: 12s - loss: 0.3879 - acc: 0.81 - ETA: 12s - loss: 0.3922 - acc: 0.81 - ETA: 12s - loss: 0.3929 - acc: 0.81 - ETA: 12s - loss: 0.3909 - acc: 0.81 - ETA: 12s - loss: 0.3947 - acc: 0.81 - ETA: 12s - loss: 0.3988 - acc: 0.81 - ETA: 12s - loss: 0.3959 - acc: 0.81 - ETA: 12s - loss: 0.3951 - acc: 0.81 - ETA: 12s - loss: 0.3982 - acc: 0.81 - ETA: 12s - loss: 0.3994 - acc: 0.81 - ETA: 12s - loss: 0.3950 - acc: 0.81 - ETA: 12s - loss: 0.3925 - acc: 0.81 - ETA: 12s - loss: 0.3917 - acc: 0.81 - ETA: 11s - loss: 0.3920 - acc: 0.81 - ETA: 11s - loss: 0.3903 - acc: 0.82 - ETA: 11s - loss: 0.3915 - acc: 0.82 - ETA: 11s - loss: 0.3960 - acc: 0.81 - ETA: 11s - loss: 0.3940 - acc: 0.81 - ETA: 11s - loss: 0.3909 - acc: 0.82 - ETA: 11s - loss: 0.3924 - acc: 0.82 - ETA: 10s - loss: 0.3909 - acc: 0.82 - ETA: 10s - loss: 0.3894 - acc: 0.82 - ETA: 10s - loss: 0.3894 - acc: 0.82 - ETA: 10s - loss: 0.3908 - acc: 0.82 - ETA: 10s - loss: 0.3917 - acc: 0.82 - ETA: 10s - loss: 0.3952 - acc: 0.81 - ETA: 10s - loss: 0.3955 - acc: 0.81 - ETA: 9s - loss: 0.3983 - acc: 0.8171 - ETA: 9s - loss: 0.4005 - acc: 0.815 - ETA: 9s - loss: 0.4030 - acc: 0.814 - ETA: 9s - loss: 0.4016 - acc: 0.816 - ETA: 9s - loss: 0.4015 - acc: 0.816 - ETA: 8s - loss: 0.4004 - acc: 0.816 - ETA: 8s - loss: 0.4008 - acc: 0.815 - ETA: 8s - loss: 0.4035 - acc: 0.813 - ETA: 8s - loss: 0.4001 - acc: 0.815 - ETA: 8s - loss: 0.4000 - acc: 0.815 - ETA: 7s - loss: 0.3989 - acc: 0.815 - ETA: 7s - loss: 0.4001 - acc: 0.815 - ETA: 7s - loss: 0.3993 - acc: 0.816 - ETA: 7s - loss: 0.4010 - acc: 0.815 - ETA: 7s - loss: 0.4000 - acc: 0.815 - ETA: 6s - loss: 0.3986 - acc: 0.816 - ETA: 6s - loss: 0.3986 - acc: 0.816 - ETA: 6s - loss: 0.3988 - acc: 0.815 - ETA: 6s - loss: 0.3991 - acc: 0.815 - ETA: 6s - loss: 0.3986 - acc: 0.815 - ETA: 5s - loss: 0.3973 - acc: 0.815 - ETA: 5s - loss: 0.3986 - acc: 0.815 - ETA: 5s - loss: 0.3999 - acc: 0.814 - ETA: 5s - loss: 0.4006 - acc: 0.813 - ETA: 5s - loss: 0.4012 - acc: 0.813 - ETA: 4s - loss: 0.4004 - acc: 0.813 - ETA: 4s - loss: 0.3995 - acc: 0.814 - ETA: 4s - loss: 0.4007 - acc: 0.813 - ETA: 4s - loss: 0.4001 - acc: 0.813 - ETA: 3s - loss: 0.3990 - acc: 0.814 - ETA: 3s - loss: 0.4005 - acc: 0.813 - ETA: 3s - loss: 0.4002 - acc: 0.813 - ETA: 3s - loss: 0.4016 - acc: 0.812 - ETA: 3s - loss: 0.4012 - acc: 0.812 - ETA: 2s - loss: 0.4013 - acc: 0.812 - ETA: 2s - loss: 0.3998 - acc: 0.813 - ETA: 2s - loss: 0.3992 - acc: 0.814 - ETA: 2s - loss: 0.3985 - acc: 0.814 - ETA: 1s - loss: 0.3976 - acc: 0.815 - ETA: 1s - loss: 0.3967 - acc: 0.816 - ETA: 1s - loss: 0.3964 - acc: 0.817 - ETA: 1s - loss: 0.3951 - acc: 0.817 - ETA: 0s - loss: 0.3943 - acc: 0.818 - ETA: 0s - loss: 0.3953 - acc: 0.818 - ETA: 0s - loss: 0.3960 - acc: 0.816 - ETA: 0s - loss: 0.3957 - acc: 0.816 - 28s - loss: 0.3958 - acc: 0.8162 - val_loss: 0.4389 - val_acc: 0.8131
Epoch 69/100
100/100 [==============================] - ETA: 6s - loss: 0.4135 - acc: 0.875 - ETA: 6s - loss: 0.4145 - acc: 0.796 - ETA: 6s - loss: 0.4138 - acc: 0.833 - ETA: 5s - loss: 0.4004 - acc: 0.856 - ETA: 5s - loss: 0.3952 - acc: 0.849 - ETA: 5s - loss: 0.4036 - acc: 0.843 - ETA: 5s - loss: 0.3950 - acc: 0.847 - ETA: 5s - loss: 0.3922 - acc: 0.840 - ETA: 5s - loss: 0.3841 - acc: 0.840 - ETA: 5s - loss: 0.3748 - acc: 0.849 - ETA: 5s - loss: 0.3762 - acc: 0.851 - ETA: 6s - loss: 0.3691 - acc: 0.853 - ETA: 8s - loss: 0.3613 - acc: 0.857 - ETA: 8s - loss: 0.3573 - acc: 0.862 - ETA: 9s - loss: 0.3511 - acc: 0.869 - ETA: 10s - loss: 0.3564 - acc: 0.86 - ETA: 10s - loss: 0.3572 - acc: 0.86 - ETA: 11s - loss: 0.3564 - acc: 0.86 - ETA: 11s - loss: 0.3505 - acc: 0.85 - ETA: 11s - loss: 0.3518 - acc: 0.85 - ETA: 12s - loss: 0.3519 - acc: 0.85 - ETA: 12s - loss: 0.3696 - acc: 0.84 - ETA: 12s - loss: 0.3823 - acc: 0.83 - ETA: 12s - loss: 0.3817 - acc: 0.84 - ETA: 12s - loss: 0.3803 - acc: 0.83 - ETA: 12s - loss: 0.3785 - acc: 0.84 - ETA: 13s - loss: 0.3785 - acc: 0.84 - ETA: 13s - loss: 0.3786 - acc: 0.84 - ETA: 13s - loss: 0.3744 - acc: 0.84 - ETA: 13s - loss: 0.3717 - acc: 0.84 - ETA: 12s - loss: 0.3697 - acc: 0.84 - ETA: 12s - loss: 0.3692 - acc: 0.84 - ETA: 12s - loss: 0.3722 - acc: 0.84 - ETA: 12s - loss: 0.3714 - acc: 0.84 - ETA: 12s - loss: 0.3731 - acc: 0.84 - ETA: 12s - loss: 0.3695 - acc: 0.84 - ETA: 12s - loss: 0.3721 - acc: 0.84 - ETA: 12s - loss: 0.3725 - acc: 0.84 - ETA: 12s - loss: 0.3743 - acc: 0.84 - ETA: 12s - loss: 0.3756 - acc: 0.84 - ETA: 12s - loss: 0.3731 - acc: 0.84 - ETA: 11s - loss: 0.3712 - acc: 0.84 - ETA: 11s - loss: 0.3745 - acc: 0.84 - ETA: 11s - loss: 0.3762 - acc: 0.84 - ETA: 11s - loss: 0.3733 - acc: 0.84 - ETA: 11s - loss: 0.3724 - acc: 0.84 - ETA: 11s - loss: 0.3745 - acc: 0.84 - ETA: 11s - loss: 0.3780 - acc: 0.83 - ETA: 10s - loss: 0.3782 - acc: 0.84 - ETA: 10s - loss: 0.3802 - acc: 0.83 - ETA: 10s - loss: 0.3808 - acc: 0.83 - ETA: 10s - loss: 0.3789 - acc: 0.83 - ETA: 10s - loss: 0.3804 - acc: 0.83 - ETA: 10s - loss: 0.3803 - acc: 0.83 - ETA: 9s - loss: 0.3787 - acc: 0.8382 - ETA: 9s - loss: 0.3775 - acc: 0.839 - ETA: 9s - loss: 0.3781 - acc: 0.839 - ETA: 9s - loss: 0.3752 - acc: 0.841 - ETA: 8s - loss: 0.3752 - acc: 0.839 - ETA: 8s - loss: 0.3732 - acc: 0.840 - ETA: 8s - loss: 0.3723 - acc: 0.840 - ETA: 8s - loss: 0.3699 - acc: 0.841 - ETA: 8s - loss: 0.3721 - acc: 0.840 - ETA: 7s - loss: 0.3717 - acc: 0.840 - ETA: 7s - loss: 0.3733 - acc: 0.840 - ETA: 7s - loss: 0.3748 - acc: 0.839 - ETA: 7s - loss: 0.3729 - acc: 0.841 - ETA: 7s - loss: 0.3741 - acc: 0.841 - ETA: 6s - loss: 0.3772 - acc: 0.838 - ETA: 6s - loss: 0.3759 - acc: 0.839 - ETA: 6s - loss: 0.3748 - acc: 0.839 - ETA: 6s - loss: 0.3760 - acc: 0.839 - ETA: 5s - loss: 0.3759 - acc: 0.838 - ETA: 5s - loss: 0.3766 - acc: 0.837 - ETA: 5s - loss: 0.3784 - acc: 0.835 - ETA: 5s - loss: 0.3781 - acc: 0.835 - ETA: 5s - loss: 0.3803 - acc: 0.834 - ETA: 4s - loss: 0.3801 - acc: 0.834 - ETA: 4s - loss: 0.3801 - acc: 0.834 - ETA: 4s - loss: 0.3805 - acc: 0.834 - ETA: 4s - loss: 0.3832 - acc: 0.831 - ETA: 3s - loss: 0.3841 - acc: 0.831 - ETA: 3s - loss: 0.3832 - acc: 0.832 - ETA: 3s - loss: 0.3824 - acc: 0.833 - ETA: 3s - loss: 0.3825 - acc: 0.833 - ETA: 3s - loss: 0.3831 - acc: 0.832 - ETA: 2s - loss: 0.3829 - acc: 0.832 - ETA: 2s - loss: 0.3839 - acc: 0.831 - ETA: 2s - loss: 0.3851 - acc: 0.829 - ETA: 2s - loss: 0.3843 - acc: 0.830 - ETA: 1s - loss: 0.3838 - acc: 0.830 - ETA: 1s - loss: 0.3850 - acc: 0.830 - ETA: 1s - loss: 0.3856 - acc: 0.829 - ETA: 1s - loss: 0.3856 - acc: 0.829 - ETA: 0s - loss: 0.3852 - acc: 0.829 - ETA: 0s - loss: 0.3836 - acc: 0.831 - ETA: 0s - loss: 0.3852 - acc: 0.831 - ETA: 0s - loss: 0.3863 - acc: 0.831 - 29s - loss: 0.3874 - acc: 0.8303 - val_loss: 0.4039 - val_acc: 0.8211
Epoch 70/100
100/100 [==============================] - ETA: 6s - loss: 0.3373 - acc: 0.875 - ETA: 6s - loss: 0.3683 - acc: 0.812 - ETA: 6s - loss: 0.3452 - acc: 0.822 - ETA: 6s - loss: 0.3227 - acc: 0.843 - ETA: 6s - loss: 0.3123 - acc: 0.856 - ETA: 6s - loss: 0.3303 - acc: 0.843 - ETA: 6s - loss: 0.3665 - acc: 0.812 - ETA: 6s - loss: 0.3669 - acc: 0.816 - ETA: 6s - loss: 0.3550 - acc: 0.822 - ETA: 6s - loss: 0.3463 - acc: 0.834 - ETA: 6s - loss: 0.3433 - acc: 0.832 - ETA: 5s - loss: 0.3420 - acc: 0.835 - ETA: 6s - loss: 0.3561 - acc: 0.834 - ETA: 7s - loss: 0.3655 - acc: 0.825 - ETA: 8s - loss: 0.3627 - acc: 0.825 - ETA: 9s - loss: 0.3552 - acc: 0.832 - ETA: 10s - loss: 0.3611 - acc: 0.82 - ETA: 10s - loss: 0.3606 - acc: 0.82 - ETA: 11s - loss: 0.3599 - acc: 0.82 - ETA: 11s - loss: 0.3613 - acc: 0.82 - ETA: 11s - loss: 0.3615 - acc: 0.83 - ETA: 12s - loss: 0.3631 - acc: 0.82 - ETA: 12s - loss: 0.3584 - acc: 0.83 - ETA: 12s - loss: 0.3620 - acc: 0.83 - ETA: 12s - loss: 0.3598 - acc: 0.83 - ETA: 12s - loss: 0.3624 - acc: 0.83 - ETA: 12s - loss: 0.3666 - acc: 0.83 - ETA: 12s - loss: 0.3656 - acc: 0.83 - ETA: 12s - loss: 0.3633 - acc: 0.83 - ETA: 12s - loss: 0.3662 - acc: 0.83 - ETA: 12s - loss: 0.3669 - acc: 0.83 - ETA: 12s - loss: 0.3649 - acc: 0.83 - ETA: 12s - loss: 0.3622 - acc: 0.83 - ETA: 12s - loss: 0.3613 - acc: 0.83 - ETA: 12s - loss: 0.3597 - acc: 0.83 - ETA: 12s - loss: 0.3616 - acc: 0.83 - ETA: 12s - loss: 0.3671 - acc: 0.83 - ETA: 12s - loss: 0.3654 - acc: 0.83 - ETA: 12s - loss: 0.3689 - acc: 0.83 - ETA: 12s - loss: 0.3681 - acc: 0.83 - ETA: 11s - loss: 0.3745 - acc: 0.83 - ETA: 11s - loss: 0.3734 - acc: 0.83 - ETA: 11s - loss: 0.3712 - acc: 0.83 - ETA: 11s - loss: 0.3732 - acc: 0.83 - ETA: 11s - loss: 0.3707 - acc: 0.83 - ETA: 11s - loss: 0.3706 - acc: 0.83 - ETA: 11s - loss: 0.3721 - acc: 0.83 - ETA: 10s - loss: 0.3739 - acc: 0.83 - ETA: 10s - loss: 0.3769 - acc: 0.83 - ETA: 10s - loss: 0.3749 - acc: 0.83 - ETA: 10s - loss: 0.3741 - acc: 0.83 - ETA: 10s - loss: 0.3770 - acc: 0.83 - ETA: 10s - loss: 0.3774 - acc: 0.83 - ETA: 9s - loss: 0.3774 - acc: 0.8304 - ETA: 9s - loss: 0.3784 - acc: 0.829 - ETA: 9s - loss: 0.3769 - acc: 0.829 - ETA: 9s - loss: 0.3782 - acc: 0.828 - ETA: 9s - loss: 0.3763 - acc: 0.829 - ETA: 9s - loss: 0.3786 - acc: 0.827 - ETA: 8s - loss: 0.3788 - acc: 0.826 - ETA: 8s - loss: 0.3792 - acc: 0.826 - ETA: 8s - loss: 0.3813 - acc: 0.827 - ETA: 8s - loss: 0.3834 - acc: 0.826 - ETA: 8s - loss: 0.3847 - acc: 0.825 - ETA: 7s - loss: 0.3872 - acc: 0.823 - ETA: 7s - loss: 0.3879 - acc: 0.822 - ETA: 7s - loss: 0.3883 - acc: 0.821 - ETA: 7s - loss: 0.3870 - acc: 0.823 - ETA: 7s - loss: 0.3881 - acc: 0.822 - ETA: 6s - loss: 0.3875 - acc: 0.823 - ETA: 6s - loss: 0.3866 - acc: 0.823 - ETA: 6s - loss: 0.3855 - acc: 0.824 - ETA: 6s - loss: 0.3875 - acc: 0.823 - ETA: 5s - loss: 0.3886 - acc: 0.823 - ETA: 5s - loss: 0.3877 - acc: 0.824 - ETA: 5s - loss: 0.3879 - acc: 0.824 - ETA: 5s - loss: 0.3881 - acc: 0.824 - ETA: 5s - loss: 0.3889 - acc: 0.823 - ETA: 4s - loss: 0.3911 - acc: 0.823 - ETA: 4s - loss: 0.3912 - acc: 0.822 - ETA: 4s - loss: 0.3904 - acc: 0.823 - ETA: 4s - loss: 0.3922 - acc: 0.822 - ETA: 3s - loss: 0.3925 - acc: 0.823 - ETA: 3s - loss: 0.3920 - acc: 0.823 - ETA: 3s - loss: 0.3924 - acc: 0.823 - ETA: 3s - loss: 0.3911 - acc: 0.823 - ETA: 3s - loss: 0.3906 - acc: 0.823 - ETA: 2s - loss: 0.3906 - acc: 0.823 - ETA: 2s - loss: 0.3894 - acc: 0.824 - ETA: 2s - loss: 0.3885 - acc: 0.824 - ETA: 2s - loss: 0.3884 - acc: 0.824 - ETA: 1s - loss: 0.3891 - acc: 0.824 - ETA: 1s - loss: 0.3862 - acc: 0.826 - ETA: 1s - loss: 0.3871 - acc: 0.826 - ETA: 1s - loss: 0.3867 - acc: 0.826 - ETA: 0s - loss: 0.3864 - acc: 0.826 - ETA: 0s - loss: 0.3856 - acc: 0.826 - ETA: 0s - loss: 0.3855 - acc: 0.826 - ETA: 0s - loss: 0.3844 - acc: 0.827 - 28s - loss: 0.3855 - acc: 0.8262 - val_loss: 0.4289 - val_acc: 0.8052
Epoch 71/100
100/100 [==============================] - ETA: 6s - loss: 0.5831 - acc: 0.718 - ETA: 6s - loss: 0.4375 - acc: 0.812 - ETA: 6s - loss: 0.4500 - acc: 0.802 - ETA: 6s - loss: 0.4537 - acc: 0.796 - ETA: 6s - loss: 0.4532 - acc: 0.800 - ETA: 6s - loss: 0.4448 - acc: 0.807 - ETA: 6s - loss: 0.4487 - acc: 0.799 - ETA: 6s - loss: 0.4358 - acc: 0.804 - ETA: 6s - loss: 0.4409 - acc: 0.798 - ETA: 6s - loss: 0.4429 - acc: 0.793 - ETA: 6s - loss: 0.4309 - acc: 0.795 - ETA: 5s - loss: 0.4242 - acc: 0.796 - ETA: 6s - loss: 0.4190 - acc: 0.798 - ETA: 7s - loss: 0.4095 - acc: 0.805 - ETA: 8s - loss: 0.4205 - acc: 0.800 - ETA: 9s - loss: 0.4072 - acc: 0.808 - ETA: 10s - loss: 0.4039 - acc: 0.80 - ETA: 10s - loss: 0.4048 - acc: 0.80 - ETA: 10s - loss: 0.4092 - acc: 0.80 - ETA: 11s - loss: 0.4089 - acc: 0.80 - ETA: 11s - loss: 0.4013 - acc: 0.80 - ETA: 11s - loss: 0.3968 - acc: 0.81 - ETA: 12s - loss: 0.3998 - acc: 0.80 - ETA: 12s - loss: 0.4037 - acc: 0.80 - ETA: 12s - loss: 0.3999 - acc: 0.80 - ETA: 12s - loss: 0.4051 - acc: 0.80 - ETA: 12s - loss: 0.4018 - acc: 0.80 - ETA: 12s - loss: 0.4077 - acc: 0.80 - ETA: 12s - loss: 0.4099 - acc: 0.80 - ETA: 12s - loss: 0.4122 - acc: 0.80 - ETA: 12s - loss: 0.4074 - acc: 0.80 - ETA: 12s - loss: 0.4023 - acc: 0.81 - ETA: 12s - loss: 0.4001 - acc: 0.80 - ETA: 12s - loss: 0.4014 - acc: 0.80 - ETA: 12s - loss: 0.3991 - acc: 0.81 - ETA: 12s - loss: 0.3974 - acc: 0.81 - ETA: 12s - loss: 0.3956 - acc: 0.81 - ETA: 12s - loss: 0.3986 - acc: 0.81 - ETA: 12s - loss: 0.3973 - acc: 0.81 - ETA: 12s - loss: 0.4005 - acc: 0.80 - ETA: 12s - loss: 0.4005 - acc: 0.80 - ETA: 11s - loss: 0.3990 - acc: 0.81 - ETA: 11s - loss: 0.3996 - acc: 0.80 - ETA: 11s - loss: 0.4001 - acc: 0.81 - ETA: 11s - loss: 0.3974 - acc: 0.81 - ETA: 11s - loss: 0.4002 - acc: 0.80 - ETA: 11s - loss: 0.3984 - acc: 0.81 - ETA: 11s - loss: 0.3960 - acc: 0.81 - ETA: 10s - loss: 0.3918 - acc: 0.81 - ETA: 10s - loss: 0.3948 - acc: 0.81 - ETA: 10s - loss: 0.3965 - acc: 0.81 - ETA: 10s - loss: 0.3953 - acc: 0.81 - ETA: 10s - loss: 0.3966 - acc: 0.81 - ETA: 10s - loss: 0.3952 - acc: 0.81 - ETA: 9s - loss: 0.3989 - acc: 0.8108 - ETA: 9s - loss: 0.4044 - acc: 0.810 - ETA: 9s - loss: 0.4042 - acc: 0.811 - ETA: 9s - loss: 0.4037 - acc: 0.812 - ETA: 9s - loss: 0.4046 - acc: 0.812 - ETA: 8s - loss: 0.4040 - acc: 0.813 - ETA: 8s - loss: 0.4053 - acc: 0.813 - ETA: 8s - loss: 0.4051 - acc: 0.812 - ETA: 8s - loss: 0.4042 - acc: 0.813 - ETA: 8s - loss: 0.4018 - acc: 0.814 - ETA: 7s - loss: 0.4026 - acc: 0.813 - ETA: 7s - loss: 0.4012 - acc: 0.813 - ETA: 7s - loss: 0.4037 - acc: 0.812 - ETA: 7s - loss: 0.4037 - acc: 0.813 - ETA: 7s - loss: 0.4024 - acc: 0.813 - ETA: 6s - loss: 0.4044 - acc: 0.812 - ETA: 6s - loss: 0.4019 - acc: 0.814 - ETA: 6s - loss: 0.4040 - acc: 0.811 - ETA: 6s - loss: 0.4055 - acc: 0.810 - ETA: 5s - loss: 0.4042 - acc: 0.812 - ETA: 5s - loss: 0.4041 - acc: 0.811 - ETA: 5s - loss: 0.4039 - acc: 0.812 - ETA: 5s - loss: 0.4032 - acc: 0.813 - ETA: 5s - loss: 0.4040 - acc: 0.812 - ETA: 4s - loss: 0.4030 - acc: 0.812 - ETA: 4s - loss: 0.4033 - acc: 0.811 - ETA: 4s - loss: 0.4030 - acc: 0.812 - ETA: 4s - loss: 0.4035 - acc: 0.812 - ETA: 3s - loss: 0.4033 - acc: 0.812 - ETA: 3s - loss: 0.4032 - acc: 0.811 - ETA: 3s - loss: 0.4028 - acc: 0.812 - ETA: 3s - loss: 0.4032 - acc: 0.811 - ETA: 3s - loss: 0.4040 - acc: 0.811 - ETA: 2s - loss: 0.4038 - acc: 0.810 - ETA: 2s - loss: 0.4059 - acc: 0.810 - ETA: 2s - loss: 0.4051 - acc: 0.811 - ETA: 2s - loss: 0.4043 - acc: 0.812 - ETA: 1s - loss: 0.4052 - acc: 0.812 - ETA: 1s - loss: 0.4038 - acc: 0.813 - ETA: 1s - loss: 0.4027 - acc: 0.815 - ETA: 1s - loss: 0.4033 - acc: 0.815 - ETA: 0s - loss: 0.4030 - acc: 0.815 - ETA: 0s - loss: 0.4019 - acc: 0.815 - ETA: 0s - loss: 0.4005 - acc: 0.816 - ETA: 0s - loss: 0.4010 - acc: 0.816 - 28s - loss: 0.3995 - acc: 0.8166 - val_loss: 0.4239 - val_acc: 0.8183
Epoch 72/100
100/100 [==============================] - ETA: 6s - loss: 0.4505 - acc: 0.781 - ETA: 6s - loss: 0.3566 - acc: 0.843 - ETA: 6s - loss: 0.4281 - acc: 0.791 - ETA: 6s - loss: 0.4198 - acc: 0.789 - ETA: 6s - loss: 0.4153 - acc: 0.781 - ETA: 6s - loss: 0.4024 - acc: 0.781 - ETA: 6s - loss: 0.3979 - acc: 0.781 - ETA: 6s - loss: 0.3826 - acc: 0.800 - ETA: 6s - loss: 0.3641 - acc: 0.812 - ETA: 6s - loss: 0.3619 - acc: 0.809 - ETA: 6s - loss: 0.3684 - acc: 0.812 - ETA: 5s - loss: 0.3547 - acc: 0.822 - ETA: 6s - loss: 0.3582 - acc: 0.817 - ETA: 7s - loss: 0.3579 - acc: 0.814 - ETA: 8s - loss: 0.3565 - acc: 0.816 - ETA: 9s - loss: 0.3651 - acc: 0.816 - ETA: 9s - loss: 0.3587 - acc: 0.819 - ETA: 10s - loss: 0.3577 - acc: 0.81 - ETA: 10s - loss: 0.3569 - acc: 0.82 - ETA: 10s - loss: 0.3598 - acc: 0.81 - ETA: 11s - loss: 0.3601 - acc: 0.81 - ETA: 11s - loss: 0.3621 - acc: 0.81 - ETA: 11s - loss: 0.3737 - acc: 0.81 - ETA: 11s - loss: 0.3723 - acc: 0.81 - ETA: 11s - loss: 0.3678 - acc: 0.82 - ETA: 12s - loss: 0.3717 - acc: 0.81 - ETA: 12s - loss: 0.3699 - acc: 0.81 - ETA: 12s - loss: 0.3659 - acc: 0.82 - ETA: 12s - loss: 0.3710 - acc: 0.81 - ETA: 12s - loss: 0.3669 - acc: 0.82 - ETA: 12s - loss: 0.3700 - acc: 0.82 - ETA: 12s - loss: 0.3680 - acc: 0.82 - ETA: 12s - loss: 0.3665 - acc: 0.82 - ETA: 12s - loss: 0.3637 - acc: 0.82 - ETA: 12s - loss: 0.3622 - acc: 0.82 - ETA: 12s - loss: 0.3639 - acc: 0.82 - ETA: 12s - loss: 0.3636 - acc: 0.82 - ETA: 11s - loss: 0.3673 - acc: 0.82 - ETA: 11s - loss: 0.3656 - acc: 0.82 - ETA: 11s - loss: 0.3648 - acc: 0.83 - ETA: 11s - loss: 0.3638 - acc: 0.83 - ETA: 11s - loss: 0.3654 - acc: 0.83 - ETA: 11s - loss: 0.3656 - acc: 0.83 - ETA: 11s - loss: 0.3663 - acc: 0.83 - ETA: 11s - loss: 0.3733 - acc: 0.82 - ETA: 11s - loss: 0.3765 - acc: 0.82 - ETA: 10s - loss: 0.3753 - acc: 0.82 - ETA: 10s - loss: 0.3752 - acc: 0.82 - ETA: 10s - loss: 0.3746 - acc: 0.83 - ETA: 10s - loss: 0.3739 - acc: 0.83 - ETA: 10s - loss: 0.3761 - acc: 0.82 - ETA: 10s - loss: 0.3760 - acc: 0.82 - ETA: 9s - loss: 0.3745 - acc: 0.8296 - ETA: 9s - loss: 0.3754 - acc: 0.828 - ETA: 9s - loss: 0.3738 - acc: 0.830 - ETA: 9s - loss: 0.3747 - acc: 0.829 - ETA: 9s - loss: 0.3743 - acc: 0.828 - ETA: 9s - loss: 0.3728 - acc: 0.829 - ETA: 8s - loss: 0.3733 - acc: 0.828 - ETA: 8s - loss: 0.3749 - acc: 0.827 - ETA: 8s - loss: 0.3751 - acc: 0.828 - ETA: 8s - loss: 0.3756 - acc: 0.829 - ETA: 8s - loss: 0.3778 - acc: 0.828 - ETA: 7s - loss: 0.3773 - acc: 0.828 - ETA: 7s - loss: 0.3788 - acc: 0.827 - ETA: 7s - loss: 0.3789 - acc: 0.827 - ETA: 7s - loss: 0.3783 - acc: 0.827 - ETA: 7s - loss: 0.3764 - acc: 0.829 - ETA: 6s - loss: 0.3772 - acc: 0.827 - ETA: 6s - loss: 0.3787 - acc: 0.826 - ETA: 6s - loss: 0.3784 - acc: 0.826 - ETA: 6s - loss: 0.3791 - acc: 0.826 - ETA: 6s - loss: 0.3805 - acc: 0.825 - ETA: 5s - loss: 0.3793 - acc: 0.827 - ETA: 5s - loss: 0.3765 - acc: 0.829 - ETA: 5s - loss: 0.3761 - acc: 0.829 - ETA: 5s - loss: 0.3764 - acc: 0.829 - ETA: 5s - loss: 0.3769 - acc: 0.828 - ETA: 4s - loss: 0.3767 - acc: 0.829 - ETA: 4s - loss: 0.3781 - acc: 0.828 - ETA: 4s - loss: 0.3780 - acc: 0.827 - ETA: 4s - loss: 0.3789 - acc: 0.827 - ETA: 3s - loss: 0.3774 - acc: 0.828 - ETA: 3s - loss: 0.3783 - acc: 0.828 - ETA: 3s - loss: 0.3788 - acc: 0.827 - ETA: 3s - loss: 0.3782 - acc: 0.827 - ETA: 2s - loss: 0.3787 - acc: 0.826 - ETA: 2s - loss: 0.3793 - acc: 0.825 - ETA: 2s - loss: 0.3781 - acc: 0.825 - ETA: 2s - loss: 0.3780 - acc: 0.825 - ETA: 2s - loss: 0.3774 - acc: 0.825 - ETA: 1s - loss: 0.3778 - acc: 0.826 - ETA: 1s - loss: 0.3778 - acc: 0.826 - ETA: 1s - loss: 0.3789 - acc: 0.826 - ETA: 1s - loss: 0.3794 - acc: 0.825 - ETA: 0s - loss: 0.3801 - acc: 0.825 - ETA: 0s - loss: 0.3808 - acc: 0.825 - ETA: 0s - loss: 0.3800 - acc: 0.825 - ETA: 0s - loss: 0.3801 - acc: 0.825 - 28s - loss: 0.3806 - acc: 0.8253 - val_loss: 0.4257 - val_acc: 0.8033
Epoch 73/100
100/100 [==============================] - ETA: 6s - loss: 0.6243 - acc: 0.750 - ETA: 6s - loss: 0.5310 - acc: 0.781 - ETA: 6s - loss: 0.4511 - acc: 0.812 - ETA: 6s - loss: 0.4399 - acc: 0.804 - ETA: 6s - loss: 0.4764 - acc: 0.793 - ETA: 6s - loss: 0.4499 - acc: 0.807 - ETA: 6s - loss: 0.4221 - acc: 0.821 - ETA: 6s - loss: 0.4055 - acc: 0.828 - ETA: 6s - loss: 0.4168 - acc: 0.816 - ETA: 6s - loss: 0.4287 - acc: 0.809 - ETA: 6s - loss: 0.4209 - acc: 0.815 - ETA: 5s - loss: 0.4140 - acc: 0.820 - ETA: 6s - loss: 0.4056 - acc: 0.826 - ETA: 7s - loss: 0.4131 - acc: 0.819 - ETA: 8s - loss: 0.4140 - acc: 0.814 - ETA: 9s - loss: 0.4144 - acc: 0.812 - ETA: 9s - loss: 0.4070 - acc: 0.821 - ETA: 10s - loss: 0.4167 - acc: 0.81 - ETA: 10s - loss: 0.4135 - acc: 0.81 - ETA: 11s - loss: 0.4108 - acc: 0.81 - ETA: 11s - loss: 0.4033 - acc: 0.81 - ETA: 11s - loss: 0.4033 - acc: 0.81 - ETA: 12s - loss: 0.4007 - acc: 0.81 - ETA: 12s - loss: 0.3958 - acc: 0.82 - ETA: 12s - loss: 0.3993 - acc: 0.82 - ETA: 12s - loss: 0.3957 - acc: 0.82 - ETA: 12s - loss: 0.4040 - acc: 0.82 - ETA: 12s - loss: 0.3969 - acc: 0.82 - ETA: 12s - loss: 0.3948 - acc: 0.82 - ETA: 12s - loss: 0.3944 - acc: 0.82 - ETA: 12s - loss: 0.3903 - acc: 0.83 - ETA: 12s - loss: 0.3849 - acc: 0.83 - ETA: 12s - loss: 0.3877 - acc: 0.83 - ETA: 12s - loss: 0.3853 - acc: 0.83 - ETA: 12s - loss: 0.3815 - acc: 0.83 - ETA: 12s - loss: 0.3810 - acc: 0.83 - ETA: 12s - loss: 0.3777 - acc: 0.83 - ETA: 12s - loss: 0.3778 - acc: 0.83 - ETA: 12s - loss: 0.3764 - acc: 0.83 - ETA: 12s - loss: 0.3788 - acc: 0.83 - ETA: 11s - loss: 0.3853 - acc: 0.83 - ETA: 11s - loss: 0.3857 - acc: 0.83 - ETA: 11s - loss: 0.3861 - acc: 0.83 - ETA: 11s - loss: 0.3872 - acc: 0.83 - ETA: 11s - loss: 0.3912 - acc: 0.83 - ETA: 11s - loss: 0.3894 - acc: 0.83 - ETA: 10s - loss: 0.3860 - acc: 0.83 - ETA: 10s - loss: 0.3894 - acc: 0.83 - ETA: 10s - loss: 0.3887 - acc: 0.83 - ETA: 10s - loss: 0.3856 - acc: 0.83 - ETA: 10s - loss: 0.3848 - acc: 0.83 - ETA: 10s - loss: 0.3831 - acc: 0.83 - ETA: 9s - loss: 0.3841 - acc: 0.8343 - ETA: 9s - loss: 0.3806 - acc: 0.836 - ETA: 9s - loss: 0.3793 - acc: 0.835 - ETA: 9s - loss: 0.3797 - acc: 0.835 - ETA: 9s - loss: 0.3818 - acc: 0.835 - ETA: 9s - loss: 0.3851 - acc: 0.833 - ETA: 8s - loss: 0.3849 - acc: 0.832 - ETA: 8s - loss: 0.3836 - acc: 0.833 - ETA: 8s - loss: 0.3862 - acc: 0.830 - ETA: 8s - loss: 0.3842 - acc: 0.831 - ETA: 8s - loss: 0.3840 - acc: 0.830 - ETA: 7s - loss: 0.3834 - acc: 0.830 - ETA: 7s - loss: 0.3835 - acc: 0.829 - ETA: 7s - loss: 0.3805 - acc: 0.831 - ETA: 7s - loss: 0.3796 - acc: 0.832 - ETA: 7s - loss: 0.3798 - acc: 0.832 - ETA: 6s - loss: 0.3805 - acc: 0.832 - ETA: 6s - loss: 0.3784 - acc: 0.833 - ETA: 6s - loss: 0.3820 - acc: 0.831 - ETA: 6s - loss: 0.3805 - acc: 0.832 - ETA: 6s - loss: 0.3809 - acc: 0.831 - ETA: 5s - loss: 0.3795 - acc: 0.831 - ETA: 5s - loss: 0.3802 - acc: 0.831 - ETA: 5s - loss: 0.3805 - acc: 0.831 - ETA: 5s - loss: 0.3801 - acc: 0.831 - ETA: 5s - loss: 0.3802 - acc: 0.831 - ETA: 4s - loss: 0.3783 - acc: 0.832 - ETA: 4s - loss: 0.3777 - acc: 0.832 - ETA: 4s - loss: 0.3797 - acc: 0.832 - ETA: 4s - loss: 0.3801 - acc: 0.832 - ETA: 3s - loss: 0.3814 - acc: 0.832 - ETA: 3s - loss: 0.3828 - acc: 0.831 - ETA: 3s - loss: 0.3841 - acc: 0.829 - ETA: 3s - loss: 0.3839 - acc: 0.829 - ETA: 2s - loss: 0.3838 - acc: 0.829 - ETA: 2s - loss: 0.3837 - acc: 0.829 - ETA: 2s - loss: 0.3844 - acc: 0.828 - ETA: 2s - loss: 0.3833 - acc: 0.829 - ETA: 2s - loss: 0.3825 - acc: 0.829 - ETA: 1s - loss: 0.3826 - acc: 0.829 - ETA: 1s - loss: 0.3828 - acc: 0.829 - ETA: 1s - loss: 0.3819 - acc: 0.829 - ETA: 1s - loss: 0.3809 - acc: 0.829 - ETA: 0s - loss: 0.3798 - acc: 0.831 - ETA: 0s - loss: 0.3788 - acc: 0.831 - ETA: 0s - loss: 0.3797 - acc: 0.831 - ETA: 0s - loss: 0.3798 - acc: 0.832 - 28s - loss: 0.3796 - acc: 0.8319 - val_loss: 0.4404 - val_acc: 0.8028
Epoch 74/100
100/100 [==============================] - ETA: 6s - loss: 0.3484 - acc: 0.812 - ETA: 6s - loss: 0.3475 - acc: 0.796 - ETA: 6s - loss: 0.3643 - acc: 0.802 - ETA: 6s - loss: 0.2956 - acc: 0.851 - ETA: 6s - loss: 0.2862 - acc: 0.868 - ETA: 6s - loss: 0.2989 - acc: 0.859 - ETA: 6s - loss: 0.3026 - acc: 0.861 - ETA: 5s - loss: 0.3588 - acc: 0.829 - ETA: 5s - loss: 0.3616 - acc: 0.828 - ETA: 5s - loss: 0.3756 - acc: 0.826 - ETA: 5s - loss: 0.3867 - acc: 0.822 - ETA: 6s - loss: 0.3833 - acc: 0.826 - ETA: 7s - loss: 0.3787 - acc: 0.828 - ETA: 8s - loss: 0.3778 - acc: 0.827 - ETA: 9s - loss: 0.3903 - acc: 0.818 - ETA: 9s - loss: 0.4095 - acc: 0.807 - ETA: 10s - loss: 0.4063 - acc: 0.80 - ETA: 10s - loss: 0.4011 - acc: 0.81 - ETA: 11s - loss: 0.3947 - acc: 0.81 - ETA: 11s - loss: 0.3925 - acc: 0.81 - ETA: 11s - loss: 0.3870 - acc: 0.82 - ETA: 11s - loss: 0.3880 - acc: 0.82 - ETA: 12s - loss: 0.3866 - acc: 0.82 - ETA: 12s - loss: 0.3805 - acc: 0.82 - ETA: 12s - loss: 0.3838 - acc: 0.82 - ETA: 12s - loss: 0.3879 - acc: 0.82 - ETA: 12s - loss: 0.3900 - acc: 0.82 - ETA: 12s - loss: 0.3851 - acc: 0.82 - ETA: 12s - loss: 0.3838 - acc: 0.82 - ETA: 12s - loss: 0.3874 - acc: 0.82 - ETA: 12s - loss: 0.3847 - acc: 0.82 - ETA: 12s - loss: 0.3826 - acc: 0.82 - ETA: 12s - loss: 0.3856 - acc: 0.83 - ETA: 12s - loss: 0.3834 - acc: 0.83 - ETA: 12s - loss: 0.3838 - acc: 0.82 - ETA: 12s - loss: 0.3832 - acc: 0.82 - ETA: 12s - loss: 0.3821 - acc: 0.82 - ETA: 12s - loss: 0.3804 - acc: 0.82 - ETA: 11s - loss: 0.3794 - acc: 0.83 - ETA: 11s - loss: 0.3757 - acc: 0.83 - ETA: 11s - loss: 0.3731 - acc: 0.83 - ETA: 11s - loss: 0.3713 - acc: 0.83 - ETA: 11s - loss: 0.3703 - acc: 0.83 - ETA: 11s - loss: 0.3692 - acc: 0.83 - ETA: 11s - loss: 0.3691 - acc: 0.83 - ETA: 11s - loss: 0.3688 - acc: 0.83 - ETA: 10s - loss: 0.3672 - acc: 0.83 - ETA: 10s - loss: 0.3663 - acc: 0.83 - ETA: 10s - loss: 0.3702 - acc: 0.83 - ETA: 10s - loss: 0.3695 - acc: 0.83 - ETA: 10s - loss: 0.3735 - acc: 0.83 - ETA: 10s - loss: 0.3742 - acc: 0.83 - ETA: 9s - loss: 0.3725 - acc: 0.8339 - ETA: 9s - loss: 0.3722 - acc: 0.834 - ETA: 9s - loss: 0.3746 - acc: 0.834 - ETA: 9s - loss: 0.3751 - acc: 0.835 - ETA: 9s - loss: 0.3741 - acc: 0.835 - ETA: 8s - loss: 0.3720 - acc: 0.836 - ETA: 8s - loss: 0.3702 - acc: 0.838 - ETA: 8s - loss: 0.3696 - acc: 0.838 - ETA: 8s - loss: 0.3687 - acc: 0.838 - ETA: 8s - loss: 0.3718 - acc: 0.835 - ETA: 7s - loss: 0.3714 - acc: 0.835 - ETA: 7s - loss: 0.3725 - acc: 0.834 - ETA: 7s - loss: 0.3744 - acc: 0.834 - ETA: 7s - loss: 0.3796 - acc: 0.832 - ETA: 7s - loss: 0.3788 - acc: 0.832 - ETA: 6s - loss: 0.3785 - acc: 0.833 - ETA: 6s - loss: 0.3764 - acc: 0.834 - ETA: 6s - loss: 0.3756 - acc: 0.834 - ETA: 6s - loss: 0.3754 - acc: 0.834 - ETA: 6s - loss: 0.3787 - acc: 0.832 - ETA: 5s - loss: 0.3810 - acc: 0.830 - ETA: 5s - loss: 0.3815 - acc: 0.829 - ETA: 5s - loss: 0.3816 - acc: 0.829 - ETA: 5s - loss: 0.3809 - acc: 0.829 - ETA: 4s - loss: 0.3812 - acc: 0.828 - ETA: 4s - loss: 0.3805 - acc: 0.829 - ETA: 4s - loss: 0.3809 - acc: 0.828 - ETA: 4s - loss: 0.3805 - acc: 0.829 - ETA: 4s - loss: 0.3800 - acc: 0.829 - ETA: 3s - loss: 0.3798 - acc: 0.829 - ETA: 3s - loss: 0.3788 - acc: 0.830 - ETA: 3s - loss: 0.3795 - acc: 0.829 - ETA: 3s - loss: 0.3818 - acc: 0.828 - ETA: 2s - loss: 0.3815 - acc: 0.828 - ETA: 2s - loss: 0.3824 - acc: 0.828 - ETA: 2s - loss: 0.3835 - acc: 0.827 - ETA: 2s - loss: 0.3836 - acc: 0.827 - ETA: 2s - loss: 0.3824 - acc: 0.828 - ETA: 1s - loss: 0.3833 - acc: 0.827 - ETA: 1s - loss: 0.3826 - acc: 0.828 - ETA: 1s - loss: 0.3831 - acc: 0.828 - ETA: 1s - loss: 0.3844 - acc: 0.827 - ETA: 0s - loss: 0.3816 - acc: 0.828 - ETA: 0s - loss: 0.3820 - acc: 0.828 - ETA: 0s - loss: 0.3816 - acc: 0.828 - ETA: 0s - loss: 0.3811 - acc: 0.828 - 28s - loss: 0.3804 - acc: 0.8284 - val_loss: 0.4771 - val_acc: 0.7887
Epoch 75/100
100/100 [==============================] - ETA: 6s - loss: 0.4699 - acc: 0.843 - ETA: 6s - loss: 0.3911 - acc: 0.859 - ETA: 6s - loss: 0.3122 - acc: 0.895 - ETA: 6s - loss: 0.3057 - acc: 0.890 - ETA: 6s - loss: 0.2909 - acc: 0.900 - ETA: 6s - loss: 0.3058 - acc: 0.890 - ETA: 6s - loss: 0.3034 - acc: 0.883 - ETA: 6s - loss: 0.3020 - acc: 0.882 - ETA: 6s - loss: 0.2942 - acc: 0.888 - ETA: 6s - loss: 0.3000 - acc: 0.884 - ETA: 5s - loss: 0.2992 - acc: 0.880 - ETA: 5s - loss: 0.3025 - acc: 0.880 - ETA: 6s - loss: 0.3202 - acc: 0.872 - ETA: 7s - loss: 0.3408 - acc: 0.854 - ETA: 8s - loss: 0.3337 - acc: 0.860 - ETA: 9s - loss: 0.3394 - acc: 0.859 - ETA: 9s - loss: 0.3384 - acc: 0.856 - ETA: 10s - loss: 0.3441 - acc: 0.85 - ETA: 10s - loss: 0.3478 - acc: 0.85 - ETA: 11s - loss: 0.3442 - acc: 0.85 - ETA: 11s - loss: 0.3563 - acc: 0.84 - ETA: 11s - loss: 0.3606 - acc: 0.84 - ETA: 12s - loss: 0.3627 - acc: 0.84 - ETA: 12s - loss: 0.3664 - acc: 0.83 - ETA: 12s - loss: 0.3643 - acc: 0.83 - ETA: 12s - loss: 0.3634 - acc: 0.84 - ETA: 12s - loss: 0.3603 - acc: 0.84 - ETA: 12s - loss: 0.3665 - acc: 0.84 - ETA: 12s - loss: 0.3678 - acc: 0.83 - ETA: 12s - loss: 0.3634 - acc: 0.84 - ETA: 12s - loss: 0.3624 - acc: 0.84 - ETA: 12s - loss: 0.3609 - acc: 0.84 - ETA: 12s - loss: 0.3668 - acc: 0.83 - ETA: 12s - loss: 0.3690 - acc: 0.83 - ETA: 12s - loss: 0.3709 - acc: 0.84 - ETA: 12s - loss: 0.3706 - acc: 0.84 - ETA: 12s - loss: 0.3732 - acc: 0.83 - ETA: 12s - loss: 0.3719 - acc: 0.83 - ETA: 11s - loss: 0.3718 - acc: 0.83 - ETA: 11s - loss: 0.3755 - acc: 0.83 - ETA: 11s - loss: 0.3779 - acc: 0.83 - ETA: 11s - loss: 0.3798 - acc: 0.83 - ETA: 11s - loss: 0.3772 - acc: 0.83 - ETA: 11s - loss: 0.3821 - acc: 0.83 - ETA: 11s - loss: 0.3850 - acc: 0.83 - ETA: 11s - loss: 0.3831 - acc: 0.83 - ETA: 10s - loss: 0.3842 - acc: 0.83 - ETA: 10s - loss: 0.3848 - acc: 0.83 - ETA: 10s - loss: 0.3850 - acc: 0.83 - ETA: 10s - loss: 0.3858 - acc: 0.83 - ETA: 10s - loss: 0.3859 - acc: 0.83 - ETA: 10s - loss: 0.3862 - acc: 0.83 - ETA: 9s - loss: 0.3860 - acc: 0.8320 - ETA: 9s - loss: 0.3828 - acc: 0.833 - ETA: 9s - loss: 0.3811 - acc: 0.834 - ETA: 9s - loss: 0.3798 - acc: 0.835 - ETA: 9s - loss: 0.3764 - acc: 0.837 - ETA: 9s - loss: 0.3757 - acc: 0.837 - ETA: 8s - loss: 0.3762 - acc: 0.837 - ETA: 8s - loss: 0.3765 - acc: 0.837 - ETA: 8s - loss: 0.3769 - acc: 0.837 - ETA: 8s - loss: 0.3783 - acc: 0.835 - ETA: 8s - loss: 0.3762 - acc: 0.836 - ETA: 7s - loss: 0.3767 - acc: 0.835 - ETA: 7s - loss: 0.3789 - acc: 0.834 - ETA: 7s - loss: 0.3799 - acc: 0.833 - ETA: 7s - loss: 0.3787 - acc: 0.834 - ETA: 7s - loss: 0.3789 - acc: 0.832 - ETA: 6s - loss: 0.3801 - acc: 0.832 - ETA: 6s - loss: 0.3826 - acc: 0.831 - ETA: 6s - loss: 0.3824 - acc: 0.831 - ETA: 6s - loss: 0.3839 - acc: 0.830 - ETA: 6s - loss: 0.3858 - acc: 0.828 - ETA: 5s - loss: 0.3845 - acc: 0.829 - ETA: 5s - loss: 0.3844 - acc: 0.830 - ETA: 5s - loss: 0.3852 - acc: 0.829 - ETA: 5s - loss: 0.3868 - acc: 0.829 - ETA: 4s - loss: 0.3870 - acc: 0.828 - ETA: 4s - loss: 0.3878 - acc: 0.828 - ETA: 4s - loss: 0.3874 - acc: 0.828 - ETA: 4s - loss: 0.3865 - acc: 0.829 - ETA: 4s - loss: 0.3855 - acc: 0.830 - ETA: 3s - loss: 0.3862 - acc: 0.830 - ETA: 3s - loss: 0.3868 - acc: 0.829 - ETA: 3s - loss: 0.3887 - acc: 0.827 - ETA: 3s - loss: 0.3883 - acc: 0.827 - ETA: 3s - loss: 0.3896 - acc: 0.827 - ETA: 2s - loss: 0.3896 - acc: 0.828 - ETA: 2s - loss: 0.3915 - acc: 0.826 - ETA: 2s - loss: 0.3910 - acc: 0.826 - ETA: 2s - loss: 0.3918 - acc: 0.826 - ETA: 1s - loss: 0.3910 - acc: 0.827 - ETA: 1s - loss: 0.3899 - acc: 0.827 - ETA: 1s - loss: 0.3882 - acc: 0.828 - ETA: 1s - loss: 0.3867 - acc: 0.829 - ETA: 0s - loss: 0.3860 - acc: 0.829 - ETA: 0s - loss: 0.3851 - acc: 0.830 - ETA: 0s - loss: 0.3846 - acc: 0.831 - ETA: 0s - loss: 0.3843 - acc: 0.831 - 28s - loss: 0.3836 - acc: 0.8316 - val_loss: 0.4296 - val_acc: 0.7945
Epoch 76/100
100/100 [==============================] - ETA: 6s - loss: 0.6123 - acc: 0.687 - ETA: 6s - loss: 0.4162 - acc: 0.781 - ETA: 6s - loss: 0.3490 - acc: 0.822 - ETA: 6s - loss: 0.3449 - acc: 0.828 - ETA: 6s - loss: 0.3712 - acc: 0.831 - ETA: 6s - loss: 0.3891 - acc: 0.817 - ETA: 6s - loss: 0.3892 - acc: 0.812 - ETA: 6s - loss: 0.4012 - acc: 0.800 - ETA: 6s - loss: 0.4033 - acc: 0.805 - ETA: 6s - loss: 0.3952 - acc: 0.812 - ETA: 5s - loss: 0.3923 - acc: 0.812 - ETA: 5s - loss: 0.3851 - acc: 0.815 - ETA: 6s - loss: 0.3842 - acc: 0.817 - ETA: 7s - loss: 0.3889 - acc: 0.812 - ETA: 8s - loss: 0.3817 - acc: 0.820 - ETA: 9s - loss: 0.3807 - acc: 0.820 - ETA: 10s - loss: 0.3838 - acc: 0.81 - ETA: 10s - loss: 0.3783 - acc: 0.82 - ETA: 10s - loss: 0.3759 - acc: 0.82 - ETA: 11s - loss: 0.3812 - acc: 0.81 - ETA: 11s - loss: 0.3775 - acc: 0.81 - ETA: 11s - loss: 0.3788 - acc: 0.81 - ETA: 11s - loss: 0.3795 - acc: 0.81 - ETA: 12s - loss: 0.3799 - acc: 0.82 - ETA: 12s - loss: 0.3809 - acc: 0.81 - ETA: 12s - loss: 0.3774 - acc: 0.81 - ETA: 12s - loss: 0.3774 - acc: 0.81 - ETA: 12s - loss: 0.3761 - acc: 0.81 - ETA: 12s - loss: 0.3781 - acc: 0.81 - ETA: 12s - loss: 0.3836 - acc: 0.81 - ETA: 12s - loss: 0.3832 - acc: 0.81 - ETA: 12s - loss: 0.3815 - acc: 0.81 - ETA: 12s - loss: 0.3870 - acc: 0.81 - ETA: 12s - loss: 0.3869 - acc: 0.81 - ETA: 12s - loss: 0.3819 - acc: 0.81 - ETA: 12s - loss: 0.3804 - acc: 0.81 - ETA: 12s - loss: 0.3802 - acc: 0.81 - ETA: 12s - loss: 0.3770 - acc: 0.81 - ETA: 12s - loss: 0.3786 - acc: 0.81 - ETA: 11s - loss: 0.3790 - acc: 0.81 - ETA: 11s - loss: 0.3768 - acc: 0.82 - ETA: 11s - loss: 0.3791 - acc: 0.81 - ETA: 11s - loss: 0.3834 - acc: 0.81 - ETA: 11s - loss: 0.3837 - acc: 0.81 - ETA: 11s - loss: 0.3832 - acc: 0.82 - ETA: 11s - loss: 0.3856 - acc: 0.81 - ETA: 11s - loss: 0.3844 - acc: 0.81 - ETA: 10s - loss: 0.3862 - acc: 0.81 - ETA: 10s - loss: 0.3885 - acc: 0.81 - ETA: 10s - loss: 0.3892 - acc: 0.81 - ETA: 10s - loss: 0.3880 - acc: 0.81 - ETA: 10s - loss: 0.3882 - acc: 0.81 - ETA: 10s - loss: 0.3926 - acc: 0.81 - ETA: 9s - loss: 0.3903 - acc: 0.8166 - ETA: 9s - loss: 0.3900 - acc: 0.817 - ETA: 9s - loss: 0.3890 - acc: 0.817 - ETA: 9s - loss: 0.3863 - acc: 0.818 - ETA: 9s - loss: 0.3840 - acc: 0.818 - ETA: 8s - loss: 0.3837 - acc: 0.817 - ETA: 8s - loss: 0.3827 - acc: 0.817 - ETA: 8s - loss: 0.3821 - acc: 0.817 - ETA: 8s - loss: 0.3857 - acc: 0.816 - ETA: 8s - loss: 0.3856 - acc: 0.817 - ETA: 7s - loss: 0.3843 - acc: 0.818 - ETA: 7s - loss: 0.3855 - acc: 0.817 - ETA: 7s - loss: 0.3861 - acc: 0.817 - ETA: 7s - loss: 0.3850 - acc: 0.818 - ETA: 7s - loss: 0.3824 - acc: 0.820 - ETA: 6s - loss: 0.3804 - acc: 0.820 - ETA: 6s - loss: 0.3805 - acc: 0.820 - ETA: 6s - loss: 0.3816 - acc: 0.819 - ETA: 6s - loss: 0.3831 - acc: 0.817 - ETA: 6s - loss: 0.3831 - acc: 0.818 - ETA: 5s - loss: 0.3830 - acc: 0.818 - ETA: 5s - loss: 0.3817 - acc: 0.819 - ETA: 5s - loss: 0.3797 - acc: 0.820 - ETA: 5s - loss: 0.3816 - acc: 0.819 - ETA: 4s - loss: 0.3814 - acc: 0.819 - ETA: 4s - loss: 0.3815 - acc: 0.820 - ETA: 4s - loss: 0.3810 - acc: 0.820 - ETA: 4s - loss: 0.3814 - acc: 0.819 - ETA: 4s - loss: 0.3813 - acc: 0.819 - ETA: 3s - loss: 0.3811 - acc: 0.819 - ETA: 3s - loss: 0.3813 - acc: 0.819 - ETA: 3s - loss: 0.3815 - acc: 0.818 - ETA: 3s - loss: 0.3817 - acc: 0.819 - ETA: 2s - loss: 0.3826 - acc: 0.818 - ETA: 2s - loss: 0.3818 - acc: 0.818 - ETA: 2s - loss: 0.3822 - acc: 0.818 - ETA: 2s - loss: 0.3840 - acc: 0.817 - ETA: 2s - loss: 0.3841 - acc: 0.817 - ETA: 1s - loss: 0.3832 - acc: 0.818 - ETA: 1s - loss: 0.3842 - acc: 0.817 - ETA: 1s - loss: 0.3827 - acc: 0.819 - ETA: 1s - loss: 0.3824 - acc: 0.819 - ETA: 0s - loss: 0.3822 - acc: 0.819 - ETA: 0s - loss: 0.3815 - acc: 0.819 - ETA: 0s - loss: 0.3810 - acc: 0.819 - ETA: 0s - loss: 0.3813 - acc: 0.819 - 28s - loss: 0.3819 - acc: 0.8188 - val_loss: 0.4390 - val_acc: 0.7977
Epoch 77/100
100/100 [==============================] - ETA: 6s - loss: 0.4981 - acc: 0.781 - ETA: 6s - loss: 0.4810 - acc: 0.765 - ETA: 6s - loss: 0.4140 - acc: 0.812 - ETA: 6s - loss: 0.3929 - acc: 0.820 - ETA: 6s - loss: 0.3730 - acc: 0.825 - ETA: 6s - loss: 0.3585 - acc: 0.822 - ETA: 6s - loss: 0.3638 - acc: 0.830 - ETA: 6s - loss: 0.3570 - acc: 0.832 - ETA: 6s - loss: 0.3662 - acc: 0.822 - ETA: 6s - loss: 0.3763 - acc: 0.809 - ETA: 6s - loss: 0.3809 - acc: 0.804 - ETA: 5s - loss: 0.3798 - acc: 0.812 - ETA: 6s - loss: 0.3763 - acc: 0.817 - ETA: 7s - loss: 0.3803 - acc: 0.819 - ETA: 8s - loss: 0.3775 - acc: 0.820 - ETA: 9s - loss: 0.3708 - acc: 0.824 - ETA: 9s - loss: 0.3808 - acc: 0.821 - ETA: 10s - loss: 0.3760 - acc: 0.82 - ETA: 10s - loss: 0.3810 - acc: 0.82 - ETA: 11s - loss: 0.3810 - acc: 0.82 - ETA: 11s - loss: 0.3844 - acc: 0.82 - ETA: 11s - loss: 0.3790 - acc: 0.82 - ETA: 11s - loss: 0.3694 - acc: 0.83 - ETA: 11s - loss: 0.3707 - acc: 0.83 - ETA: 11s - loss: 0.3710 - acc: 0.83 - ETA: 12s - loss: 0.3734 - acc: 0.82 - ETA: 12s - loss: 0.3681 - acc: 0.83 - ETA: 12s - loss: 0.3688 - acc: 0.82 - ETA: 12s - loss: 0.3753 - acc: 0.82 - ETA: 12s - loss: 0.3763 - acc: 0.82 - ETA: 12s - loss: 0.3786 - acc: 0.82 - ETA: 12s - loss: 0.3759 - acc: 0.82 - ETA: 12s - loss: 0.3751 - acc: 0.82 - ETA: 12s - loss: 0.3798 - acc: 0.82 - ETA: 12s - loss: 0.3805 - acc: 0.82 - ETA: 12s - loss: 0.3806 - acc: 0.82 - ETA: 12s - loss: 0.3834 - acc: 0.82 - ETA: 12s - loss: 0.3802 - acc: 0.82 - ETA: 11s - loss: 0.3829 - acc: 0.82 - ETA: 11s - loss: 0.3831 - acc: 0.82 - ETA: 11s - loss: 0.3825 - acc: 0.83 - ETA: 11s - loss: 0.3873 - acc: 0.82 - ETA: 11s - loss: 0.3836 - acc: 0.83 - ETA: 11s - loss: 0.3808 - acc: 0.83 - ETA: 11s - loss: 0.3783 - acc: 0.83 - ETA: 11s - loss: 0.3820 - acc: 0.83 - ETA: 10s - loss: 0.3796 - acc: 0.83 - ETA: 10s - loss: 0.3804 - acc: 0.83 - ETA: 10s - loss: 0.3788 - acc: 0.83 - ETA: 10s - loss: 0.3808 - acc: 0.83 - ETA: 10s - loss: 0.3770 - acc: 0.83 - ETA: 10s - loss: 0.3754 - acc: 0.83 - ETA: 9s - loss: 0.3777 - acc: 0.8367 - ETA: 9s - loss: 0.3795 - acc: 0.834 - ETA: 9s - loss: 0.3800 - acc: 0.833 - ETA: 9s - loss: 0.3778 - acc: 0.835 - ETA: 9s - loss: 0.3794 - acc: 0.834 - ETA: 9s - loss: 0.3789 - acc: 0.835 - ETA: 8s - loss: 0.3794 - acc: 0.835 - ETA: 8s - loss: 0.3766 - acc: 0.837 - ETA: 8s - loss: 0.3766 - acc: 0.837 - ETA: 8s - loss: 0.3809 - acc: 0.835 - ETA: 8s - loss: 0.3794 - acc: 0.836 - ETA: 7s - loss: 0.3821 - acc: 0.835 - ETA: 7s - loss: 0.3831 - acc: 0.834 - ETA: 7s - loss: 0.3828 - acc: 0.833 - ETA: 7s - loss: 0.3830 - acc: 0.833 - ETA: 7s - loss: 0.3864 - acc: 0.830 - ETA: 6s - loss: 0.3875 - acc: 0.829 - ETA: 6s - loss: 0.3868 - acc: 0.830 - ETA: 6s - loss: 0.3873 - acc: 0.829 - ETA: 6s - loss: 0.3873 - acc: 0.828 - ETA: 6s - loss: 0.3881 - acc: 0.828 - ETA: 5s - loss: 0.3887 - acc: 0.827 - ETA: 5s - loss: 0.3898 - acc: 0.826 - ETA: 5s - loss: 0.3890 - acc: 0.826 - ETA: 5s - loss: 0.3889 - acc: 0.826 - ETA: 5s - loss: 0.3859 - acc: 0.828 - ETA: 4s - loss: 0.3841 - acc: 0.830 - ETA: 4s - loss: 0.3825 - acc: 0.831 - ETA: 4s - loss: 0.3811 - acc: 0.832 - ETA: 4s - loss: 0.3792 - acc: 0.833 - ETA: 3s - loss: 0.3782 - acc: 0.834 - ETA: 3s - loss: 0.3771 - acc: 0.835 - ETA: 3s - loss: 0.3795 - acc: 0.834 - ETA: 3s - loss: 0.3801 - acc: 0.833 - ETA: 2s - loss: 0.3785 - acc: 0.834 - ETA: 2s - loss: 0.3785 - acc: 0.834 - ETA: 2s - loss: 0.3779 - acc: 0.834 - ETA: 2s - loss: 0.3773 - acc: 0.834 - ETA: 2s - loss: 0.3779 - acc: 0.833 - ETA: 1s - loss: 0.3779 - acc: 0.832 - ETA: 1s - loss: 0.3770 - acc: 0.834 - ETA: 1s - loss: 0.3756 - acc: 0.834 - ETA: 1s - loss: 0.3779 - acc: 0.832 - ETA: 0s - loss: 0.3772 - acc: 0.833 - ETA: 0s - loss: 0.3783 - acc: 0.832 - ETA: 0s - loss: 0.3780 - acc: 0.832 - ETA: 0s - loss: 0.3792 - acc: 0.831 - 28s - loss: 0.3782 - acc: 0.8319 - val_loss: 0.4231 - val_acc: 0.8280
Epoch 78/100
100/100 [==============================] - ETA: 6s - loss: 0.3145 - acc: 0.906 - ETA: 6s - loss: 0.3295 - acc: 0.890 - ETA: 6s - loss: 0.3351 - acc: 0.864 - ETA: 6s - loss: 0.3810 - acc: 0.851 - ETA: 6s - loss: 0.3839 - acc: 0.850 - ETA: 6s - loss: 0.3885 - acc: 0.843 - ETA: 6s - loss: 0.3782 - acc: 0.852 - ETA: 6s - loss: 0.3704 - acc: 0.859 - ETA: 6s - loss: 0.3613 - acc: 0.857 - ETA: 6s - loss: 0.3590 - acc: 0.856 - ETA: 6s - loss: 0.3628 - acc: 0.855 - ETA: 5s - loss: 0.3598 - acc: 0.851 - ETA: 6s - loss: 0.3615 - acc: 0.853 - ETA: 7s - loss: 0.3607 - acc: 0.852 - ETA: 8s - loss: 0.3685 - acc: 0.845 - ETA: 9s - loss: 0.3666 - acc: 0.847 - ETA: 9s - loss: 0.3685 - acc: 0.847 - ETA: 10s - loss: 0.3727 - acc: 0.84 - ETA: 10s - loss: 0.3714 - acc: 0.84 - ETA: 11s - loss: 0.3715 - acc: 0.84 - ETA: 11s - loss: 0.3655 - acc: 0.84 - ETA: 11s - loss: 0.3742 - acc: 0.84 - ETA: 11s - loss: 0.3708 - acc: 0.84 - ETA: 12s - loss: 0.3775 - acc: 0.83 - ETA: 12s - loss: 0.3744 - acc: 0.83 - ETA: 12s - loss: 0.3709 - acc: 0.83 - ETA: 12s - loss: 0.3740 - acc: 0.83 - ETA: 12s - loss: 0.3741 - acc: 0.83 - ETA: 12s - loss: 0.3758 - acc: 0.83 - ETA: 12s - loss: 0.3724 - acc: 0.84 - ETA: 12s - loss: 0.3710 - acc: 0.84 - ETA: 12s - loss: 0.3697 - acc: 0.84 - ETA: 12s - loss: 0.3671 - acc: 0.84 - ETA: 12s - loss: 0.3618 - acc: 0.84 - ETA: 12s - loss: 0.3656 - acc: 0.84 - ETA: 12s - loss: 0.3624 - acc: 0.84 - ETA: 12s - loss: 0.3627 - acc: 0.84 - ETA: 12s - loss: 0.3631 - acc: 0.84 - ETA: 12s - loss: 0.3642 - acc: 0.84 - ETA: 11s - loss: 0.3707 - acc: 0.84 - ETA: 11s - loss: 0.3739 - acc: 0.83 - ETA: 11s - loss: 0.3746 - acc: 0.83 - ETA: 11s - loss: 0.3761 - acc: 0.83 - ETA: 11s - loss: 0.3781 - acc: 0.83 - ETA: 11s - loss: 0.3760 - acc: 0.83 - ETA: 11s - loss: 0.3770 - acc: 0.83 - ETA: 11s - loss: 0.3774 - acc: 0.83 - ETA: 10s - loss: 0.3792 - acc: 0.83 - ETA: 10s - loss: 0.3781 - acc: 0.83 - ETA: 10s - loss: 0.3807 - acc: 0.83 - ETA: 10s - loss: 0.3806 - acc: 0.82 - ETA: 10s - loss: 0.3814 - acc: 0.82 - ETA: 9s - loss: 0.3801 - acc: 0.8278 - ETA: 9s - loss: 0.3779 - acc: 0.829 - ETA: 9s - loss: 0.3801 - acc: 0.827 - ETA: 9s - loss: 0.3844 - acc: 0.823 - ETA: 9s - loss: 0.3860 - acc: 0.822 - ETA: 9s - loss: 0.3867 - acc: 0.821 - ETA: 8s - loss: 0.3836 - acc: 0.823 - ETA: 8s - loss: 0.3830 - acc: 0.822 - ETA: 8s - loss: 0.3811 - acc: 0.823 - ETA: 8s - loss: 0.3799 - acc: 0.825 - ETA: 8s - loss: 0.3804 - acc: 0.823 - ETA: 7s - loss: 0.3797 - acc: 0.825 - ETA: 7s - loss: 0.3808 - acc: 0.826 - ETA: 7s - loss: 0.3828 - acc: 0.825 - ETA: 7s - loss: 0.3861 - acc: 0.822 - ETA: 7s - loss: 0.3873 - acc: 0.822 - ETA: 6s - loss: 0.3865 - acc: 0.821 - ETA: 6s - loss: 0.3910 - acc: 0.819 - ETA: 6s - loss: 0.3895 - acc: 0.819 - ETA: 6s - loss: 0.3879 - acc: 0.820 - ETA: 6s - loss: 0.3862 - acc: 0.821 - ETA: 5s - loss: 0.3856 - acc: 0.821 - ETA: 5s - loss: 0.3867 - acc: 0.820 - ETA: 5s - loss: 0.3866 - acc: 0.821 - ETA: 5s - loss: 0.3873 - acc: 0.820 - ETA: 5s - loss: 0.3866 - acc: 0.820 - ETA: 4s - loss: 0.3873 - acc: 0.820 - ETA: 4s - loss: 0.3873 - acc: 0.820 - ETA: 4s - loss: 0.3859 - acc: 0.821 - ETA: 4s - loss: 0.3845 - acc: 0.822 - ETA: 3s - loss: 0.3839 - acc: 0.823 - ETA: 3s - loss: 0.3834 - acc: 0.823 - ETA: 3s - loss: 0.3822 - acc: 0.823 - ETA: 3s - loss: 0.3801 - acc: 0.824 - ETA: 3s - loss: 0.3790 - acc: 0.825 - ETA: 2s - loss: 0.3792 - acc: 0.826 - ETA: 2s - loss: 0.3791 - acc: 0.825 - ETA: 2s - loss: 0.3795 - acc: 0.825 - ETA: 2s - loss: 0.3807 - acc: 0.824 - ETA: 1s - loss: 0.3800 - acc: 0.825 - ETA: 1s - loss: 0.3800 - acc: 0.825 - ETA: 1s - loss: 0.3800 - acc: 0.825 - ETA: 1s - loss: 0.3812 - acc: 0.824 - ETA: 0s - loss: 0.3826 - acc: 0.823 - ETA: 0s - loss: 0.3814 - acc: 0.824 - ETA: 0s - loss: 0.3832 - acc: 0.823 - ETA: 0s - loss: 0.3833 - acc: 0.822 - 28s - loss: 0.3816 - acc: 0.8241 - val_loss: 0.4092 - val_acc: 0.8144
Epoch 79/100
100/100 [==============================] - ETA: 6s - loss: 0.2806 - acc: 0.843 - ETA: 6s - loss: 0.2867 - acc: 0.859 - ETA: 6s - loss: 0.3287 - acc: 0.833 - ETA: 6s - loss: 0.3524 - acc: 0.828 - ETA: 6s - loss: 0.3600 - acc: 0.825 - ETA: 6s - loss: 0.3711 - acc: 0.822 - ETA: 6s - loss: 0.3821 - acc: 0.825 - ETA: 6s - loss: 0.3692 - acc: 0.835 - ETA: 6s - loss: 0.4005 - acc: 0.805 - ETA: 6s - loss: 0.3948 - acc: 0.806 - ETA: 6s - loss: 0.3943 - acc: 0.806 - ETA: 5s - loss: 0.3830 - acc: 0.817 - ETA: 6s - loss: 0.3815 - acc: 0.814 - ETA: 7s - loss: 0.3771 - acc: 0.822 - ETA: 8s - loss: 0.3767 - acc: 0.826 - ETA: 9s - loss: 0.3741 - acc: 0.823 - ETA: 9s - loss: 0.3750 - acc: 0.824 - ETA: 10s - loss: 0.3726 - acc: 0.82 - ETA: 10s - loss: 0.3701 - acc: 0.82 - ETA: 10s - loss: 0.3692 - acc: 0.82 - ETA: 11s - loss: 0.3723 - acc: 0.82 - ETA: 11s - loss: 0.3765 - acc: 0.82 - ETA: 11s - loss: 0.3841 - acc: 0.81 - ETA: 11s - loss: 0.3775 - acc: 0.82 - ETA: 11s - loss: 0.3753 - acc: 0.82 - ETA: 12s - loss: 0.3800 - acc: 0.81 - ETA: 12s - loss: 0.3795 - acc: 0.81 - ETA: 12s - loss: 0.3852 - acc: 0.81 - ETA: 12s - loss: 0.3889 - acc: 0.81 - ETA: 12s - loss: 0.3892 - acc: 0.81 - ETA: 12s - loss: 0.3832 - acc: 0.81 - ETA: 12s - loss: 0.3802 - acc: 0.81 - ETA: 12s - loss: 0.3797 - acc: 0.81 - ETA: 12s - loss: 0.3784 - acc: 0.81 - ETA: 12s - loss: 0.3778 - acc: 0.81 - ETA: 11s - loss: 0.3792 - acc: 0.81 - ETA: 11s - loss: 0.3774 - acc: 0.81 - ETA: 11s - loss: 0.3755 - acc: 0.81 - ETA: 11s - loss: 0.3732 - acc: 0.81 - ETA: 11s - loss: 0.3736 - acc: 0.81 - ETA: 11s - loss: 0.3739 - acc: 0.81 - ETA: 11s - loss: 0.3808 - acc: 0.81 - ETA: 11s - loss: 0.3786 - acc: 0.81 - ETA: 11s - loss: 0.3814 - acc: 0.81 - ETA: 11s - loss: 0.3839 - acc: 0.81 - ETA: 10s - loss: 0.3836 - acc: 0.81 - ETA: 10s - loss: 0.3827 - acc: 0.81 - ETA: 10s - loss: 0.3819 - acc: 0.81 - ETA: 10s - loss: 0.3802 - acc: 0.81 - ETA: 10s - loss: 0.3792 - acc: 0.81 - ETA: 10s - loss: 0.3797 - acc: 0.81 - ETA: 9s - loss: 0.3789 - acc: 0.8184 - ETA: 9s - loss: 0.3799 - acc: 0.816 - ETA: 9s - loss: 0.3815 - acc: 0.816 - ETA: 9s - loss: 0.3805 - acc: 0.817 - ETA: 9s - loss: 0.3813 - acc: 0.816 - ETA: 9s - loss: 0.3831 - acc: 0.815 - ETA: 8s - loss: 0.3826 - acc: 0.816 - ETA: 8s - loss: 0.3845 - acc: 0.815 - ETA: 8s - loss: 0.3844 - acc: 0.815 - ETA: 8s - loss: 0.3829 - acc: 0.817 - ETA: 8s - loss: 0.3805 - acc: 0.818 - ETA: 7s - loss: 0.3796 - acc: 0.818 - ETA: 7s - loss: 0.3803 - acc: 0.818 - ETA: 7s - loss: 0.3799 - acc: 0.819 - ETA: 7s - loss: 0.3790 - acc: 0.820 - ETA: 7s - loss: 0.3775 - acc: 0.820 - ETA: 6s - loss: 0.3753 - acc: 0.822 - ETA: 6s - loss: 0.3754 - acc: 0.822 - ETA: 6s - loss: 0.3754 - acc: 0.822 - ETA: 6s - loss: 0.3755 - acc: 0.822 - ETA: 6s - loss: 0.3743 - acc: 0.822 - ETA: 5s - loss: 0.3752 - acc: 0.822 - ETA: 5s - loss: 0.3736 - acc: 0.824 - ETA: 5s - loss: 0.3738 - acc: 0.824 - ETA: 5s - loss: 0.3738 - acc: 0.823 - ETA: 4s - loss: 0.3748 - acc: 0.823 - ETA: 4s - loss: 0.3728 - acc: 0.825 - ETA: 4s - loss: 0.3731 - acc: 0.825 - ETA: 4s - loss: 0.3746 - acc: 0.824 - ETA: 4s - loss: 0.3764 - acc: 0.824 - ETA: 3s - loss: 0.3804 - acc: 0.822 - ETA: 3s - loss: 0.3818 - acc: 0.820 - ETA: 3s - loss: 0.3818 - acc: 0.820 - ETA: 3s - loss: 0.3837 - acc: 0.819 - ETA: 2s - loss: 0.3834 - acc: 0.819 - ETA: 2s - loss: 0.3837 - acc: 0.818 - ETA: 2s - loss: 0.3834 - acc: 0.818 - ETA: 2s - loss: 0.3821 - acc: 0.819 - ETA: 2s - loss: 0.3815 - acc: 0.819 - ETA: 1s - loss: 0.3803 - acc: 0.820 - ETA: 1s - loss: 0.3786 - acc: 0.821 - ETA: 1s - loss: 0.3779 - acc: 0.821 - ETA: 1s - loss: 0.3772 - acc: 0.821 - ETA: 0s - loss: 0.3762 - acc: 0.823 - ETA: 0s - loss: 0.3759 - acc: 0.823 - ETA: 0s - loss: 0.3750 - acc: 0.823 - ETA: 0s - loss: 0.3747 - acc: 0.823 - 28s - loss: 0.3749 - acc: 0.8237 - val_loss: 0.4191 - val_acc: 0.8242
Epoch 80/100
100/100 [==============================] - ETA: 6s - loss: 0.3507 - acc: 0.812 - ETA: 6s - loss: 0.3776 - acc: 0.812 - ETA: 6s - loss: 0.3560 - acc: 0.812 - ETA: 6s - loss: 0.3330 - acc: 0.820 - ETA: 6s - loss: 0.3412 - acc: 0.818 - ETA: 6s - loss: 0.3363 - acc: 0.817 - ETA: 6s - loss: 0.3632 - acc: 0.808 - ETA: 6s - loss: 0.3787 - acc: 0.800 - ETA: 6s - loss: 0.3812 - acc: 0.809 - ETA: 6s - loss: 0.3734 - acc: 0.812 - ETA: 5s - loss: 0.3677 - acc: 0.823 - ETA: 5s - loss: 0.3678 - acc: 0.828 - ETA: 6s - loss: 0.3625 - acc: 0.834 - ETA: 7s - loss: 0.3612 - acc: 0.839 - ETA: 8s - loss: 0.3573 - acc: 0.841 - ETA: 9s - loss: 0.3551 - acc: 0.843 - ETA: 9s - loss: 0.3467 - acc: 0.847 - ETA: 10s - loss: 0.3655 - acc: 0.83 - ETA: 10s - loss: 0.3696 - acc: 0.83 - ETA: 11s - loss: 0.3676 - acc: 0.82 - ETA: 11s - loss: 0.3738 - acc: 0.82 - ETA: 11s - loss: 0.3680 - acc: 0.83 - ETA: 11s - loss: 0.3647 - acc: 0.83 - ETA: 12s - loss: 0.3583 - acc: 0.83 - ETA: 12s - loss: 0.3630 - acc: 0.83 - ETA: 12s - loss: 0.3674 - acc: 0.83 - ETA: 12s - loss: 0.3675 - acc: 0.83 - ETA: 12s - loss: 0.3710 - acc: 0.83 - ETA: 12s - loss: 0.3691 - acc: 0.83 - ETA: 12s - loss: 0.3730 - acc: 0.83 - ETA: 12s - loss: 0.3715 - acc: 0.83 - ETA: 12s - loss: 0.3732 - acc: 0.83 - ETA: 12s - loss: 0.3721 - acc: 0.83 - ETA: 12s - loss: 0.3707 - acc: 0.83 - ETA: 12s - loss: 0.3690 - acc: 0.83 - ETA: 12s - loss: 0.3726 - acc: 0.83 - ETA: 12s - loss: 0.3706 - acc: 0.83 - ETA: 11s - loss: 0.3671 - acc: 0.83 - ETA: 11s - loss: 0.3654 - acc: 0.83 - ETA: 11s - loss: 0.3653 - acc: 0.83 - ETA: 11s - loss: 0.3648 - acc: 0.83 - ETA: 11s - loss: 0.3595 - acc: 0.84 - ETA: 11s - loss: 0.3591 - acc: 0.84 - ETA: 11s - loss: 0.3588 - acc: 0.84 - ETA: 11s - loss: 0.3591 - acc: 0.84 - ETA: 10s - loss: 0.3612 - acc: 0.84 - ETA: 10s - loss: 0.3674 - acc: 0.84 - ETA: 10s - loss: 0.3700 - acc: 0.83 - ETA: 10s - loss: 0.3699 - acc: 0.83 - ETA: 10s - loss: 0.3674 - acc: 0.84 - ETA: 10s - loss: 0.3704 - acc: 0.83 - ETA: 10s - loss: 0.3685 - acc: 0.83 - ETA: 9s - loss: 0.3665 - acc: 0.8390 - ETA: 9s - loss: 0.3631 - acc: 0.841 - ETA: 9s - loss: 0.3617 - acc: 0.840 - ETA: 9s - loss: 0.3657 - acc: 0.839 - ETA: 9s - loss: 0.3656 - acc: 0.838 - ETA: 9s - loss: 0.3647 - acc: 0.838 - ETA: 8s - loss: 0.3620 - acc: 0.840 - ETA: 8s - loss: 0.3617 - acc: 0.840 - ETA: 8s - loss: 0.3624 - acc: 0.840 - ETA: 8s - loss: 0.3592 - acc: 0.842 - ETA: 8s - loss: 0.3594 - acc: 0.843 - ETA: 7s - loss: 0.3593 - acc: 0.844 - ETA: 7s - loss: 0.3589 - acc: 0.844 - ETA: 7s - loss: 0.3585 - acc: 0.844 - ETA: 7s - loss: 0.3574 - acc: 0.843 - ETA: 7s - loss: 0.3590 - acc: 0.841 - ETA: 6s - loss: 0.3624 - acc: 0.838 - ETA: 6s - loss: 0.3633 - acc: 0.837 - ETA: 6s - loss: 0.3638 - acc: 0.837 - ETA: 6s - loss: 0.3638 - acc: 0.837 - ETA: 6s - loss: 0.3631 - acc: 0.837 - ETA: 5s - loss: 0.3635 - acc: 0.837 - ETA: 5s - loss: 0.3628 - acc: 0.838 - ETA: 5s - loss: 0.3627 - acc: 0.838 - ETA: 5s - loss: 0.3653 - acc: 0.836 - ETA: 4s - loss: 0.3639 - acc: 0.837 - ETA: 4s - loss: 0.3640 - acc: 0.838 - ETA: 4s - loss: 0.3646 - acc: 0.838 - ETA: 4s - loss: 0.3657 - acc: 0.838 - ETA: 4s - loss: 0.3630 - acc: 0.839 - ETA: 3s - loss: 0.3684 - acc: 0.838 - ETA: 3s - loss: 0.3685 - acc: 0.838 - ETA: 3s - loss: 0.3687 - acc: 0.838 - ETA: 3s - loss: 0.3675 - acc: 0.838 - ETA: 2s - loss: 0.3672 - acc: 0.838 - ETA: 2s - loss: 0.3700 - acc: 0.836 - ETA: 2s - loss: 0.3693 - acc: 0.837 - ETA: 2s - loss: 0.3683 - acc: 0.838 - ETA: 2s - loss: 0.3695 - acc: 0.837 - ETA: 1s - loss: 0.3697 - acc: 0.837 - ETA: 1s - loss: 0.3704 - acc: 0.836 - ETA: 1s - loss: 0.3703 - acc: 0.836 - ETA: 1s - loss: 0.3683 - acc: 0.837 - ETA: 0s - loss: 0.3715 - acc: 0.835 - ETA: 0s - loss: 0.3710 - acc: 0.836 - ETA: 0s - loss: 0.3704 - acc: 0.835 - ETA: 0s - loss: 0.3707 - acc: 0.835 - 28s - loss: 0.3701 - acc: 0.8350 - val_loss: 0.3816 - val_acc: 0.8299
Epoch 81/100
100/100 [==============================] - ETA: 3s - loss: 0.3510 - acc: 0.875 - ETA: 5s - loss: 0.3753 - acc: 0.890 - ETA: 5s - loss: 0.3710 - acc: 0.864 - ETA: 5s - loss: 0.3916 - acc: 0.843 - ETA: 5s - loss: 0.3740 - acc: 0.850 - ETA: 5s - loss: 0.3669 - acc: 0.838 - ETA: 5s - loss: 0.3636 - acc: 0.839 - ETA: 5s - loss: 0.3534 - acc: 0.839 - ETA: 5s - loss: 0.3553 - acc: 0.833 - ETA: 5s - loss: 0.3618 - acc: 0.831 - ETA: 5s - loss: 0.3526 - acc: 0.843 - ETA: 5s - loss: 0.3499 - acc: 0.841 - ETA: 6s - loss: 0.3472 - acc: 0.841 - ETA: 7s - loss: 0.3419 - acc: 0.848 - ETA: 8s - loss: 0.3554 - acc: 0.843 - ETA: 9s - loss: 0.3577 - acc: 0.837 - ETA: 9s - loss: 0.3617 - acc: 0.840 - ETA: 10s - loss: 0.3650 - acc: 0.83 - ETA: 10s - loss: 0.3584 - acc: 0.84 - ETA: 11s - loss: 0.3545 - acc: 0.84 - ETA: 11s - loss: 0.3577 - acc: 0.84 - ETA: 11s - loss: 0.3514 - acc: 0.84 - ETA: 11s - loss: 0.3471 - acc: 0.84 - ETA: 12s - loss: 0.3365 - acc: 0.85 - ETA: 12s - loss: 0.3512 - acc: 0.84 - ETA: 12s - loss: 0.3523 - acc: 0.84 - ETA: 12s - loss: 0.3573 - acc: 0.84 - ETA: 12s - loss: 0.3577 - acc: 0.84 - ETA: 12s - loss: 0.3554 - acc: 0.84 - ETA: 12s - loss: 0.3576 - acc: 0.84 - ETA: 12s - loss: 0.3555 - acc: 0.84 - ETA: 12s - loss: 0.3572 - acc: 0.84 - ETA: 12s - loss: 0.3545 - acc: 0.84 - ETA: 12s - loss: 0.3545 - acc: 0.84 - ETA: 12s - loss: 0.3524 - acc: 0.84 - ETA: 12s - loss: 0.3609 - acc: 0.84 - ETA: 12s - loss: 0.3587 - acc: 0.84 - ETA: 12s - loss: 0.3602 - acc: 0.83 - ETA: 12s - loss: 0.3708 - acc: 0.83 - ETA: 12s - loss: 0.3698 - acc: 0.83 - ETA: 12s - loss: 0.3715 - acc: 0.83 - ETA: 11s - loss: 0.3733 - acc: 0.83 - ETA: 11s - loss: 0.3753 - acc: 0.83 - ETA: 11s - loss: 0.3740 - acc: 0.83 - ETA: 11s - loss: 0.3727 - acc: 0.83 - ETA: 11s - loss: 0.3687 - acc: 0.83 - ETA: 11s - loss: 0.3701 - acc: 0.83 - ETA: 11s - loss: 0.3676 - acc: 0.83 - ETA: 10s - loss: 0.3683 - acc: 0.83 - ETA: 10s - loss: 0.3658 - acc: 0.83 - ETA: 10s - loss: 0.3657 - acc: 0.83 - ETA: 10s - loss: 0.3652 - acc: 0.83 - ETA: 10s - loss: 0.3648 - acc: 0.83 - ETA: 9s - loss: 0.3617 - acc: 0.8391 - ETA: 9s - loss: 0.3633 - acc: 0.836 - ETA: 9s - loss: 0.3662 - acc: 0.834 - ETA: 9s - loss: 0.3685 - acc: 0.833 - ETA: 9s - loss: 0.3696 - acc: 0.832 - ETA: 9s - loss: 0.3705 - acc: 0.833 - ETA: 8s - loss: 0.3698 - acc: 0.833 - ETA: 8s - loss: 0.3696 - acc: 0.833 - ETA: 8s - loss: 0.3677 - acc: 0.834 - ETA: 8s - loss: 0.3694 - acc: 0.834 - ETA: 7s - loss: 0.3695 - acc: 0.835 - ETA: 7s - loss: 0.3688 - acc: 0.836 - ETA: 7s - loss: 0.3690 - acc: 0.835 - ETA: 7s - loss: 0.3723 - acc: 0.834 - ETA: 7s - loss: 0.3707 - acc: 0.835 - ETA: 6s - loss: 0.3690 - acc: 0.836 - ETA: 6s - loss: 0.3690 - acc: 0.836 - ETA: 6s - loss: 0.3698 - acc: 0.835 - ETA: 6s - loss: 0.3694 - acc: 0.835 - ETA: 6s - loss: 0.3718 - acc: 0.835 - ETA: 5s - loss: 0.3713 - acc: 0.835 - ETA: 5s - loss: 0.3716 - acc: 0.835 - ETA: 5s - loss: 0.3710 - acc: 0.835 - ETA: 5s - loss: 0.3708 - acc: 0.834 - ETA: 5s - loss: 0.3719 - acc: 0.833 - ETA: 4s - loss: 0.3705 - acc: 0.834 - ETA: 4s - loss: 0.3699 - acc: 0.835 - ETA: 4s - loss: 0.3723 - acc: 0.835 - ETA: 4s - loss: 0.3713 - acc: 0.835 - ETA: 3s - loss: 0.3718 - acc: 0.835 - ETA: 3s - loss: 0.3706 - acc: 0.835 - ETA: 3s - loss: 0.3718 - acc: 0.834 - ETA: 3s - loss: 0.3694 - acc: 0.836 - ETA: 3s - loss: 0.3676 - acc: 0.837 - ETA: 2s - loss: 0.3660 - acc: 0.838 - ETA: 2s - loss: 0.3646 - acc: 0.838 - ETA: 2s - loss: 0.3675 - acc: 0.838 - ETA: 2s - loss: 0.3680 - acc: 0.838 - ETA: 1s - loss: 0.3690 - acc: 0.837 - ETA: 1s - loss: 0.3685 - acc: 0.838 - ETA: 1s - loss: 0.3684 - acc: 0.837 - ETA: 1s - loss: 0.3690 - acc: 0.836 - ETA: 0s - loss: 0.3688 - acc: 0.836 - ETA: 0s - loss: 0.3666 - acc: 0.837 - ETA: 0s - loss: 0.3663 - acc: 0.837 - ETA: 0s - loss: 0.3677 - acc: 0.836 - 28s - loss: 0.3670 - acc: 0.8369 - val_loss: 0.4237 - val_acc: 0.8293
Epoch 82/100
100/100 [==============================] - ETA: 6s - loss: 0.3880 - acc: 0.781 - ETA: 6s - loss: 0.3194 - acc: 0.843 - ETA: 6s - loss: 0.3278 - acc: 0.843 - ETA: 6s - loss: 0.3202 - acc: 0.843 - ETA: 6s - loss: 0.3430 - acc: 0.843 - ETA: 6s - loss: 0.3570 - acc: 0.822 - ETA: 6s - loss: 0.3595 - acc: 0.825 - ETA: 6s - loss: 0.3831 - acc: 0.808 - ETA: 6s - loss: 0.3791 - acc: 0.812 - ETA: 6s - loss: 0.3657 - acc: 0.828 - ETA: 5s - loss: 0.3609 - acc: 0.832 - ETA: 5s - loss: 0.3610 - acc: 0.833 - ETA: 6s - loss: 0.3593 - acc: 0.826 - ETA: 7s - loss: 0.3603 - acc: 0.825 - ETA: 8s - loss: 0.3688 - acc: 0.820 - ETA: 9s - loss: 0.3679 - acc: 0.824 - ETA: 9s - loss: 0.3722 - acc: 0.821 - ETA: 10s - loss: 0.3669 - acc: 0.82 - ETA: 10s - loss: 0.3678 - acc: 0.82 - ETA: 11s - loss: 0.3712 - acc: 0.81 - ETA: 11s - loss: 0.3739 - acc: 0.81 - ETA: 11s - loss: 0.3762 - acc: 0.81 - ETA: 11s - loss: 0.3801 - acc: 0.81 - ETA: 12s - loss: 0.3771 - acc: 0.82 - ETA: 12s - loss: 0.3728 - acc: 0.82 - ETA: 12s - loss: 0.3783 - acc: 0.82 - ETA: 12s - loss: 0.3759 - acc: 0.82 - ETA: 12s - loss: 0.3736 - acc: 0.82 - ETA: 12s - loss: 0.3697 - acc: 0.82 - ETA: 12s - loss: 0.3670 - acc: 0.83 - ETA: 12s - loss: 0.3681 - acc: 0.83 - ETA: 12s - loss: 0.3661 - acc: 0.83 - ETA: 12s - loss: 0.3643 - acc: 0.83 - ETA: 12s - loss: 0.3652 - acc: 0.83 - ETA: 12s - loss: 0.3654 - acc: 0.83 - ETA: 12s - loss: 0.3661 - acc: 0.83 - ETA: 12s - loss: 0.3649 - acc: 0.83 - ETA: 11s - loss: 0.3670 - acc: 0.82 - ETA: 11s - loss: 0.3676 - acc: 0.83 - ETA: 11s - loss: 0.3695 - acc: 0.82 - ETA: 11s - loss: 0.3676 - acc: 0.83 - ETA: 11s - loss: 0.3663 - acc: 0.83 - ETA: 11s - loss: 0.3740 - acc: 0.82 - ETA: 11s - loss: 0.3743 - acc: 0.82 - ETA: 11s - loss: 0.3729 - acc: 0.82 - ETA: 11s - loss: 0.3715 - acc: 0.83 - ETA: 10s - loss: 0.3745 - acc: 0.82 - ETA: 10s - loss: 0.3729 - acc: 0.82 - ETA: 10s - loss: 0.3738 - acc: 0.82 - ETA: 10s - loss: 0.3746 - acc: 0.82 - ETA: 10s - loss: 0.3743 - acc: 0.82 - ETA: 10s - loss: 0.3706 - acc: 0.83 - ETA: 9s - loss: 0.3704 - acc: 0.8320 - ETA: 9s - loss: 0.3708 - acc: 0.832 - ETA: 9s - loss: 0.3708 - acc: 0.831 - ETA: 9s - loss: 0.3732 - acc: 0.830 - ETA: 9s - loss: 0.3715 - acc: 0.831 - ETA: 9s - loss: 0.3705 - acc: 0.831 - ETA: 8s - loss: 0.3700 - acc: 0.831 - ETA: 8s - loss: 0.3683 - acc: 0.832 - ETA: 8s - loss: 0.3697 - acc: 0.832 - ETA: 8s - loss: 0.3700 - acc: 0.833 - ETA: 8s - loss: 0.3689 - acc: 0.833 - ETA: 7s - loss: 0.3664 - acc: 0.835 - ETA: 7s - loss: 0.3706 - acc: 0.831 - ETA: 7s - loss: 0.3754 - acc: 0.830 - ETA: 7s - loss: 0.3754 - acc: 0.830 - ETA: 7s - loss: 0.3756 - acc: 0.830 - ETA: 6s - loss: 0.3756 - acc: 0.829 - ETA: 6s - loss: 0.3748 - acc: 0.830 - ETA: 6s - loss: 0.3749 - acc: 0.831 - ETA: 6s - loss: 0.3741 - acc: 0.832 - ETA: 6s - loss: 0.3728 - acc: 0.833 - ETA: 5s - loss: 0.3712 - acc: 0.833 - ETA: 5s - loss: 0.3727 - acc: 0.833 - ETA: 5s - loss: 0.3715 - acc: 0.834 - ETA: 5s - loss: 0.3707 - acc: 0.834 - ETA: 4s - loss: 0.3722 - acc: 0.834 - ETA: 4s - loss: 0.3722 - acc: 0.835 - ETA: 4s - loss: 0.3728 - acc: 0.835 - ETA: 4s - loss: 0.3735 - acc: 0.834 - ETA: 4s - loss: 0.3735 - acc: 0.835 - ETA: 3s - loss: 0.3723 - acc: 0.835 - ETA: 3s - loss: 0.3718 - acc: 0.835 - ETA: 3s - loss: 0.3714 - acc: 0.836 - ETA: 3s - loss: 0.3720 - acc: 0.835 - ETA: 2s - loss: 0.3698 - acc: 0.837 - ETA: 2s - loss: 0.3713 - acc: 0.837 - ETA: 2s - loss: 0.3717 - acc: 0.837 - ETA: 2s - loss: 0.3721 - acc: 0.837 - ETA: 2s - loss: 0.3731 - acc: 0.836 - ETA: 1s - loss: 0.3725 - acc: 0.837 - ETA: 1s - loss: 0.3738 - acc: 0.836 - ETA: 1s - loss: 0.3745 - acc: 0.835 - ETA: 1s - loss: 0.3723 - acc: 0.836 - ETA: 0s - loss: 0.3713 - acc: 0.836 - ETA: 0s - loss: 0.3712 - acc: 0.836 - ETA: 0s - loss: 0.3690 - acc: 0.838 - ETA: 0s - loss: 0.3721 - acc: 0.836 - 28s - loss: 0.3717 - acc: 0.8366 - val_loss: 0.3737 - val_acc: 0.8299
Epoch 83/100
100/100 [==============================] - ETA: 6s - loss: 0.3003 - acc: 0.906 - ETA: 6s - loss: 0.2991 - acc: 0.906 - ETA: 6s - loss: 0.3306 - acc: 0.885 - ETA: 6s - loss: 0.3140 - acc: 0.882 - ETA: 6s - loss: 0.3103 - acc: 0.875 - ETA: 6s - loss: 0.2840 - acc: 0.885 - ETA: 6s - loss: 0.2872 - acc: 0.883 - ETA: 6s - loss: 0.2754 - acc: 0.890 - ETA: 6s - loss: 0.2774 - acc: 0.888 - ETA: 6s - loss: 0.2780 - acc: 0.887 - ETA: 5s - loss: 0.2962 - acc: 0.880 - ETA: 5s - loss: 0.3042 - acc: 0.875 - ETA: 6s - loss: 0.3035 - acc: 0.875 - ETA: 7s - loss: 0.3098 - acc: 0.875 - ETA: 8s - loss: 0.3325 - acc: 0.860 - ETA: 9s - loss: 0.3312 - acc: 0.863 - ETA: 9s - loss: 0.3258 - acc: 0.864 - ETA: 10s - loss: 0.3191 - acc: 0.86 - ETA: 10s - loss: 0.3227 - acc: 0.86 - ETA: 11s - loss: 0.3211 - acc: 0.86 - ETA: 11s - loss: 0.3260 - acc: 0.86 - ETA: 11s - loss: 0.3250 - acc: 0.86 - ETA: 11s - loss: 0.3268 - acc: 0.85 - ETA: 12s - loss: 0.3291 - acc: 0.85 - ETA: 12s - loss: 0.3281 - acc: 0.85 - ETA: 12s - loss: 0.3283 - acc: 0.85 - ETA: 12s - loss: 0.3277 - acc: 0.85 - ETA: 12s - loss: 0.3270 - acc: 0.85 - ETA: 12s - loss: 0.3273 - acc: 0.85 - ETA: 12s - loss: 0.3267 - acc: 0.85 - ETA: 12s - loss: 0.3338 - acc: 0.84 - ETA: 12s - loss: 0.3321 - acc: 0.85 - ETA: 12s - loss: 0.3350 - acc: 0.85 - ETA: 12s - loss: 0.3385 - acc: 0.84 - ETA: 12s - loss: 0.3490 - acc: 0.84 - ETA: 12s - loss: 0.3502 - acc: 0.84 - ETA: 12s - loss: 0.3508 - acc: 0.83 - ETA: 12s - loss: 0.3508 - acc: 0.83 - ETA: 12s - loss: 0.3511 - acc: 0.84 - ETA: 12s - loss: 0.3569 - acc: 0.83 - ETA: 11s - loss: 0.3541 - acc: 0.83 - ETA: 11s - loss: 0.3526 - acc: 0.83 - ETA: 11s - loss: 0.3561 - acc: 0.83 - ETA: 11s - loss: 0.3559 - acc: 0.83 - ETA: 11s - loss: 0.3589 - acc: 0.83 - ETA: 11s - loss: 0.3595 - acc: 0.83 - ETA: 11s - loss: 0.3600 - acc: 0.83 - ETA: 10s - loss: 0.3595 - acc: 0.83 - ETA: 10s - loss: 0.3600 - acc: 0.83 - ETA: 10s - loss: 0.3593 - acc: 0.83 - ETA: 10s - loss: 0.3583 - acc: 0.83 - ETA: 10s - loss: 0.3606 - acc: 0.83 - ETA: 9s - loss: 0.3607 - acc: 0.8343 - ETA: 9s - loss: 0.3588 - acc: 0.835 - ETA: 9s - loss: 0.3577 - acc: 0.836 - ETA: 9s - loss: 0.3558 - acc: 0.836 - ETA: 9s - loss: 0.3550 - acc: 0.837 - ETA: 9s - loss: 0.3531 - acc: 0.837 - ETA: 8s - loss: 0.3540 - acc: 0.836 - ETA: 8s - loss: 0.3543 - acc: 0.836 - ETA: 8s - loss: 0.3529 - acc: 0.838 - ETA: 8s - loss: 0.3523 - acc: 0.838 - ETA: 8s - loss: 0.3529 - acc: 0.837 - ETA: 7s - loss: 0.3528 - acc: 0.837 - ETA: 7s - loss: 0.3514 - acc: 0.838 - ETA: 7s - loss: 0.3517 - acc: 0.838 - ETA: 7s - loss: 0.3503 - acc: 0.839 - ETA: 7s - loss: 0.3499 - acc: 0.839 - ETA: 6s - loss: 0.3534 - acc: 0.837 - ETA: 6s - loss: 0.3549 - acc: 0.836 - ETA: 6s - loss: 0.3555 - acc: 0.835 - ETA: 6s - loss: 0.3562 - acc: 0.835 - ETA: 6s - loss: 0.3571 - acc: 0.834 - ETA: 5s - loss: 0.3553 - acc: 0.835 - ETA: 5s - loss: 0.3550 - acc: 0.835 - ETA: 5s - loss: 0.3558 - acc: 0.834 - ETA: 5s - loss: 0.3559 - acc: 0.834 - ETA: 4s - loss: 0.3553 - acc: 0.834 - ETA: 4s - loss: 0.3580 - acc: 0.833 - ETA: 4s - loss: 0.3585 - acc: 0.832 - ETA: 4s - loss: 0.3584 - acc: 0.832 - ETA: 4s - loss: 0.3593 - acc: 0.831 - ETA: 3s - loss: 0.3579 - acc: 0.832 - ETA: 3s - loss: 0.3567 - acc: 0.833 - ETA: 3s - loss: 0.3574 - acc: 0.833 - ETA: 3s - loss: 0.3569 - acc: 0.833 - ETA: 2s - loss: 0.3562 - acc: 0.833 - ETA: 2s - loss: 0.3561 - acc: 0.833 - ETA: 2s - loss: 0.3574 - acc: 0.833 - ETA: 2s - loss: 0.3585 - acc: 0.832 - ETA: 2s - loss: 0.3602 - acc: 0.831 - ETA: 1s - loss: 0.3601 - acc: 0.831 - ETA: 1s - loss: 0.3608 - acc: 0.831 - ETA: 1s - loss: 0.3605 - acc: 0.831 - ETA: 1s - loss: 0.3614 - acc: 0.831 - ETA: 0s - loss: 0.3618 - acc: 0.831 - ETA: 0s - loss: 0.3629 - acc: 0.830 - ETA: 0s - loss: 0.3647 - acc: 0.829 - ETA: 0s - loss: 0.3637 - acc: 0.830 - 28s - loss: 0.3648 - acc: 0.8300 - val_loss: 0.3913 - val_acc: 0.8215
Epoch 84/100
100/100 [==============================] - ETA: 6s - loss: 0.3421 - acc: 0.812 - ETA: 6s - loss: 0.3360 - acc: 0.843 - ETA: 6s - loss: 0.3274 - acc: 0.843 - ETA: 6s - loss: 0.2864 - acc: 0.875 - ETA: 6s - loss: 0.2956 - acc: 0.868 - ETA: 6s - loss: 0.3216 - acc: 0.859 - ETA: 6s - loss: 0.3374 - acc: 0.852 - ETA: 6s - loss: 0.3430 - acc: 0.851 - ETA: 6s - loss: 0.3457 - acc: 0.847 - ETA: 6s - loss: 0.3384 - acc: 0.853 - ETA: 5s - loss: 0.3441 - acc: 0.846 - ETA: 5s - loss: 0.3450 - acc: 0.846 - ETA: 6s - loss: 0.3487 - acc: 0.848 - ETA: 7s - loss: 0.3498 - acc: 0.850 - ETA: 8s - loss: 0.3563 - acc: 0.847 - ETA: 8s - loss: 0.3511 - acc: 0.849 - ETA: 9s - loss: 0.3583 - acc: 0.843 - ETA: 9s - loss: 0.3616 - acc: 0.840 - ETA: 10s - loss: 0.3657 - acc: 0.83 - ETA: 10s - loss: 0.3638 - acc: 0.83 - ETA: 11s - loss: 0.3606 - acc: 0.84 - ETA: 11s - loss: 0.3559 - acc: 0.84 - ETA: 11s - loss: 0.3506 - acc: 0.84 - ETA: 11s - loss: 0.3515 - acc: 0.84 - ETA: 11s - loss: 0.3514 - acc: 0.84 - ETA: 12s - loss: 0.3548 - acc: 0.84 - ETA: 12s - loss: 0.3556 - acc: 0.83 - ETA: 12s - loss: 0.3565 - acc: 0.84 - ETA: 12s - loss: 0.3656 - acc: 0.83 - ETA: 12s - loss: 0.3726 - acc: 0.83 - ETA: 12s - loss: 0.3703 - acc: 0.83 - ETA: 12s - loss: 0.3676 - acc: 0.83 - ETA: 12s - loss: 0.3720 - acc: 0.83 - ETA: 12s - loss: 0.3764 - acc: 0.83 - ETA: 12s - loss: 0.3741 - acc: 0.83 - ETA: 12s - loss: 0.3730 - acc: 0.83 - ETA: 12s - loss: 0.3726 - acc: 0.83 - ETA: 11s - loss: 0.3731 - acc: 0.83 - ETA: 11s - loss: 0.3698 - acc: 0.83 - ETA: 11s - loss: 0.3672 - acc: 0.83 - ETA: 11s - loss: 0.3695 - acc: 0.83 - ETA: 11s - loss: 0.3676 - acc: 0.83 - ETA: 11s - loss: 0.3691 - acc: 0.83 - ETA: 11s - loss: 0.3710 - acc: 0.83 - ETA: 11s - loss: 0.3751 - acc: 0.83 - ETA: 11s - loss: 0.3742 - acc: 0.83 - ETA: 10s - loss: 0.3754 - acc: 0.82 - ETA: 10s - loss: 0.3754 - acc: 0.82 - ETA: 10s - loss: 0.3744 - acc: 0.82 - ETA: 10s - loss: 0.3811 - acc: 0.82 - ETA: 10s - loss: 0.3790 - acc: 0.82 - ETA: 10s - loss: 0.3806 - acc: 0.82 - ETA: 9s - loss: 0.3766 - acc: 0.8296 - ETA: 9s - loss: 0.3767 - acc: 0.829 - ETA: 9s - loss: 0.3779 - acc: 0.828 - ETA: 9s - loss: 0.3771 - acc: 0.829 - ETA: 9s - loss: 0.3794 - acc: 0.826 - ETA: 9s - loss: 0.3785 - acc: 0.827 - ETA: 8s - loss: 0.3777 - acc: 0.827 - ETA: 8s - loss: 0.3803 - acc: 0.826 - ETA: 8s - loss: 0.3786 - acc: 0.827 - ETA: 8s - loss: 0.3781 - acc: 0.827 - ETA: 8s - loss: 0.3761 - acc: 0.827 - ETA: 7s - loss: 0.3754 - acc: 0.829 - ETA: 7s - loss: 0.3772 - acc: 0.827 - ETA: 7s - loss: 0.3787 - acc: 0.826 - ETA: 7s - loss: 0.3798 - acc: 0.825 - ETA: 7s - loss: 0.3807 - acc: 0.825 - ETA: 6s - loss: 0.3805 - acc: 0.826 - ETA: 6s - loss: 0.3793 - acc: 0.827 - ETA: 6s - loss: 0.3778 - acc: 0.828 - ETA: 6s - loss: 0.3789 - acc: 0.828 - ETA: 6s - loss: 0.3781 - acc: 0.828 - ETA: 5s - loss: 0.3766 - acc: 0.829 - ETA: 5s - loss: 0.3756 - acc: 0.829 - ETA: 5s - loss: 0.3764 - acc: 0.829 - ETA: 5s - loss: 0.3744 - acc: 0.831 - ETA: 4s - loss: 0.3744 - acc: 0.830 - ETA: 4s - loss: 0.3792 - acc: 0.827 - ETA: 4s - loss: 0.3791 - acc: 0.828 - ETA: 4s - loss: 0.3794 - acc: 0.827 - ETA: 4s - loss: 0.3781 - acc: 0.827 - ETA: 3s - loss: 0.3759 - acc: 0.829 - ETA: 3s - loss: 0.3755 - acc: 0.829 - ETA: 3s - loss: 0.3760 - acc: 0.828 - ETA: 3s - loss: 0.3772 - acc: 0.828 - ETA: 2s - loss: 0.3794 - acc: 0.826 - ETA: 2s - loss: 0.3793 - acc: 0.827 - ETA: 2s - loss: 0.3776 - acc: 0.827 - ETA: 2s - loss: 0.3776 - acc: 0.828 - ETA: 2s - loss: 0.3771 - acc: 0.828 - ETA: 1s - loss: 0.3778 - acc: 0.827 - ETA: 1s - loss: 0.3793 - acc: 0.826 - ETA: 1s - loss: 0.3787 - acc: 0.827 - ETA: 1s - loss: 0.3779 - acc: 0.827 - ETA: 0s - loss: 0.3768 - acc: 0.828 - ETA: 0s - loss: 0.3773 - acc: 0.827 - ETA: 0s - loss: 0.3775 - acc: 0.828 - ETA: 0s - loss: 0.3763 - acc: 0.828 - 28s - loss: 0.3774 - acc: 0.8278 - val_loss: 0.3743 - val_acc: 0.8306
Epoch 85/100
100/100 [==============================] - ETA: 6s - loss: 0.3059 - acc: 0.906 - ETA: 6s - loss: 0.3892 - acc: 0.859 - ETA: 6s - loss: 0.4349 - acc: 0.822 - ETA: 6s - loss: 0.4282 - acc: 0.804 - ETA: 6s - loss: 0.3960 - acc: 0.812 - ETA: 6s - loss: 0.3857 - acc: 0.817 - ETA: 6s - loss: 0.3910 - acc: 0.808 - ETA: 6s - loss: 0.3910 - acc: 0.816 - ETA: 6s - loss: 0.4066 - acc: 0.809 - ETA: 6s - loss: 0.4034 - acc: 0.812 - ETA: 6s - loss: 0.3941 - acc: 0.821 - ETA: 5s - loss: 0.3887 - acc: 0.822 - ETA: 6s - loss: 0.3902 - acc: 0.822 - ETA: 7s - loss: 0.3853 - acc: 0.823 - ETA: 8s - loss: 0.3937 - acc: 0.822 - ETA: 9s - loss: 0.3900 - acc: 0.824 - ETA: 9s - loss: 0.3779 - acc: 0.830 - ETA: 10s - loss: 0.3953 - acc: 0.81 - ETA: 10s - loss: 0.3919 - acc: 0.82 - ETA: 11s - loss: 0.3996 - acc: 0.81 - ETA: 11s - loss: 0.3987 - acc: 0.82 - ETA: 11s - loss: 0.4017 - acc: 0.82 - ETA: 11s - loss: 0.3988 - acc: 0.82 - ETA: 12s - loss: 0.4039 - acc: 0.82 - ETA: 12s - loss: 0.4034 - acc: 0.82 - ETA: 12s - loss: 0.3993 - acc: 0.82 - ETA: 12s - loss: 0.3933 - acc: 0.82 - ETA: 12s - loss: 0.3907 - acc: 0.82 - ETA: 12s - loss: 0.3834 - acc: 0.83 - ETA: 12s - loss: 0.3780 - acc: 0.83 - ETA: 12s - loss: 0.3744 - acc: 0.83 - ETA: 12s - loss: 0.3694 - acc: 0.84 - ETA: 12s - loss: 0.3686 - acc: 0.84 - ETA: 12s - loss: 0.3707 - acc: 0.84 - ETA: 12s - loss: 0.3696 - acc: 0.84 - ETA: 12s - loss: 0.3773 - acc: 0.83 - ETA: 12s - loss: 0.3768 - acc: 0.83 - ETA: 12s - loss: 0.3820 - acc: 0.83 - ETA: 12s - loss: 0.3784 - acc: 0.83 - ETA: 11s - loss: 0.3762 - acc: 0.83 - ETA: 11s - loss: 0.3762 - acc: 0.83 - ETA: 11s - loss: 0.3762 - acc: 0.83 - ETA: 11s - loss: 0.3792 - acc: 0.83 - ETA: 11s - loss: 0.3823 - acc: 0.83 - ETA: 11s - loss: 0.3818 - acc: 0.83 - ETA: 11s - loss: 0.3840 - acc: 0.83 - ETA: 10s - loss: 0.3809 - acc: 0.83 - ETA: 10s - loss: 0.3797 - acc: 0.83 - ETA: 10s - loss: 0.3767 - acc: 0.83 - ETA: 10s - loss: 0.3759 - acc: 0.83 - ETA: 10s - loss: 0.3746 - acc: 0.83 - ETA: 10s - loss: 0.3745 - acc: 0.83 - ETA: 9s - loss: 0.3773 - acc: 0.8308 - ETA: 9s - loss: 0.3761 - acc: 0.830 - ETA: 9s - loss: 0.3763 - acc: 0.831 - ETA: 9s - loss: 0.3751 - acc: 0.832 - ETA: 9s - loss: 0.3741 - acc: 0.831 - ETA: 9s - loss: 0.3743 - acc: 0.831 - ETA: 8s - loss: 0.3728 - acc: 0.832 - ETA: 8s - loss: 0.3745 - acc: 0.831 - ETA: 8s - loss: 0.3767 - acc: 0.829 - ETA: 8s - loss: 0.3784 - acc: 0.828 - ETA: 8s - loss: 0.3778 - acc: 0.829 - ETA: 7s - loss: 0.3777 - acc: 0.830 - ETA: 7s - loss: 0.3780 - acc: 0.829 - ETA: 7s - loss: 0.3757 - acc: 0.831 - ETA: 7s - loss: 0.3732 - acc: 0.832 - ETA: 7s - loss: 0.3708 - acc: 0.833 - ETA: 6s - loss: 0.3693 - acc: 0.834 - ETA: 6s - loss: 0.3704 - acc: 0.835 - ETA: 6s - loss: 0.3730 - acc: 0.834 - ETA: 6s - loss: 0.3715 - acc: 0.834 - ETA: 6s - loss: 0.3719 - acc: 0.833 - ETA: 5s - loss: 0.3734 - acc: 0.832 - ETA: 5s - loss: 0.3747 - acc: 0.831 - ETA: 5s - loss: 0.3729 - acc: 0.832 - ETA: 5s - loss: 0.3734 - acc: 0.832 - ETA: 4s - loss: 0.3748 - acc: 0.832 - ETA: 4s - loss: 0.3749 - acc: 0.831 - ETA: 4s - loss: 0.3742 - acc: 0.832 - ETA: 4s - loss: 0.3727 - acc: 0.833 - ETA: 4s - loss: 0.3733 - acc: 0.832 - ETA: 3s - loss: 0.3718 - acc: 0.832 - ETA: 3s - loss: 0.3722 - acc: 0.832 - ETA: 3s - loss: 0.3709 - acc: 0.832 - ETA: 3s - loss: 0.3748 - acc: 0.831 - ETA: 3s - loss: 0.3736 - acc: 0.832 - ETA: 2s - loss: 0.3748 - acc: 0.832 - ETA: 2s - loss: 0.3769 - acc: 0.830 - ETA: 2s - loss: 0.3757 - acc: 0.831 - ETA: 2s - loss: 0.3761 - acc: 0.831 - ETA: 1s - loss: 0.3746 - acc: 0.832 - ETA: 1s - loss: 0.3752 - acc: 0.833 - ETA: 1s - loss: 0.3752 - acc: 0.832 - ETA: 1s - loss: 0.3755 - acc: 0.832 - ETA: 0s - loss: 0.3743 - acc: 0.832 - ETA: 0s - loss: 0.3760 - acc: 0.831 - ETA: 0s - loss: 0.3759 - acc: 0.832 - ETA: 0s - loss: 0.3754 - acc: 0.832 - 28s - loss: 0.3749 - acc: 0.8328 - val_loss: 0.4040 - val_acc: 0.8260
Epoch 86/100
100/100 [==============================] - ETA: 6s - loss: 0.2568 - acc: 0.906 - ETA: 6s - loss: 0.3370 - acc: 0.843 - ETA: 6s - loss: 0.3347 - acc: 0.864 - ETA: 6s - loss: 0.3377 - acc: 0.851 - ETA: 5s - loss: 0.3594 - acc: 0.828 - ETA: 5s - loss: 0.3697 - acc: 0.830 - ETA: 5s - loss: 0.3753 - acc: 0.828 - ETA: 5s - loss: 0.3753 - acc: 0.829 - ETA: 5s - loss: 0.3609 - acc: 0.837 - ETA: 5s - loss: 0.3457 - acc: 0.849 - ETA: 5s - loss: 0.3311 - acc: 0.859 - ETA: 6s - loss: 0.3204 - acc: 0.865 - ETA: 7s - loss: 0.3159 - acc: 0.866 - ETA: 8s - loss: 0.3201 - acc: 0.860 - ETA: 9s - loss: 0.3248 - acc: 0.855 - ETA: 9s - loss: 0.3309 - acc: 0.854 - ETA: 10s - loss: 0.3379 - acc: 0.85 - ETA: 10s - loss: 0.3434 - acc: 0.84 - ETA: 11s - loss: 0.3422 - acc: 0.85 - ETA: 11s - loss: 0.3464 - acc: 0.85 - ETA: 11s - loss: 0.3473 - acc: 0.84 - ETA: 12s - loss: 0.3449 - acc: 0.85 - ETA: 12s - loss: 0.3506 - acc: 0.85 - ETA: 12s - loss: 0.3476 - acc: 0.85 - ETA: 12s - loss: 0.3416 - acc: 0.85 - ETA: 12s - loss: 0.3473 - acc: 0.85 - ETA: 12s - loss: 0.3477 - acc: 0.85 - ETA: 12s - loss: 0.3482 - acc: 0.85 - ETA: 12s - loss: 0.3502 - acc: 0.85 - ETA: 12s - loss: 0.3468 - acc: 0.85 - ETA: 12s - loss: 0.3448 - acc: 0.85 - ETA: 12s - loss: 0.3468 - acc: 0.85 - ETA: 12s - loss: 0.3456 - acc: 0.85 - ETA: 12s - loss: 0.3485 - acc: 0.85 - ETA: 12s - loss: 0.3467 - acc: 0.85 - ETA: 12s - loss: 0.3473 - acc: 0.85 - ETA: 12s - loss: 0.3437 - acc: 0.85 - ETA: 12s - loss: 0.3456 - acc: 0.85 - ETA: 11s - loss: 0.3498 - acc: 0.85 - ETA: 11s - loss: 0.3490 - acc: 0.85 - ETA: 11s - loss: 0.3465 - acc: 0.85 - ETA: 11s - loss: 0.3471 - acc: 0.85 - ETA: 11s - loss: 0.3435 - acc: 0.85 - ETA: 11s - loss: 0.3431 - acc: 0.85 - ETA: 11s - loss: 0.3469 - acc: 0.85 - ETA: 11s - loss: 0.3479 - acc: 0.84 - ETA: 10s - loss: 0.3459 - acc: 0.85 - ETA: 10s - loss: 0.3460 - acc: 0.85 - ETA: 10s - loss: 0.3463 - acc: 0.85 - ETA: 10s - loss: 0.3456 - acc: 0.85 - ETA: 10s - loss: 0.3479 - acc: 0.85 - ETA: 10s - loss: 0.3500 - acc: 0.85 - ETA: 9s - loss: 0.3514 - acc: 0.8501 - ETA: 9s - loss: 0.3488 - acc: 0.851 - ETA: 9s - loss: 0.3487 - acc: 0.852 - ETA: 9s - loss: 0.3491 - acc: 0.852 - ETA: 9s - loss: 0.3513 - acc: 0.850 - ETA: 9s - loss: 0.3534 - acc: 0.849 - ETA: 8s - loss: 0.3567 - acc: 0.846 - ETA: 8s - loss: 0.3560 - acc: 0.845 - ETA: 8s - loss: 0.3550 - acc: 0.846 - ETA: 8s - loss: 0.3559 - acc: 0.846 - ETA: 8s - loss: 0.3551 - acc: 0.846 - ETA: 7s - loss: 0.3553 - acc: 0.846 - ETA: 7s - loss: 0.3531 - acc: 0.847 - ETA: 7s - loss: 0.3524 - acc: 0.847 - ETA: 7s - loss: 0.3539 - acc: 0.848 - ETA: 6s - loss: 0.3586 - acc: 0.846 - ETA: 6s - loss: 0.3610 - acc: 0.846 - ETA: 6s - loss: 0.3609 - acc: 0.845 - ETA: 6s - loss: 0.3596 - acc: 0.845 - ETA: 6s - loss: 0.3594 - acc: 0.845 - ETA: 5s - loss: 0.3588 - acc: 0.846 - ETA: 5s - loss: 0.3569 - acc: 0.847 - ETA: 5s - loss: 0.3565 - acc: 0.847 - ETA: 5s - loss: 0.3536 - acc: 0.849 - ETA: 5s - loss: 0.3538 - acc: 0.848 - ETA: 4s - loss: 0.3545 - acc: 0.848 - ETA: 4s - loss: 0.3532 - acc: 0.849 - ETA: 4s - loss: 0.3520 - acc: 0.849 - ETA: 4s - loss: 0.3533 - acc: 0.848 - ETA: 3s - loss: 0.3523 - acc: 0.849 - ETA: 3s - loss: 0.3516 - acc: 0.849 - ETA: 3s - loss: 0.3534 - acc: 0.848 - ETA: 3s - loss: 0.3529 - acc: 0.848 - ETA: 2s - loss: 0.3512 - acc: 0.849 - ETA: 2s - loss: 0.3522 - acc: 0.849 - ETA: 2s - loss: 0.3512 - acc: 0.849 - ETA: 2s - loss: 0.3489 - acc: 0.850 - ETA: 2s - loss: 0.3493 - acc: 0.850 - ETA: 1s - loss: 0.3493 - acc: 0.850 - ETA: 1s - loss: 0.3489 - acc: 0.851 - ETA: 1s - loss: 0.3484 - acc: 0.851 - ETA: 1s - loss: 0.3481 - acc: 0.851 - ETA: 0s - loss: 0.3508 - acc: 0.849 - ETA: 0s - loss: 0.3492 - acc: 0.849 - ETA: 0s - loss: 0.3505 - acc: 0.848 - ETA: 0s - loss: 0.3496 - acc: 0.848 - 28s - loss: 0.3488 - acc: 0.8494 - val_loss: 0.3854 - val_acc: 0.8325
Epoch 87/100
100/100 [==============================] - ETA: 6s - loss: 0.3585 - acc: 0.812 - ETA: 6s - loss: 0.3428 - acc: 0.843 - ETA: 6s - loss: 0.3864 - acc: 0.822 - ETA: 6s - loss: 0.4210 - acc: 0.804 - ETA: 6s - loss: 0.4342 - acc: 0.793 - ETA: 6s - loss: 0.4222 - acc: 0.796 - ETA: 6s - loss: 0.4145 - acc: 0.808 - ETA: 6s - loss: 0.4123 - acc: 0.812 - ETA: 6s - loss: 0.3960 - acc: 0.819 - ETA: 6s - loss: 0.3838 - acc: 0.821 - ETA: 5s - loss: 0.3970 - acc: 0.815 - ETA: 5s - loss: 0.3949 - acc: 0.815 - ETA: 6s - loss: 0.3989 - acc: 0.810 - ETA: 7s - loss: 0.3963 - acc: 0.810 - ETA: 8s - loss: 0.3919 - acc: 0.808 - ETA: 9s - loss: 0.3840 - acc: 0.812 - ETA: 9s - loss: 0.3820 - acc: 0.812 - ETA: 10s - loss: 0.3744 - acc: 0.81 - ETA: 10s - loss: 0.3740 - acc: 0.81 - ETA: 11s - loss: 0.3782 - acc: 0.81 - ETA: 11s - loss: 0.3876 - acc: 0.80 - ETA: 11s - loss: 0.3915 - acc: 0.80 - ETA: 11s - loss: 0.3910 - acc: 0.80 - ETA: 12s - loss: 0.3921 - acc: 0.80 - ETA: 12s - loss: 0.3858 - acc: 0.81 - ETA: 12s - loss: 0.3839 - acc: 0.81 - ETA: 12s - loss: 0.3881 - acc: 0.81 - ETA: 12s - loss: 0.3897 - acc: 0.81 - ETA: 12s - loss: 0.3891 - acc: 0.81 - ETA: 12s - loss: 0.3849 - acc: 0.81 - ETA: 12s - loss: 0.3863 - acc: 0.81 - ETA: 12s - loss: 0.3839 - acc: 0.81 - ETA: 12s - loss: 0.3814 - acc: 0.81 - ETA: 12s - loss: 0.3800 - acc: 0.81 - ETA: 12s - loss: 0.3788 - acc: 0.81 - ETA: 12s - loss: 0.3805 - acc: 0.81 - ETA: 12s - loss: 0.3798 - acc: 0.81 - ETA: 11s - loss: 0.3823 - acc: 0.81 - ETA: 11s - loss: 0.3813 - acc: 0.81 - ETA: 11s - loss: 0.3820 - acc: 0.81 - ETA: 11s - loss: 0.3817 - acc: 0.81 - ETA: 11s - loss: 0.3785 - acc: 0.81 - ETA: 11s - loss: 0.3745 - acc: 0.81 - ETA: 11s - loss: 0.3726 - acc: 0.81 - ETA: 11s - loss: 0.3768 - acc: 0.81 - ETA: 11s - loss: 0.3773 - acc: 0.81 - ETA: 10s - loss: 0.3783 - acc: 0.81 - ETA: 10s - loss: 0.3765 - acc: 0.81 - ETA: 10s - loss: 0.3763 - acc: 0.81 - ETA: 10s - loss: 0.3768 - acc: 0.81 - ETA: 10s - loss: 0.3777 - acc: 0.81 - ETA: 10s - loss: 0.3803 - acc: 0.81 - ETA: 9s - loss: 0.3847 - acc: 0.8166 - ETA: 9s - loss: 0.3847 - acc: 0.816 - ETA: 9s - loss: 0.3862 - acc: 0.816 - ETA: 9s - loss: 0.3849 - acc: 0.817 - ETA: 9s - loss: 0.3826 - acc: 0.819 - ETA: 9s - loss: 0.3829 - acc: 0.819 - ETA: 8s - loss: 0.3825 - acc: 0.819 - ETA: 8s - loss: 0.3841 - acc: 0.819 - ETA: 8s - loss: 0.3862 - acc: 0.817 - ETA: 8s - loss: 0.3839 - acc: 0.818 - ETA: 8s - loss: 0.3815 - acc: 0.819 - ETA: 7s - loss: 0.3808 - acc: 0.819 - ETA: 7s - loss: 0.3855 - acc: 0.817 - ETA: 7s - loss: 0.3880 - acc: 0.815 - ETA: 7s - loss: 0.3885 - acc: 0.815 - ETA: 7s - loss: 0.3857 - acc: 0.817 - ETA: 6s - loss: 0.3851 - acc: 0.818 - ETA: 6s - loss: 0.3846 - acc: 0.818 - ETA: 6s - loss: 0.3833 - acc: 0.819 - ETA: 6s - loss: 0.3828 - acc: 0.820 - ETA: 6s - loss: 0.3814 - acc: 0.821 - ETA: 5s - loss: 0.3815 - acc: 0.820 - ETA: 5s - loss: 0.3813 - acc: 0.820 - ETA: 5s - loss: 0.3786 - acc: 0.822 - ETA: 5s - loss: 0.3801 - acc: 0.821 - ETA: 4s - loss: 0.3810 - acc: 0.820 - ETA: 4s - loss: 0.3798 - acc: 0.822 - ETA: 4s - loss: 0.3788 - acc: 0.822 - ETA: 4s - loss: 0.3774 - acc: 0.824 - ETA: 4s - loss: 0.3806 - acc: 0.822 - ETA: 3s - loss: 0.3804 - acc: 0.823 - ETA: 3s - loss: 0.3809 - acc: 0.822 - ETA: 3s - loss: 0.3792 - acc: 0.823 - ETA: 3s - loss: 0.3786 - acc: 0.823 - ETA: 2s - loss: 0.3797 - acc: 0.821 - ETA: 2s - loss: 0.3805 - acc: 0.821 - ETA: 2s - loss: 0.3808 - acc: 0.821 - ETA: 2s - loss: 0.3797 - acc: 0.821 - ETA: 2s - loss: 0.3807 - acc: 0.821 - ETA: 1s - loss: 0.3816 - acc: 0.820 - ETA: 1s - loss: 0.3812 - acc: 0.821 - ETA: 1s - loss: 0.3850 - acc: 0.818 - ETA: 1s - loss: 0.3850 - acc: 0.819 - ETA: 0s - loss: 0.3836 - acc: 0.820 - ETA: 0s - loss: 0.3830 - acc: 0.820 - ETA: 0s - loss: 0.3823 - acc: 0.820 - ETA: 0s - loss: 0.3816 - acc: 0.820 - 28s - loss: 0.3834 - acc: 0.8197 - val_loss: 0.3804 - val_acc: 0.8350
Epoch 88/100
100/100 [==============================] - ETA: 6s - loss: 0.3888 - acc: 0.843 - ETA: 6s - loss: 0.4501 - acc: 0.812 - ETA: 6s - loss: 0.4102 - acc: 0.822 - ETA: 6s - loss: 0.4121 - acc: 0.812 - ETA: 6s - loss: 0.3937 - acc: 0.831 - ETA: 6s - loss: 0.3753 - acc: 0.838 - ETA: 6s - loss: 0.3715 - acc: 0.834 - ETA: 6s - loss: 0.3682 - acc: 0.835 - ETA: 6s - loss: 0.3683 - acc: 0.829 - ETA: 6s - loss: 0.3609 - acc: 0.831 - ETA: 5s - loss: 0.3588 - acc: 0.838 - ETA: 5s - loss: 0.3524 - acc: 0.841 - ETA: 6s - loss: 0.3525 - acc: 0.846 - ETA: 7s - loss: 0.3468 - acc: 0.848 - ETA: 8s - loss: 0.3477 - acc: 0.845 - ETA: 9s - loss: 0.3572 - acc: 0.839 - ETA: 9s - loss: 0.3556 - acc: 0.838 - ETA: 10s - loss: 0.3506 - acc: 0.84 - ETA: 10s - loss: 0.3553 - acc: 0.84 - ETA: 11s - loss: 0.3566 - acc: 0.83 - ETA: 11s - loss: 0.3492 - acc: 0.84 - ETA: 11s - loss: 0.3483 - acc: 0.84 - ETA: 11s - loss: 0.3577 - acc: 0.83 - ETA: 12s - loss: 0.3526 - acc: 0.83 - ETA: 12s - loss: 0.3476 - acc: 0.84 - ETA: 12s - loss: 0.3436 - acc: 0.84 - ETA: 12s - loss: 0.3402 - acc: 0.84 - ETA: 12s - loss: 0.3388 - acc: 0.84 - ETA: 12s - loss: 0.3369 - acc: 0.84 - ETA: 12s - loss: 0.3419 - acc: 0.84 - ETA: 12s - loss: 0.3387 - acc: 0.84 - ETA: 12s - loss: 0.3404 - acc: 0.84 - ETA: 12s - loss: 0.3404 - acc: 0.84 - ETA: 12s - loss: 0.3407 - acc: 0.84 - ETA: 12s - loss: 0.3443 - acc: 0.84 - ETA: 12s - loss: 0.3423 - acc: 0.84 - ETA: 12s - loss: 0.3463 - acc: 0.84 - ETA: 12s - loss: 0.3452 - acc: 0.84 - ETA: 12s - loss: 0.3462 - acc: 0.84 - ETA: 11s - loss: 0.3459 - acc: 0.84 - ETA: 11s - loss: 0.3466 - acc: 0.84 - ETA: 11s - loss: 0.3478 - acc: 0.84 - ETA: 11s - loss: 0.3443 - acc: 0.84 - ETA: 11s - loss: 0.3441 - acc: 0.84 - ETA: 11s - loss: 0.3423 - acc: 0.84 - ETA: 11s - loss: 0.3437 - acc: 0.84 - ETA: 11s - loss: 0.3415 - acc: 0.84 - ETA: 10s - loss: 0.3420 - acc: 0.84 - ETA: 10s - loss: 0.3405 - acc: 0.84 - ETA: 10s - loss: 0.3407 - acc: 0.84 - ETA: 10s - loss: 0.3417 - acc: 0.84 - ETA: 10s - loss: 0.3413 - acc: 0.84 - ETA: 10s - loss: 0.3387 - acc: 0.84 - ETA: 9s - loss: 0.3373 - acc: 0.8478 - ETA: 9s - loss: 0.3404 - acc: 0.845 - ETA: 9s - loss: 0.3406 - acc: 0.845 - ETA: 9s - loss: 0.3444 - acc: 0.841 - ETA: 9s - loss: 0.3538 - acc: 0.838 - ETA: 8s - loss: 0.3529 - acc: 0.840 - ETA: 8s - loss: 0.3529 - acc: 0.840 - ETA: 8s - loss: 0.3509 - acc: 0.842 - ETA: 8s - loss: 0.3516 - acc: 0.841 - ETA: 8s - loss: 0.3531 - acc: 0.841 - ETA: 7s - loss: 0.3517 - acc: 0.842 - ETA: 7s - loss: 0.3532 - acc: 0.841 - ETA: 7s - loss: 0.3524 - acc: 0.842 - ETA: 7s - loss: 0.3515 - acc: 0.841 - ETA: 7s - loss: 0.3532 - acc: 0.840 - ETA: 6s - loss: 0.3529 - acc: 0.840 - ETA: 6s - loss: 0.3514 - acc: 0.841 - ETA: 6s - loss: 0.3512 - acc: 0.842 - ETA: 6s - loss: 0.3507 - acc: 0.842 - ETA: 6s - loss: 0.3506 - acc: 0.842 - ETA: 5s - loss: 0.3528 - acc: 0.841 - ETA: 5s - loss: 0.3531 - acc: 0.840 - ETA: 5s - loss: 0.3513 - acc: 0.841 - ETA: 5s - loss: 0.3487 - acc: 0.842 - ETA: 4s - loss: 0.3527 - acc: 0.840 - ETA: 4s - loss: 0.3549 - acc: 0.839 - ETA: 4s - loss: 0.3568 - acc: 0.838 - ETA: 4s - loss: 0.3588 - acc: 0.837 - ETA: 4s - loss: 0.3597 - acc: 0.836 - ETA: 3s - loss: 0.3592 - acc: 0.837 - ETA: 3s - loss: 0.3595 - acc: 0.836 - ETA: 3s - loss: 0.3597 - acc: 0.836 - ETA: 3s - loss: 0.3614 - acc: 0.835 - ETA: 2s - loss: 0.3607 - acc: 0.835 - ETA: 2s - loss: 0.3611 - acc: 0.835 - ETA: 2s - loss: 0.3611 - acc: 0.836 - ETA: 2s - loss: 0.3595 - acc: 0.837 - ETA: 2s - loss: 0.3627 - acc: 0.836 - ETA: 1s - loss: 0.3634 - acc: 0.835 - ETA: 1s - loss: 0.3623 - acc: 0.836 - ETA: 1s - loss: 0.3615 - acc: 0.837 - ETA: 1s - loss: 0.3602 - acc: 0.837 - ETA: 0s - loss: 0.3596 - acc: 0.837 - ETA: 0s - loss: 0.3593 - acc: 0.837 - ETA: 0s - loss: 0.3597 - acc: 0.837 - ETA: 0s - loss: 0.3608 - acc: 0.837 - 28s - loss: 0.3589 - acc: 0.8388 - val_loss: 0.3943 - val_acc: 0.8247
Epoch 89/100
100/100 [==============================] - ETA: 6s - loss: 0.2812 - acc: 0.875 - ETA: 6s - loss: 0.4028 - acc: 0.843 - ETA: 6s - loss: 0.3778 - acc: 0.864 - ETA: 6s - loss: 0.3368 - acc: 0.882 - ETA: 6s - loss: 0.3373 - acc: 0.887 - ETA: 6s - loss: 0.3479 - acc: 0.875 - ETA: 6s - loss: 0.3308 - acc: 0.883 - ETA: 6s - loss: 0.3499 - acc: 0.875 - ETA: 6s - loss: 0.3585 - acc: 0.868 - ETA: 6s - loss: 0.3535 - acc: 0.865 - ETA: 5s - loss: 0.3488 - acc: 0.866 - ETA: 5s - loss: 0.3435 - acc: 0.869 - ETA: 6s - loss: 0.3487 - acc: 0.863 - ETA: 7s - loss: 0.3522 - acc: 0.859 - ETA: 8s - loss: 0.3473 - acc: 0.862 - ETA: 9s - loss: 0.3447 - acc: 0.863 - ETA: 9s - loss: 0.3314 - acc: 0.869 - ETA: 10s - loss: 0.3297 - acc: 0.87 - ETA: 10s - loss: 0.3317 - acc: 0.87 - ETA: 10s - loss: 0.3357 - acc: 0.87 - ETA: 11s - loss: 0.3354 - acc: 0.87 - ETA: 11s - loss: 0.3329 - acc: 0.87 - ETA: 11s - loss: 0.3370 - acc: 0.86 - ETA: 11s - loss: 0.3304 - acc: 0.87 - ETA: 12s - loss: 0.3377 - acc: 0.87 - ETA: 12s - loss: 0.3378 - acc: 0.86 - ETA: 12s - loss: 0.3404 - acc: 0.86 - ETA: 12s - loss: 0.3373 - acc: 0.86 - ETA: 12s - loss: 0.3372 - acc: 0.86 - ETA: 12s - loss: 0.3390 - acc: 0.86 - ETA: 12s - loss: 0.3359 - acc: 0.86 - ETA: 12s - loss: 0.3338 - acc: 0.86 - ETA: 12s - loss: 0.3293 - acc: 0.86 - ETA: 12s - loss: 0.3367 - acc: 0.86 - ETA: 12s - loss: 0.3339 - acc: 0.86 - ETA: 12s - loss: 0.3295 - acc: 0.86 - ETA: 12s - loss: 0.3313 - acc: 0.86 - ETA: 12s - loss: 0.3343 - acc: 0.86 - ETA: 12s - loss: 0.3358 - acc: 0.86 - ETA: 11s - loss: 0.3420 - acc: 0.85 - ETA: 11s - loss: 0.3401 - acc: 0.85 - ETA: 11s - loss: 0.3403 - acc: 0.85 - ETA: 11s - loss: 0.3401 - acc: 0.85 - ETA: 11s - loss: 0.3394 - acc: 0.85 - ETA: 11s - loss: 0.3407 - acc: 0.85 - ETA: 11s - loss: 0.3416 - acc: 0.85 - ETA: 10s - loss: 0.3446 - acc: 0.85 - ETA: 10s - loss: 0.3449 - acc: 0.85 - ETA: 10s - loss: 0.3460 - acc: 0.85 - ETA: 10s - loss: 0.3437 - acc: 0.85 - ETA: 10s - loss: 0.3427 - acc: 0.85 - ETA: 10s - loss: 0.3479 - acc: 0.85 - ETA: 9s - loss: 0.3518 - acc: 0.8520 - ETA: 9s - loss: 0.3553 - acc: 0.849 - ETA: 9s - loss: 0.3560 - acc: 0.849 - ETA: 9s - loss: 0.3551 - acc: 0.849 - ETA: 9s - loss: 0.3544 - acc: 0.849 - ETA: 9s - loss: 0.3531 - acc: 0.849 - ETA: 8s - loss: 0.3547 - acc: 0.848 - ETA: 8s - loss: 0.3552 - acc: 0.848 - ETA: 8s - loss: 0.3542 - acc: 0.849 - ETA: 8s - loss: 0.3530 - acc: 0.850 - ETA: 8s - loss: 0.3519 - acc: 0.850 - ETA: 7s - loss: 0.3514 - acc: 0.849 - ETA: 7s - loss: 0.3498 - acc: 0.850 - ETA: 7s - loss: 0.3502 - acc: 0.849 - ETA: 7s - loss: 0.3527 - acc: 0.848 - ETA: 7s - loss: 0.3541 - acc: 0.847 - ETA: 6s - loss: 0.3546 - acc: 0.847 - ETA: 6s - loss: 0.3514 - acc: 0.849 - ETA: 6s - loss: 0.3493 - acc: 0.851 - ETA: 6s - loss: 0.3523 - acc: 0.849 - ETA: 6s - loss: 0.3511 - acc: 0.851 - ETA: 5s - loss: 0.3493 - acc: 0.851 - ETA: 5s - loss: 0.3509 - acc: 0.850 - ETA: 5s - loss: 0.3512 - acc: 0.850 - ETA: 5s - loss: 0.3496 - acc: 0.851 - ETA: 5s - loss: 0.3479 - acc: 0.852 - ETA: 4s - loss: 0.3469 - acc: 0.852 - ETA: 4s - loss: 0.3475 - acc: 0.852 - ETA: 4s - loss: 0.3506 - acc: 0.850 - ETA: 4s - loss: 0.3502 - acc: 0.851 - ETA: 3s - loss: 0.3502 - acc: 0.850 - ETA: 3s - loss: 0.3485 - acc: 0.850 - ETA: 3s - loss: 0.3484 - acc: 0.851 - ETA: 3s - loss: 0.3476 - acc: 0.851 - ETA: 2s - loss: 0.3490 - acc: 0.849 - ETA: 2s - loss: 0.3533 - acc: 0.847 - ETA: 2s - loss: 0.3547 - acc: 0.846 - ETA: 2s - loss: 0.3534 - acc: 0.847 - ETA: 2s - loss: 0.3533 - acc: 0.847 - ETA: 1s - loss: 0.3549 - acc: 0.847 - ETA: 1s - loss: 0.3543 - acc: 0.847 - ETA: 1s - loss: 0.3559 - acc: 0.845 - ETA: 1s - loss: 0.3555 - acc: 0.845 - ETA: 0s - loss: 0.3564 - acc: 0.843 - ETA: 0s - loss: 0.3553 - acc: 0.843 - ETA: 0s - loss: 0.3547 - acc: 0.843 - ETA: 0s - loss: 0.3528 - acc: 0.844 - 28s - loss: 0.3522 - acc: 0.8444 - val_loss: 0.4176 - val_acc: 0.8179
Epoch 90/100
100/100 [==============================] - ETA: 6s - loss: 0.3115 - acc: 0.875 - ETA: 6s - loss: 0.3041 - acc: 0.875 - ETA: 6s - loss: 0.3322 - acc: 0.854 - ETA: 6s - loss: 0.3438 - acc: 0.851 - ETA: 6s - loss: 0.3507 - acc: 0.837 - ETA: 6s - loss: 0.3501 - acc: 0.838 - ETA: 6s - loss: 0.3680 - acc: 0.830 - ETA: 6s - loss: 0.3739 - acc: 0.824 - ETA: 6s - loss: 0.3631 - acc: 0.836 - ETA: 6s - loss: 0.3537 - acc: 0.846 - ETA: 6s - loss: 0.3593 - acc: 0.843 - ETA: 5s - loss: 0.3583 - acc: 0.843 - ETA: 6s - loss: 0.3757 - acc: 0.834 - ETA: 7s - loss: 0.3772 - acc: 0.830 - ETA: 8s - loss: 0.3753 - acc: 0.833 - ETA: 9s - loss: 0.3663 - acc: 0.839 - ETA: 9s - loss: 0.3704 - acc: 0.834 - ETA: 10s - loss: 0.3589 - acc: 0.84 - ETA: 10s - loss: 0.3582 - acc: 0.84 - ETA: 11s - loss: 0.3653 - acc: 0.83 - ETA: 11s - loss: 0.3670 - acc: 0.83 - ETA: 11s - loss: 0.3732 - acc: 0.83 - ETA: 11s - loss: 0.3771 - acc: 0.82 - ETA: 12s - loss: 0.3730 - acc: 0.83 - ETA: 12s - loss: 0.3709 - acc: 0.83 - ETA: 12s - loss: 0.3702 - acc: 0.82 - ETA: 12s - loss: 0.3672 - acc: 0.83 - ETA: 12s - loss: 0.3659 - acc: 0.83 - ETA: 12s - loss: 0.3620 - acc: 0.83 - ETA: 12s - loss: 0.3662 - acc: 0.83 - ETA: 12s - loss: 0.3643 - acc: 0.83 - ETA: 12s - loss: 0.3619 - acc: 0.83 - ETA: 12s - loss: 0.3650 - acc: 0.83 - ETA: 12s - loss: 0.3611 - acc: 0.83 - ETA: 12s - loss: 0.3599 - acc: 0.83 - ETA: 12s - loss: 0.3584 - acc: 0.83 - ETA: 12s - loss: 0.3610 - acc: 0.83 - ETA: 12s - loss: 0.3642 - acc: 0.83 - ETA: 12s - loss: 0.3655 - acc: 0.83 - ETA: 12s - loss: 0.3659 - acc: 0.83 - ETA: 12s - loss: 0.3680 - acc: 0.83 - ETA: 12s - loss: 0.3668 - acc: 0.84 - ETA: 12s - loss: 0.3648 - acc: 0.84 - ETA: 12s - loss: 0.3691 - acc: 0.83 - ETA: 12s - loss: 0.3673 - acc: 0.83 - ETA: 11s - loss: 0.3670 - acc: 0.83 - ETA: 11s - loss: 0.3651 - acc: 0.83 - ETA: 11s - loss: 0.3646 - acc: 0.83 - ETA: 11s - loss: 0.3637 - acc: 0.83 - ETA: 11s - loss: 0.3633 - acc: 0.83 - ETA: 10s - loss: 0.3630 - acc: 0.83 - ETA: 10s - loss: 0.3621 - acc: 0.83 - ETA: 10s - loss: 0.3645 - acc: 0.83 - ETA: 10s - loss: 0.3631 - acc: 0.83 - ETA: 10s - loss: 0.3656 - acc: 0.83 - ETA: 9s - loss: 0.3633 - acc: 0.8387 - ETA: 9s - loss: 0.3644 - acc: 0.837 - ETA: 9s - loss: 0.3641 - acc: 0.837 - ETA: 9s - loss: 0.3622 - acc: 0.838 - ETA: 9s - loss: 0.3611 - acc: 0.838 - ETA: 8s - loss: 0.3619 - acc: 0.838 - ETA: 8s - loss: 0.3606 - acc: 0.838 - ETA: 8s - loss: 0.3608 - acc: 0.838 - ETA: 8s - loss: 0.3591 - acc: 0.839 - ETA: 8s - loss: 0.3577 - acc: 0.839 - ETA: 7s - loss: 0.3558 - acc: 0.840 - ETA: 7s - loss: 0.3537 - acc: 0.842 - ETA: 7s - loss: 0.3526 - acc: 0.843 - ETA: 7s - loss: 0.3519 - acc: 0.843 - ETA: 7s - loss: 0.3521 - acc: 0.842 - ETA: 6s - loss: 0.3501 - acc: 0.844 - ETA: 6s - loss: 0.3513 - acc: 0.843 - ETA: 6s - loss: 0.3511 - acc: 0.844 - ETA: 6s - loss: 0.3492 - acc: 0.845 - ETA: 5s - loss: 0.3495 - acc: 0.844 - ETA: 5s - loss: 0.3522 - acc: 0.842 - ETA: 5s - loss: 0.3500 - acc: 0.844 - ETA: 5s - loss: 0.3508 - acc: 0.843 - ETA: 4s - loss: 0.3508 - acc: 0.843 - ETA: 4s - loss: 0.3507 - acc: 0.844 - ETA: 4s - loss: 0.3497 - acc: 0.844 - ETA: 4s - loss: 0.3486 - acc: 0.844 - ETA: 4s - loss: 0.3481 - acc: 0.845 - ETA: 3s - loss: 0.3481 - acc: 0.844 - ETA: 3s - loss: 0.3495 - acc: 0.844 - ETA: 3s - loss: 0.3483 - acc: 0.844 - ETA: 3s - loss: 0.3489 - acc: 0.845 - ETA: 2s - loss: 0.3505 - acc: 0.844 - ETA: 2s - loss: 0.3506 - acc: 0.844 - ETA: 2s - loss: 0.3529 - acc: 0.843 - ETA: 2s - loss: 0.3561 - acc: 0.841 - ETA: 1s - loss: 0.3543 - acc: 0.842 - ETA: 1s - loss: 0.3541 - acc: 0.842 - ETA: 1s - loss: 0.3543 - acc: 0.842 - ETA: 1s - loss: 0.3558 - acc: 0.841 - ETA: 0s - loss: 0.3541 - acc: 0.842 - ETA: 0s - loss: 0.3532 - acc: 0.842 - ETA: 0s - loss: 0.3538 - acc: 0.841 - ETA: 0s - loss: 0.3535 - acc: 0.842 - 29s - loss: 0.3544 - acc: 0.8422 - val_loss: 0.3920 - val_acc: 0.8280
Epoch 91/100
100/100 [==============================] - ETA: 6s - loss: 0.5062 - acc: 0.781 - ETA: 6s - loss: 0.3553 - acc: 0.859 - ETA: 6s - loss: 0.3772 - acc: 0.875 - ETA: 6s - loss: 0.3425 - acc: 0.890 - ETA: 6s - loss: 0.3260 - acc: 0.887 - ETA: 6s - loss: 0.3184 - acc: 0.885 - ETA: 6s - loss: 0.3395 - acc: 0.879 - ETA: 6s - loss: 0.3433 - acc: 0.882 - ETA: 5s - loss: 0.3658 - acc: 0.868 - ETA: 5s - loss: 0.3761 - acc: 0.852 - ETA: 5s - loss: 0.3655 - acc: 0.859 - ETA: 6s - loss: 0.3605 - acc: 0.863 - ETA: 7s - loss: 0.3550 - acc: 0.861 - ETA: 8s - loss: 0.3402 - acc: 0.868 - ETA: 9s - loss: 0.3377 - acc: 0.869 - ETA: 9s - loss: 0.3339 - acc: 0.867 - ETA: 10s - loss: 0.3389 - acc: 0.86 - ETA: 10s - loss: 0.3427 - acc: 0.86 - ETA: 11s - loss: 0.3399 - acc: 0.86 - ETA: 11s - loss: 0.3357 - acc: 0.86 - ETA: 11s - loss: 0.3316 - acc: 0.87 - ETA: 11s - loss: 0.3453 - acc: 0.86 - ETA: 12s - loss: 0.3472 - acc: 0.85 - ETA: 12s - loss: 0.3472 - acc: 0.86 - ETA: 12s - loss: 0.3549 - acc: 0.85 - ETA: 12s - loss: 0.3612 - acc: 0.85 - ETA: 12s - loss: 0.3614 - acc: 0.85 - ETA: 12s - loss: 0.3613 - acc: 0.85 - ETA: 12s - loss: 0.3610 - acc: 0.85 - ETA: 12s - loss: 0.3585 - acc: 0.85 - ETA: 12s - loss: 0.3632 - acc: 0.84 - ETA: 12s - loss: 0.3606 - acc: 0.85 - ETA: 12s - loss: 0.3583 - acc: 0.85 - ETA: 12s - loss: 0.3569 - acc: 0.85 - ETA: 12s - loss: 0.3539 - acc: 0.85 - ETA: 12s - loss: 0.3528 - acc: 0.85 - ETA: 12s - loss: 0.3532 - acc: 0.85 - ETA: 12s - loss: 0.3600 - acc: 0.85 - ETA: 11s - loss: 0.3660 - acc: 0.84 - ETA: 11s - loss: 0.3647 - acc: 0.84 - ETA: 11s - loss: 0.3656 - acc: 0.84 - ETA: 11s - loss: 0.3633 - acc: 0.84 - ETA: 11s - loss: 0.3640 - acc: 0.84 - ETA: 11s - loss: 0.3689 - acc: 0.84 - ETA: 11s - loss: 0.3693 - acc: 0.84 - ETA: 11s - loss: 0.3685 - acc: 0.84 - ETA: 10s - loss: 0.3653 - acc: 0.84 - ETA: 10s - loss: 0.3652 - acc: 0.84 - ETA: 10s - loss: 0.3637 - acc: 0.84 - ETA: 10s - loss: 0.3644 - acc: 0.84 - ETA: 10s - loss: 0.3642 - acc: 0.84 - ETA: 10s - loss: 0.3672 - acc: 0.84 - ETA: 9s - loss: 0.3675 - acc: 0.8449 - ETA: 9s - loss: 0.3681 - acc: 0.845 - ETA: 9s - loss: 0.3659 - acc: 0.847 - ETA: 9s - loss: 0.3642 - acc: 0.847 - ETA: 9s - loss: 0.3659 - acc: 0.845 - ETA: 8s - loss: 0.3648 - acc: 0.846 - ETA: 8s - loss: 0.3640 - acc: 0.846 - ETA: 8s - loss: 0.3618 - acc: 0.847 - ETA: 8s - loss: 0.3603 - acc: 0.847 - ETA: 8s - loss: 0.3636 - acc: 0.845 - ETA: 7s - loss: 0.3611 - acc: 0.846 - ETA: 7s - loss: 0.3604 - acc: 0.847 - ETA: 7s - loss: 0.3599 - acc: 0.847 - ETA: 7s - loss: 0.3609 - acc: 0.847 - ETA: 7s - loss: 0.3628 - acc: 0.847 - ETA: 6s - loss: 0.3622 - acc: 0.846 - ETA: 6s - loss: 0.3628 - acc: 0.846 - ETA: 6s - loss: 0.3624 - acc: 0.846 - ETA: 6s - loss: 0.3611 - acc: 0.846 - ETA: 6s - loss: 0.3613 - acc: 0.845 - ETA: 5s - loss: 0.3610 - acc: 0.845 - ETA: 5s - loss: 0.3630 - acc: 0.845 - ETA: 5s - loss: 0.3644 - acc: 0.843 - ETA: 5s - loss: 0.3620 - acc: 0.845 - ETA: 4s - loss: 0.3624 - acc: 0.845 - ETA: 4s - loss: 0.3605 - acc: 0.846 - ETA: 4s - loss: 0.3604 - acc: 0.846 - ETA: 4s - loss: 0.3624 - acc: 0.846 - ETA: 4s - loss: 0.3625 - acc: 0.846 - ETA: 3s - loss: 0.3618 - acc: 0.846 - ETA: 3s - loss: 0.3626 - acc: 0.846 - ETA: 3s - loss: 0.3630 - acc: 0.845 - ETA: 3s - loss: 0.3630 - acc: 0.845 - ETA: 2s - loss: 0.3631 - acc: 0.845 - ETA: 2s - loss: 0.3625 - acc: 0.845 - ETA: 2s - loss: 0.3617 - acc: 0.845 - ETA: 2s - loss: 0.3627 - acc: 0.844 - ETA: 2s - loss: 0.3603 - acc: 0.845 - ETA: 1s - loss: 0.3593 - acc: 0.846 - ETA: 1s - loss: 0.3598 - acc: 0.845 - ETA: 1s - loss: 0.3609 - acc: 0.845 - ETA: 1s - loss: 0.3596 - acc: 0.845 - ETA: 0s - loss: 0.3586 - acc: 0.846 - ETA: 0s - loss: 0.3571 - acc: 0.846 - ETA: 0s - loss: 0.3562 - acc: 0.847 - ETA: 0s - loss: 0.3575 - acc: 0.846 - 28s - loss: 0.3574 - acc: 0.8469 - val_loss: 0.3943 - val_acc: 0.8247
Epoch 92/100
100/100 [==============================] - ETA: 6s - loss: 0.1731 - acc: 0.968 - ETA: 6s - loss: 0.2068 - acc: 0.968 - ETA: 6s - loss: 0.2259 - acc: 0.927 - ETA: 6s - loss: 0.2448 - acc: 0.914 - ETA: 6s - loss: 0.2985 - acc: 0.881 - ETA: 6s - loss: 0.2986 - acc: 0.869 - ETA: 6s - loss: 0.3340 - acc: 0.857 - ETA: 6s - loss: 0.3264 - acc: 0.859 - ETA: 6s - loss: 0.3244 - acc: 0.864 - ETA: 6s - loss: 0.3176 - acc: 0.868 - ETA: 6s - loss: 0.3149 - acc: 0.872 - ETA: 5s - loss: 0.3250 - acc: 0.859 - ETA: 6s - loss: 0.3321 - acc: 0.858 - ETA: 7s - loss: 0.3401 - acc: 0.848 - ETA: 8s - loss: 0.3438 - acc: 0.850 - ETA: 9s - loss: 0.3443 - acc: 0.847 - ETA: 9s - loss: 0.3452 - acc: 0.845 - ETA: 10s - loss: 0.3516 - acc: 0.84 - ETA: 10s - loss: 0.3585 - acc: 0.83 - ETA: 11s - loss: 0.3553 - acc: 0.83 - ETA: 11s - loss: 0.3601 - acc: 0.83 - ETA: 11s - loss: 0.3623 - acc: 0.83 - ETA: 11s - loss: 0.3629 - acc: 0.82 - ETA: 12s - loss: 0.3638 - acc: 0.82 - ETA: 12s - loss: 0.3667 - acc: 0.82 - ETA: 12s - loss: 0.3647 - acc: 0.83 - ETA: 12s - loss: 0.3664 - acc: 0.82 - ETA: 12s - loss: 0.3620 - acc: 0.83 - ETA: 12s - loss: 0.3588 - acc: 0.83 - ETA: 12s - loss: 0.3606 - acc: 0.83 - ETA: 12s - loss: 0.3619 - acc: 0.83 - ETA: 12s - loss: 0.3628 - acc: 0.83 - ETA: 12s - loss: 0.3597 - acc: 0.83 - ETA: 12s - loss: 0.3599 - acc: 0.83 - ETA: 12s - loss: 0.3665 - acc: 0.83 - ETA: 12s - loss: 0.3648 - acc: 0.82 - ETA: 12s - loss: 0.3656 - acc: 0.83 - ETA: 11s - loss: 0.3654 - acc: 0.83 - ETA: 11s - loss: 0.3716 - acc: 0.82 - ETA: 11s - loss: 0.3698 - acc: 0.82 - ETA: 11s - loss: 0.3673 - acc: 0.82 - ETA: 11s - loss: 0.3674 - acc: 0.82 - ETA: 11s - loss: 0.3680 - acc: 0.82 - ETA: 11s - loss: 0.3653 - acc: 0.82 - ETA: 11s - loss: 0.3638 - acc: 0.82 - ETA: 11s - loss: 0.3650 - acc: 0.83 - ETA: 10s - loss: 0.3645 - acc: 0.83 - ETA: 10s - loss: 0.3649 - acc: 0.83 - ETA: 10s - loss: 0.3624 - acc: 0.83 - ETA: 10s - loss: 0.3643 - acc: 0.83 - ETA: 10s - loss: 0.3631 - acc: 0.83 - ETA: 10s - loss: 0.3633 - acc: 0.83 - ETA: 9s - loss: 0.3613 - acc: 0.8349 - ETA: 9s - loss: 0.3627 - acc: 0.832 - ETA: 9s - loss: 0.3612 - acc: 0.833 - ETA: 9s - loss: 0.3609 - acc: 0.833 - ETA: 9s - loss: 0.3615 - acc: 0.832 - ETA: 9s - loss: 0.3631 - acc: 0.831 - ETA: 8s - loss: 0.3659 - acc: 0.829 - ETA: 8s - loss: 0.3659 - acc: 0.830 - ETA: 8s - loss: 0.3649 - acc: 0.831 - ETA: 8s - loss: 0.3662 - acc: 0.832 - ETA: 8s - loss: 0.3635 - acc: 0.834 - ETA: 7s - loss: 0.3598 - acc: 0.836 - ETA: 7s - loss: 0.3623 - acc: 0.834 - ETA: 7s - loss: 0.3642 - acc: 0.833 - ETA: 7s - loss: 0.3615 - acc: 0.835 - ETA: 7s - loss: 0.3639 - acc: 0.833 - ETA: 6s - loss: 0.3636 - acc: 0.832 - ETA: 6s - loss: 0.3668 - acc: 0.830 - ETA: 6s - loss: 0.3651 - acc: 0.831 - ETA: 6s - loss: 0.3625 - acc: 0.832 - ETA: 6s - loss: 0.3607 - acc: 0.833 - ETA: 5s - loss: 0.3588 - acc: 0.834 - ETA: 5s - loss: 0.3599 - acc: 0.835 - ETA: 5s - loss: 0.3583 - acc: 0.835 - ETA: 5s - loss: 0.3582 - acc: 0.835 - ETA: 5s - loss: 0.3572 - acc: 0.836 - ETA: 4s - loss: 0.3571 - acc: 0.836 - ETA: 4s - loss: 0.3569 - acc: 0.836 - ETA: 4s - loss: 0.3568 - acc: 0.837 - ETA: 4s - loss: 0.3561 - acc: 0.837 - ETA: 3s - loss: 0.3545 - acc: 0.838 - ETA: 3s - loss: 0.3523 - acc: 0.840 - ETA: 3s - loss: 0.3522 - acc: 0.840 - ETA: 3s - loss: 0.3523 - acc: 0.840 - ETA: 3s - loss: 0.3515 - acc: 0.841 - ETA: 2s - loss: 0.3513 - acc: 0.841 - ETA: 2s - loss: 0.3522 - acc: 0.840 - ETA: 2s - loss: 0.3509 - acc: 0.841 - ETA: 2s - loss: 0.3507 - acc: 0.841 - ETA: 1s - loss: 0.3499 - acc: 0.841 - ETA: 1s - loss: 0.3492 - acc: 0.841 - ETA: 1s - loss: 0.3536 - acc: 0.840 - ETA: 1s - loss: 0.3538 - acc: 0.840 - ETA: 0s - loss: 0.3557 - acc: 0.840 - ETA: 0s - loss: 0.3562 - acc: 0.839 - ETA: 0s - loss: 0.3573 - acc: 0.836 - ETA: 0s - loss: 0.3585 - acc: 0.835 - 28s - loss: 0.3591 - acc: 0.8353 - val_loss: 0.3905 - val_acc: 0.8236
Epoch 93/100
100/100 [==============================] - ETA: 6s - loss: 0.2860 - acc: 0.843 - ETA: 6s - loss: 0.3002 - acc: 0.812 - ETA: 6s - loss: 0.3110 - acc: 0.822 - ETA: 6s - loss: 0.3055 - acc: 0.835 - ETA: 6s - loss: 0.2982 - acc: 0.850 - ETA: 6s - loss: 0.3042 - acc: 0.854 - ETA: 6s - loss: 0.2977 - acc: 0.866 - ETA: 6s - loss: 0.2881 - acc: 0.875 - ETA: 6s - loss: 0.2837 - acc: 0.881 - ETA: 6s - loss: 0.2895 - acc: 0.881 - ETA: 6s - loss: 0.2952 - acc: 0.877 - ETA: 5s - loss: 0.2992 - acc: 0.869 - ETA: 6s - loss: 0.3127 - acc: 0.863 - ETA: 7s - loss: 0.3151 - acc: 0.859 - ETA: 8s - loss: 0.3140 - acc: 0.862 - ETA: 9s - loss: 0.3221 - acc: 0.861 - ETA: 9s - loss: 0.3242 - acc: 0.862 - ETA: 10s - loss: 0.3429 - acc: 0.85 - ETA: 10s - loss: 0.3457 - acc: 0.85 - ETA: 11s - loss: 0.3396 - acc: 0.85 - ETA: 11s - loss: 0.3472 - acc: 0.85 - ETA: 11s - loss: 0.3488 - acc: 0.84 - ETA: 11s - loss: 0.3451 - acc: 0.84 - ETA: 12s - loss: 0.3467 - acc: 0.84 - ETA: 12s - loss: 0.3511 - acc: 0.84 - ETA: 12s - loss: 0.3563 - acc: 0.84 - ETA: 12s - loss: 0.3524 - acc: 0.84 - ETA: 12s - loss: 0.3546 - acc: 0.84 - ETA: 12s - loss: 0.3536 - acc: 0.84 - ETA: 12s - loss: 0.3549 - acc: 0.84 - ETA: 12s - loss: 0.3582 - acc: 0.84 - ETA: 12s - loss: 0.3585 - acc: 0.83 - ETA: 12s - loss: 0.3540 - acc: 0.84 - ETA: 12s - loss: 0.3514 - acc: 0.84 - ETA: 12s - loss: 0.3511 - acc: 0.84 - ETA: 12s - loss: 0.3523 - acc: 0.84 - ETA: 12s - loss: 0.3552 - acc: 0.83 - ETA: 12s - loss: 0.3518 - acc: 0.84 - ETA: 11s - loss: 0.3510 - acc: 0.84 - ETA: 11s - loss: 0.3504 - acc: 0.84 - ETA: 11s - loss: 0.3498 - acc: 0.84 - ETA: 11s - loss: 0.3470 - acc: 0.84 - ETA: 11s - loss: 0.3509 - acc: 0.84 - ETA: 11s - loss: 0.3530 - acc: 0.83 - ETA: 11s - loss: 0.3599 - acc: 0.83 - ETA: 11s - loss: 0.3595 - acc: 0.83 - ETA: 11s - loss: 0.3625 - acc: 0.83 - ETA: 10s - loss: 0.3644 - acc: 0.83 - ETA: 10s - loss: 0.3653 - acc: 0.83 - ETA: 10s - loss: 0.3654 - acc: 0.83 - ETA: 10s - loss: 0.3630 - acc: 0.83 - ETA: 10s - loss: 0.3595 - acc: 0.83 - ETA: 10s - loss: 0.3588 - acc: 0.83 - ETA: 9s - loss: 0.3581 - acc: 0.8409 - ETA: 9s - loss: 0.3555 - acc: 0.841 - ETA: 9s - loss: 0.3550 - acc: 0.842 - ETA: 9s - loss: 0.3538 - acc: 0.843 - ETA: 9s - loss: 0.3529 - acc: 0.844 - ETA: 8s - loss: 0.3520 - acc: 0.845 - ETA: 8s - loss: 0.3532 - acc: 0.845 - ETA: 8s - loss: 0.3552 - acc: 0.844 - ETA: 8s - loss: 0.3532 - acc: 0.846 - ETA: 8s - loss: 0.3529 - acc: 0.846 - ETA: 7s - loss: 0.3509 - acc: 0.846 - ETA: 7s - loss: 0.3501 - acc: 0.846 - ETA: 7s - loss: 0.3503 - acc: 0.846 - ETA: 7s - loss: 0.3501 - acc: 0.845 - ETA: 7s - loss: 0.3508 - acc: 0.846 - ETA: 6s - loss: 0.3531 - acc: 0.845 - ETA: 6s - loss: 0.3514 - acc: 0.845 - ETA: 6s - loss: 0.3495 - acc: 0.846 - ETA: 6s - loss: 0.3472 - acc: 0.847 - ETA: 6s - loss: 0.3499 - acc: 0.846 - ETA: 5s - loss: 0.3493 - acc: 0.847 - ETA: 5s - loss: 0.3492 - acc: 0.847 - ETA: 5s - loss: 0.3480 - acc: 0.848 - ETA: 5s - loss: 0.3478 - acc: 0.848 - ETA: 4s - loss: 0.3469 - acc: 0.848 - ETA: 4s - loss: 0.3453 - acc: 0.849 - ETA: 4s - loss: 0.3470 - acc: 0.848 - ETA: 4s - loss: 0.3477 - acc: 0.848 - ETA: 4s - loss: 0.3477 - acc: 0.848 - ETA: 3s - loss: 0.3459 - acc: 0.848 - ETA: 3s - loss: 0.3458 - acc: 0.847 - ETA: 3s - loss: 0.3452 - acc: 0.848 - ETA: 3s - loss: 0.3441 - acc: 0.848 - ETA: 2s - loss: 0.3439 - acc: 0.848 - ETA: 2s - loss: 0.3433 - acc: 0.848 - ETA: 2s - loss: 0.3439 - acc: 0.848 - ETA: 2s - loss: 0.3447 - acc: 0.847 - ETA: 2s - loss: 0.3434 - acc: 0.849 - ETA: 1s - loss: 0.3427 - acc: 0.848 - ETA: 1s - loss: 0.3427 - acc: 0.848 - ETA: 1s - loss: 0.3417 - acc: 0.849 - ETA: 1s - loss: 0.3399 - acc: 0.850 - ETA: 0s - loss: 0.3384 - acc: 0.851 - ETA: 0s - loss: 0.3409 - acc: 0.851 - ETA: 0s - loss: 0.3405 - acc: 0.851 - ETA: 0s - loss: 0.3418 - acc: 0.850 - 28s - loss: 0.3408 - acc: 0.8513 - val_loss: 0.4071 - val_acc: 0.8273
Epoch 94/100
100/100 [==============================] - ETA: 6s - loss: 0.2539 - acc: 0.906 - ETA: 6s - loss: 0.3203 - acc: 0.843 - ETA: 6s - loss: 0.3619 - acc: 0.833 - ETA: 6s - loss: 0.3536 - acc: 0.835 - ETA: 6s - loss: 0.3490 - acc: 0.825 - ETA: 6s - loss: 0.3505 - acc: 0.828 - ETA: 6s - loss: 0.3399 - acc: 0.839 - ETA: 6s - loss: 0.3206 - acc: 0.851 - ETA: 6s - loss: 0.3235 - acc: 0.843 - ETA: 6s - loss: 0.3475 - acc: 0.837 - ETA: 5s - loss: 0.3444 - acc: 0.840 - ETA: 5s - loss: 0.3476 - acc: 0.838 - ETA: 6s - loss: 0.3415 - acc: 0.846 - ETA: 7s - loss: 0.3351 - acc: 0.848 - ETA: 8s - loss: 0.3576 - acc: 0.829 - ETA: 9s - loss: 0.3621 - acc: 0.824 - ETA: 10s - loss: 0.3591 - acc: 0.82 - ETA: 10s - loss: 0.3512 - acc: 0.83 - ETA: 11s - loss: 0.3503 - acc: 0.83 - ETA: 11s - loss: 0.3427 - acc: 0.83 - ETA: 11s - loss: 0.3411 - acc: 0.84 - ETA: 11s - loss: 0.3371 - acc: 0.84 - ETA: 12s - loss: 0.3401 - acc: 0.84 - ETA: 11s - loss: 0.3382 - acc: 0.84 - ETA: 12s - loss: 0.3366 - acc: 0.84 - ETA: 12s - loss: 0.3321 - acc: 0.84 - ETA: 12s - loss: 0.3319 - acc: 0.84 - ETA: 12s - loss: 0.3290 - acc: 0.84 - ETA: 12s - loss: 0.3334 - acc: 0.84 - ETA: 12s - loss: 0.3396 - acc: 0.84 - ETA: 12s - loss: 0.3421 - acc: 0.84 - ETA: 12s - loss: 0.3453 - acc: 0.84 - ETA: 12s - loss: 0.3518 - acc: 0.84 - ETA: 12s - loss: 0.3497 - acc: 0.84 - ETA: 12s - loss: 0.3519 - acc: 0.84 - ETA: 12s - loss: 0.3574 - acc: 0.83 - ETA: 12s - loss: 0.3543 - acc: 0.83 - ETA: 12s - loss: 0.3541 - acc: 0.83 - ETA: 11s - loss: 0.3526 - acc: 0.84 - ETA: 11s - loss: 0.3509 - acc: 0.84 - ETA: 11s - loss: 0.3508 - acc: 0.84 - ETA: 11s - loss: 0.3505 - acc: 0.84 - ETA: 11s - loss: 0.3485 - acc: 0.84 - ETA: 11s - loss: 0.3497 - acc: 0.84 - ETA: 11s - loss: 0.3481 - acc: 0.84 - ETA: 11s - loss: 0.3460 - acc: 0.84 - ETA: 10s - loss: 0.3452 - acc: 0.84 - ETA: 10s - loss: 0.3464 - acc: 0.84 - ETA: 10s - loss: 0.3431 - acc: 0.84 - ETA: 10s - loss: 0.3424 - acc: 0.84 - ETA: 10s - loss: 0.3469 - acc: 0.84 - ETA: 10s - loss: 0.3464 - acc: 0.84 - ETA: 9s - loss: 0.3455 - acc: 0.8461 - ETA: 9s - loss: 0.3503 - acc: 0.844 - ETA: 9s - loss: 0.3510 - acc: 0.843 - ETA: 9s - loss: 0.3499 - acc: 0.844 - ETA: 9s - loss: 0.3469 - acc: 0.847 - ETA: 9s - loss: 0.3473 - acc: 0.846 - ETA: 8s - loss: 0.3498 - acc: 0.843 - ETA: 8s - loss: 0.3493 - acc: 0.844 - ETA: 8s - loss: 0.3492 - acc: 0.843 - ETA: 8s - loss: 0.3495 - acc: 0.843 - ETA: 8s - loss: 0.3484 - acc: 0.843 - ETA: 7s - loss: 0.3478 - acc: 0.844 - ETA: 7s - loss: 0.3465 - acc: 0.844 - ETA: 7s - loss: 0.3498 - acc: 0.842 - ETA: 7s - loss: 0.3508 - acc: 0.842 - ETA: 7s - loss: 0.3508 - acc: 0.842 - ETA: 6s - loss: 0.3494 - acc: 0.842 - ETA: 6s - loss: 0.3513 - acc: 0.842 - ETA: 6s - loss: 0.3496 - acc: 0.843 - ETA: 6s - loss: 0.3493 - acc: 0.843 - ETA: 6s - loss: 0.3484 - acc: 0.843 - ETA: 5s - loss: 0.3483 - acc: 0.844 - ETA: 5s - loss: 0.3502 - acc: 0.843 - ETA: 5s - loss: 0.3503 - acc: 0.843 - ETA: 5s - loss: 0.3513 - acc: 0.842 - ETA: 5s - loss: 0.3515 - acc: 0.843 - ETA: 4s - loss: 0.3498 - acc: 0.844 - ETA: 4s - loss: 0.3496 - acc: 0.844 - ETA: 4s - loss: 0.3497 - acc: 0.844 - ETA: 4s - loss: 0.3503 - acc: 0.844 - ETA: 3s - loss: 0.3505 - acc: 0.843 - ETA: 3s - loss: 0.3507 - acc: 0.843 - ETA: 3s - loss: 0.3514 - acc: 0.841 - ETA: 3s - loss: 0.3540 - acc: 0.839 - ETA: 2s - loss: 0.3535 - acc: 0.839 - ETA: 2s - loss: 0.3531 - acc: 0.839 - ETA: 2s - loss: 0.3529 - acc: 0.839 - ETA: 2s - loss: 0.3528 - acc: 0.839 - ETA: 2s - loss: 0.3519 - acc: 0.840 - ETA: 1s - loss: 0.3512 - acc: 0.841 - ETA: 1s - loss: 0.3505 - acc: 0.841 - ETA: 1s - loss: 0.3505 - acc: 0.841 - ETA: 1s - loss: 0.3493 - acc: 0.841 - ETA: 0s - loss: 0.3516 - acc: 0.840 - ETA: 0s - loss: 0.3503 - acc: 0.840 - ETA: 0s - loss: 0.3494 - acc: 0.841 - ETA: 0s - loss: 0.3496 - acc: 0.840 - 28s - loss: 0.3495 - acc: 0.8403 - val_loss: 0.3873 - val_acc: 0.8312
Epoch 95/100
100/100 [==============================] - ETA: 6s - loss: 0.3636 - acc: 0.875 - ETA: 6s - loss: 0.3663 - acc: 0.828 - ETA: 6s - loss: 0.5480 - acc: 0.750 - ETA: 6s - loss: 0.5047 - acc: 0.750 - ETA: 6s - loss: 0.4651 - acc: 0.768 - ETA: 6s - loss: 0.4445 - acc: 0.781 - ETA: 6s - loss: 0.4297 - acc: 0.790 - ETA: 6s - loss: 0.4331 - acc: 0.789 - ETA: 6s - loss: 0.4278 - acc: 0.788 - ETA: 6s - loss: 0.4317 - acc: 0.793 - ETA: 5s - loss: 0.4163 - acc: 0.806 - ETA: 5s - loss: 0.4091 - acc: 0.812 - ETA: 6s - loss: 0.4017 - acc: 0.817 - ETA: 7s - loss: 0.3924 - acc: 0.825 - ETA: 8s - loss: 0.3863 - acc: 0.829 - ETA: 9s - loss: 0.3780 - acc: 0.835 - ETA: 9s - loss: 0.3731 - acc: 0.840 - ETA: 10s - loss: 0.3858 - acc: 0.83 - ETA: 10s - loss: 0.3838 - acc: 0.83 - ETA: 11s - loss: 0.3807 - acc: 0.83 - ETA: 11s - loss: 0.3814 - acc: 0.83 - ETA: 11s - loss: 0.3873 - acc: 0.83 - ETA: 12s - loss: 0.3840 - acc: 0.83 - ETA: 12s - loss: 0.3920 - acc: 0.82 - ETA: 12s - loss: 0.3856 - acc: 0.82 - ETA: 12s - loss: 0.3880 - acc: 0.82 - ETA: 12s - loss: 0.3876 - acc: 0.82 - ETA: 12s - loss: 0.3841 - acc: 0.82 - ETA: 12s - loss: 0.3912 - acc: 0.82 - ETA: 12s - loss: 0.3912 - acc: 0.82 - ETA: 12s - loss: 0.3899 - acc: 0.82 - ETA: 12s - loss: 0.3928 - acc: 0.82 - ETA: 12s - loss: 0.3915 - acc: 0.82 - ETA: 12s - loss: 0.3928 - acc: 0.82 - ETA: 12s - loss: 0.3862 - acc: 0.82 - ETA: 12s - loss: 0.3851 - acc: 0.83 - ETA: 12s - loss: 0.3811 - acc: 0.83 - ETA: 12s - loss: 0.3802 - acc: 0.83 - ETA: 12s - loss: 0.3779 - acc: 0.83 - ETA: 11s - loss: 0.3744 - acc: 0.83 - ETA: 11s - loss: 0.3725 - acc: 0.83 - ETA: 11s - loss: 0.3745 - acc: 0.83 - ETA: 11s - loss: 0.3742 - acc: 0.83 - ETA: 11s - loss: 0.3742 - acc: 0.83 - ETA: 11s - loss: 0.3766 - acc: 0.83 - ETA: 11s - loss: 0.3766 - acc: 0.83 - ETA: 11s - loss: 0.3767 - acc: 0.83 - ETA: 10s - loss: 0.3734 - acc: 0.83 - ETA: 10s - loss: 0.3733 - acc: 0.83 - ETA: 10s - loss: 0.3690 - acc: 0.83 - ETA: 10s - loss: 0.3666 - acc: 0.84 - ETA: 10s - loss: 0.3656 - acc: 0.84 - ETA: 9s - loss: 0.3657 - acc: 0.8396 - ETA: 9s - loss: 0.3657 - acc: 0.838 - ETA: 9s - loss: 0.3652 - acc: 0.839 - ETA: 9s - loss: 0.3641 - acc: 0.840 - ETA: 9s - loss: 0.3698 - acc: 0.838 - ETA: 9s - loss: 0.3695 - acc: 0.838 - ETA: 8s - loss: 0.3690 - acc: 0.839 - ETA: 8s - loss: 0.3684 - acc: 0.840 - ETA: 8s - loss: 0.3673 - acc: 0.840 - ETA: 8s - loss: 0.3649 - acc: 0.841 - ETA: 8s - loss: 0.3654 - acc: 0.841 - ETA: 7s - loss: 0.3667 - acc: 0.842 - ETA: 7s - loss: 0.3652 - acc: 0.843 - ETA: 7s - loss: 0.3625 - acc: 0.843 - ETA: 7s - loss: 0.3648 - acc: 0.843 - ETA: 7s - loss: 0.3633 - acc: 0.844 - ETA: 6s - loss: 0.3625 - acc: 0.844 - ETA: 6s - loss: 0.3640 - acc: 0.844 - ETA: 6s - loss: 0.3637 - acc: 0.844 - ETA: 6s - loss: 0.3631 - acc: 0.843 - ETA: 6s - loss: 0.3618 - acc: 0.844 - ETA: 5s - loss: 0.3617 - acc: 0.844 - ETA: 5s - loss: 0.3641 - acc: 0.842 - ETA: 5s - loss: 0.3628 - acc: 0.842 - ETA: 5s - loss: 0.3644 - acc: 0.842 - ETA: 4s - loss: 0.3628 - acc: 0.842 - ETA: 4s - loss: 0.3627 - acc: 0.843 - ETA: 4s - loss: 0.3630 - acc: 0.842 - ETA: 4s - loss: 0.3631 - acc: 0.841 - ETA: 4s - loss: 0.3646 - acc: 0.839 - ETA: 3s - loss: 0.3641 - acc: 0.840 - ETA: 3s - loss: 0.3633 - acc: 0.840 - ETA: 3s - loss: 0.3626 - acc: 0.840 - ETA: 3s - loss: 0.3615 - acc: 0.840 - ETA: 2s - loss: 0.3612 - acc: 0.840 - ETA: 2s - loss: 0.3612 - acc: 0.840 - ETA: 2s - loss: 0.3602 - acc: 0.841 - ETA: 2s - loss: 0.3587 - acc: 0.841 - ETA: 2s - loss: 0.3577 - acc: 0.841 - ETA: 1s - loss: 0.3582 - acc: 0.840 - ETA: 1s - loss: 0.3573 - acc: 0.840 - ETA: 1s - loss: 0.3579 - acc: 0.840 - ETA: 1s - loss: 0.3578 - acc: 0.839 - ETA: 0s - loss: 0.3576 - acc: 0.840 - ETA: 0s - loss: 0.3582 - acc: 0.839 - ETA: 0s - loss: 0.3597 - acc: 0.838 - ETA: 0s - loss: 0.3601 - acc: 0.838 - 28s - loss: 0.3603 - acc: 0.8381 - val_loss: 0.3912 - val_acc: 0.8331
Epoch 96/100
100/100 [==============================] - ETA: 6s - loss: 0.2477 - acc: 0.906 - ETA: 6s - loss: 0.2404 - acc: 0.890 - ETA: 6s - loss: 0.2512 - acc: 0.895 - ETA: 6s - loss: 0.2429 - acc: 0.898 - ETA: 6s - loss: 0.2697 - acc: 0.887 - ETA: 6s - loss: 0.2812 - acc: 0.880 - ETA: 6s - loss: 0.2757 - acc: 0.883 - ETA: 6s - loss: 0.2934 - acc: 0.875 - ETA: 6s - loss: 0.2948 - acc: 0.871 - ETA: 6s - loss: 0.3004 - acc: 0.871 - ETA: 5s - loss: 0.3048 - acc: 0.875 - ETA: 5s - loss: 0.3023 - acc: 0.869 - ETA: 6s - loss: 0.3256 - acc: 0.857 - ETA: 7s - loss: 0.3277 - acc: 0.854 - ETA: 8s - loss: 0.3242 - acc: 0.855 - ETA: 9s - loss: 0.3319 - acc: 0.849 - ETA: 9s - loss: 0.3262 - acc: 0.854 - ETA: 10s - loss: 0.3384 - acc: 0.84 - ETA: 10s - loss: 0.3351 - acc: 0.85 - ETA: 10s - loss: 0.3388 - acc: 0.84 - ETA: 11s - loss: 0.3357 - acc: 0.85 - ETA: 11s - loss: 0.3374 - acc: 0.84 - ETA: 11s - loss: 0.3415 - acc: 0.84 - ETA: 11s - loss: 0.3401 - acc: 0.84 - ETA: 11s - loss: 0.3349 - acc: 0.84 - ETA: 11s - loss: 0.3320 - acc: 0.84 - ETA: 12s - loss: 0.3260 - acc: 0.85 - ETA: 12s - loss: 0.3350 - acc: 0.84 - ETA: 12s - loss: 0.3392 - acc: 0.84 - ETA: 12s - loss: 0.3400 - acc: 0.84 - ETA: 12s - loss: 0.3360 - acc: 0.85 - ETA: 12s - loss: 0.3376 - acc: 0.84 - ETA: 12s - loss: 0.3358 - acc: 0.85 - ETA: 12s - loss: 0.3320 - acc: 0.85 - ETA: 12s - loss: 0.3303 - acc: 0.85 - ETA: 11s - loss: 0.3321 - acc: 0.85 - ETA: 11s - loss: 0.3330 - acc: 0.85 - ETA: 11s - loss: 0.3341 - acc: 0.85 - ETA: 11s - loss: 0.3367 - acc: 0.85 - ETA: 11s - loss: 0.3333 - acc: 0.85 - ETA: 11s - loss: 0.3378 - acc: 0.85 - ETA: 11s - loss: 0.3401 - acc: 0.84 - ETA: 11s - loss: 0.3410 - acc: 0.85 - ETA: 11s - loss: 0.3389 - acc: 0.85 - ETA: 11s - loss: 0.3404 - acc: 0.85 - ETA: 10s - loss: 0.3378 - acc: 0.85 - ETA: 10s - loss: 0.3361 - acc: 0.85 - ETA: 10s - loss: 0.3382 - acc: 0.85 - ETA: 10s - loss: 0.3364 - acc: 0.85 - ETA: 10s - loss: 0.3364 - acc: 0.85 - ETA: 10s - loss: 0.3338 - acc: 0.85 - ETA: 9s - loss: 0.3326 - acc: 0.8526 - ETA: 9s - loss: 0.3318 - acc: 0.853 - ETA: 9s - loss: 0.3379 - acc: 0.851 - ETA: 9s - loss: 0.3401 - acc: 0.850 - ETA: 9s - loss: 0.3431 - acc: 0.848 - ETA: 9s - loss: 0.3428 - acc: 0.848 - ETA: 8s - loss: 0.3448 - acc: 0.846 - ETA: 8s - loss: 0.3460 - acc: 0.846 - ETA: 8s - loss: 0.3458 - acc: 0.847 - ETA: 8s - loss: 0.3462 - acc: 0.847 - ETA: 8s - loss: 0.3446 - acc: 0.848 - ETA: 7s - loss: 0.3433 - acc: 0.848 - ETA: 7s - loss: 0.3420 - acc: 0.850 - ETA: 7s - loss: 0.3418 - acc: 0.850 - ETA: 7s - loss: 0.3417 - acc: 0.850 - ETA: 7s - loss: 0.3438 - acc: 0.850 - ETA: 6s - loss: 0.3434 - acc: 0.849 - ETA: 6s - loss: 0.3415 - acc: 0.849 - ETA: 6s - loss: 0.3415 - acc: 0.850 - ETA: 6s - loss: 0.3409 - acc: 0.850 - ETA: 6s - loss: 0.3416 - acc: 0.849 - ETA: 5s - loss: 0.3407 - acc: 0.850 - ETA: 5s - loss: 0.3425 - acc: 0.849 - ETA: 5s - loss: 0.3442 - acc: 0.849 - ETA: 5s - loss: 0.3530 - acc: 0.846 - ETA: 4s - loss: 0.3525 - acc: 0.846 - ETA: 4s - loss: 0.3520 - acc: 0.845 - ETA: 4s - loss: 0.3516 - acc: 0.846 - ETA: 4s - loss: 0.3497 - acc: 0.847 - ETA: 4s - loss: 0.3497 - acc: 0.847 - ETA: 3s - loss: 0.3511 - acc: 0.846 - ETA: 3s - loss: 0.3498 - acc: 0.847 - ETA: 3s - loss: 0.3508 - acc: 0.846 - ETA: 3s - loss: 0.3502 - acc: 0.846 - ETA: 2s - loss: 0.3488 - acc: 0.847 - ETA: 2s - loss: 0.3477 - acc: 0.847 - ETA: 2s - loss: 0.3461 - acc: 0.849 - ETA: 2s - loss: 0.3440 - acc: 0.850 - ETA: 2s - loss: 0.3431 - acc: 0.849 - ETA: 1s - loss: 0.3421 - acc: 0.850 - ETA: 1s - loss: 0.3414 - acc: 0.851 - ETA: 1s - loss: 0.3415 - acc: 0.850 - ETA: 1s - loss: 0.3424 - acc: 0.850 - ETA: 0s - loss: 0.3424 - acc: 0.849 - ETA: 0s - loss: 0.3429 - acc: 0.849 - ETA: 0s - loss: 0.3421 - acc: 0.849 - ETA: 0s - loss: 0.3426 - acc: 0.849 - 28s - loss: 0.3423 - acc: 0.8494 - val_loss: 0.3689 - val_acc: 0.8402
Epoch 97/100
100/100 [==============================] - ETA: 6s - loss: 0.2977 - acc: 0.875 - ETA: 6s - loss: 0.3243 - acc: 0.859 - ETA: 6s - loss: 0.3602 - acc: 0.833 - ETA: 6s - loss: 0.3374 - acc: 0.843 - ETA: 6s - loss: 0.3511 - acc: 0.837 - ETA: 6s - loss: 0.3540 - acc: 0.828 - ETA: 6s - loss: 0.3309 - acc: 0.848 - ETA: 6s - loss: 0.3127 - acc: 0.863 - ETA: 6s - loss: 0.3126 - acc: 0.861 - ETA: 6s - loss: 0.3160 - acc: 0.859 - ETA: 5s - loss: 0.3092 - acc: 0.863 - ETA: 5s - loss: 0.2985 - acc: 0.872 - ETA: 6s - loss: 0.3066 - acc: 0.867 - ETA: 7s - loss: 0.3327 - acc: 0.859 - ETA: 8s - loss: 0.3369 - acc: 0.860 - ETA: 9s - loss: 0.3459 - acc: 0.857 - ETA: 9s - loss: 0.3411 - acc: 0.862 - ETA: 10s - loss: 0.3405 - acc: 0.86 - ETA: 10s - loss: 0.3489 - acc: 0.86 - ETA: 11s - loss: 0.3432 - acc: 0.86 - ETA: 11s - loss: 0.3425 - acc: 0.86 - ETA: 11s - loss: 0.3344 - acc: 0.87 - ETA: 11s - loss: 0.3355 - acc: 0.86 - ETA: 11s - loss: 0.3363 - acc: 0.86 - ETA: 12s - loss: 0.3415 - acc: 0.86 - ETA: 12s - loss: 0.3418 - acc: 0.86 - ETA: 12s - loss: 0.3421 - acc: 0.86 - ETA: 12s - loss: 0.3363 - acc: 0.86 - ETA: 12s - loss: 0.3352 - acc: 0.86 - ETA: 12s - loss: 0.3298 - acc: 0.86 - ETA: 12s - loss: 0.3323 - acc: 0.86 - ETA: 12s - loss: 0.3300 - acc: 0.86 - ETA: 12s - loss: 0.3290 - acc: 0.86 - ETA: 12s - loss: 0.3308 - acc: 0.86 - ETA: 12s - loss: 0.3331 - acc: 0.86 - ETA: 12s - loss: 0.3349 - acc: 0.86 - ETA: 12s - loss: 0.3378 - acc: 0.86 - ETA: 12s - loss: 0.3403 - acc: 0.86 - ETA: 11s - loss: 0.3379 - acc: 0.86 - ETA: 11s - loss: 0.3366 - acc: 0.86 - ETA: 11s - loss: 0.3413 - acc: 0.86 - ETA: 11s - loss: 0.3391 - acc: 0.86 - ETA: 11s - loss: 0.3377 - acc: 0.86 - ETA: 11s - loss: 0.3428 - acc: 0.86 - ETA: 11s - loss: 0.3414 - acc: 0.86 - ETA: 10s - loss: 0.3406 - acc: 0.86 - ETA: 10s - loss: 0.3400 - acc: 0.86 - ETA: 10s - loss: 0.3373 - acc: 0.86 - ETA: 10s - loss: 0.3372 - acc: 0.86 - ETA: 10s - loss: 0.3347 - acc: 0.86 - ETA: 10s - loss: 0.3317 - acc: 0.87 - ETA: 10s - loss: 0.3359 - acc: 0.86 - ETA: 9s - loss: 0.3370 - acc: 0.8679 - ETA: 9s - loss: 0.3352 - acc: 0.868 - ETA: 9s - loss: 0.3379 - acc: 0.867 - ETA: 9s - loss: 0.3362 - acc: 0.867 - ETA: 9s - loss: 0.3339 - acc: 0.869 - ETA: 9s - loss: 0.3353 - acc: 0.867 - ETA: 8s - loss: 0.3352 - acc: 0.867 - ETA: 8s - loss: 0.3343 - acc: 0.867 - ETA: 8s - loss: 0.3342 - acc: 0.867 - ETA: 8s - loss: 0.3321 - acc: 0.868 - ETA: 8s - loss: 0.3340 - acc: 0.867 - ETA: 7s - loss: 0.3349 - acc: 0.866 - ETA: 7s - loss: 0.3370 - acc: 0.865 - ETA: 7s - loss: 0.3336 - acc: 0.867 - ETA: 7s - loss: 0.3317 - acc: 0.868 - ETA: 7s - loss: 0.3310 - acc: 0.868 - ETA: 6s - loss: 0.3331 - acc: 0.866 - ETA: 6s - loss: 0.3337 - acc: 0.867 - ETA: 6s - loss: 0.3329 - acc: 0.867 - ETA: 6s - loss: 0.3341 - acc: 0.866 - ETA: 6s - loss: 0.3373 - acc: 0.864 - ETA: 5s - loss: 0.3358 - acc: 0.865 - ETA: 5s - loss: 0.3332 - acc: 0.866 - ETA: 5s - loss: 0.3332 - acc: 0.866 - ETA: 5s - loss: 0.3334 - acc: 0.866 - ETA: 4s - loss: 0.3337 - acc: 0.867 - ETA: 4s - loss: 0.3322 - acc: 0.868 - ETA: 4s - loss: 0.3315 - acc: 0.868 - ETA: 4s - loss: 0.3306 - acc: 0.868 - ETA: 4s - loss: 0.3320 - acc: 0.868 - ETA: 3s - loss: 0.3316 - acc: 0.867 - ETA: 3s - loss: 0.3308 - acc: 0.868 - ETA: 3s - loss: 0.3300 - acc: 0.868 - ETA: 3s - loss: 0.3307 - acc: 0.868 - ETA: 2s - loss: 0.3317 - acc: 0.867 - ETA: 2s - loss: 0.3298 - acc: 0.869 - ETA: 2s - loss: 0.3323 - acc: 0.867 - ETA: 2s - loss: 0.3351 - acc: 0.866 - ETA: 2s - loss: 0.3332 - acc: 0.866 - ETA: 1s - loss: 0.3333 - acc: 0.866 - ETA: 1s - loss: 0.3318 - acc: 0.866 - ETA: 1s - loss: 0.3328 - acc: 0.866 - ETA: 1s - loss: 0.3334 - acc: 0.865 - ETA: 0s - loss: 0.3327 - acc: 0.865 - ETA: 0s - loss: 0.3322 - acc: 0.865 - ETA: 0s - loss: 0.3311 - acc: 0.865 - ETA: 0s - loss: 0.3294 - acc: 0.866 - 28s - loss: 0.3303 - acc: 0.8659 - val_loss: 0.4694 - val_acc: 0.7931
Epoch 98/100
100/100 [==============================] - ETA: 6s - loss: 0.5809 - acc: 0.781 - ETA: 5s - loss: 0.3975 - acc: 0.833 - ETA: 5s - loss: 0.3737 - acc: 0.851 - ETA: 5s - loss: 0.3620 - acc: 0.856 - ETA: 5s - loss: 0.3349 - acc: 0.864 - ETA: 5s - loss: 0.3535 - acc: 0.861 - ETA: 5s - loss: 0.3545 - acc: 0.855 - ETA: 5s - loss: 0.3549 - acc: 0.847 - ETA: 5s - loss: 0.3520 - acc: 0.840 - ETA: 5s - loss: 0.3508 - acc: 0.843 - ETA: 5s - loss: 0.3581 - acc: 0.838 - ETA: 6s - loss: 0.3611 - acc: 0.838 - ETA: 7s - loss: 0.3571 - acc: 0.839 - ETA: 8s - loss: 0.3551 - acc: 0.839 - ETA: 9s - loss: 0.3535 - acc: 0.839 - ETA: 9s - loss: 0.3483 - acc: 0.841 - ETA: 10s - loss: 0.3565 - acc: 0.83 - ETA: 10s - loss: 0.3553 - acc: 0.83 - ETA: 11s - loss: 0.3484 - acc: 0.83 - ETA: 11s - loss: 0.3458 - acc: 0.84 - ETA: 11s - loss: 0.3392 - acc: 0.84 - ETA: 12s - loss: 0.3420 - acc: 0.84 - ETA: 12s - loss: 0.3394 - acc: 0.84 - ETA: 12s - loss: 0.3433 - acc: 0.84 - ETA: 12s - loss: 0.3370 - acc: 0.84 - ETA: 12s - loss: 0.3351 - acc: 0.84 - ETA: 12s - loss: 0.3355 - acc: 0.84 - ETA: 12s - loss: 0.3392 - acc: 0.84 - ETA: 12s - loss: 0.3431 - acc: 0.84 - ETA: 12s - loss: 0.3386 - acc: 0.84 - ETA: 12s - loss: 0.3391 - acc: 0.84 - ETA: 12s - loss: 0.3437 - acc: 0.84 - ETA: 12s - loss: 0.3412 - acc: 0.84 - ETA: 12s - loss: 0.3468 - acc: 0.84 - ETA: 12s - loss: 0.3465 - acc: 0.84 - ETA: 12s - loss: 0.3465 - acc: 0.84 - ETA: 12s - loss: 0.3508 - acc: 0.84 - ETA: 12s - loss: 0.3474 - acc: 0.84 - ETA: 11s - loss: 0.3460 - acc: 0.84 - ETA: 11s - loss: 0.3441 - acc: 0.84 - ETA: 11s - loss: 0.3437 - acc: 0.84 - ETA: 11s - loss: 0.3417 - acc: 0.84 - ETA: 11s - loss: 0.3384 - acc: 0.85 - ETA: 11s - loss: 0.3470 - acc: 0.84 - ETA: 11s - loss: 0.3483 - acc: 0.84 - ETA: 11s - loss: 0.3506 - acc: 0.84 - ETA: 10s - loss: 0.3536 - acc: 0.84 - ETA: 10s - loss: 0.3528 - acc: 0.84 - ETA: 10s - loss: 0.3499 - acc: 0.84 - ETA: 10s - loss: 0.3477 - acc: 0.85 - ETA: 10s - loss: 0.3474 - acc: 0.85 - ETA: 10s - loss: 0.3461 - acc: 0.85 - ETA: 9s - loss: 0.3442 - acc: 0.8536 - ETA: 9s - loss: 0.3452 - acc: 0.852 - ETA: 9s - loss: 0.3432 - acc: 0.854 - ETA: 9s - loss: 0.3462 - acc: 0.854 - ETA: 9s - loss: 0.3437 - acc: 0.855 - ETA: 8s - loss: 0.3436 - acc: 0.854 - ETA: 8s - loss: 0.3429 - acc: 0.853 - ETA: 8s - loss: 0.3443 - acc: 0.852 - ETA: 8s - loss: 0.3430 - acc: 0.853 - ETA: 8s - loss: 0.3447 - acc: 0.852 - ETA: 8s - loss: 0.3453 - acc: 0.851 - ETA: 7s - loss: 0.3441 - acc: 0.852 - ETA: 7s - loss: 0.3470 - acc: 0.851 - ETA: 7s - loss: 0.3470 - acc: 0.850 - ETA: 7s - loss: 0.3489 - acc: 0.850 - ETA: 6s - loss: 0.3493 - acc: 0.850 - ETA: 6s - loss: 0.3469 - acc: 0.852 - ETA: 6s - loss: 0.3452 - acc: 0.853 - ETA: 6s - loss: 0.3441 - acc: 0.854 - ETA: 6s - loss: 0.3439 - acc: 0.854 - ETA: 5s - loss: 0.3450 - acc: 0.852 - ETA: 5s - loss: 0.3477 - acc: 0.850 - ETA: 5s - loss: 0.3483 - acc: 0.850 - ETA: 5s - loss: 0.3497 - acc: 0.848 - ETA: 5s - loss: 0.3488 - acc: 0.849 - ETA: 4s - loss: 0.3493 - acc: 0.849 - ETA: 4s - loss: 0.3486 - acc: 0.850 - ETA: 4s - loss: 0.3468 - acc: 0.851 - ETA: 4s - loss: 0.3479 - acc: 0.850 - ETA: 3s - loss: 0.3486 - acc: 0.849 - ETA: 3s - loss: 0.3481 - acc: 0.849 - ETA: 3s - loss: 0.3465 - acc: 0.850 - ETA: 3s - loss: 0.3465 - acc: 0.849 - ETA: 3s - loss: 0.3478 - acc: 0.849 - ETA: 2s - loss: 0.3483 - acc: 0.849 - ETA: 2s - loss: 0.3490 - acc: 0.848 - ETA: 2s - loss: 0.3499 - acc: 0.848 - ETA: 2s - loss: 0.3493 - acc: 0.848 - ETA: 1s - loss: 0.3474 - acc: 0.849 - ETA: 1s - loss: 0.3472 - acc: 0.850 - ETA: 1s - loss: 0.3474 - acc: 0.849 - ETA: 1s - loss: 0.3474 - acc: 0.850 - ETA: 0s - loss: 0.3458 - acc: 0.850 - ETA: 0s - loss: 0.3453 - acc: 0.850 - ETA: 0s - loss: 0.3447 - acc: 0.851 - ETA: 0s - loss: 0.3442 - acc: 0.851 - 28s - loss: 0.3450 - acc: 0.8509 - val_loss: 0.3969 - val_acc: 0.8202
Epoch 99/100
100/100 [==============================] - ETA: 6s - loss: 0.1948 - acc: 0.906 - ETA: 6s - loss: 0.4047 - acc: 0.796 - ETA: 6s - loss: 0.4333 - acc: 0.770 - ETA: 6s - loss: 0.4274 - acc: 0.773 - ETA: 6s - loss: 0.3807 - acc: 0.812 - ETA: 6s - loss: 0.3630 - acc: 0.828 - ETA: 6s - loss: 0.3586 - acc: 0.825 - ETA: 6s - loss: 0.3485 - acc: 0.835 - ETA: 6s - loss: 0.3618 - acc: 0.833 - ETA: 6s - loss: 0.3481 - acc: 0.840 - ETA: 5s - loss: 0.3558 - acc: 0.840 - ETA: 5s - loss: 0.3549 - acc: 0.835 - ETA: 6s - loss: 0.3603 - acc: 0.829 - ETA: 7s - loss: 0.3597 - acc: 0.828 - ETA: 8s - loss: 0.3529 - acc: 0.833 - ETA: 9s - loss: 0.3619 - acc: 0.828 - ETA: 9s - loss: 0.3637 - acc: 0.827 - ETA: 10s - loss: 0.3563 - acc: 0.83 - ETA: 10s - loss: 0.3516 - acc: 0.83 - ETA: 11s - loss: 0.3493 - acc: 0.83 - ETA: 11s - loss: 0.3425 - acc: 0.84 - ETA: 11s - loss: 0.3387 - acc: 0.84 - ETA: 11s - loss: 0.3345 - acc: 0.84 - ETA: 12s - loss: 0.3428 - acc: 0.83 - ETA: 12s - loss: 0.3462 - acc: 0.83 - ETA: 12s - loss: 0.3451 - acc: 0.83 - ETA: 12s - loss: 0.3452 - acc: 0.83 - ETA: 12s - loss: 0.3491 - acc: 0.82 - ETA: 12s - loss: 0.3470 - acc: 0.82 - ETA: 12s - loss: 0.3485 - acc: 0.82 - ETA: 12s - loss: 0.3453 - acc: 0.83 - ETA: 12s - loss: 0.3421 - acc: 0.83 - ETA: 12s - loss: 0.3421 - acc: 0.83 - ETA: 12s - loss: 0.3400 - acc: 0.83 - ETA: 12s - loss: 0.3418 - acc: 0.83 - ETA: 12s - loss: 0.3471 - acc: 0.83 - ETA: 11s - loss: 0.3452 - acc: 0.83 - ETA: 11s - loss: 0.3463 - acc: 0.83 - ETA: 11s - loss: 0.3491 - acc: 0.83 - ETA: 11s - loss: 0.3476 - acc: 0.83 - ETA: 11s - loss: 0.3493 - acc: 0.83 - ETA: 11s - loss: 0.3470 - acc: 0.83 - ETA: 11s - loss: 0.3432 - acc: 0.83 - ETA: 11s - loss: 0.3398 - acc: 0.83 - ETA: 11s - loss: 0.3379 - acc: 0.84 - ETA: 11s - loss: 0.3386 - acc: 0.84 - ETA: 10s - loss: 0.3447 - acc: 0.83 - ETA: 10s - loss: 0.3430 - acc: 0.83 - ETA: 10s - loss: 0.3427 - acc: 0.84 - ETA: 10s - loss: 0.3416 - acc: 0.84 - ETA: 10s - loss: 0.3409 - acc: 0.84 - ETA: 10s - loss: 0.3402 - acc: 0.84 - ETA: 9s - loss: 0.3386 - acc: 0.8449 - ETA: 9s - loss: 0.3394 - acc: 0.844 - ETA: 9s - loss: 0.3396 - acc: 0.844 - ETA: 9s - loss: 0.3408 - acc: 0.843 - ETA: 9s - loss: 0.3401 - acc: 0.843 - ETA: 9s - loss: 0.3402 - acc: 0.843 - ETA: 8s - loss: 0.3405 - acc: 0.843 - ETA: 8s - loss: 0.3390 - acc: 0.844 - ETA: 8s - loss: 0.3394 - acc: 0.845 - ETA: 8s - loss: 0.3384 - acc: 0.844 - ETA: 8s - loss: 0.3358 - acc: 0.846 - ETA: 7s - loss: 0.3344 - acc: 0.848 - ETA: 7s - loss: 0.3360 - acc: 0.847 - ETA: 7s - loss: 0.3371 - acc: 0.846 - ETA: 7s - loss: 0.3384 - acc: 0.846 - ETA: 7s - loss: 0.3366 - acc: 0.847 - ETA: 6s - loss: 0.3411 - acc: 0.845 - ETA: 6s - loss: 0.3409 - acc: 0.845 - ETA: 6s - loss: 0.3417 - acc: 0.844 - ETA: 6s - loss: 0.3408 - acc: 0.845 - ETA: 6s - loss: 0.3405 - acc: 0.845 - ETA: 5s - loss: 0.3433 - acc: 0.844 - ETA: 5s - loss: 0.3453 - acc: 0.843 - ETA: 5s - loss: 0.3466 - acc: 0.842 - ETA: 5s - loss: 0.3445 - acc: 0.843 - ETA: 4s - loss: 0.3448 - acc: 0.842 - ETA: 4s - loss: 0.3437 - acc: 0.844 - ETA: 4s - loss: 0.3432 - acc: 0.844 - ETA: 4s - loss: 0.3428 - acc: 0.845 - ETA: 4s - loss: 0.3424 - acc: 0.846 - ETA: 3s - loss: 0.3424 - acc: 0.846 - ETA: 3s - loss: 0.3425 - acc: 0.846 - ETA: 3s - loss: 0.3408 - acc: 0.847 - ETA: 3s - loss: 0.3399 - acc: 0.848 - ETA: 2s - loss: 0.3394 - acc: 0.848 - ETA: 2s - loss: 0.3445 - acc: 0.848 - ETA: 2s - loss: 0.3455 - acc: 0.848 - ETA: 2s - loss: 0.3459 - acc: 0.847 - ETA: 2s - loss: 0.3447 - acc: 0.848 - ETA: 1s - loss: 0.3432 - acc: 0.849 - ETA: 1s - loss: 0.3430 - acc: 0.850 - ETA: 1s - loss: 0.3461 - acc: 0.849 - ETA: 1s - loss: 0.3453 - acc: 0.849 - ETA: 0s - loss: 0.3455 - acc: 0.849 - ETA: 0s - loss: 0.3460 - acc: 0.849 - ETA: 0s - loss: 0.3461 - acc: 0.848 - ETA: 0s - loss: 0.3460 - acc: 0.849 - 28s - loss: 0.3455 - acc: 0.8494 - val_loss: 0.3867 - val_acc: 0.8185
Epoch 100/100
100/100 [==============================] - ETA: 6s - loss: 0.5404 - acc: 0.781 - ETA: 6s - loss: 0.5458 - acc: 0.765 - ETA: 6s - loss: 0.5462 - acc: 0.739 - ETA: 6s - loss: 0.4901 - acc: 0.773 - ETA: 6s - loss: 0.4521 - acc: 0.787 - ETA: 6s - loss: 0.4238 - acc: 0.802 - ETA: 6s - loss: 0.4226 - acc: 0.799 - ETA: 6s - loss: 0.4118 - acc: 0.800 - ETA: 6s - loss: 0.4076 - acc: 0.805 - ETA: 6s - loss: 0.4158 - acc: 0.800 - ETA: 5s - loss: 0.4203 - acc: 0.795 - ETA: 5s - loss: 0.3990 - acc: 0.812 - ETA: 6s - loss: 0.3925 - acc: 0.817 - ETA: 7s - loss: 0.3828 - acc: 0.821 - ETA: 8s - loss: 0.3834 - acc: 0.818 - ETA: 9s - loss: 0.3895 - acc: 0.814 - ETA: 9s - loss: 0.3898 - acc: 0.816 - ETA: 10s - loss: 0.3884 - acc: 0.82 - ETA: 10s - loss: 0.3823 - acc: 0.82 - ETA: 11s - loss: 0.3805 - acc: 0.82 - ETA: 11s - loss: 0.3761 - acc: 0.82 - ETA: 11s - loss: 0.3710 - acc: 0.82 - ETA: 11s - loss: 0.3661 - acc: 0.83 - ETA: 12s - loss: 0.3616 - acc: 0.83 - ETA: 12s - loss: 0.3631 - acc: 0.83 - ETA: 12s - loss: 0.3654 - acc: 0.82 - ETA: 12s - loss: 0.3652 - acc: 0.82 - ETA: 12s - loss: 0.3635 - acc: 0.82 - ETA: 12s - loss: 0.3610 - acc: 0.83 - ETA: 12s - loss: 0.3564 - acc: 0.83 - ETA: 12s - loss: 0.3495 - acc: 0.83 - ETA: 12s - loss: 0.3506 - acc: 0.83 - ETA: 12s - loss: 0.3506 - acc: 0.83 - ETA: 12s - loss: 0.3543 - acc: 0.83 - ETA: 12s - loss: 0.3539 - acc: 0.83 - ETA: 12s - loss: 0.3532 - acc: 0.83 - ETA: 12s - loss: 0.3587 - acc: 0.83 - ETA: 12s - loss: 0.3585 - acc: 0.83 - ETA: 12s - loss: 0.3605 - acc: 0.83 - ETA: 11s - loss: 0.3567 - acc: 0.83 - ETA: 11s - loss: 0.3567 - acc: 0.83 - ETA: 11s - loss: 0.3564 - acc: 0.83 - ETA: 11s - loss: 0.3570 - acc: 0.83 - ETA: 11s - loss: 0.3582 - acc: 0.83 - ETA: 11s - loss: 0.3615 - acc: 0.83 - ETA: 11s - loss: 0.3603 - acc: 0.83 - ETA: 11s - loss: 0.3572 - acc: 0.83 - ETA: 10s - loss: 0.3582 - acc: 0.83 - ETA: 10s - loss: 0.3616 - acc: 0.83 - ETA: 10s - loss: 0.3576 - acc: 0.83 - ETA: 10s - loss: 0.3581 - acc: 0.83 - ETA: 10s - loss: 0.3593 - acc: 0.83 - ETA: 10s - loss: 0.3610 - acc: 0.83 - ETA: 9s - loss: 0.3609 - acc: 0.8339 - ETA: 9s - loss: 0.3619 - acc: 0.831 - ETA: 9s - loss: 0.3620 - acc: 0.830 - ETA: 9s - loss: 0.3606 - acc: 0.831 - ETA: 9s - loss: 0.3594 - acc: 0.833 - ETA: 8s - loss: 0.3572 - acc: 0.834 - ETA: 8s - loss: 0.3550 - acc: 0.835 - ETA: 8s - loss: 0.3560 - acc: 0.835 - ETA: 8s - loss: 0.3551 - acc: 0.835 - ETA: 8s - loss: 0.3527 - acc: 0.836 - ETA: 7s - loss: 0.3515 - acc: 0.836 - ETA: 7s - loss: 0.3511 - acc: 0.837 - ETA: 7s - loss: 0.3527 - acc: 0.835 - ETA: 7s - loss: 0.3506 - acc: 0.836 - ETA: 7s - loss: 0.3497 - acc: 0.835 - ETA: 6s - loss: 0.3492 - acc: 0.835 - ETA: 6s - loss: 0.3487 - acc: 0.835 - ETA: 6s - loss: 0.3487 - acc: 0.834 - ETA: 6s - loss: 0.3500 - acc: 0.833 - ETA: 6s - loss: 0.3501 - acc: 0.833 - ETA: 5s - loss: 0.3525 - acc: 0.831 - ETA: 5s - loss: 0.3551 - acc: 0.830 - ETA: 5s - loss: 0.3545 - acc: 0.830 - ETA: 5s - loss: 0.3536 - acc: 0.831 - ETA: 4s - loss: 0.3537 - acc: 0.831 - ETA: 4s - loss: 0.3529 - acc: 0.831 - ETA: 4s - loss: 0.3539 - acc: 0.829 - ETA: 4s - loss: 0.3513 - acc: 0.831 - ETA: 4s - loss: 0.3501 - acc: 0.832 - ETA: 3s - loss: 0.3496 - acc: 0.833 - ETA: 3s - loss: 0.3511 - acc: 0.833 - ETA: 3s - loss: 0.3511 - acc: 0.832 - ETA: 3s - loss: 0.3527 - acc: 0.831 - ETA: 2s - loss: 0.3506 - acc: 0.832 - ETA: 2s - loss: 0.3512 - acc: 0.831 - ETA: 2s - loss: 0.3527 - acc: 0.830 - ETA: 2s - loss: 0.3531 - acc: 0.829 - ETA: 2s - loss: 0.3521 - acc: 0.829 - ETA: 1s - loss: 0.3512 - acc: 0.830 - ETA: 1s - loss: 0.3503 - acc: 0.830 - ETA: 1s - loss: 0.3501 - acc: 0.830 - ETA: 1s - loss: 0.3514 - acc: 0.830 - ETA: 0s - loss: 0.3519 - acc: 0.830 - ETA: 0s - loss: 0.3515 - acc: 0.831 - ETA: 0s - loss: 0.3523 - acc: 0.830 - ETA: 0s - loss: 0.3518 - acc: 0.830 - 28s - loss: 0.3542 - acc: 0.8288 - val_loss: 0.3984 - val_acc: 0.8144
In [37]:
# Saving the model after the training
model.save('.\saved_checkpoints\Chapter 5.2 - Using convets with small datasets\cats_and_dogs_small_2.h5')
In [38]:
acc = history.history['acc']
val_acc = history.history['val_acc']
loss = history.history['loss']
val_loss = history.history['val_loss']
In [39]:
epochs = range(len(acc))
In [40]:
plt.figure(figsize = (10, 6))
plt.plot(epochs,
acc,
'bo',
label = 'Training acc')
plt.plot(epochs,
val_acc,
'b',
label = 'Validation acc')
plt.title('Training and validation accuracy')
plt.legend()
plt.show()
In [41]:
plt.figure(figsize = (10, 6))
plt.plot(epochs,
loss,
'bo',
label = 'Training loss')
plt.plot(epochs,
val_loss,
'b',
label = 'Validation loss')
plt.title('Training and validation loss')
plt.legend()
plt.show()
Content source: arcyfelix/Courses
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