キカガク（KIKAGAKU）で「データ拡張」を学ぶ ~ rteak

Photo by Owen Beard on Unsplash

今回は「データ拡張 - KIKAGAKU」を学ぶ。

Table of Contents [Disable]

1.学習内容
2.ソースコード
3.実行結果
4.実行ログ
5.関連記事

学習内容

ベースモデルの作成

データセットの準備
データをプロット
正規化

モデルの定義と学習

シードの固定
モデル構築
Optimaizer の設定
モデルのコンパイル
学習の詳細設定
学習の実行

各処理の確認

サンプルイメージ
データ拡張のためのモジュール
処理後を可視化する関数
回転
水平移動
せん断
拡大
水平反転
垂直反転
option : fill_mode

各処理適用後の画像の保存

画像を保存する関数
サンプル画像の用意
水増し処理を定義
batch_size, height, width, channel に reshape
保存回数の指定

データ拡張による精度の変化

適用したいデータ拡張の種類を定義
シードの固定
モデル構築
Optimaizer の設定
モデルのコンパイル

ソースコード

	# データ拡張

	# ベースモデルの作成
	import numpy as np
	import pandas as pd
	import matplotlib.pyplot as plt
	import tensorflow as tf

	# データセットの準備
	(x_train, t_train), (x_test, t_test) = tf.keras.datasets.cifar10.load_data()

	# データをプロット
	plt.figure(figsize=(12,12))
	for i in range(25):
	plt.subplot(5, 5, i+1)
	plt.imshow(x_train[i])

	plt.show()

	# 正規化
	x_train = x_train / 255.0
	x_test = x_test / 255.0

	print(x_train.shape, x_test.shape, t_train.shape, t_test.shape)

	# モデルの定義と学習
	import os
	import random

	def reset_seed(seed=0):

	os.environ['PYTHONHASHSEED'] = '0'
	random.seed(seed) #　random関数のシードを固定
	np.random.seed(seed) #numpyのシードを固定
	tf.random.set_seed(seed) #tensorflowのシードを固定

	from tensorflow.keras import models, layers

	# シードの固定
	reset_seed(0)

	# モデル構築
	model = models.Sequential([
	layers.Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(32, 32, 3)),
	layers.MaxPooling2D((2, 2)),
	layers.Conv2D(64, (3, 3), padding='same', activation='relu'),
	layers.MaxPooling2D((2, 2)),
	layers.Conv2D(128, (3, 3), padding='same', activation='relu'),
	layers.MaxPooling2D((2, 2)),
	layers.Flatten(),
	layers.Dense(128, activation='relu'),
	layers.Dense(10, activation='softmax')
	])

	# optimizerの設定
	optimizer = tf.keras.optimizers.Adam(lr=1e-3)

	# モデルのコンパイル
	model.compile(loss='sparse_categorical_crossentropy',
	optimizer=optimizer,
	metrics=['accuracy'])

	print(model.summary())

	# 学習の詳細設定
	batch_size = 1024
	epochs = 100

	# 学習の実行
	history = model.fit(x_train, t_train,
	batch_size=batch_size,
	epochs=epochs,
	verbose=1,
	validation_data=(x_test, t_test))

	results = pd.DataFrame(history.history)
	print(results.tail(1))

	results[['loss', 'val_loss']].plot()

	# 各処理の確認
	# サンプルイメージ
	img = x_train[4]

	# データ拡張のためのモジュール
	from tensorflow.keras.preprocessing.image import ImageDataGenerator


	# 処理後を可視化する関数
	def show(img, datagen):
	# (batch_size, height, width, channel) に reshape する
	img_batch = img.reshape(1, 32, 32, 3)

	# datagen.flow() でデータセットから Augmentation 処理をかけながらミニバッチを読み込む
	# 今回は、1 サンプルのデータセットを batch_size=1 で読み込む。
	for img_augmented in datagen.flow(img_batch, batch_size=1):
	# batch_size の次元を削除
	out = img_augmented.reshape(32, 32, 3)
	break

	plt.figure(figsize=(10, 10))
	plt.subplot(1, 2, 1)
	plt.title('before')
	plt.imshow(img)

	plt.subplot(1, 2, 2)
	plt.title('after')
	plt.imshow(out)

	plt.show()

	# 回転
	datagen = ImageDataGenerator(rotation_range=60)
	show(img, datagen)

	# 水平移動
	datagen = ImageDataGenerator(width_shift_range=0.5,
	height_shift_range=0.5)
	show(img, datagen)

	# せん断
	datagen = ImageDataGenerator(shear_range=30)
	show(img, datagen)

	# 拡大
	datagen = ImageDataGenerator(zoom_range=0.5)
	show(img, datagen)

	# 水平反転
	datagen = ImageDataGenerator(horizontal_flip=True)
	show(img, datagen)

	# 垂直反転
	datagen = ImageDataGenerator(vertical_flip=True)
	show(img, datagen)

	# option:fill_mode
	datagen = ImageDataGenerator(width_shift_range=0.5, fill_mode='constant')
	show(img, datagen)

	datagen = ImageDataGenerator(width_shift_range=0.5, fill_mode='reflect')
	show(img, datagen)

	datagen = ImageDataGenerator(width_shift_range=0.5, fill_mode='wrap')
	show(img, datagen)

	# 各処理適用後の画像の保存
	# 画像保存する関数
	from tensorflow.keras.preprocessing import image

	# サンプル画像の用意
	img = x_train[4]

	# 水増し処理を定義
	datagen = ImageDataGenerator(vertical_flip=True)

	# (batch_size, height, width, channel) に reshape する
	img_batch = img.reshape(1, 32, 32, 3)

	# 今回は 1 枚だけ保存します
	max_img_num = 1
	counts = 1
	for img_augmented in datagen.flow(img_batch, batch_size=1):
	# batch_size の次元を削除
	img_augmented = img_augmented.reshape(32, 32, 3)
	# 画像を保存
	image.save_img('augmented_output.png', img_augmented)
	# max_img_num の枚数を保存したら終了
	if (counts % max_img_num) == 0:
	print('Finish!!')
	break
	counts += 1

	# データ拡張による精度の変化
	# 適用したいデータ拡張の種類を定義
	datagen = ImageDataGenerator(
	horizontal_flip=True,
	vertical_flip=True)

	# シードの固定
	reset_seed(0)

	# モデルの構築
	model = models.Sequential([
	layers.Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(32, 32, 3)),
	layers.MaxPooling2D((2, 2)),
	layers.Conv2D(64, (3, 3), padding='same', activation='relu'),
	layers.MaxPooling2D((2, 2)),
	layers.Conv2D(128, (3, 3), padding='same', activation='relu'),
	layers.MaxPooling2D((2, 2)),
	layers.Flatten(),
	layers.Dense(128, activation='relu'),
	layers.Dense(10, activation='softmax')
	])

	# optimizerの設定
	optimizer = tf.keras.optimizers.Adam(lr=1e-3)

	# モデルのコンパイル
	model.compile(loss='sparse_categorical_crossentropy',
	optimizer=optimizer,
	metrics=['accuracy'])

	print(model.summary())

	batch_size = 1024
	epochs = 100

	history = model.fit_generator(datagen.flow(x_train, t_train, batch_size=batch_size),
	steps_per_epoch = len(x_train) / batch_size,
	epochs = epochs,
	validation_data = (x_test, t_test))

	results = pd.DataFrame(history.history)
	print(results.tail(1))

	results[['loss', 'val_loss']].plot()

view raw data_augmentation.py hosted with ❤ by GitHub

実行結果

Fig.1

Fig.2

Fig.3

Fig.4

Fig.5

Fig.6

Fig.7

Fig.8

Fig.9

Fig.10

fig.11

実行ログ

	C:\Development\Python\Project001\venv\Scripts\python.exe C:/Development/Python/Project001/venv/data_augmentation.py
	(50000, 32, 32, 3) (10000, 32, 32, 3) (50000, 1) (10000, 1)
	2020-07-24 11:51:58.015993: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2
	Model: "sequential"
	_________________________________________________________________
	Layer (type) Output Shape Param #
	=================================================================
	conv2d (Conv2D) (None, 32, 32, 32) 896
	_________________________________________________________________
	max_pooling2d (MaxPooling2D) (None, 16, 16, 32) 0
	_________________________________________________________________
	conv2d_1 (Conv2D) (None, 16, 16, 64) 18496
	_________________________________________________________________
	max_pooling2d_1 (MaxPooling2 (None, 8, 8, 64) 0
	_________________________________________________________________
	conv2d_2 (Conv2D) (None, 8, 8, 128) 73856
	_________________________________________________________________
	max_pooling2d_2 (MaxPooling2 (None, 4, 4, 128) 0
	_________________________________________________________________
	flatten (Flatten) (None, 2048) 0
	_________________________________________________________________
	dense (Dense) (None, 128) 262272
	_________________________________________________________________
	dense_1 (Dense) (None, 10) 1290
	=================================================================
	Total params: 356,810
	Trainable params: 356,810
	Non-trainable params: 0
	_________________________________________________________________
	None
	Train on 50000 samples, validate on 10000 samples
	Epoch 1/100

	1024/50000 [..............................] - ETA: 1:20 - loss: 2.3110 - accuracy: 0.1064
	2048/50000 [>.............................] - ETA: 1:01 - loss: 2.3094 - accuracy: 0.1030
	3072/50000 [>.............................] - ETA: 51s - loss: 2.3047 - accuracy: 0.1035
	4096/50000 [=>............................] - ETA: 49s - loss: 2.3005 - accuracy: 0.1118
	5120/50000 [==>...........................] - ETA: 44s - loss: 2.2948 - accuracy: 0.1205
	6144/50000 [==>...........................] - ETA: 41s - loss: 2.2915 - accuracy: 0.1165
	7168/50000 [===>..........................] - ETA: 38s - loss: 2.2875 - accuracy: 0.1165
	8192/50000 [===>..........................] - ETA: 36s - loss: 2.2822 - accuracy: 0.1233
	9216/50000 [====>.........................] - ETA: 34s - loss: 2.2772 - accuracy: 0.1306
	10240/50000 [=====>........................] - ETA: 32s - loss: 2.2698 - accuracy: 0.1389
	11264/50000 [=====>........................] - ETA: 31s - loss: 2.2613 - accuracy: 0.1441
	12288/50000 [======>.......................] - ETA: 30s - loss: 2.2513 - accuracy: 0.1499
	13312/50000 [======>.......................] - ETA: 30s - loss: 2.2409 - accuracy: 0.1559
	14336/50000 [=======>......................] - ETA: 29s - loss: 2.2293 - accuracy: 0.1616
	15360/50000 [========>.....................] - ETA: 29s - loss: 2.2169 - accuracy: 0.1711
	16384/50000 [========>.....................] - ETA: 28s - loss: 2.2039 - accuracy: 0.1772
	17408/50000 [=========>....................] - ETA: 27s - loss: 2.1920 - accuracy: 0.1831
	18432/50000 [==========>...................] - ETA: 27s - loss: 2.1788 - accuracy: 0.1883
	19456/50000 [==========>...................] - ETA: 26s - loss: 2.1711 - accuracy: 0.1919
	20480/50000 [===========>..................] - ETA: 25s - loss: 2.1598 - accuracy: 0.1987
	21504/50000 [===========>..................] - ETA: 24s - loss: 2.1492 - accuracy: 0.2030
	22528/50000 [============>.................] - ETA: 23s - loss: 2.1386 - accuracy: 0.2084
	23552/50000 [=============>................] - ETA: 23s - loss: 2.1314 - accuracy: 0.2132
	24576/50000 [=============>................] - ETA: 22s - loss: 2.1230 - accuracy: 0.2171
	25600/50000 [==============>...............] - ETA: 21s - loss: 2.1136 - accuracy: 0.2211
	26624/50000 [==============>...............] - ETA: 20s - loss: 2.1053 - accuracy: 0.2251
	27648/50000 [===============>..............] - ETA: 19s - loss: 2.0986 - accuracy: 0.2275
	28672/50000 [================>.............] - ETA: 18s - loss: 2.0923 - accuracy: 0.2299
	29696/50000 [================>.............] - ETA: 18s - loss: 2.0844 - accuracy: 0.2327
	30720/50000 [=================>............] - ETA: 17s - loss: 2.0753 - accuracy: 0.2365
	31744/50000 [==================>...........] - ETA: 16s - loss: 2.0687 - accuracy: 0.2399
	32768/50000 [==================>...........] - ETA: 15s - loss: 2.0604 - accuracy: 0.2435
	33792/50000 [===================>..........] - ETA: 14s - loss: 2.0518 - accuracy: 0.2475
	34816/50000 [===================>..........] - ETA: 13s - loss: 2.0450 - accuracy: 0.2507
	35840/50000 [====================>.........] - ETA: 12s - loss: 2.0380 - accuracy: 0.2537
	36864/50000 [=====================>........] - ETA: 11s - loss: 2.0307 - accuracy: 0.2568
	37888/50000 [=====================>........] - ETA: 10s - loss: 2.0239 - accuracy: 0.2598
	38912/50000 [======================>.......] - ETA: 9s - loss: 2.0187 - accuracy: 0.2624
	39936/50000 [======================>.......] - ETA: 9s - loss: 2.0132 - accuracy: 0.2650
	40960/50000 [=======================>......] - ETA: 8s - loss: 2.0064 - accuracy: 0.2682
	41984/50000 [========================>.....] - ETA: 7s - loss: 2.0000 - accuracy: 0.2712
	43008/50000 [========================>.....] - ETA: 6s - loss: 1.9938 - accuracy: 0.2737
	44032/50000 [=========================>....] - ETA: 5s - loss: 1.9876 - accuracy: 0.2762
	45056/50000 [==========================>...] - ETA: 4s - loss: 1.9811 - accuracy: 0.2788
	46080/50000 [==========================>...] - ETA: 3s - loss: 1.9735 - accuracy: 0.2822
	47104/50000 [===========================>..] - ETA: 2s - loss: 1.9676 - accuracy: 0.2845
	48128/50000 [===========================>..] - ETA: 1s - loss: 1.9610 - accuracy: 0.2875
	49152/50000 [============================>.] - ETA: 0s - loss: 1.9566 - accuracy: 0.2892
	50000/50000 [==============================] - 48s 969us/sample - loss: 1.9524 - accuracy: 0.2912 - val_loss: 1.6965 - val_accuracy: 0.3961
	Epoch 2/100

	1024/50000 [..............................] - ETA: 43s - loss: 1.6919 - accuracy: 0.3867
	2048/50000 [>.............................] - ETA: 42s - loss: 1.6805 - accuracy: 0.3970
	3072/50000 [>.............................] - ETA: 41s - loss: 1.6830 - accuracy: 0.3903
	4096/50000 [=>............................] - ETA: 41s - loss: 1.6648 - accuracy: 0.4004
	5120/50000 [==>...........................] - ETA: 40s - loss: 1.6658 - accuracy: 0.4010
	6144/50000 [==>...........................] - ETA: 39s - loss: 1.6630 - accuracy: 0.4017
	7168/50000 [===>..........................] - ETA: 38s - loss: 1.6664 - accuracy: 0.4026
	8192/50000 [===>..........................] - ETA: 37s - loss: 1.6588 - accuracy: 0.4054
	9216/50000 [====>.........................] - ETA: 36s - loss: 1.6533 - accuracy: 0.4065
	10240/50000 [=====>........................] - ETA: 36s - loss: 1.6541 - accuracy: 0.4050
	11264/50000 [=====>........................] - ETA: 36s - loss: 1.6493 - accuracy: 0.4061
	12288/50000 [======>.......................] - ETA: 36s - loss: 1.6502 - accuracy: 0.4064
	13312/50000 [======>.......................] - ETA: 36s - loss: 1.6513 - accuracy: 0.4068
	14336/50000 [=======>......................] - ETA: 35s - loss: 1.6481 - accuracy: 0.4088
	15360/50000 [========>.....................] - ETA: 34s - loss: 1.6428 - accuracy: 0.4111
	16384/50000 [========>.....................] - ETA: 34s - loss: 1.6416 - accuracy: 0.4116
	17408/50000 [=========>....................] - ETA: 33s - loss: 1.6396 - accuracy: 0.4118
	18432/50000 [==========>...................] - ETA: 32s - loss: 1.6355 - accuracy: 0.4147
	19456/50000 [==========>...................] - ETA: 32s - loss: 1.6337 - accuracy: 0.4166
	20480/50000 [===========>..................] - ETA: 31s - loss: 1.6317 - accuracy: 0.4170
	21504/50000 [===========>..................] - ETA: 30s - loss: 1.6276 - accuracy: 0.4193
	22528/50000 [============>.................] - ETA: 29s - loss: 1.6235 - accuracy: 0.4209
	23552/50000 [=============>................] - ETA: 28s - loss: 1.6189 - accuracy: 0.4229
	24576/50000 [=============>................] - ETA: 27s - loss: 1.6162 - accuracy: 0.4233
	25600/50000 [==============>...............] - ETA: 25s - loss: 1.6149 - accuracy: 0.4236
	26624/50000 [==============>...............] - ETA: 25s - loss: 1.6121 - accuracy: 0.4249
	27648/50000 [===============>..............] - ETA: 24s - loss: 1.6096 - accuracy: 0.4256
	28672/50000 [================>.............] - ETA: 22s - loss: 1.6093 - accuracy: 0.4254
	29696/50000 [================>.............] - ETA: 21s - loss: 1.6062 - accuracy: 0.4263
	30720/50000 [=================>............] - ETA: 20s - loss: 1.6050 - accuracy: 0.4266
	31744/50000 [==================>...........] - ETA: 19s - loss: 1.6013 - accuracy: 0.4280
	32768/50000 [==================>...........] - ETA: 18s - loss: 1.5978 - accuracy: 0.4283
	33792/50000 [===================>..........] - ETA: 17s - loss: 1.5953 - accuracy: 0.4291
	34816/50000 [===================>..........] - ETA: 16s - loss: 1.5920 - accuracy: 0.4301
	35840/50000 [====================>.........] - ETA: 15s - loss: 1.5907 - accuracy: 0.4298
	36864/50000 [=====================>........] - ETA: 14s - loss: 1.5888 - accuracy: 0.4313
	37888/50000 [=====================>........] - ETA: 13s - loss: 1.5885 - accuracy: 0.4312
	38912/50000 [======================>.......] - ETA: 12s - loss: 1.5869 - accuracy: 0.4315
	39936/50000 [======================>.......] - ETA: 10s - loss: 1.5843 - accuracy: 0.4322
	40960/50000 [=======================>......] - ETA: 9s - loss: 1.5821 - accuracy: 0.4324
	41984/50000 [========================>.....] - ETA: 8s - loss: 1.5800 - accuracy: 0.4331
	43008/50000 [========================>.....] - ETA: 7s - loss: 1.5784 - accuracy: 0.4339
	44032/50000 [=========================>....] - ETA: 6s - loss: 1.5758 - accuracy: 0.4348
	45056/50000 [==========================>...] - ETA: 5s - loss: 1.5729 - accuracy: 0.4355
	46080/50000 [==========================>...] - ETA: 4s - loss: 1.5714 - accuracy: 0.4359
	47104/50000 [===========================>..] - ETA: 3s - loss: 1.5714 - accuracy: 0.4355
	48128/50000 [===========================>..] - ETA: 2s - loss: 1.5692 - accuracy: 0.4361
	49152/50000 [============================>.] - ETA: 0s - loss: 1.5677 - accuracy: 0.4365
	50000/50000 [==============================] - 59s 1ms/sample - loss: 1.5668 - accuracy: 0.4370 - val_loss: 1.4971 - val_accuracy: 0.4596
	Epoch 3/100

	1024/50000 [..............................] - ETA: 52s - loss: 1.4510 - accuracy: 0.4717
	2048/50000 [>.............................] - ETA: 53s - loss: 1.4774 - accuracy: 0.4756
	3072/50000 [>.............................] - ETA: 52s - loss: 1.4739 - accuracy: 0.4785
	4096/50000 [=>............................] - ETA: 51s - loss: 1.4714 - accuracy: 0.4763
	5120/50000 [==>...........................] - ETA: 49s - loss: 1.4778 - accuracy: 0.4703
	6144/50000 [==>...........................] - ETA: 48s - loss: 1.4782 - accuracy: 0.4710
	7168/50000 [===>..........................] - ETA: 46s - loss: 1.4754 - accuracy: 0.4759
	8192/50000 [===>..........................] - ETA: 45s - loss: 1.4686 - accuracy: 0.4801
	9216/50000 [====>.........................] - ETA: 44s - loss: 1.4682 - accuracy: 0.4816
	10240/50000 [=====>........................] - ETA: 43s - loss: 1.4619 - accuracy: 0.4846
	11264/50000 [=====>........................] - ETA: 42s - loss: 1.4612 - accuracy: 0.4843
	12288/50000 [======>.......................] - ETA: 41s - loss: 1.4555 - accuracy: 0.4854
	13312/50000 [======>.......................] - ETA: 40s - loss: 1.4550 - accuracy: 0.4853
	14336/50000 [=======>......................] - ETA: 39s - loss: 1.4513 - accuracy: 0.4858
	15360/50000 [========>.....................] - ETA: 37s - loss: 1.4495 - accuracy: 0.4856
	16384/50000 [========>.....................] - ETA: 36s - loss: 1.4453 - accuracy: 0.4866
	17408/50000 [=========>....................] - ETA: 35s - loss: 1.4475 - accuracy: 0.4855
	18432/50000 [==========>...................] - ETA: 34s - loss: 1.4460 - accuracy: 0.4862
	19456/50000 [==========>...................] - ETA: 32s - loss: 1.4432 - accuracy: 0.4879
	20480/50000 [===========>..................] - ETA: 31s - loss: 1.4434 - accuracy: 0.4872
	21504/50000 [===========>..................] - ETA: 30s - loss: 1.4411 - accuracy: 0.4889
	22528/50000 [============>.................] - ETA: 29s - loss: 1.4391 - accuracy: 0.4898
	23552/50000 [=============>................] - ETA: 28s - loss: 1.4353 - accuracy: 0.4912
	24576/50000 [=============>................] - ETA: 27s - loss: 1.4308 - accuracy: 0.4926
	25600/50000 [==============>...............] - ETA: 26s - loss: 1.4292 - accuracy: 0.4934
	26624/50000 [==============>...............] - ETA: 25s - loss: 1.4273 - accuracy: 0.4948
	27648/50000 [===============>..............] - ETA: 23s - loss: 1.4261 - accuracy: 0.4953
	28672/50000 [================>.............] - ETA: 22s - loss: 1.4225 - accuracy: 0.4970
	29696/50000 [================>.............] - ETA: 21s - loss: 1.4213 - accuracy: 0.4977
	30720/50000 [=================>............] - ETA: 20s - loss: 1.4187 - accuracy: 0.4988
	31744/50000 [==================>...........] - ETA: 19s - loss: 1.4176 - accuracy: 0.4990
	32768/50000 [==================>...........] - ETA: 18s - loss: 1.4149 - accuracy: 0.4996
	33792/50000 [===================>..........] - ETA: 17s - loss: 1.4141 - accuracy: 0.4998
	34816/50000 [===================>..........] - ETA: 16s - loss: 1.4121 - accuracy: 0.5000
	35840/50000 [====================>.........] - ETA: 15s - loss: 1.4117 - accuracy: 0.5005
	36864/50000 [=====================>........] - ETA: 14s - loss: 1.4094 - accuracy: 0.5015
	37888/50000 [=====================>........] - ETA: 12s - loss: 1.4088 - accuracy: 0.5018
	38912/50000 [======================>.......] - ETA: 11s - loss: 1.4075 - accuracy: 0.5022
	39936/50000 [======================>.......] - ETA: 10s - loss: 1.4062 - accuracy: 0.5030
	40960/50000 [=======================>......] - ETA: 9s - loss: 1.4058 - accuracy: 0.5034
	41984/50000 [========================>.....] - ETA: 8s - loss: 1.4035 - accuracy: 0.5040
	43008/50000 [========================>.....] - ETA: 7s - loss: 1.4022 - accuracy: 0.5045
	44032/50000 [=========================>....] - ETA: 6s - loss: 1.4001 - accuracy: 0.5053
	45056/50000 [==========================>...] - ETA: 5s - loss: 1.3992 - accuracy: 0.5052
	46080/50000 [==========================>...] - ETA: 4s - loss: 1.3973 - accuracy: 0.5057
	47104/50000 [===========================>..] - ETA: 3s - loss: 1.3968 - accuracy: 0.5055
	48128/50000 [===========================>..] - ETA: 2s - loss: 1.3959 - accuracy: 0.5055
	49152/50000 [============================>.] - ETA: 0s - loss: 1.3946 - accuracy: 0.5057
	50000/50000 [==============================] - 58s 1ms/sample - loss: 1.3934 - accuracy: 0.5061 - val_loss: 1.3270 - val_accuracy: 0.5334
	Epoch 4/100

	1024/50000 [..............................] - ETA: 49s - loss: 1.3273 - accuracy: 0.5332
	2048/50000 [>.............................] - ETA: 49s - loss: 1.3465 - accuracy: 0.5278
	3072/50000 [>.............................] - ETA: 48s - loss: 1.3478 - accuracy: 0.5264
	4096/50000 [=>............................] - ETA: 48s - loss: 1.3472 - accuracy: 0.5215
	5120/50000 [==>...........................] - ETA: 47s - loss: 1.3398 - accuracy: 0.5273
	6144/50000 [==>...........................] - ETA: 47s - loss: 1.3416 - accuracy: 0.5265
	7168/50000 [===>..........................] - ETA: 46s - loss: 1.3343 - accuracy: 0.5321
	8192/50000 [===>..........................] - ETA: 46s - loss: 1.3355 - accuracy: 0.5299
	9216/50000 [====>.........................] - ETA: 45s - loss: 1.3282 - accuracy: 0.5345
	10240/50000 [=====>........................] - ETA: 44s - loss: 1.3282 - accuracy: 0.5322
	11264/50000 [=====>........................] - ETA: 43s - loss: 1.3215 - accuracy: 0.5343
	12288/50000 [======>.......................] - ETA: 42s - loss: 1.3275 - accuracy: 0.5306
	13312/50000 [======>.......................] - ETA: 41s - loss: 1.3246 - accuracy: 0.5316
	14336/50000 [=======>......................] - ETA: 40s - loss: 1.3245 - accuracy: 0.5325
	15360/50000 [========>.....................] - ETA: 39s - loss: 1.3205 - accuracy: 0.5335
	16384/50000 [========>.....................] - ETA: 38s - loss: 1.3205 - accuracy: 0.5339
	17408/50000 [=========>....................] - ETA: 37s - loss: 1.3188 - accuracy: 0.5335
	18432/50000 [==========>...................] - ETA: 36s - loss: 1.3196 - accuracy: 0.5327
	19456/50000 [==========>...................] - ETA: 34s - loss: 1.3181 - accuracy: 0.5330
	20480/50000 [===========>..................] - ETA: 33s - loss: 1.3162 - accuracy: 0.5336
	21504/50000 [===========>..................] - ETA: 32s - loss: 1.3136 - accuracy: 0.5349
	22528/50000 [============>.................] - ETA: 31s - loss: 1.3136 - accuracy: 0.5348
	23552/50000 [=============>................] - ETA: 30s - loss: 1.3139 - accuracy: 0.5343
	24576/50000 [=============>................] - ETA: 29s - loss: 1.3146 - accuracy: 0.5349
	25600/50000 [==============>...............] - ETA: 27s - loss: 1.3144 - accuracy: 0.5354
	26624/50000 [==============>...............] - ETA: 26s - loss: 1.3119 - accuracy: 0.5356
	27648/50000 [===============>..............] - ETA: 25s - loss: 1.3104 - accuracy: 0.5362
	28672/50000 [================>.............] - ETA: 24s - loss: 1.3101 - accuracy: 0.5367
	29696/50000 [================>.............] - ETA: 23s - loss: 1.3085 - accuracy: 0.5375
	30720/50000 [=================>............] - ETA: 22s - loss: 1.3096 - accuracy: 0.5372
	31744/50000 [==================>...........] - ETA: 20s - loss: 1.3058 - accuracy: 0.5391
	32768/50000 [==================>...........] - ETA: 19s - loss: 1.3060 - accuracy: 0.5393
	33792/50000 [===================>..........] - ETA: 18s - loss: 1.3046 - accuracy: 0.5399
	34816/50000 [===================>..........] - ETA: 17s - loss: 1.3037 - accuracy: 0.5401
	35840/50000 [====================>.........] - ETA: 15s - loss: 1.3013 - accuracy: 0.5407
	36864/50000 [=====================>........] - ETA: 14s - loss: 1.3008 - accuracy: 0.5409
	37888/50000 [=====================>........] - ETA: 13s - loss: 1.2983 - accuracy: 0.5420
	38912/50000 [======================>.......] - ETA: 12s - loss: 1.2978 - accuracy: 0.5424
	39936/50000 [======================>.......] - ETA: 11s - loss: 1.2956 - accuracy: 0.5435
	40960/50000 [=======================>......] - ETA: 10s - loss: 1.2964 - accuracy: 0.5434
	41984/50000 [========================>.....] - ETA: 8s - loss: 1.2936 - accuracy: 0.5440
	43008/50000 [========================>.....] - ETA: 7s - loss: 1.2933 - accuracy: 0.5439
	44032/50000 [=========================>....] - ETA: 6s - loss: 1.2927 - accuracy: 0.5442
	45056/50000 [==========================>...] - ETA: 5s - loss: 1.2926 - accuracy: 0.5437
	46080/50000 [==========================>...] - ETA: 4s - loss: 1.2913 - accuracy: 0.5445
	47104/50000 [===========================>..] - ETA: 3s - loss: 1.2904 - accuracy: 0.5451
	48128/50000 [===========================>..] - ETA: 2s - loss: 1.2905 - accuracy: 0.5452
	49152/50000 [============================>.] - ETA: 0s - loss: 1.2899 - accuracy: 0.5455
	50000/50000 [==============================] - 60s 1ms/sample - loss: 1.2890 - accuracy: 0.5460 - val_loss: 1.2384 - val_accuracy: 0.5626
	Epoch 5/100

	1024/50000 [..............................] - ETA: 53s - loss: 1.2669 - accuracy: 0.5332
	2048/50000 [>.............................] - ETA: 52s - loss: 1.2372 - accuracy: 0.5557
	3072/50000 [>.............................] - ETA: 52s - loss: 1.2375 - accuracy: 0.5615
	4096/50000 [=>............................] - ETA: 51s - loss: 1.2277 - accuracy: 0.5671
	5120/50000 [==>...........................] - ETA: 50s - loss: 1.2366 - accuracy: 0.5641
	6144/50000 [==>...........................] - ETA: 49s - loss: 1.2457 - accuracy: 0.5592
	7168/50000 [===>..........................] - ETA: 48s - loss: 1.2395 - accuracy: 0.5612
	8192/50000 [===>..........................] - ETA: 47s - loss: 1.2360 - accuracy: 0.5625
	9216/50000 [====>.........................] - ETA: 46s - loss: 1.2397 - accuracy: 0.5630
	10240/50000 [=====>........................] - ETA: 45s - loss: 1.2396 - accuracy: 0.5624
	11264/50000 [=====>........................] - ETA: 44s - loss: 1.2344 - accuracy: 0.5632
	12288/50000 [======>.......................] - ETA: 43s - loss: 1.2344 - accuracy: 0.5640
	13312/50000 [======>.......................] - ETA: 41s - loss: 1.2370 - accuracy: 0.5631
	14336/50000 [=======>......................] - ETA: 40s - loss: 1.2360 - accuracy: 0.5649
	15360/50000 [========>.....................] - ETA: 39s - loss: 1.2339 - accuracy: 0.5658
	16384/50000 [========>.....................] - ETA: 38s - loss: 1.2296 - accuracy: 0.5673
	17408/50000 [=========>....................] - ETA: 37s - loss: 1.2279 - accuracy: 0.5693
	18432/50000 [==========>...................] - ETA: 36s - loss: 1.2264 - accuracy: 0.5699
	19456/50000 [==========>...................] - ETA: 34s - loss: 1.2253 - accuracy: 0.5720
	20480/50000 [===========>..................] - ETA: 33s - loss: 1.2225 - accuracy: 0.5730
	21504/50000 [===========>..................] - ETA: 32s - loss: 1.2210 - accuracy: 0.5744
	22528/50000 [============>.................] - ETA: 31s - loss: 1.2197 - accuracy: 0.5748
	23552/50000 [=============>................] - ETA: 30s - loss: 1.2185 - accuracy: 0.5746
	24576/50000 [=============>................] - ETA: 28s - loss: 1.2143 - accuracy: 0.5754
	25600/50000 [==============>...............] - ETA: 27s - loss: 1.2128 - accuracy: 0.5764
	26624/50000 [==============>...............] - ETA: 26s - loss: 1.2126 - accuracy: 0.5771
	27648/50000 [===============>..............] - ETA: 25s - loss: 1.2102 - accuracy: 0.5786
	28672/50000 [================>.............] - ETA: 24s - loss: 1.2085 - accuracy: 0.5786
	29696/50000 [================>.............] - ETA: 23s - loss: 1.2080 - accuracy: 0.5784
	30720/50000 [=================>............] - ETA: 21s - loss: 1.2073 - accuracy: 0.5788
	31744/50000 [==================>...........] - ETA: 20s - loss: 1.2055 - accuracy: 0.5791
	32768/50000 [==================>...........] - ETA: 19s - loss: 1.2043 - accuracy: 0.5799
	33792/50000 [===================>..........] - ETA: 18s - loss: 1.2041 - accuracy: 0.5797
	34816/50000 [===================>..........] - ETA: 17s - loss: 1.2031 - accuracy: 0.5800
	35840/50000 [====================>.........] - ETA: 16s - loss: 1.2013 - accuracy: 0.5805
	36864/50000 [=====================>........] - ETA: 14s - loss: 1.2008 - accuracy: 0.5809
	37888/50000 [=====================>........] - ETA: 13s - loss: 1.2002 - accuracy: 0.5811
	38912/50000 [======================>.......] - ETA: 12s - loss: 1.2004 - accuracy: 0.5808
	39936/50000 [======================>.......] - ETA: 11s - loss: 1.1988 - accuracy: 0.5817
	40960/50000 [=======================>......] - ETA: 10s - loss: 1.1983 - accuracy: 0.5815
	41984/50000 [========================>.....] - ETA: 9s - loss: 1.1968 - accuracy: 0.5820
	43008/50000 [========================>.....] - ETA: 7s - loss: 1.1961 - accuracy: 0.5827
	44032/50000 [=========================>....] - ETA: 6s - loss: 1.1957 - accuracy: 0.5832
	45056/50000 [==========================>...] - ETA: 5s - loss: 1.1958 - accuracy: 0.5829
	46080/50000 [==========================>...] - ETA: 4s - loss: 1.1950 - accuracy: 0.5830
	47104/50000 [===========================>..] - ETA: 3s - loss: 1.1931 - accuracy: 0.5837
	48128/50000 [===========================>..] - ETA: 2s - loss: 1.1931 - accuracy: 0.5835
	49152/50000 [============================>.] - ETA: 0s - loss: 1.1928 - accuracy: 0.5837
	50000/50000 [==============================] - 61s 1ms/sample - loss: 1.1919 - accuracy: 0.5840 - val_loss: 1.2002 - val_accuracy: 0.5731
	Epoch 6/100

	1024/50000 [..............................] - ETA: 55s - loss: 1.1589 - accuracy: 0.5898
	2048/50000 [>.............................] - ETA: 53s - loss: 1.1583 - accuracy: 0.5947
	3072/50000 [>.............................] - ETA: 51s - loss: 1.1551 - accuracy: 0.5957
	4096/50000 [=>............................] - ETA: 50s - loss: 1.1481 - accuracy: 0.5994
	5120/50000 [==>...........................] - ETA: 50s - loss: 1.1555 - accuracy: 0.5969
	6144/50000 [==>...........................] - ETA: 49s - loss: 1.1465 - accuracy: 0.6003
	7168/50000 [===>..........................] - ETA: 48s - loss: 1.1590 - accuracy: 0.5958
	8192/50000 [===>..........................] - ETA: 47s - loss: 1.1490 - accuracy: 0.6006
	9216/50000 [====>.........................] - ETA: 46s - loss: 1.1468 - accuracy: 0.6022
	10240/50000 [=====>........................] - ETA: 45s - loss: 1.1488 - accuracy: 0.6021
	11264/50000 [=====>........................] - ETA: 44s - loss: 1.1438 - accuracy: 0.6036
	12288/50000 [======>.......................] - ETA: 42s - loss: 1.1374 - accuracy: 0.6047
	13312/50000 [======>.......................] - ETA: 42s - loss: 1.1370 - accuracy: 0.6057
	14336/50000 [=======>......................] - ETA: 40s - loss: 1.1393 - accuracy: 0.6048
	15360/50000 [========>.....................] - ETA: 39s - loss: 1.1374 - accuracy: 0.6040
	16384/50000 [========>.....................] - ETA: 38s - loss: 1.1386 - accuracy: 0.6035
	17408/50000 [=========>....................] - ETA: 37s - loss: 1.1383 - accuracy: 0.6037
	18432/50000 [==========>...................] - ETA: 36s - loss: 1.1422 - accuracy: 0.6025
	19456/50000 [==========>...................] - ETA: 35s - loss: 1.1398 - accuracy: 0.6032
	20480/50000 [===========>..................] - ETA: 33s - loss: 1.1438 - accuracy: 0.6017
	21504/50000 [===========>..................] - ETA: 32s - loss: 1.1417 - accuracy: 0.6027
	22528/50000 [============>.................] - ETA: 31s - loss: 1.1419 - accuracy: 0.6025
	23552/50000 [=============>................] - ETA: 30s - loss: 1.1399 - accuracy: 0.6026
	24576/50000 [=============>................] - ETA: 29s - loss: 1.1407 - accuracy: 0.6027
	25600/50000 [==============>...............] - ETA: 27s - loss: 1.1393 - accuracy: 0.6036
	26624/50000 [==============>...............] - ETA: 26s - loss: 1.1387 - accuracy: 0.6034
	27648/50000 [===============>..............] - ETA: 25s - loss: 1.1389 - accuracy: 0.6030
	28672/50000 [================>.............] - ETA: 24s - loss: 1.1366 - accuracy: 0.6039
	29696/50000 [================>.............] - ETA: 23s - loss: 1.1384 - accuracy: 0.6028
	30720/50000 [=================>............] - ETA: 22s - loss: 1.1368 - accuracy: 0.6033
	31744/50000 [==================>...........] - ETA: 21s - loss: 1.1355 - accuracy: 0.6037
	32768/50000 [==================>...........] - ETA: 20s - loss: 1.1349 - accuracy: 0.6038
	33792/50000 [===================>..........] - ETA: 18s - loss: 1.1341 - accuracy: 0.6038
	34816/50000 [===================>..........] - ETA: 17s - loss: 1.1330 - accuracy: 0.6045
	35840/50000 [====================>.........] - ETA: 16s - loss: 1.1314 - accuracy: 0.6048
	36864/50000 [=====================>........] - ETA: 15s - loss: 1.1303 - accuracy: 0.6049
	37888/50000 [=====================>........] - ETA: 14s - loss: 1.1306 - accuracy: 0.6048
	38912/50000 [======================>.......] - ETA: 12s - loss: 1.1303 - accuracy: 0.6048
	39936/50000 [======================>.......] - ETA: 11s - loss: 1.1303 - accuracy: 0.6042
	40960/50000 [=======================>......] - ETA: 10s - loss: 1.1296 - accuracy: 0.6045
	41984/50000 [========================>.....] - ETA: 9s - loss: 1.1283 - accuracy: 0.6048
	43008/50000 [========================>.....] - ETA: 8s - loss: 1.1285 - accuracy: 0.6049
	44032/50000 [=========================>....] - ETA: 6s - loss: 1.1277 - accuracy: 0.6057
	45056/50000 [==========================>...] - ETA: 5s - loss: 1.1264 - accuracy: 0.6065
	46080/50000 [==========================>...] - ETA: 4s - loss: 1.1266 - accuracy: 0.6062
	47104/50000 [===========================>..] - ETA: 3s - loss: 1.1244 - accuracy: 0.6071
	48128/50000 [===========================>..] - ETA: 2s - loss: 1.1252 - accuracy: 0.6068
	49152/50000 [============================>.] - ETA: 0s - loss: 1.1251 - accuracy: 0.6072
	50000/50000 [==============================] - 64s 1ms/sample - loss: 1.1248 - accuracy: 0.6074 - val_loss: 1.1122 - val_accuracy: 0.6120
	Epoch 7/100

	1024/50000 [..............................] - ETA: 58s - loss: 1.1458 - accuracy: 0.6143
	2048/50000 [>.............................] - ETA: 58s - loss: 1.1364 - accuracy: 0.6206
	3072/50000 [>.............................] - ETA: 56s - loss: 1.1181 - accuracy: 0.6175
	4096/50000 [=>............................] - ETA: 55s - loss: 1.1000 - accuracy: 0.6221
	5120/50000 [==>...........................] - ETA: 54s - loss: 1.1024 - accuracy: 0.6154
	6144/50000 [==>...........................] - ETA: 53s - loss: 1.0926 - accuracy: 0.6211
	7168/50000 [===>..........................] - ETA: 52s - loss: 1.0914 - accuracy: 0.6239
	8192/50000 [===>..........................] - ETA: 51s - loss: 1.0885 - accuracy: 0.6229
	9216/50000 [====>.........................] - ETA: 50s - loss: 1.0854 - accuracy: 0.6215
	10240/50000 [=====>........................] - ETA: 48s - loss: 1.0843 - accuracy: 0.6224
	11264/50000 [=====>........................] - ETA: 47s - loss: 1.0782 - accuracy: 0.6265
	12288/50000 [======>.......................] - ETA: 46s - loss: 1.0779 - accuracy: 0.6287
	13312/50000 [======>.......................] - ETA: 45s - loss: 1.0792 - accuracy: 0.6291
	14336/50000 [=======>......................] - ETA: 43s - loss: 1.0792 - accuracy: 0.6290
	15360/50000 [========>.....................] - ETA: 42s - loss: 1.0813 - accuracy: 0.6279
	16384/50000 [========>.....................] - ETA: 41s - loss: 1.0809 - accuracy: 0.6275
	17408/50000 [=========>....................] - ETA: 40s - loss: 1.0815 - accuracy: 0.6274
	18432/50000 [==========>...................] - ETA: 38s - loss: 1.0834 - accuracy: 0.6258
	19456/50000 [==========>...................] - ETA: 37s - loss: 1.0799 - accuracy: 0.6265
	20480/50000 [===========>..................] - ETA: 36s - loss: 1.0792 - accuracy: 0.6276
	21504/50000 [===========>..................] - ETA: 35s - loss: 1.0769 - accuracy: 0.6279
	22528/50000 [============>.................] - ETA: 33s - loss: 1.0756 - accuracy: 0.6285
	23552/50000 [=============>................] - ETA: 32s - loss: 1.0744 - accuracy: 0.6296
	24576/50000 [=============>................] - ETA: 31s - loss: 1.0747 - accuracy: 0.6290
	25600/50000 [==============>...............] - ETA: 30s - loss: 1.0749 - accuracy: 0.6282
	26624/50000 [==============>...............] - ETA: 28s - loss: 1.0747 - accuracy: 0.6283
	27648/50000 [===============>..............] - ETA: 27s - loss: 1.0743 - accuracy: 0.6283
	28672/50000 [================>.............] - ETA: 26s - loss: 1.0728 - accuracy: 0.6286
	29696/50000 [================>.............] - ETA: 25s - loss: 1.0717 - accuracy: 0.6290
	30720/50000 [=================>............] - ETA: 23s - loss: 1.0705 - accuracy: 0.6294
	31744/50000 [==================>...........] - ETA: 22s - loss: 1.0680 - accuracy: 0.6302
	32768/50000 [==================>...........] - ETA: 21s - loss: 1.0681 - accuracy: 0.6301
	33792/50000 [===================>..........] - ETA: 20s - loss: 1.0676 - accuracy: 0.6302
	34816/50000 [===================>..........] - ETA: 18s - loss: 1.0669 - accuracy: 0.6308
	35840/50000 [====================>.........] - ETA: 17s - loss: 1.0682 - accuracy: 0.6302
	36864/50000 [=====================>........] - ETA: 16s - loss: 1.0687 - accuracy: 0.6301
	37888/50000 [=====================>........] - ETA: 15s - loss: 1.0700 - accuracy: 0.6295
	38912/50000 [======================>.......] - ETA: 13s - loss: 1.0688 - accuracy: 0.6297
	39936/50000 [======================>.......] - ETA: 12s - loss: 1.0668 - accuracy: 0.6309
	40960/50000 [=======================>......] - ETA: 11s - loss: 1.0664 - accuracy: 0.6309
	41984/50000 [========================>.....] - ETA: 9s - loss: 1.0659 - accuracy: 0.6305
	43008/50000 [========================>.....] - ETA: 8s - loss: 1.0663 - accuracy: 0.6303
	44032/50000 [=========================>....] - ETA: 7s - loss: 1.0672 - accuracy: 0.6298
	45056/50000 [==========================>...] - ETA: 6s - loss: 1.0672 - accuracy: 0.6296
	46080/50000 [==========================>...] - ETA: 4s - loss: 1.0660 - accuracy: 0.6301
	47104/50000 [===========================>..] - ETA: 3s - loss: 1.0658 - accuracy: 0.6298
	48128/50000 [===========================>..] - ETA: 2s - loss: 1.0668 - accuracy: 0.6296
	49152/50000 [============================>.] - ETA: 1s - loss: 1.0661 - accuracy: 0.6300
	50000/50000 [==============================] - 68s 1ms/sample - loss: 1.0651 - accuracy: 0.6304 - val_loss: 1.0732 - val_accuracy: 0.6291
	Epoch 8/100

	1024/50000 [..............................] - ETA: 57s - loss: 1.0683 - accuracy: 0.6328
	2048/50000 [>.............................] - ETA: 57s - loss: 1.0681 - accuracy: 0.6343
	3072/50000 [>.............................] - ETA: 57s - loss: 1.0588 - accuracy: 0.6370
	4096/50000 [=>............................] - ETA: 55s - loss: 1.0522 - accuracy: 0.6382
	5120/50000 [==>...........................] - ETA: 55s - loss: 1.0371 - accuracy: 0.6436
	6144/50000 [==>...........................] - ETA: 54s - loss: 1.0370 - accuracy: 0.6437
	7168/50000 [===>..........................] - ETA: 53s - loss: 1.0335 - accuracy: 0.6447
	8192/50000 [===>..........................] - ETA: 52s - loss: 1.0382 - accuracy: 0.6436
	9216/50000 [====>.........................] - ETA: 51s - loss: 1.0339 - accuracy: 0.6446
	10240/50000 [=====>........................] - ETA: 49s - loss: 1.0320 - accuracy: 0.6458
	11264/50000 [=====>........................] - ETA: 48s - loss: 1.0305 - accuracy: 0.6460
	12288/50000 [======>.......................] - ETA: 47s - loss: 1.0305 - accuracy: 0.6459
	13312/50000 [======>.......................] - ETA: 45s - loss: 1.0265 - accuracy: 0.6481
	14336/50000 [=======>......................] - ETA: 44s - loss: 1.0277 - accuracy: 0.6482
	15360/50000 [========>.....................] - ETA: 43s - loss: 1.0260 - accuracy: 0.6482
	16384/50000 [========>.....................] - ETA: 42s - loss: 1.0247 - accuracy: 0.6490
	17408/50000 [=========>....................] - ETA: 40s - loss: 1.0270 - accuracy: 0.6470
	18432/50000 [==========>...................] - ETA: 39s - loss: 1.0256 - accuracy: 0.6466
	19456/50000 [==========>...................] - ETA: 37s - loss: 1.0291 - accuracy: 0.6444
	20480/50000 [===========>..................] - ETA: 36s - loss: 1.0306 - accuracy: 0.6443
	21504/50000 [===========>..................] - ETA: 35s - loss: 1.0282 - accuracy: 0.6455
	22528/50000 [============>.................] - ETA: 33s - loss: 1.0289 - accuracy: 0.6452
	23552/50000 [=============>................] - ETA: 32s - loss: 1.0278 - accuracy: 0.6457
	24576/50000 [=============>................] - ETA: 31s - loss: 1.0240 - accuracy: 0.6470
	25600/50000 [==============>...............] - ETA: 30s - loss: 1.0247 - accuracy: 0.6464
	26624/50000 [==============>...............] - ETA: 28s - loss: 1.0257 - accuracy: 0.6461
	27648/50000 [===============>..............] - ETA: 27s - loss: 1.0261 - accuracy: 0.6458
	28672/50000 [================>.............] - ETA: 26s - loss: 1.0265 - accuracy: 0.6458
	29696/50000 [================>.............] - ETA: 25s - loss: 1.0276 - accuracy: 0.6445
	30720/50000 [=================>............] - ETA: 23s - loss: 1.0276 - accuracy: 0.6447
	31744/50000 [==================>...........] - ETA: 22s - loss: 1.0266 - accuracy: 0.6451
	32768/50000 [==================>...........] - ETA: 21s - loss: 1.0279 - accuracy: 0.6445
	33792/50000 [===================>..........] - ETA: 19s - loss: 1.0257 - accuracy: 0.6454
	34816/50000 [===================>..........] - ETA: 18s - loss: 1.0278 - accuracy: 0.6440
	35840/50000 [====================>.........] - ETA: 17s - loss: 1.0268 - accuracy: 0.6447
	36864/50000 [=====================>........] - ETA: 16s - loss: 1.0283 - accuracy: 0.6443
	37888/50000 [=====================>........] - ETA: 14s - loss: 1.0261 - accuracy: 0.6451
	38912/50000 [======================>.......] - ETA: 13s - loss: 1.0253 - accuracy: 0.6453
	39936/50000 [======================>.......] - ETA: 12s - loss: 1.0226 - accuracy: 0.6461
	40960/50000 [=======================>......] - ETA: 11s - loss: 1.0238 - accuracy: 0.6457
	41984/50000 [========================>.....] - ETA: 9s - loss: 1.0244 - accuracy: 0.6455
	43008/50000 [========================>.....] - ETA: 8s - loss: 1.0260 - accuracy: 0.6443
	44032/50000 [=========================>....] - ETA: 7s - loss: 1.0257 - accuracy: 0.6446
	45056/50000 [==========================>...] - ETA: 6s - loss: 1.0267 - accuracy: 0.6444
	46080/50000 [==========================>...] - ETA: 4s - loss: 1.0263 - accuracy: 0.6446
	47104/50000 [===========================>..] - ETA: 3s - loss: 1.0264 - accuracy: 0.6448
	48128/50000 [===========================>..] - ETA: 2s - loss: 1.0257 - accuracy: 0.6448
	49152/50000 [============================>.] - ETA: 1s - loss: 1.0243 - accuracy: 0.6453
	50000/50000 [==============================] - 67s 1ms/sample - loss: 1.0250 - accuracy: 0.6453 - val_loss: 1.0537 - val_accuracy: 0.6340
	Epoch 9/100

	1024/50000 [..............................] - ETA: 57s - loss: 1.0118 - accuracy: 0.6514
	2048/50000 [>.............................] - ETA: 57s - loss: 0.9943 - accuracy: 0.6602
	3072/50000 [>.............................] - ETA: 56s - loss: 0.9794 - accuracy: 0.6605
	4096/50000 [=>............................] - ETA: 55s - loss: 0.9927 - accuracy: 0.6555
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.9967 - accuracy: 0.6541
	6144/50000 [==>...........................] - ETA: 53s - loss: 0.9871 - accuracy: 0.6595
	7168/50000 [===>..........................] - ETA: 52s - loss: 0.9873 - accuracy: 0.6604
	8192/50000 [===>..........................] - ETA: 51s - loss: 0.9851 - accuracy: 0.6599
	9216/50000 [====>.........................] - ETA: 50s - loss: 0.9764 - accuracy: 0.6635
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.9786 - accuracy: 0.6613
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.9831 - accuracy: 0.6600
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.9808 - accuracy: 0.6624
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.9836 - accuracy: 0.6616
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.9871 - accuracy: 0.6604
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.9847 - accuracy: 0.6605
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.9836 - accuracy: 0.6616
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.9817 - accuracy: 0.6610
	18432/50000 [==========>...................] - ETA: 39s - loss: 0.9819 - accuracy: 0.6615
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.9820 - accuracy: 0.6615
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.9839 - accuracy: 0.6617
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.9843 - accuracy: 0.6608
	22528/50000 [============>.................] - ETA: 33s - loss: 0.9853 - accuracy: 0.6601
	23552/50000 [=============>................] - ETA: 32s - loss: 0.9834 - accuracy: 0.6604
	24576/50000 [=============>................] - ETA: 31s - loss: 0.9816 - accuracy: 0.6611
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.9813 - accuracy: 0.6615
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.9809 - accuracy: 0.6613
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.9784 - accuracy: 0.6624
	28672/50000 [================>.............] - ETA: 26s - loss: 0.9789 - accuracy: 0.6617
	29696/50000 [================>.............] - ETA: 25s - loss: 0.9786 - accuracy: 0.6620
	30720/50000 [=================>............] - ETA: 23s - loss: 0.9793 - accuracy: 0.6618
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.9774 - accuracy: 0.6625
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.9793 - accuracy: 0.6620
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.9779 - accuracy: 0.6628
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.9796 - accuracy: 0.6621
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.9792 - accuracy: 0.6620
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.9797 - accuracy: 0.6621
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.9794 - accuracy: 0.6617
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.9781 - accuracy: 0.6621
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.9782 - accuracy: 0.6620
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.9790 - accuracy: 0.6620
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.9787 - accuracy: 0.6623
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.9801 - accuracy: 0.6616
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.9799 - accuracy: 0.6618
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.9801 - accuracy: 0.6619
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.9802 - accuracy: 0.6623
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.9799 - accuracy: 0.6624
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.9813 - accuracy: 0.6614
	49152/50000 [============================>.] - ETA: 1s - loss: 0.9819 - accuracy: 0.6611
	50000/50000 [==============================] - 67s 1ms/sample - loss: 0.9816 - accuracy: 0.6610 - val_loss: 1.0344 - val_accuracy: 0.6391
	Epoch 10/100

	1024/50000 [..............................] - ETA: 58s - loss: 0.9692 - accuracy: 0.6670
	2048/50000 [>.............................] - ETA: 58s - loss: 0.9790 - accuracy: 0.6562
	3072/50000 [>.............................] - ETA: 57s - loss: 0.9887 - accuracy: 0.6501
	4096/50000 [=>............................] - ETA: 56s - loss: 0.9873 - accuracy: 0.6531
	5120/50000 [==>...........................] - ETA: 55s - loss: 0.9793 - accuracy: 0.6578
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.9773 - accuracy: 0.6585
	7168/50000 [===>..........................] - ETA: 53s - loss: 0.9726 - accuracy: 0.6628
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.9669 - accuracy: 0.6658
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.9650 - accuracy: 0.6666
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.9632 - accuracy: 0.6661
	11264/50000 [=====>........................] - ETA: 48s - loss: 0.9688 - accuracy: 0.6669
	12288/50000 [======>.......................] - ETA: 47s - loss: 0.9659 - accuracy: 0.6688
	13312/50000 [======>.......................] - ETA: 46s - loss: 0.9696 - accuracy: 0.6662
	14336/50000 [=======>......................] - ETA: 45s - loss: 0.9653 - accuracy: 0.6672
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.9718 - accuracy: 0.6650
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.9704 - accuracy: 0.6655
	17408/50000 [=========>....................] - ETA: 41s - loss: 0.9737 - accuracy: 0.6633
	18432/50000 [==========>...................] - ETA: 39s - loss: 0.9729 - accuracy: 0.6639
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.9688 - accuracy: 0.6650
	20480/50000 [===========>..................] - ETA: 37s - loss: 0.9700 - accuracy: 0.6642
	21504/50000 [===========>..................] - ETA: 36s - loss: 0.9696 - accuracy: 0.6647
	22528/50000 [============>.................] - ETA: 34s - loss: 0.9697 - accuracy: 0.6645
	23552/50000 [=============>................] - ETA: 33s - loss: 0.9706 - accuracy: 0.6642
	24576/50000 [=============>................] - ETA: 32s - loss: 0.9692 - accuracy: 0.6637
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.9706 - accuracy: 0.6637
	26624/50000 [==============>...............] - ETA: 29s - loss: 0.9700 - accuracy: 0.6634
	27648/50000 [===============>..............] - ETA: 28s - loss: 0.9702 - accuracy: 0.6636
	28672/50000 [================>.............] - ETA: 26s - loss: 0.9703 - accuracy: 0.6637
	29696/50000 [================>.............] - ETA: 25s - loss: 0.9696 - accuracy: 0.6633
	30720/50000 [=================>............] - ETA: 24s - loss: 0.9693 - accuracy: 0.6638
	31744/50000 [==================>...........] - ETA: 23s - loss: 0.9690 - accuracy: 0.6637
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.9680 - accuracy: 0.6646
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.9667 - accuracy: 0.6651
	34816/50000 [===================>..........] - ETA: 19s - loss: 0.9654 - accuracy: 0.6656
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.9650 - accuracy: 0.6656
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.9639 - accuracy: 0.6658
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.9620 - accuracy: 0.6663
	38912/50000 [======================>.......] - ETA: 14s - loss: 0.9637 - accuracy: 0.6657
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.9632 - accuracy: 0.6662
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.9632 - accuracy: 0.6659
	41984/50000 [========================>.....] - ETA: 10s - loss: 0.9619 - accuracy: 0.6665
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.9606 - accuracy: 0.6669
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.9587 - accuracy: 0.6673
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.9581 - accuracy: 0.6672
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.9576 - accuracy: 0.6676
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.9569 - accuracy: 0.6681
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.9563 - accuracy: 0.6682
	49152/50000 [============================>.] - ETA: 1s - loss: 0.9563 - accuracy: 0.6684
	50000/50000 [==============================] - 68s 1ms/sample - loss: 0.9559 - accuracy: 0.6688 - val_loss: 0.9861 - val_accuracy: 0.6545
	Epoch 11/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.9048 - accuracy: 0.6777
	2048/50000 [>.............................] - ETA: 56s - loss: 0.8924 - accuracy: 0.6812
	3072/50000 [>.............................] - ETA: 55s - loss: 0.9046 - accuracy: 0.6807
	4096/50000 [=>............................] - ETA: 53s - loss: 0.9045 - accuracy: 0.6838
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.9123 - accuracy: 0.6801
	6144/50000 [==>...........................] - ETA: 52s - loss: 0.9148 - accuracy: 0.6808
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.9128 - accuracy: 0.6807
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.9187 - accuracy: 0.6819
	9216/50000 [====>.........................] - ETA: 49s - loss: 0.9167 - accuracy: 0.6827
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.9152 - accuracy: 0.6828
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.9120 - accuracy: 0.6849
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.9142 - accuracy: 0.6837
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.9192 - accuracy: 0.6810
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.9217 - accuracy: 0.6798
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.9224 - accuracy: 0.6792
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.9197 - accuracy: 0.6804
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.9196 - accuracy: 0.6808
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.9194 - accuracy: 0.6808
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.9188 - accuracy: 0.6810
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.9206 - accuracy: 0.6809
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.9191 - accuracy: 0.6809
	22528/50000 [============>.................] - ETA: 33s - loss: 0.9194 - accuracy: 0.6809
	23552/50000 [=============>................] - ETA: 32s - loss: 0.9189 - accuracy: 0.6816
	24576/50000 [=============>................] - ETA: 31s - loss: 0.9169 - accuracy: 0.6825
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.9197 - accuracy: 0.6820
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.9208 - accuracy: 0.6813
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.9206 - accuracy: 0.6815
	28672/50000 [================>.............] - ETA: 26s - loss: 0.9227 - accuracy: 0.6807
	29696/50000 [================>.............] - ETA: 24s - loss: 0.9222 - accuracy: 0.6810
	30720/50000 [=================>............] - ETA: 23s - loss: 0.9222 - accuracy: 0.6810
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.9225 - accuracy: 0.6814
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.9227 - accuracy: 0.6806
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.9237 - accuracy: 0.6802
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.9242 - accuracy: 0.6802
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.9234 - accuracy: 0.6806
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.9223 - accuracy: 0.6810
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.9235 - accuracy: 0.6803
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.9245 - accuracy: 0.6800
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.9264 - accuracy: 0.6793
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.9257 - accuracy: 0.6796
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.9249 - accuracy: 0.6802
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.9235 - accuracy: 0.6807
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.9234 - accuracy: 0.6808
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.9221 - accuracy: 0.6815
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.9221 - accuracy: 0.6817
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.9208 - accuracy: 0.6822
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.9215 - accuracy: 0.6820
	49152/50000 [============================>.] - ETA: 1s - loss: 0.9199 - accuracy: 0.6824
	50000/50000 [==============================] - 67s 1ms/sample - loss: 0.9201 - accuracy: 0.6826 - val_loss: 0.9630 - val_accuracy: 0.6677
	Epoch 12/100

	1024/50000 [..............................] - ETA: 54s - loss: 0.8756 - accuracy: 0.6836
	2048/50000 [>.............................] - ETA: 55s - loss: 0.8732 - accuracy: 0.6875
	3072/50000 [>.............................] - ETA: 53s - loss: 0.9063 - accuracy: 0.6790
	4096/50000 [=>............................] - ETA: 53s - loss: 0.9107 - accuracy: 0.6777
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.8983 - accuracy: 0.6822
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.9026 - accuracy: 0.6812
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.9125 - accuracy: 0.6795
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.9090 - accuracy: 0.6816
	9216/50000 [====>.........................] - ETA: 49s - loss: 0.9100 - accuracy: 0.6817
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.9096 - accuracy: 0.6815
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.9083 - accuracy: 0.6826
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.9016 - accuracy: 0.6843
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.9000 - accuracy: 0.6858
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.9007 - accuracy: 0.6862
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.8983 - accuracy: 0.6881
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.8977 - accuracy: 0.6885
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.8931 - accuracy: 0.6903
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.8923 - accuracy: 0.6909
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.8909 - accuracy: 0.6912
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.8915 - accuracy: 0.6913
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.8910 - accuracy: 0.6909
	22528/50000 [============>.................] - ETA: 33s - loss: 0.8891 - accuracy: 0.6917
	23552/50000 [=============>................] - ETA: 32s - loss: 0.8885 - accuracy: 0.6922
	24576/50000 [=============>................] - ETA: 30s - loss: 0.8902 - accuracy: 0.6916
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.8911 - accuracy: 0.6914
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.8940 - accuracy: 0.6907
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.8939 - accuracy: 0.6905
	28672/50000 [================>.............] - ETA: 26s - loss: 0.8938 - accuracy: 0.6902
	29696/50000 [================>.............] - ETA: 24s - loss: 0.8944 - accuracy: 0.6904
	30720/50000 [=================>............] - ETA: 23s - loss: 0.8942 - accuracy: 0.6902
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.8946 - accuracy: 0.6901
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.8947 - accuracy: 0.6894
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.8951 - accuracy: 0.6896
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.8952 - accuracy: 0.6899
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.8961 - accuracy: 0.6895
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.8977 - accuracy: 0.6894
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.8984 - accuracy: 0.6889
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.8977 - accuracy: 0.6893
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.8968 - accuracy: 0.6896
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.8956 - accuracy: 0.6897
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.8962 - accuracy: 0.6894
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.8961 - accuracy: 0.6894
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.8947 - accuracy: 0.6901
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.8956 - accuracy: 0.6897
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.8953 - accuracy: 0.6898
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.8955 - accuracy: 0.6896
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.8952 - accuracy: 0.6897
	49152/50000 [============================>.] - ETA: 1s - loss: 0.8947 - accuracy: 0.6897
	50000/50000 [==============================] - 67s 1ms/sample - loss: 0.8943 - accuracy: 0.6898 - val_loss: 0.9329 - val_accuracy: 0.6802
	Epoch 13/100

	1024/50000 [..............................] - ETA: 1:01 - loss: 0.8160 - accuracy: 0.7129
	2048/50000 [>.............................] - ETA: 59s - loss: 0.8647 - accuracy: 0.6982
	3072/50000 [>.............................] - ETA: 58s - loss: 0.8775 - accuracy: 0.6924
	4096/50000 [=>............................] - ETA: 56s - loss: 0.8740 - accuracy: 0.6929
	5120/50000 [==>...........................] - ETA: 55s - loss: 0.8657 - accuracy: 0.6977
	6144/50000 [==>...........................] - ETA: 55s - loss: 0.8656 - accuracy: 0.6978
	7168/50000 [===>..........................] - ETA: 53s - loss: 0.8714 - accuracy: 0.6964
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.8685 - accuracy: 0.6989
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.8717 - accuracy: 0.6988
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.8729 - accuracy: 0.6984
	11264/50000 [=====>........................] - ETA: 48s - loss: 0.8746 - accuracy: 0.6978
	12288/50000 [======>.......................] - ETA: 47s - loss: 0.8733 - accuracy: 0.6986
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.8777 - accuracy: 0.6979
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.8767 - accuracy: 0.6977
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.8753 - accuracy: 0.6990
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.8753 - accuracy: 0.6982
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.8764 - accuracy: 0.6988
	18432/50000 [==========>...................] - ETA: 39s - loss: 0.8777 - accuracy: 0.6988
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.8777 - accuracy: 0.6983
	20480/50000 [===========>..................] - ETA: 37s - loss: 0.8767 - accuracy: 0.6988
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.8749 - accuracy: 0.6998
	22528/50000 [============>.................] - ETA: 34s - loss: 0.8742 - accuracy: 0.6994
	23552/50000 [=============>................] - ETA: 33s - loss: 0.8738 - accuracy: 0.6994
	24576/50000 [=============>................] - ETA: 31s - loss: 0.8755 - accuracy: 0.6987
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.8736 - accuracy: 0.6996
	26624/50000 [==============>...............] - ETA: 29s - loss: 0.8746 - accuracy: 0.6995
	27648/50000 [===============>..............] - ETA: 28s - loss: 0.8724 - accuracy: 0.7002
	28672/50000 [================>.............] - ETA: 26s - loss: 0.8696 - accuracy: 0.7012
	29696/50000 [================>.............] - ETA: 25s - loss: 0.8682 - accuracy: 0.7020
	30720/50000 [=================>............] - ETA: 24s - loss: 0.8686 - accuracy: 0.7017
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.8697 - accuracy: 0.7012
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.8702 - accuracy: 0.7010
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.8705 - accuracy: 0.7009
	34816/50000 [===================>..........] - ETA: 19s - loss: 0.8683 - accuracy: 0.7016
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.8678 - accuracy: 0.7018
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.8695 - accuracy: 0.7012
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.8686 - accuracy: 0.7009
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.8685 - accuracy: 0.7012
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.8693 - accuracy: 0.7005
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.8676 - accuracy: 0.7011
	41984/50000 [========================>.....] - ETA: 10s - loss: 0.8671 - accuracy: 0.7009
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.8658 - accuracy: 0.7014
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.8646 - accuracy: 0.7021
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.8635 - accuracy: 0.7025
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.8631 - accuracy: 0.7026
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.8617 - accuracy: 0.7029
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.8617 - accuracy: 0.7028
	49152/50000 [============================>.] - ETA: 1s - loss: 0.8628 - accuracy: 0.7022
	50000/50000 [==============================] - 67s 1ms/sample - loss: 0.8631 - accuracy: 0.7022 - val_loss: 0.9510 - val_accuracy: 0.6742
	Epoch 14/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.7991 - accuracy: 0.7168
	2048/50000 [>.............................] - ETA: 57s - loss: 0.8332 - accuracy: 0.7080
	3072/50000 [>.............................] - ETA: 57s - loss: 0.8215 - accuracy: 0.7168
	4096/50000 [=>............................] - ETA: 56s - loss: 0.8138 - accuracy: 0.7173
	5120/50000 [==>...........................] - ETA: 55s - loss: 0.8155 - accuracy: 0.7172
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.8228 - accuracy: 0.7145
	7168/50000 [===>..........................] - ETA: 52s - loss: 0.8294 - accuracy: 0.7140
	8192/50000 [===>..........................] - ETA: 51s - loss: 0.8258 - accuracy: 0.7159
	9216/50000 [====>.........................] - ETA: 50s - loss: 0.8266 - accuracy: 0.7158
	10240/50000 [=====>........................] - ETA: 49s - loss: 0.8269 - accuracy: 0.7151
	11264/50000 [=====>........................] - ETA: 48s - loss: 0.8304 - accuracy: 0.7128
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.8356 - accuracy: 0.7098
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.8356 - accuracy: 0.7103
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.8390 - accuracy: 0.7095
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.8395 - accuracy: 0.7098
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.8382 - accuracy: 0.7113
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.8390 - accuracy: 0.7109
	18432/50000 [==========>...................] - ETA: 39s - loss: 0.8417 - accuracy: 0.7106
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.8415 - accuracy: 0.7111
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.8429 - accuracy: 0.7114
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.8427 - accuracy: 0.7114
	22528/50000 [============>.................] - ETA: 33s - loss: 0.8422 - accuracy: 0.7118
	23552/50000 [=============>................] - ETA: 32s - loss: 0.8416 - accuracy: 0.7111
	24576/50000 [=============>................] - ETA: 31s - loss: 0.8410 - accuracy: 0.7104
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.8395 - accuracy: 0.7109
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.8380 - accuracy: 0.7109
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.8390 - accuracy: 0.7107
	28672/50000 [================>.............] - ETA: 26s - loss: 0.8401 - accuracy: 0.7099
	29696/50000 [================>.............] - ETA: 24s - loss: 0.8402 - accuracy: 0.7102
	30720/50000 [=================>............] - ETA: 23s - loss: 0.8406 - accuracy: 0.7097
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.8421 - accuracy: 0.7094
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.8444 - accuracy: 0.7090
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.8442 - accuracy: 0.7084
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.8421 - accuracy: 0.7089
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.8419 - accuracy: 0.7091
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.8422 - accuracy: 0.7092
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.8417 - accuracy: 0.7092
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.8428 - accuracy: 0.7089
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.8430 - accuracy: 0.7088
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.8440 - accuracy: 0.7086
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.8426 - accuracy: 0.7088
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.8417 - accuracy: 0.7093
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.8418 - accuracy: 0.7093
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.8411 - accuracy: 0.7099
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.8396 - accuracy: 0.7104
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.8413 - accuracy: 0.7099
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.8406 - accuracy: 0.7103
	49152/50000 [============================>.] - ETA: 1s - loss: 0.8397 - accuracy: 0.7105
	50000/50000 [==============================] - 66s 1ms/sample - loss: 0.8402 - accuracy: 0.7103 - val_loss: 0.9154 - val_accuracy: 0.6887
	Epoch 15/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.8141 - accuracy: 0.7285
	2048/50000 [>.............................] - ETA: 57s - loss: 0.8266 - accuracy: 0.7241
	3072/50000 [>.............................] - ETA: 56s - loss: 0.8465 - accuracy: 0.7139
	4096/50000 [=>............................] - ETA: 55s - loss: 0.8480 - accuracy: 0.7141
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.8478 - accuracy: 0.7131
	6144/50000 [==>...........................] - ETA: 53s - loss: 0.8477 - accuracy: 0.7114
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.8421 - accuracy: 0.7130
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.8406 - accuracy: 0.7120
	9216/50000 [====>.........................] - ETA: 49s - loss: 0.8350 - accuracy: 0.7150
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.8288 - accuracy: 0.7160
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.8256 - accuracy: 0.7164
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.8240 - accuracy: 0.7174
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.8238 - accuracy: 0.7176
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.8214 - accuracy: 0.7180
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.8212 - accuracy: 0.7179
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.8236 - accuracy: 0.7170
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.8208 - accuracy: 0.7178
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.8220 - accuracy: 0.7163
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.8242 - accuracy: 0.7153
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.8246 - accuracy: 0.7150
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.8251 - accuracy: 0.7153
	22528/50000 [============>.................] - ETA: 32s - loss: 0.8253 - accuracy: 0.7160
	23552/50000 [=============>................] - ETA: 31s - loss: 0.8249 - accuracy: 0.7161
	24576/50000 [=============>................] - ETA: 30s - loss: 0.8247 - accuracy: 0.7159
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.8235 - accuracy: 0.7168
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.8250 - accuracy: 0.7157
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.8239 - accuracy: 0.7159
	28672/50000 [================>.............] - ETA: 25s - loss: 0.8214 - accuracy: 0.7170
	29696/50000 [================>.............] - ETA: 24s - loss: 0.8217 - accuracy: 0.7171
	30720/50000 [=================>............] - ETA: 23s - loss: 0.8209 - accuracy: 0.7177
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.8224 - accuracy: 0.7174
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.8225 - accuracy: 0.7170
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.8214 - accuracy: 0.7176
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.8232 - accuracy: 0.7175
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.8225 - accuracy: 0.7178
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.8223 - accuracy: 0.7176
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.8214 - accuracy: 0.7179
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.8211 - accuracy: 0.7175
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.8197 - accuracy: 0.7178
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.8201 - accuracy: 0.7178
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.8207 - accuracy: 0.7173
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.8201 - accuracy: 0.7173
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.8195 - accuracy: 0.7174
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.8201 - accuracy: 0.7171
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.8206 - accuracy: 0.7170
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.8207 - accuracy: 0.7171
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.8198 - accuracy: 0.7173
	49152/50000 [============================>.] - ETA: 0s - loss: 0.8196 - accuracy: 0.7177
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.8193 - accuracy: 0.7179 - val_loss: 0.9172 - val_accuracy: 0.6830
	Epoch 16/100

	1024/50000 [..............................] - ETA: 58s - loss: 0.7581 - accuracy: 0.7383
	2048/50000 [>.............................] - ETA: 56s - loss: 0.7964 - accuracy: 0.7207
	3072/50000 [>.............................] - ETA: 51s - loss: 0.7987 - accuracy: 0.7236
	4096/50000 [=>............................] - ETA: 48s - loss: 0.7984 - accuracy: 0.7283
	5120/50000 [==>...........................] - ETA: 46s - loss: 0.8027 - accuracy: 0.7264
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.7994 - accuracy: 0.7253
	7168/50000 [===>..........................] - ETA: 42s - loss: 0.7969 - accuracy: 0.7252
	8192/50000 [===>..........................] - ETA: 41s - loss: 0.7945 - accuracy: 0.7272
	9216/50000 [====>.........................] - ETA: 40s - loss: 0.7963 - accuracy: 0.7249
	10240/50000 [=====>........................] - ETA: 39s - loss: 0.7972 - accuracy: 0.7256
	11264/50000 [=====>........................] - ETA: 38s - loss: 0.7944 - accuracy: 0.7266
	12288/50000 [======>.......................] - ETA: 37s - loss: 0.7930 - accuracy: 0.7279
	13312/50000 [======>.......................] - ETA: 36s - loss: 0.7946 - accuracy: 0.7282
	14336/50000 [=======>......................] - ETA: 35s - loss: 0.7913 - accuracy: 0.7289
	15360/50000 [========>.....................] - ETA: 34s - loss: 0.7926 - accuracy: 0.7287
	16384/50000 [========>.....................] - ETA: 33s - loss: 0.7912 - accuracy: 0.7289
	17408/50000 [=========>....................] - ETA: 32s - loss: 0.7925 - accuracy: 0.7282
	18432/50000 [==========>...................] - ETA: 30s - loss: 0.7945 - accuracy: 0.7267
	19456/50000 [==========>...................] - ETA: 29s - loss: 0.7946 - accuracy: 0.7273
	20480/50000 [===========>..................] - ETA: 28s - loss: 0.7968 - accuracy: 0.7269
	21504/50000 [===========>..................] - ETA: 27s - loss: 0.7949 - accuracy: 0.7276
	22528/50000 [============>.................] - ETA: 26s - loss: 0.7961 - accuracy: 0.7275
	23552/50000 [=============>................] - ETA: 25s - loss: 0.7981 - accuracy: 0.7269
	24576/50000 [=============>................] - ETA: 24s - loss: 0.7974 - accuracy: 0.7275
	25600/50000 [==============>...............] - ETA: 23s - loss: 0.7983 - accuracy: 0.7266
	26624/50000 [==============>...............] - ETA: 22s - loss: 0.7982 - accuracy: 0.7269
	27648/50000 [===============>..............] - ETA: 21s - loss: 0.7971 - accuracy: 0.7274
	28672/50000 [================>.............] - ETA: 20s - loss: 0.7964 - accuracy: 0.7277
	29696/50000 [================>.............] - ETA: 19s - loss: 0.7976 - accuracy: 0.7270
	30720/50000 [=================>............] - ETA: 18s - loss: 0.7975 - accuracy: 0.7273
	31744/50000 [==================>...........] - ETA: 17s - loss: 0.7960 - accuracy: 0.7274
	32768/50000 [==================>...........] - ETA: 16s - loss: 0.7952 - accuracy: 0.7275
	33792/50000 [===================>..........] - ETA: 15s - loss: 0.7955 - accuracy: 0.7272
	34816/50000 [===================>..........] - ETA: 14s - loss: 0.7975 - accuracy: 0.7268
	35840/50000 [====================>.........] - ETA: 13s - loss: 0.7972 - accuracy: 0.7268
	36864/50000 [=====================>........] - ETA: 12s - loss: 0.7976 - accuracy: 0.7266
	37888/50000 [=====================>........] - ETA: 11s - loss: 0.7979 - accuracy: 0.7263
	38912/50000 [======================>.......] - ETA: 10s - loss: 0.7974 - accuracy: 0.7267
	39936/50000 [======================>.......] - ETA: 9s - loss: 0.7966 - accuracy: 0.7268
	40960/50000 [=======================>......] - ETA: 8s - loss: 0.7958 - accuracy: 0.7272
	41984/50000 [========================>.....] - ETA: 7s - loss: 0.7951 - accuracy: 0.7276
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.7942 - accuracy: 0.7277
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.7930 - accuracy: 0.7281
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.7925 - accuracy: 0.7284
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.7919 - accuracy: 0.7285
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.7919 - accuracy: 0.7285
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.7920 - accuracy: 0.7284
	49152/50000 [============================>.] - ETA: 0s - loss: 0.7914 - accuracy: 0.7286
	50000/50000 [==============================] - 55s 1ms/sample - loss: 0.7909 - accuracy: 0.7288 - val_loss: 0.8897 - val_accuracy: 0.6925
	Epoch 17/100

	1024/50000 [..............................] - ETA: 55s - loss: 0.8135 - accuracy: 0.7197
	2048/50000 [>.............................] - ETA: 53s - loss: 0.7883 - accuracy: 0.7339
	3072/50000 [>.............................] - ETA: 52s - loss: 0.7736 - accuracy: 0.7441
	4096/50000 [=>............................] - ETA: 51s - loss: 0.7627 - accuracy: 0.7458
	5120/50000 [==>...........................] - ETA: 50s - loss: 0.7647 - accuracy: 0.7437
	6144/50000 [==>...........................] - ETA: 48s - loss: 0.7651 - accuracy: 0.7428
	7168/50000 [===>..........................] - ETA: 47s - loss: 0.7630 - accuracy: 0.7418
	8192/50000 [===>..........................] - ETA: 46s - loss: 0.7629 - accuracy: 0.7418
	9216/50000 [====>.........................] - ETA: 44s - loss: 0.7588 - accuracy: 0.7429
	10240/50000 [=====>........................] - ETA: 43s - loss: 0.7562 - accuracy: 0.7445
	11264/50000 [=====>........................] - ETA: 42s - loss: 0.7559 - accuracy: 0.7443
	12288/50000 [======>.......................] - ETA: 41s - loss: 0.7571 - accuracy: 0.7440
	13312/50000 [======>.......................] - ETA: 40s - loss: 0.7562 - accuracy: 0.7441
	14336/50000 [=======>......................] - ETA: 40s - loss: 0.7541 - accuracy: 0.7453
	15360/50000 [========>.....................] - ETA: 39s - loss: 0.7547 - accuracy: 0.7456
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.7538 - accuracy: 0.7455
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.7572 - accuracy: 0.7443
	18432/50000 [==========>...................] - ETA: 36s - loss: 0.7572 - accuracy: 0.7446
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.7562 - accuracy: 0.7447
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.7562 - accuracy: 0.7439
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.7560 - accuracy: 0.7437
	22528/50000 [============>.................] - ETA: 32s - loss: 0.7574 - accuracy: 0.7433
	23552/50000 [=============>................] - ETA: 31s - loss: 0.7574 - accuracy: 0.7419
	24576/50000 [=============>................] - ETA: 29s - loss: 0.7588 - accuracy: 0.7410
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.7586 - accuracy: 0.7404
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.7601 - accuracy: 0.7399
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.7607 - accuracy: 0.7394
	28672/50000 [================>.............] - ETA: 25s - loss: 0.7619 - accuracy: 0.7389
	29696/50000 [================>.............] - ETA: 23s - loss: 0.7625 - accuracy: 0.7389
	30720/50000 [=================>............] - ETA: 22s - loss: 0.7626 - accuracy: 0.7384
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.7622 - accuracy: 0.7384
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.7617 - accuracy: 0.7385
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.7649 - accuracy: 0.7376
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.7638 - accuracy: 0.7384
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.7632 - accuracy: 0.7391
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.7634 - accuracy: 0.7393
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.7632 - accuracy: 0.7392
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.7627 - accuracy: 0.7394
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.7640 - accuracy: 0.7388
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.7642 - accuracy: 0.7387
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.7668 - accuracy: 0.7379
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.7669 - accuracy: 0.7377
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.7678 - accuracy: 0.7374
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.7688 - accuracy: 0.7368
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.7683 - accuracy: 0.7370
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.7675 - accuracy: 0.7368
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.7673 - accuracy: 0.7367
	49152/50000 [============================>.] - ETA: 1s - loss: 0.7682 - accuracy: 0.7365
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.7694 - accuracy: 0.7361 - val_loss: 0.8741 - val_accuracy: 0.7019
	Epoch 18/100

	1024/50000 [..............................] - ETA: 1:00 - loss: 0.7643 - accuracy: 0.7559
	2048/50000 [>.............................] - ETA: 1:00 - loss: 0.7921 - accuracy: 0.7393
	3072/50000 [>.............................] - ETA: 58s - loss: 0.7858 - accuracy: 0.7376
	4096/50000 [=>............................] - ETA: 57s - loss: 0.7701 - accuracy: 0.7407
	5120/50000 [==>...........................] - ETA: 56s - loss: 0.7800 - accuracy: 0.7398
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.7804 - accuracy: 0.7410
	7168/50000 [===>..........................] - ETA: 53s - loss: 0.7740 - accuracy: 0.7432
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.7688 - accuracy: 0.7440
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.7625 - accuracy: 0.7449
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.7606 - accuracy: 0.7444
	11264/50000 [=====>........................] - ETA: 49s - loss: 0.7576 - accuracy: 0.7443
	12288/50000 [======>.......................] - ETA: 47s - loss: 0.7549 - accuracy: 0.7458
	13312/50000 [======>.......................] - ETA: 46s - loss: 0.7538 - accuracy: 0.7462
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.7544 - accuracy: 0.7452
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.7548 - accuracy: 0.7441
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.7582 - accuracy: 0.7438
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.7572 - accuracy: 0.7431
	18432/50000 [==========>...................] - ETA: 39s - loss: 0.7583 - accuracy: 0.7428
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.7614 - accuracy: 0.7419
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.7597 - accuracy: 0.7423
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.7590 - accuracy: 0.7426
	22528/50000 [============>.................] - ETA: 34s - loss: 0.7589 - accuracy: 0.7426
	23552/50000 [=============>................] - ETA: 32s - loss: 0.7589 - accuracy: 0.7430
	24576/50000 [=============>................] - ETA: 31s - loss: 0.7581 - accuracy: 0.7434
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.7592 - accuracy: 0.7436
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.7584 - accuracy: 0.7439
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.7588 - accuracy: 0.7442
	28672/50000 [================>.............] - ETA: 26s - loss: 0.7596 - accuracy: 0.7439
	29696/50000 [================>.............] - ETA: 25s - loss: 0.7598 - accuracy: 0.7435
	30720/50000 [=================>............] - ETA: 23s - loss: 0.7594 - accuracy: 0.7429
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.7595 - accuracy: 0.7423
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.7596 - accuracy: 0.7426
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.7590 - accuracy: 0.7425
	34816/50000 [===================>..........] - ETA: 19s - loss: 0.7606 - accuracy: 0.7413
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.7617 - accuracy: 0.7409
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.7610 - accuracy: 0.7414
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.7605 - accuracy: 0.7418
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.7603 - accuracy: 0.7418
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.7586 - accuracy: 0.7423
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.7599 - accuracy: 0.7419
	41984/50000 [========================>.....] - ETA: 10s - loss: 0.7585 - accuracy: 0.7423
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.7579 - accuracy: 0.7422
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.7578 - accuracy: 0.7420
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.7581 - accuracy: 0.7416
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.7583 - accuracy: 0.7414
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.7591 - accuracy: 0.7415
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.7580 - accuracy: 0.7416
	49152/50000 [============================>.] - ETA: 1s - loss: 0.7577 - accuracy: 0.7419
	50000/50000 [==============================] - 66s 1ms/sample - loss: 0.7585 - accuracy: 0.7414 - val_loss: 0.8795 - val_accuracy: 0.7005
	Epoch 19/100

	1024/50000 [..............................] - ETA: 56s - loss: 0.7186 - accuracy: 0.7461
	2048/50000 [>.............................] - ETA: 56s - loss: 0.7195 - accuracy: 0.7466
	3072/50000 [>.............................] - ETA: 56s - loss: 0.7092 - accuracy: 0.7529
	4096/50000 [=>............................] - ETA: 55s - loss: 0.7394 - accuracy: 0.7446
	5120/50000 [==>...........................] - ETA: 53s - loss: 0.7405 - accuracy: 0.7453
	6144/50000 [==>...........................] - ETA: 52s - loss: 0.7504 - accuracy: 0.7446
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.7454 - accuracy: 0.7467
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.7425 - accuracy: 0.7458
	9216/50000 [====>.........................] - ETA: 49s - loss: 0.7438 - accuracy: 0.7459
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.7428 - accuracy: 0.7464
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.7413 - accuracy: 0.7457
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.7386 - accuracy: 0.7471
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.7403 - accuracy: 0.7465
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.7385 - accuracy: 0.7473
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.7402 - accuracy: 0.7464
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.7386 - accuracy: 0.7482
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.7403 - accuracy: 0.7475
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.7382 - accuracy: 0.7483
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.7367 - accuracy: 0.7497
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.7357 - accuracy: 0.7500
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.7364 - accuracy: 0.7496
	22528/50000 [============>.................] - ETA: 32s - loss: 0.7352 - accuracy: 0.7505
	23552/50000 [=============>................] - ETA: 31s - loss: 0.7341 - accuracy: 0.7505
	24576/50000 [=============>................] - ETA: 30s - loss: 0.7348 - accuracy: 0.7503
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.7346 - accuracy: 0.7498
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.7324 - accuracy: 0.7500
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.7315 - accuracy: 0.7506
	28672/50000 [================>.............] - ETA: 25s - loss: 0.7314 - accuracy: 0.7505
	29696/50000 [================>.............] - ETA: 24s - loss: 0.7324 - accuracy: 0.7504
	30720/50000 [=================>............] - ETA: 22s - loss: 0.7328 - accuracy: 0.7502
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.7339 - accuracy: 0.7497
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.7339 - accuracy: 0.7497
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.7330 - accuracy: 0.7503
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.7319 - accuracy: 0.7507
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.7335 - accuracy: 0.7505
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.7341 - accuracy: 0.7507
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.7344 - accuracy: 0.7506
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.7352 - accuracy: 0.7506
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.7338 - accuracy: 0.7511
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.7342 - accuracy: 0.7508
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.7336 - accuracy: 0.7512
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.7343 - accuracy: 0.7512
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.7337 - accuracy: 0.7513
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.7341 - accuracy: 0.7511
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.7356 - accuracy: 0.7507
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.7359 - accuracy: 0.7505
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.7369 - accuracy: 0.7501
	49152/50000 [============================>.] - ETA: 1s - loss: 0.7378 - accuracy: 0.7498
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.7376 - accuracy: 0.7500 - val_loss: 0.8856 - val_accuracy: 0.6936
	Epoch 20/100

	1024/50000 [..............................] - ETA: 53s - loss: 0.7655 - accuracy: 0.7236
	2048/50000 [>.............................] - ETA: 53s - loss: 0.7686 - accuracy: 0.7349
	3072/50000 [>.............................] - ETA: 53s - loss: 0.7440 - accuracy: 0.7474
	4096/50000 [=>............................] - ETA: 52s - loss: 0.7531 - accuracy: 0.7429
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.7511 - accuracy: 0.7459
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.7445 - accuracy: 0.7480
	7168/50000 [===>..........................] - ETA: 49s - loss: 0.7395 - accuracy: 0.7473
	8192/50000 [===>..........................] - ETA: 48s - loss: 0.7291 - accuracy: 0.7509
	9216/50000 [====>.........................] - ETA: 46s - loss: 0.7259 - accuracy: 0.7516
	10240/50000 [=====>........................] - ETA: 45s - loss: 0.7249 - accuracy: 0.7521
	11264/50000 [=====>........................] - ETA: 44s - loss: 0.7258 - accuracy: 0.7519
	12288/50000 [======>.......................] - ETA: 43s - loss: 0.7257 - accuracy: 0.7520
	13312/50000 [======>.......................] - ETA: 42s - loss: 0.7250 - accuracy: 0.7516
	14336/50000 [=======>......................] - ETA: 41s - loss: 0.7252 - accuracy: 0.7513
	15360/50000 [========>.....................] - ETA: 39s - loss: 0.7267 - accuracy: 0.7509
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.7259 - accuracy: 0.7518
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.7227 - accuracy: 0.7528
	18432/50000 [==========>...................] - ETA: 36s - loss: 0.7234 - accuracy: 0.7531
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.7204 - accuracy: 0.7540
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.7171 - accuracy: 0.7547
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.7188 - accuracy: 0.7536
	22528/50000 [============>.................] - ETA: 32s - loss: 0.7173 - accuracy: 0.7537
	23552/50000 [=============>................] - ETA: 31s - loss: 0.7168 - accuracy: 0.7539
	24576/50000 [=============>................] - ETA: 29s - loss: 0.7182 - accuracy: 0.7529
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.7175 - accuracy: 0.7534
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.7178 - accuracy: 0.7532
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.7169 - accuracy: 0.7528
	28672/50000 [================>.............] - ETA: 25s - loss: 0.7170 - accuracy: 0.7531
	29696/50000 [================>.............] - ETA: 24s - loss: 0.7180 - accuracy: 0.7525
	30720/50000 [=================>............] - ETA: 23s - loss: 0.7168 - accuracy: 0.7533
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.7184 - accuracy: 0.7528
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.7192 - accuracy: 0.7531
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.7182 - accuracy: 0.7533
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.7183 - accuracy: 0.7533
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.7169 - accuracy: 0.7541
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.7143 - accuracy: 0.7553
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.7148 - accuracy: 0.7544
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.7141 - accuracy: 0.7547
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.7136 - accuracy: 0.7547
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.7141 - accuracy: 0.7545
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.7137 - accuracy: 0.7550
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.7137 - accuracy: 0.7552
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.7135 - accuracy: 0.7553
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.7128 - accuracy: 0.7555
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.7152 - accuracy: 0.7551
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.7143 - accuracy: 0.7556
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.7128 - accuracy: 0.7565
	49152/50000 [============================>.] - ETA: 1s - loss: 0.7128 - accuracy: 0.7567
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.7121 - accuracy: 0.7569 - val_loss: 0.8495 - val_accuracy: 0.7080
	Epoch 21/100

	1024/50000 [..............................] - ETA: 1:00 - loss: 0.6950 - accuracy: 0.7646
	2048/50000 [>.............................] - ETA: 57s - loss: 0.7035 - accuracy: 0.7495
	3072/50000 [>.............................] - ETA: 55s - loss: 0.7108 - accuracy: 0.7484
	4096/50000 [=>............................] - ETA: 53s - loss: 0.7040 - accuracy: 0.7498
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.6910 - accuracy: 0.7555
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.6892 - accuracy: 0.7593
	7168/50000 [===>..........................] - ETA: 49s - loss: 0.6874 - accuracy: 0.7621
	8192/50000 [===>..........................] - ETA: 47s - loss: 0.6827 - accuracy: 0.7645
	9216/50000 [====>.........................] - ETA: 46s - loss: 0.6873 - accuracy: 0.7636
	10240/50000 [=====>........................] - ETA: 45s - loss: 0.6867 - accuracy: 0.7641
	11264/50000 [=====>........................] - ETA: 44s - loss: 0.6889 - accuracy: 0.7636
	12288/50000 [======>.......................] - ETA: 43s - loss: 0.6898 - accuracy: 0.7633
	13312/50000 [======>.......................] - ETA: 42s - loss: 0.6898 - accuracy: 0.7631
	14336/50000 [=======>......................] - ETA: 41s - loss: 0.6896 - accuracy: 0.7625
	15360/50000 [========>.....................] - ETA: 39s - loss: 0.6898 - accuracy: 0.7624
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.6902 - accuracy: 0.7618
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.6870 - accuracy: 0.7630
	18432/50000 [==========>...................] - ETA: 36s - loss: 0.6892 - accuracy: 0.7629
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.6905 - accuracy: 0.7624
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.6879 - accuracy: 0.7630
	21504/50000 [===========>..................] - ETA: 32s - loss: 0.6882 - accuracy: 0.7624
	22528/50000 [============>.................] - ETA: 31s - loss: 0.6873 - accuracy: 0.7631
	23552/50000 [=============>................] - ETA: 30s - loss: 0.6872 - accuracy: 0.7635
	24576/50000 [=============>................] - ETA: 29s - loss: 0.6888 - accuracy: 0.7633
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.6888 - accuracy: 0.7636
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.6851 - accuracy: 0.7652
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.6834 - accuracy: 0.7661
	28672/50000 [================>.............] - ETA: 24s - loss: 0.6818 - accuracy: 0.7669
	29696/50000 [================>.............] - ETA: 23s - loss: 0.6807 - accuracy: 0.7676
	30720/50000 [=================>............] - ETA: 22s - loss: 0.6811 - accuracy: 0.7673
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.6803 - accuracy: 0.7674
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.6817 - accuracy: 0.7665
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.6829 - accuracy: 0.7662
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.6828 - accuracy: 0.7660
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.6825 - accuracy: 0.7660
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.6805 - accuracy: 0.7670
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.6823 - accuracy: 0.7668
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.6844 - accuracy: 0.7663
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.6846 - accuracy: 0.7661
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.6858 - accuracy: 0.7660
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.6852 - accuracy: 0.7664
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.6867 - accuracy: 0.7659
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.6875 - accuracy: 0.7656
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.6883 - accuracy: 0.7652
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.6876 - accuracy: 0.7654
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.6885 - accuracy: 0.7652
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.6885 - accuracy: 0.7650
	49152/50000 [============================>.] - ETA: 0s - loss: 0.6892 - accuracy: 0.7649
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.6890 - accuracy: 0.7649 - val_loss: 0.8544 - val_accuracy: 0.7103
	Epoch 22/100

	1024/50000 [..............................] - ETA: 54s - loss: 0.6778 - accuracy: 0.7725
	2048/50000 [>.............................] - ETA: 56s - loss: 0.6678 - accuracy: 0.7759
	3072/50000 [>.............................] - ETA: 55s - loss: 0.6836 - accuracy: 0.7702
	4096/50000 [=>............................] - ETA: 54s - loss: 0.7046 - accuracy: 0.7634
	5120/50000 [==>...........................] - ETA: 53s - loss: 0.7026 - accuracy: 0.7619
	6144/50000 [==>...........................] - ETA: 52s - loss: 0.6963 - accuracy: 0.7645
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.7001 - accuracy: 0.7631
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.6962 - accuracy: 0.7650
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.6937 - accuracy: 0.7651
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.6949 - accuracy: 0.7642
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.6942 - accuracy: 0.7643
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.6951 - accuracy: 0.7635
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.6955 - accuracy: 0.7622
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.6942 - accuracy: 0.7623
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.6937 - accuracy: 0.7636
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.6913 - accuracy: 0.7646
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.6914 - accuracy: 0.7648
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.6906 - accuracy: 0.7655
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.6887 - accuracy: 0.7658
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.6879 - accuracy: 0.7667
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.6887 - accuracy: 0.7670
	22528/50000 [============>.................] - ETA: 33s - loss: 0.6875 - accuracy: 0.7670
	23552/50000 [=============>................] - ETA: 31s - loss: 0.6870 - accuracy: 0.7671
	24576/50000 [=============>................] - ETA: 30s - loss: 0.6868 - accuracy: 0.7672
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.6850 - accuracy: 0.7672
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.6861 - accuracy: 0.7672
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.6843 - accuracy: 0.7674
	28672/50000 [================>.............] - ETA: 25s - loss: 0.6842 - accuracy: 0.7676
	29696/50000 [================>.............] - ETA: 24s - loss: 0.6845 - accuracy: 0.7669
	30720/50000 [=================>............] - ETA: 23s - loss: 0.6841 - accuracy: 0.7673
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.6844 - accuracy: 0.7670
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.6839 - accuracy: 0.7670
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.6837 - accuracy: 0.7670
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.6842 - accuracy: 0.7668
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.6840 - accuracy: 0.7671
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.6851 - accuracy: 0.7670
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.6860 - accuracy: 0.7666
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.6881 - accuracy: 0.7655
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.6861 - accuracy: 0.7663
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.6846 - accuracy: 0.7671
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.6843 - accuracy: 0.7673
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.6846 - accuracy: 0.7667
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.6837 - accuracy: 0.7670
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.6832 - accuracy: 0.7670
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.6816 - accuracy: 0.7674
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.6816 - accuracy: 0.7673
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.6823 - accuracy: 0.7669
	49152/50000 [============================>.] - ETA: 1s - loss: 0.6819 - accuracy: 0.7669
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.6826 - accuracy: 0.7666 - val_loss: 0.8662 - val_accuracy: 0.7099
	Epoch 23/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.7211 - accuracy: 0.7480
	2048/50000 [>.............................] - ETA: 56s - loss: 0.6796 - accuracy: 0.7642
	3072/50000 [>.............................] - ETA: 55s - loss: 0.6678 - accuracy: 0.7692
	4096/50000 [=>............................] - ETA: 53s - loss: 0.6665 - accuracy: 0.7686
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.6767 - accuracy: 0.7609
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.6676 - accuracy: 0.7648
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.6687 - accuracy: 0.7649
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.6637 - accuracy: 0.7686
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.6614 - accuracy: 0.7704
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.6562 - accuracy: 0.7729
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.6568 - accuracy: 0.7725
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.6631 - accuracy: 0.7701
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.6621 - accuracy: 0.7701
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.6626 - accuracy: 0.7704
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.6611 - accuracy: 0.7698
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.6634 - accuracy: 0.7693
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.6646 - accuracy: 0.7683
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.6659 - accuracy: 0.7675
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.6661 - accuracy: 0.7670
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.6652 - accuracy: 0.7671
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.6663 - accuracy: 0.7666
	22528/50000 [============>.................] - ETA: 33s - loss: 0.6655 - accuracy: 0.7669
	23552/50000 [=============>................] - ETA: 31s - loss: 0.6652 - accuracy: 0.7673
	24576/50000 [=============>................] - ETA: 30s - loss: 0.6654 - accuracy: 0.7675
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.6637 - accuracy: 0.7684
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.6640 - accuracy: 0.7684
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.6642 - accuracy: 0.7689
	28672/50000 [================>.............] - ETA: 25s - loss: 0.6646 - accuracy: 0.7690
	29696/50000 [================>.............] - ETA: 24s - loss: 0.6639 - accuracy: 0.7695
	30720/50000 [=================>............] - ETA: 23s - loss: 0.6620 - accuracy: 0.7704
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.6615 - accuracy: 0.7709
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.6602 - accuracy: 0.7714
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.6606 - accuracy: 0.7712
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.6601 - accuracy: 0.7710
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.6608 - accuracy: 0.7705
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.6587 - accuracy: 0.7717
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.6586 - accuracy: 0.7719
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.6594 - accuracy: 0.7718
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.6604 - accuracy: 0.7717
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.6618 - accuracy: 0.7713
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.6620 - accuracy: 0.7714
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.6638 - accuracy: 0.7709
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.6633 - accuracy: 0.7710
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.6639 - accuracy: 0.7708
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.6640 - accuracy: 0.7707
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.6653 - accuracy: 0.7705
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.6652 - accuracy: 0.7709
	49152/50000 [============================>.] - ETA: 1s - loss: 0.6657 - accuracy: 0.7711
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.6658 - accuracy: 0.7713 - val_loss: 0.8530 - val_accuracy: 0.7070
	Epoch 24/100

	1024/50000 [..............................] - ETA: 55s - loss: 0.6513 - accuracy: 0.7852
	2048/50000 [>.............................] - ETA: 54s - loss: 0.6572 - accuracy: 0.7788
	3072/50000 [>.............................] - ETA: 53s - loss: 0.6550 - accuracy: 0.7780
	4096/50000 [=>............................] - ETA: 52s - loss: 0.6582 - accuracy: 0.7744
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.6499 - accuracy: 0.7752
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.6454 - accuracy: 0.7769
	7168/50000 [===>..........................] - ETA: 49s - loss: 0.6490 - accuracy: 0.7782
	8192/50000 [===>..........................] - ETA: 48s - loss: 0.6494 - accuracy: 0.7772
	9216/50000 [====>.........................] - ETA: 47s - loss: 0.6545 - accuracy: 0.7757
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.6610 - accuracy: 0.7734
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.6571 - accuracy: 0.7757
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.6570 - accuracy: 0.7757
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.6594 - accuracy: 0.7742
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.6615 - accuracy: 0.7737
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.6598 - accuracy: 0.7748
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.6575 - accuracy: 0.7756
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.6620 - accuracy: 0.7746
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.6660 - accuracy: 0.7733
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.6623 - accuracy: 0.7746
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.6646 - accuracy: 0.7741
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.6624 - accuracy: 0.7747
	22528/50000 [============>.................] - ETA: 33s - loss: 0.6621 - accuracy: 0.7749
	23552/50000 [=============>................] - ETA: 31s - loss: 0.6641 - accuracy: 0.7745
	24576/50000 [=============>................] - ETA: 30s - loss: 0.6637 - accuracy: 0.7746
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.6613 - accuracy: 0.7752
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.6613 - accuracy: 0.7749
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.6598 - accuracy: 0.7756
	28672/50000 [================>.............] - ETA: 25s - loss: 0.6587 - accuracy: 0.7758
	29696/50000 [================>.............] - ETA: 24s - loss: 0.6571 - accuracy: 0.7766
	30720/50000 [=================>............] - ETA: 22s - loss: 0.6596 - accuracy: 0.7756
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.6587 - accuracy: 0.7757
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.6580 - accuracy: 0.7759
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.6569 - accuracy: 0.7762
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.6551 - accuracy: 0.7770
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.6548 - accuracy: 0.7770
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.6537 - accuracy: 0.7777
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.6529 - accuracy: 0.7780
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.6519 - accuracy: 0.7784
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.6513 - accuracy: 0.7785
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.6509 - accuracy: 0.7784
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.6503 - accuracy: 0.7784
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.6495 - accuracy: 0.7783
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.6505 - accuracy: 0.7778
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.6508 - accuracy: 0.7773
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.6500 - accuracy: 0.7775
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.6505 - accuracy: 0.7772
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.6509 - accuracy: 0.7768
	49152/50000 [============================>.] - ETA: 0s - loss: 0.6506 - accuracy: 0.7769
	50000/50000 [==============================] - 63s 1ms/sample - loss: 0.6511 - accuracy: 0.7763 - val_loss: 0.8377 - val_accuracy: 0.7158
	Epoch 25/100

	1024/50000 [..............................] - ETA: 55s - loss: 0.6204 - accuracy: 0.7930
	2048/50000 [>.............................] - ETA: 53s - loss: 0.5899 - accuracy: 0.7988
	3072/50000 [>.............................] - ETA: 53s - loss: 0.5934 - accuracy: 0.7962
	4096/50000 [=>............................] - ETA: 52s - loss: 0.6041 - accuracy: 0.7939
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.6056 - accuracy: 0.7947
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.6106 - accuracy: 0.7904
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.6193 - accuracy: 0.7895
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.6206 - accuracy: 0.7897
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.6205 - accuracy: 0.7900
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.6245 - accuracy: 0.7872
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.6222 - accuracy: 0.7889
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.6274 - accuracy: 0.7866
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.6305 - accuracy: 0.7850
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.6317 - accuracy: 0.7846
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.6344 - accuracy: 0.7839
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.6372 - accuracy: 0.7819
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.6381 - accuracy: 0.7830
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.6400 - accuracy: 0.7818
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.6375 - accuracy: 0.7824
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.6345 - accuracy: 0.7839
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.6360 - accuracy: 0.7827
	22528/50000 [============>.................] - ETA: 33s - loss: 0.6344 - accuracy: 0.7830
	23552/50000 [=============>................] - ETA: 31s - loss: 0.6359 - accuracy: 0.7824
	24576/50000 [=============>................] - ETA: 30s - loss: 0.6358 - accuracy: 0.7821
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.6384 - accuracy: 0.7809
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.6383 - accuracy: 0.7808
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.6371 - accuracy: 0.7812
	28672/50000 [================>.............] - ETA: 25s - loss: 0.6372 - accuracy: 0.7818
	29696/50000 [================>.............] - ETA: 24s - loss: 0.6384 - accuracy: 0.7816
	30720/50000 [=================>............] - ETA: 23s - loss: 0.6386 - accuracy: 0.7813
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.6397 - accuracy: 0.7807
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.6407 - accuracy: 0.7805
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.6412 - accuracy: 0.7805
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.6431 - accuracy: 0.7802
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.6440 - accuracy: 0.7798
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.6439 - accuracy: 0.7797
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.6436 - accuracy: 0.7796
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.6441 - accuracy: 0.7793
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.6432 - accuracy: 0.7795
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.6417 - accuracy: 0.7800
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.6414 - accuracy: 0.7803
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.6405 - accuracy: 0.7805
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.6409 - accuracy: 0.7803
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.6409 - accuracy: 0.7808
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.6398 - accuracy: 0.7814
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.6394 - accuracy: 0.7814
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.6396 - accuracy: 0.7812
	49152/50000 [============================>.] - ETA: 1s - loss: 0.6405 - accuracy: 0.7811
	50000/50000 [==============================] - 66s 1ms/sample - loss: 0.6404 - accuracy: 0.7811 - val_loss: 0.8121 - val_accuracy: 0.7257
	Epoch 26/100

	1024/50000 [..............................] - ETA: 1:02 - loss: 0.5858 - accuracy: 0.8076
	2048/50000 [>.............................] - ETA: 58s - loss: 0.5972 - accuracy: 0.8008
	3072/50000 [>.............................] - ETA: 56s - loss: 0.5910 - accuracy: 0.8031
	4096/50000 [=>............................] - ETA: 55s - loss: 0.5860 - accuracy: 0.8022
	5120/50000 [==>...........................] - ETA: 53s - loss: 0.5872 - accuracy: 0.8027
	6144/50000 [==>...........................] - ETA: 52s - loss: 0.5821 - accuracy: 0.8052
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.5844 - accuracy: 0.8025
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.5850 - accuracy: 0.8013
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.5839 - accuracy: 0.8022
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.5823 - accuracy: 0.8027
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.5855 - accuracy: 0.8010
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.5865 - accuracy: 0.8009
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.5888 - accuracy: 0.7998
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.5899 - accuracy: 0.7995
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.5867 - accuracy: 0.8013
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.5896 - accuracy: 0.8002
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.5918 - accuracy: 0.7991
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.5944 - accuracy: 0.7981
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.5965 - accuracy: 0.7969
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.5979 - accuracy: 0.7961
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.5978 - accuracy: 0.7964
	22528/50000 [============>.................] - ETA: 33s - loss: 0.5977 - accuracy: 0.7959
	23552/50000 [=============>................] - ETA: 32s - loss: 0.5974 - accuracy: 0.7955
	24576/50000 [=============>................] - ETA: 30s - loss: 0.5991 - accuracy: 0.7953
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.5985 - accuracy: 0.7956
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.5996 - accuracy: 0.7954
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.5984 - accuracy: 0.7957
	28672/50000 [================>.............] - ETA: 26s - loss: 0.6010 - accuracy: 0.7951
	29696/50000 [================>.............] - ETA: 24s - loss: 0.6020 - accuracy: 0.7948
	30720/50000 [=================>............] - ETA: 23s - loss: 0.6029 - accuracy: 0.7946
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.6034 - accuracy: 0.7943
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.6048 - accuracy: 0.7941
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.6047 - accuracy: 0.7944
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.6080 - accuracy: 0.7932
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.6080 - accuracy: 0.7929
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.6071 - accuracy: 0.7933
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.6069 - accuracy: 0.7934
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.6061 - accuracy: 0.7935
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.6071 - accuracy: 0.7934
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.6081 - accuracy: 0.7928
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.6094 - accuracy: 0.7923
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.6100 - accuracy: 0.7920
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.6098 - accuracy: 0.7920
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.6106 - accuracy: 0.7915
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.6114 - accuracy: 0.7914
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.6116 - accuracy: 0.7913
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.6120 - accuracy: 0.7911
	49152/50000 [============================>.] - ETA: 1s - loss: 0.6124 - accuracy: 0.7908
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.6124 - accuracy: 0.7909 - val_loss: 0.8233 - val_accuracy: 0.7232
	Epoch 27/100

	1024/50000 [..............................] - ETA: 55s - loss: 0.5461 - accuracy: 0.8232
	2048/50000 [>.............................] - ETA: 55s - loss: 0.5845 - accuracy: 0.8037
	3072/50000 [>.............................] - ETA: 55s - loss: 0.5922 - accuracy: 0.7998
	4096/50000 [=>............................] - ETA: 54s - loss: 0.6048 - accuracy: 0.7964
	5120/50000 [==>...........................] - ETA: 53s - loss: 0.6005 - accuracy: 0.7973
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.6150 - accuracy: 0.7912
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.6173 - accuracy: 0.7899
	8192/50000 [===>..........................] - ETA: 48s - loss: 0.6165 - accuracy: 0.7899
	9216/50000 [====>.........................] - ETA: 47s - loss: 0.6174 - accuracy: 0.7887
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.6210 - accuracy: 0.7883
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.6226 - accuracy: 0.7881
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.6196 - accuracy: 0.7893
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.6227 - accuracy: 0.7879
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.6224 - accuracy: 0.7876
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.6215 - accuracy: 0.7884
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.6182 - accuracy: 0.7888
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.6174 - accuracy: 0.7889
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.6151 - accuracy: 0.7895
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.6154 - accuracy: 0.7896
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.6121 - accuracy: 0.7896
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.6155 - accuracy: 0.7886
	22528/50000 [============>.................] - ETA: 32s - loss: 0.6114 - accuracy: 0.7900
	23552/50000 [=============>................] - ETA: 31s - loss: 0.6125 - accuracy: 0.7897
	24576/50000 [=============>................] - ETA: 30s - loss: 0.6093 - accuracy: 0.7906
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.6094 - accuracy: 0.7911
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.6102 - accuracy: 0.7908
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.6088 - accuracy: 0.7913
	28672/50000 [================>.............] - ETA: 25s - loss: 0.6087 - accuracy: 0.7917
	29696/50000 [================>.............] - ETA: 24s - loss: 0.6079 - accuracy: 0.7922
	30720/50000 [=================>............] - ETA: 23s - loss: 0.6096 - accuracy: 0.7916
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.6091 - accuracy: 0.7916
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.6118 - accuracy: 0.7906
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.6105 - accuracy: 0.7908
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.6107 - accuracy: 0.7912
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.6099 - accuracy: 0.7916
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.6097 - accuracy: 0.7913
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.6097 - accuracy: 0.7910
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.6102 - accuracy: 0.7906
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.6111 - accuracy: 0.7905
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.6107 - accuracy: 0.7903
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.6094 - accuracy: 0.7906
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.6088 - accuracy: 0.7905
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.6080 - accuracy: 0.7905
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.6081 - accuracy: 0.7906
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.6070 - accuracy: 0.7911
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.6075 - accuracy: 0.7910
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.6091 - accuracy: 0.7907
	49152/50000 [============================>.] - ETA: 1s - loss: 0.6097 - accuracy: 0.7906
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.6102 - accuracy: 0.7907 - val_loss: 0.8322 - val_accuracy: 0.7227
	Epoch 28/100

	1024/50000 [..............................] - ETA: 56s - loss: 0.5839 - accuracy: 0.8135
	2048/50000 [>.............................] - ETA: 53s - loss: 0.5715 - accuracy: 0.8052
	3072/50000 [>.............................] - ETA: 53s - loss: 0.5803 - accuracy: 0.7988
	4096/50000 [=>............................] - ETA: 52s - loss: 0.5677 - accuracy: 0.8044
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.5665 - accuracy: 0.8074
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.5753 - accuracy: 0.8040
	7168/50000 [===>..........................] - ETA: 49s - loss: 0.5794 - accuracy: 0.8032
	8192/50000 [===>..........................] - ETA: 48s - loss: 0.5795 - accuracy: 0.8030
	9216/50000 [====>.........................] - ETA: 47s - loss: 0.5816 - accuracy: 0.8035
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.5823 - accuracy: 0.8021
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.5821 - accuracy: 0.8024
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.5823 - accuracy: 0.8025
	13312/50000 [======>.......................] - ETA: 42s - loss: 0.5833 - accuracy: 0.8021
	14336/50000 [=======>......................] - ETA: 41s - loss: 0.5843 - accuracy: 0.8020
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.5841 - accuracy: 0.8014
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.5896 - accuracy: 0.7986
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.5896 - accuracy: 0.7996
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.5883 - accuracy: 0.7999
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.5872 - accuracy: 0.8002
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.5890 - accuracy: 0.7990
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.5888 - accuracy: 0.7994
	22528/50000 [============>.................] - ETA: 32s - loss: 0.5883 - accuracy: 0.7998
	23552/50000 [=============>................] - ETA: 31s - loss: 0.5877 - accuracy: 0.8001
	24576/50000 [=============>................] - ETA: 30s - loss: 0.5874 - accuracy: 0.7998
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.5870 - accuracy: 0.8000
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.5858 - accuracy: 0.8002
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.5859 - accuracy: 0.8001
	28672/50000 [================>.............] - ETA: 25s - loss: 0.5853 - accuracy: 0.8000
	29696/50000 [================>.............] - ETA: 24s - loss: 0.5860 - accuracy: 0.8002
	30720/50000 [=================>............] - ETA: 23s - loss: 0.5846 - accuracy: 0.8003
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.5853 - accuracy: 0.8002
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.5836 - accuracy: 0.8009
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.5834 - accuracy: 0.8010
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.5817 - accuracy: 0.8016
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.5817 - accuracy: 0.8014
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.5808 - accuracy: 0.8019
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.5811 - accuracy: 0.8016
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.5812 - accuracy: 0.8013
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.5822 - accuracy: 0.8012
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.5820 - accuracy: 0.8014
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.5812 - accuracy: 0.8013
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.5818 - accuracy: 0.8011
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.5810 - accuracy: 0.8013
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.5804 - accuracy: 0.8013
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.5805 - accuracy: 0.8009
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.5806 - accuracy: 0.8007
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.5815 - accuracy: 0.8005
	49152/50000 [============================>.] - ETA: 1s - loss: 0.5818 - accuracy: 0.8005
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.5814 - accuracy: 0.8005 - val_loss: 0.8188 - val_accuracy: 0.7238
	Epoch 29/100

	1024/50000 [..............................] - ETA: 56s - loss: 0.5256 - accuracy: 0.8350
	2048/50000 [>.............................] - ETA: 55s - loss: 0.5379 - accuracy: 0.8271
	3072/50000 [>.............................] - ETA: 55s - loss: 0.5347 - accuracy: 0.8232
	4096/50000 [=>............................] - ETA: 54s - loss: 0.5317 - accuracy: 0.8223
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.5302 - accuracy: 0.8232
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.5350 - accuracy: 0.8224
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.5372 - accuracy: 0.8205
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.5425 - accuracy: 0.8174
	9216/50000 [====>.........................] - ETA: 47s - loss: 0.5489 - accuracy: 0.8152
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.5535 - accuracy: 0.8127
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.5483 - accuracy: 0.8139
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.5507 - accuracy: 0.8128
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.5560 - accuracy: 0.8104
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.5592 - accuracy: 0.8101
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.5578 - accuracy: 0.8104
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.5588 - accuracy: 0.8102
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.5590 - accuracy: 0.8098
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.5567 - accuracy: 0.8108
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.5572 - accuracy: 0.8100
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.5585 - accuracy: 0.8091
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.5602 - accuracy: 0.8087
	22528/50000 [============>.................] - ETA: 33s - loss: 0.5613 - accuracy: 0.8090
	23552/50000 [=============>................] - ETA: 32s - loss: 0.5609 - accuracy: 0.8085
	24576/50000 [=============>................] - ETA: 30s - loss: 0.5603 - accuracy: 0.8092
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.5622 - accuracy: 0.8083
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.5632 - accuracy: 0.8082
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.5635 - accuracy: 0.8077
	28672/50000 [================>.............] - ETA: 25s - loss: 0.5647 - accuracy: 0.8070
	29696/50000 [================>.............] - ETA: 24s - loss: 0.5647 - accuracy: 0.8068
	30720/50000 [=================>............] - ETA: 23s - loss: 0.5651 - accuracy: 0.8059
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.5661 - accuracy: 0.8059
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.5680 - accuracy: 0.8051
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.5679 - accuracy: 0.8050
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.5691 - accuracy: 0.8041
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.5692 - accuracy: 0.8040
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.5691 - accuracy: 0.8040
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.5708 - accuracy: 0.8032
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.5700 - accuracy: 0.8036
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.5697 - accuracy: 0.8034
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.5690 - accuracy: 0.8036
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.5678 - accuracy: 0.8042
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.5688 - accuracy: 0.8041
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.5679 - accuracy: 0.8041
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.5689 - accuracy: 0.8038
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.5676 - accuracy: 0.8045
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.5667 - accuracy: 0.8046
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.5674 - accuracy: 0.8044
	49152/50000 [============================>.] - ETA: 1s - loss: 0.5675 - accuracy: 0.8045
	50000/50000 [==============================] - 66s 1ms/sample - loss: 0.5682 - accuracy: 0.8044 - val_loss: 0.8218 - val_accuracy: 0.7288
	Epoch 30/100

	1024/50000 [..............................] - ETA: 1:01 - loss: 0.5310 - accuracy: 0.8145
	2048/50000 [>.............................] - ETA: 1:00 - loss: 0.5123 - accuracy: 0.8252
	3072/50000 [>.............................] - ETA: 57s - loss: 0.5053 - accuracy: 0.8275
	4096/50000 [=>............................] - ETA: 56s - loss: 0.5148 - accuracy: 0.8247
	5120/50000 [==>...........................] - ETA: 55s - loss: 0.5229 - accuracy: 0.8213
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.5326 - accuracy: 0.8177
	7168/50000 [===>..........................] - ETA: 52s - loss: 0.5325 - accuracy: 0.8184
	8192/50000 [===>..........................] - ETA: 51s - loss: 0.5299 - accuracy: 0.8182
	9216/50000 [====>.........................] - ETA: 50s - loss: 0.5280 - accuracy: 0.8198
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.5299 - accuracy: 0.8195
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.5322 - accuracy: 0.8191
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.5342 - accuracy: 0.8180
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.5390 - accuracy: 0.8152
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.5388 - accuracy: 0.8152
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.5414 - accuracy: 0.8135
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.5434 - accuracy: 0.8127
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.5446 - accuracy: 0.8120
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.5428 - accuracy: 0.8129
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.5460 - accuracy: 0.8117
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.5465 - accuracy: 0.8112
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.5485 - accuracy: 0.8107
	22528/50000 [============>.................] - ETA: 33s - loss: 0.5466 - accuracy: 0.8116
	23552/50000 [=============>................] - ETA: 32s - loss: 0.5473 - accuracy: 0.8117
	24576/50000 [=============>................] - ETA: 31s - loss: 0.5491 - accuracy: 0.8113
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.5484 - accuracy: 0.8118
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.5503 - accuracy: 0.8116
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.5502 - accuracy: 0.8116
	28672/50000 [================>.............] - ETA: 25s - loss: 0.5495 - accuracy: 0.8119
	29696/50000 [================>.............] - ETA: 24s - loss: 0.5497 - accuracy: 0.8118
	30720/50000 [=================>............] - ETA: 23s - loss: 0.5505 - accuracy: 0.8116
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.5495 - accuracy: 0.8120
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.5501 - accuracy: 0.8117
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.5500 - accuracy: 0.8118
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.5503 - accuracy: 0.8114
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.5508 - accuracy: 0.8109
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.5521 - accuracy: 0.8106
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.5529 - accuracy: 0.8105
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.5528 - accuracy: 0.8106
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.5523 - accuracy: 0.8109
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.5528 - accuracy: 0.8106
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.5522 - accuracy: 0.8112
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.5527 - accuracy: 0.8114
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.5522 - accuracy: 0.8119
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.5521 - accuracy: 0.8119
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.5512 - accuracy: 0.8124
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.5509 - accuracy: 0.8123
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.5514 - accuracy: 0.8122
	49152/50000 [============================>.] - ETA: 1s - loss: 0.5518 - accuracy: 0.8121
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.5518 - accuracy: 0.8121 - val_loss: 0.8174 - val_accuracy: 0.7303
	Epoch 31/100

	1024/50000 [..............................] - ETA: 56s - loss: 0.5646 - accuracy: 0.8135
	2048/50000 [>.............................] - ETA: 53s - loss: 0.5422 - accuracy: 0.8130
	3072/50000 [>.............................] - ETA: 52s - loss: 0.5262 - accuracy: 0.8213
	4096/50000 [=>............................] - ETA: 51s - loss: 0.5297 - accuracy: 0.8215
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.5227 - accuracy: 0.8232
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.5217 - accuracy: 0.8254
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.5220 - accuracy: 0.8255
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.5312 - accuracy: 0.8215
	9216/50000 [====>.........................] - ETA: 47s - loss: 0.5271 - accuracy: 0.8214
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.5315 - accuracy: 0.8197
	11264/50000 [=====>........................] - ETA: 44s - loss: 0.5318 - accuracy: 0.8192
	12288/50000 [======>.......................] - ETA: 43s - loss: 0.5313 - accuracy: 0.8184
	13312/50000 [======>.......................] - ETA: 42s - loss: 0.5342 - accuracy: 0.8164
	14336/50000 [=======>......................] - ETA: 41s - loss: 0.5385 - accuracy: 0.8137
	15360/50000 [========>.....................] - ETA: 39s - loss: 0.5381 - accuracy: 0.8148
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.5390 - accuracy: 0.8151
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.5383 - accuracy: 0.8154
	18432/50000 [==========>...................] - ETA: 36s - loss: 0.5384 - accuracy: 0.8150
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.5408 - accuracy: 0.8142
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.5387 - accuracy: 0.8146
	21504/50000 [===========>..................] - ETA: 32s - loss: 0.5375 - accuracy: 0.8158
	22528/50000 [============>.................] - ETA: 31s - loss: 0.5368 - accuracy: 0.8165
	23552/50000 [=============>................] - ETA: 30s - loss: 0.5378 - accuracy: 0.8163
	24576/50000 [=============>................] - ETA: 29s - loss: 0.5375 - accuracy: 0.8167
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.5406 - accuracy: 0.8155
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.5399 - accuracy: 0.8158
	27648/50000 [===============>..............] - ETA: 25s - loss: 0.5400 - accuracy: 0.8162
	28672/50000 [================>.............] - ETA: 24s - loss: 0.5400 - accuracy: 0.8158
	29696/50000 [================>.............] - ETA: 23s - loss: 0.5416 - accuracy: 0.8157
	30720/50000 [=================>............] - ETA: 22s - loss: 0.5400 - accuracy: 0.8165
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.5402 - accuracy: 0.8170
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.5388 - accuracy: 0.8174
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.5393 - accuracy: 0.8171
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.5382 - accuracy: 0.8174
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.5376 - accuracy: 0.8177
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.5368 - accuracy: 0.8181
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.5358 - accuracy: 0.8185
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.5347 - accuracy: 0.8191
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.5345 - accuracy: 0.8192
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.5343 - accuracy: 0.8192
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.5343 - accuracy: 0.8189
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.5347 - accuracy: 0.8184
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.5344 - accuracy: 0.8182
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.5338 - accuracy: 0.8183
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.5333 - accuracy: 0.8183
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.5343 - accuracy: 0.8177
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.5342 - accuracy: 0.8175
	49152/50000 [============================>.] - ETA: 0s - loss: 0.5337 - accuracy: 0.8180
	50000/50000 [==============================] - 63s 1ms/sample - loss: 0.5337 - accuracy: 0.8178 - val_loss: 0.8059 - val_accuracy: 0.7375
	Epoch 32/100

	1024/50000 [..............................] - ETA: 55s - loss: 0.4888 - accuracy: 0.8486
	2048/50000 [>.............................] - ETA: 54s - loss: 0.5041 - accuracy: 0.8262
	3072/50000 [>.............................] - ETA: 58s - loss: 0.5153 - accuracy: 0.8252
	4096/50000 [=>............................] - ETA: 57s - loss: 0.5009 - accuracy: 0.8313
	5120/50000 [==>...........................] - ETA: 56s - loss: 0.5029 - accuracy: 0.8309
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.5062 - accuracy: 0.8311
	7168/50000 [===>..........................] - ETA: 54s - loss: 0.5138 - accuracy: 0.8278
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.5203 - accuracy: 0.8237
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.5216 - accuracy: 0.8227
	10240/50000 [=====>........................] - ETA: 49s - loss: 0.5259 - accuracy: 0.8209
	11264/50000 [=====>........................] - ETA: 48s - loss: 0.5247 - accuracy: 0.8224
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.5284 - accuracy: 0.8195
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.5293 - accuracy: 0.8192
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.5273 - accuracy: 0.8193
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.5236 - accuracy: 0.8209
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.5227 - accuracy: 0.8217
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.5207 - accuracy: 0.8215
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.5223 - accuracy: 0.8206
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.5215 - accuracy: 0.8206
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.5224 - accuracy: 0.8197
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.5218 - accuracy: 0.8200
	22528/50000 [============>.................] - ETA: 33s - loss: 0.5235 - accuracy: 0.8188
	23552/50000 [=============>................] - ETA: 32s - loss: 0.5204 - accuracy: 0.8202
	24576/50000 [=============>................] - ETA: 31s - loss: 0.5194 - accuracy: 0.8210
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.5202 - accuracy: 0.8206
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.5194 - accuracy: 0.8214
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.5197 - accuracy: 0.8214
	28672/50000 [================>.............] - ETA: 26s - loss: 0.5205 - accuracy: 0.8210
	29696/50000 [================>.............] - ETA: 24s - loss: 0.5207 - accuracy: 0.8206
	30720/50000 [=================>............] - ETA: 23s - loss: 0.5212 - accuracy: 0.8206
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.5230 - accuracy: 0.8200
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.5235 - accuracy: 0.8201
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.5240 - accuracy: 0.8203
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.5246 - accuracy: 0.8197
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.5228 - accuracy: 0.8204
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.5237 - accuracy: 0.8201
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.5234 - accuracy: 0.8202
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.5246 - accuracy: 0.8202
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.5246 - accuracy: 0.8200
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.5263 - accuracy: 0.8195
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.5270 - accuracy: 0.8193
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.5299 - accuracy: 0.8185
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.5296 - accuracy: 0.8183
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.5294 - accuracy: 0.8184
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.5302 - accuracy: 0.8182
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.5309 - accuracy: 0.8178
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.5314 - accuracy: 0.8178
	49152/50000 [============================>.] - ETA: 1s - loss: 0.5319 - accuracy: 0.8173
	50000/50000 [==============================] - 66s 1ms/sample - loss: 0.5323 - accuracy: 0.8173 - val_loss: 0.8427 - val_accuracy: 0.7207
	Epoch 33/100

	1024/50000 [..............................] - ETA: 1:01 - loss: 0.5559 - accuracy: 0.8027
	2048/50000 [>.............................] - ETA: 59s - loss: 0.5010 - accuracy: 0.8354
	3072/50000 [>.............................] - ETA: 56s - loss: 0.5019 - accuracy: 0.8333
	4096/50000 [=>............................] - ETA: 55s - loss: 0.4986 - accuracy: 0.8345
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.4915 - accuracy: 0.8375
	6144/50000 [==>...........................] - ETA: 52s - loss: 0.4935 - accuracy: 0.8353
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.4893 - accuracy: 0.8373
	8192/50000 [===>..........................] - ETA: 51s - loss: 0.4977 - accuracy: 0.8347
	9216/50000 [====>.........................] - ETA: 50s - loss: 0.4971 - accuracy: 0.8357
	10240/50000 [=====>........................] - ETA: 49s - loss: 0.5012 - accuracy: 0.8331
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.4994 - accuracy: 0.8335
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.4970 - accuracy: 0.8344
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.4985 - accuracy: 0.8338
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.4999 - accuracy: 0.8326
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.5002 - accuracy: 0.8323
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.4980 - accuracy: 0.8323
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.4980 - accuracy: 0.8317
	18432/50000 [==========>...................] - ETA: 39s - loss: 0.4975 - accuracy: 0.8317
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.4978 - accuracy: 0.8320
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.4979 - accuracy: 0.8318
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.5013 - accuracy: 0.8308
	22528/50000 [============>.................] - ETA: 33s - loss: 0.5015 - accuracy: 0.8307
	23552/50000 [=============>................] - ETA: 32s - loss: 0.5014 - accuracy: 0.8307
	24576/50000 [=============>................] - ETA: 31s - loss: 0.5015 - accuracy: 0.8306
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.5015 - accuracy: 0.8308
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.5019 - accuracy: 0.8306
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.5035 - accuracy: 0.8300
	28672/50000 [================>.............] - ETA: 26s - loss: 0.5038 - accuracy: 0.8302
	29696/50000 [================>.............] - ETA: 25s - loss: 0.5043 - accuracy: 0.8296
	30720/50000 [=================>............] - ETA: 23s - loss: 0.5039 - accuracy: 0.8302
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.5034 - accuracy: 0.8302
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.5033 - accuracy: 0.8304
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.5030 - accuracy: 0.8303
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.5035 - accuracy: 0.8296
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.5028 - accuracy: 0.8296
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.5021 - accuracy: 0.8301
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.5014 - accuracy: 0.8306
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.5032 - accuracy: 0.8302
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.5039 - accuracy: 0.8296
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.5042 - accuracy: 0.8295
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.5059 - accuracy: 0.8289
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.5069 - accuracy: 0.8288
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.5066 - accuracy: 0.8286
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.5062 - accuracy: 0.8290
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.5075 - accuracy: 0.8283
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.5090 - accuracy: 0.8275
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.5100 - accuracy: 0.8269
	49152/50000 [============================>.] - ETA: 1s - loss: 0.5101 - accuracy: 0.8271
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.5107 - accuracy: 0.8267 - val_loss: 0.8594 - val_accuracy: 0.7181
	Epoch 34/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.4878 - accuracy: 0.8330
	2048/50000 [>.............................] - ETA: 59s - loss: 0.5036 - accuracy: 0.8218
	3072/50000 [>.............................] - ETA: 57s - loss: 0.5326 - accuracy: 0.8145
	4096/50000 [=>............................] - ETA: 56s - loss: 0.5318 - accuracy: 0.8154
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.5373 - accuracy: 0.8125
	6144/50000 [==>...........................] - ETA: 53s - loss: 0.5414 - accuracy: 0.8114
	7168/50000 [===>..........................] - ETA: 52s - loss: 0.5317 - accuracy: 0.8153
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.5279 - accuracy: 0.8158
	9216/50000 [====>.........................] - ETA: 49s - loss: 0.5287 - accuracy: 0.8162
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.5272 - accuracy: 0.8174
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.5256 - accuracy: 0.8187
	12288/50000 [======>.......................] - ETA: 43s - loss: 0.5213 - accuracy: 0.8210
	13312/50000 [======>.......................] - ETA: 41s - loss: 0.5174 - accuracy: 0.8217
	14336/50000 [=======>......................] - ETA: 40s - loss: 0.5130 - accuracy: 0.8231
	15360/50000 [========>.....................] - ETA: 38s - loss: 0.5129 - accuracy: 0.8230
	16384/50000 [========>.....................] - ETA: 37s - loss: 0.5125 - accuracy: 0.8237
	17408/50000 [=========>....................] - ETA: 35s - loss: 0.5113 - accuracy: 0.8244
	18432/50000 [==========>...................] - ETA: 34s - loss: 0.5102 - accuracy: 0.8252
	19456/50000 [==========>...................] - ETA: 33s - loss: 0.5079 - accuracy: 0.8257
	20480/50000 [===========>..................] - ETA: 31s - loss: 0.5101 - accuracy: 0.8256
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.5112 - accuracy: 0.8250
	22528/50000 [============>.................] - ETA: 29s - loss: 0.5109 - accuracy: 0.8253
	23552/50000 [=============>................] - ETA: 28s - loss: 0.5083 - accuracy: 0.8263
	24576/50000 [=============>................] - ETA: 26s - loss: 0.5072 - accuracy: 0.8264
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.5074 - accuracy: 0.8265
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.5071 - accuracy: 0.8262
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.5086 - accuracy: 0.8251
	28672/50000 [================>.............] - ETA: 22s - loss: 0.5078 - accuracy: 0.8256
	29696/50000 [================>.............] - ETA: 20s - loss: 0.5087 - accuracy: 0.8252
	30720/50000 [=================>............] - ETA: 19s - loss: 0.5086 - accuracy: 0.8254
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.5079 - accuracy: 0.8255
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.5058 - accuracy: 0.8264
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.5059 - accuracy: 0.8262
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.5049 - accuracy: 0.8267
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.5054 - accuracy: 0.8268
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.5055 - accuracy: 0.8270
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.5040 - accuracy: 0.8277
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.5041 - accuracy: 0.8274
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.5036 - accuracy: 0.8278
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.5036 - accuracy: 0.8277
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.5038 - accuracy: 0.8272
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.5039 - accuracy: 0.8272
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.5050 - accuracy: 0.8270
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.5047 - accuracy: 0.8271
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.5058 - accuracy: 0.8267
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.5064 - accuracy: 0.8266
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.5068 - accuracy: 0.8263
	49152/50000 [============================>.] - ETA: 0s - loss: 0.5063 - accuracy: 0.8264
	50000/50000 [==============================] - 57s 1ms/sample - loss: 0.5064 - accuracy: 0.8266 - val_loss: 0.8465 - val_accuracy: 0.7248
	Epoch 35/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.5135 - accuracy: 0.8291
	2048/50000 [>.............................] - ETA: 58s - loss: 0.4973 - accuracy: 0.8311
	3072/50000 [>.............................] - ETA: 57s - loss: 0.4880 - accuracy: 0.8363
	4096/50000 [=>............................] - ETA: 56s - loss: 0.4801 - accuracy: 0.8381
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.4777 - accuracy: 0.8389
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.4783 - accuracy: 0.8384
	7168/50000 [===>..........................] - ETA: 52s - loss: 0.4798 - accuracy: 0.8369
	8192/50000 [===>..........................] - ETA: 51s - loss: 0.4777 - accuracy: 0.8386
	9216/50000 [====>.........................] - ETA: 50s - loss: 0.4802 - accuracy: 0.8363
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.4794 - accuracy: 0.8359
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.4792 - accuracy: 0.8350
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.4812 - accuracy: 0.8348
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.4830 - accuracy: 0.8346
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.4819 - accuracy: 0.8354
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.4788 - accuracy: 0.8365
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.4773 - accuracy: 0.8373
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.4754 - accuracy: 0.8382
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.4795 - accuracy: 0.8366
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.4786 - accuracy: 0.8363
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.4792 - accuracy: 0.8356
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.4776 - accuracy: 0.8361
	22528/50000 [============>.................] - ETA: 33s - loss: 0.4776 - accuracy: 0.8365
	23552/50000 [=============>................] - ETA: 32s - loss: 0.4772 - accuracy: 0.8366
	24576/50000 [=============>................] - ETA: 31s - loss: 0.4766 - accuracy: 0.8368
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.4754 - accuracy: 0.8375
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.4772 - accuracy: 0.8374
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.4764 - accuracy: 0.8377
	28672/50000 [================>.............] - ETA: 26s - loss: 0.4774 - accuracy: 0.8376
	29696/50000 [================>.............] - ETA: 24s - loss: 0.4774 - accuracy: 0.8378
	30720/50000 [=================>............] - ETA: 23s - loss: 0.4772 - accuracy: 0.8375
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.4764 - accuracy: 0.8378
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.4772 - accuracy: 0.8377
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.4764 - accuracy: 0.8382
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.4769 - accuracy: 0.8380
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.4768 - accuracy: 0.8379
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.4771 - accuracy: 0.8380
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.4773 - accuracy: 0.8376
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.4766 - accuracy: 0.8378
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.4772 - accuracy: 0.8375
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.4773 - accuracy: 0.8373
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.4768 - accuracy: 0.8375
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.4775 - accuracy: 0.8376
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.4774 - accuracy: 0.8376
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.4770 - accuracy: 0.8379
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.4778 - accuracy: 0.8376
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.4778 - accuracy: 0.8377
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.4775 - accuracy: 0.8376
	49152/50000 [============================>.] - ETA: 1s - loss: 0.4773 - accuracy: 0.8375
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.4775 - accuracy: 0.8375 - val_loss: 0.8484 - val_accuracy: 0.7294
	Epoch 36/100

	1024/50000 [..............................] - ETA: 1:01 - loss: 0.4877 - accuracy: 0.8340
	2048/50000 [>.............................] - ETA: 1:05 - loss: 0.4880 - accuracy: 0.8335
	3072/50000 [>.............................] - ETA: 1:03 - loss: 0.4710 - accuracy: 0.8398
	4096/50000 [=>............................] - ETA: 1:01 - loss: 0.4636 - accuracy: 0.8428
	5120/50000 [==>...........................] - ETA: 59s - loss: 0.4601 - accuracy: 0.8430
	6144/50000 [==>...........................] - ETA: 59s - loss: 0.4605 - accuracy: 0.8424
	7168/50000 [===>..........................] - ETA: 57s - loss: 0.4613 - accuracy: 0.8410
	8192/50000 [===>..........................] - ETA: 57s - loss: 0.4675 - accuracy: 0.8387
	9216/50000 [====>.........................] - ETA: 54s - loss: 0.4684 - accuracy: 0.8380
	10240/50000 [=====>........................] - ETA: 53s - loss: 0.4727 - accuracy: 0.8367
	11264/50000 [=====>........................] - ETA: 50s - loss: 0.4738 - accuracy: 0.8365
	12288/50000 [======>.......................] - ETA: 49s - loss: 0.4666 - accuracy: 0.8387
	13312/50000 [======>.......................] - ETA: 47s - loss: 0.4645 - accuracy: 0.8395
	14336/50000 [=======>......................] - ETA: 45s - loss: 0.4669 - accuracy: 0.8386
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.4670 - accuracy: 0.8387
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.4660 - accuracy: 0.8390
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.4685 - accuracy: 0.8377
	18432/50000 [==========>...................] - ETA: 39s - loss: 0.4680 - accuracy: 0.8376
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.4691 - accuracy: 0.8376
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.4707 - accuracy: 0.8372
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.4716 - accuracy: 0.8364
	22528/50000 [============>.................] - ETA: 33s - loss: 0.4720 - accuracy: 0.8364
	23552/50000 [=============>................] - ETA: 32s - loss: 0.4715 - accuracy: 0.8364
	24576/50000 [=============>................] - ETA: 31s - loss: 0.4694 - accuracy: 0.8374
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.4680 - accuracy: 0.8380
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.4688 - accuracy: 0.8374
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.4676 - accuracy: 0.8378
	28672/50000 [================>.............] - ETA: 25s - loss: 0.4690 - accuracy: 0.8373
	29696/50000 [================>.............] - ETA: 24s - loss: 0.4710 - accuracy: 0.8365
	30720/50000 [=================>............] - ETA: 23s - loss: 0.4712 - accuracy: 0.8364
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.4735 - accuracy: 0.8353
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.4734 - accuracy: 0.8353
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.4767 - accuracy: 0.8346
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.4762 - accuracy: 0.8350
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.4775 - accuracy: 0.8350
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.4767 - accuracy: 0.8353
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.4770 - accuracy: 0.8355
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.4778 - accuracy: 0.8350
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.4777 - accuracy: 0.8351
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.4774 - accuracy: 0.8354
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.4774 - accuracy: 0.8355
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.4794 - accuracy: 0.8350
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.4791 - accuracy: 0.8352
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.4796 - accuracy: 0.8351
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.4794 - accuracy: 0.8351
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.4783 - accuracy: 0.8356
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.4781 - accuracy: 0.8356
	49152/50000 [============================>.] - ETA: 1s - loss: 0.4784 - accuracy: 0.8355
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.4775 - accuracy: 0.8357 - val_loss: 0.8373 - val_accuracy: 0.7303
	Epoch 37/100

	1024/50000 [..............................] - ETA: 55s - loss: 0.4536 - accuracy: 0.8486
	2048/50000 [>.............................] - ETA: 54s - loss: 0.4719 - accuracy: 0.8389
	3072/50000 [>.............................] - ETA: 53s - loss: 0.4586 - accuracy: 0.8470
	4096/50000 [=>............................] - ETA: 57s - loss: 0.4689 - accuracy: 0.8416
	5120/50000 [==>...........................] - ETA: 56s - loss: 0.4625 - accuracy: 0.8467
	6144/50000 [==>...........................] - ETA: 57s - loss: 0.4600 - accuracy: 0.8470
	7168/50000 [===>..........................] - ETA: 55s - loss: 0.4594 - accuracy: 0.8446
	8192/50000 [===>..........................] - ETA: 53s - loss: 0.4524 - accuracy: 0.8473
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.4526 - accuracy: 0.8480
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.4497 - accuracy: 0.8489
	11264/50000 [=====>........................] - ETA: 49s - loss: 0.4519 - accuracy: 0.8480
	12288/50000 [======>.......................] - ETA: 47s - loss: 0.4545 - accuracy: 0.8458
	13312/50000 [======>.......................] - ETA: 46s - loss: 0.4551 - accuracy: 0.8461
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.4585 - accuracy: 0.8442
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.4566 - accuracy: 0.8447
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.4551 - accuracy: 0.8452
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.4549 - accuracy: 0.8452
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.4556 - accuracy: 0.8443
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.4569 - accuracy: 0.8439
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.4559 - accuracy: 0.8443
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.4573 - accuracy: 0.8451
	22528/50000 [============>.................] - ETA: 33s - loss: 0.4579 - accuracy: 0.8452
	23552/50000 [=============>................] - ETA: 32s - loss: 0.4594 - accuracy: 0.8448
	24576/50000 [=============>................] - ETA: 30s - loss: 0.4585 - accuracy: 0.8451
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.4592 - accuracy: 0.8450
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.4587 - accuracy: 0.8453
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.4576 - accuracy: 0.8453
	28672/50000 [================>.............] - ETA: 25s - loss: 0.4580 - accuracy: 0.8449
	29696/50000 [================>.............] - ETA: 24s - loss: 0.4585 - accuracy: 0.8446
	30720/50000 [=================>............] - ETA: 23s - loss: 0.4585 - accuracy: 0.8449
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.4592 - accuracy: 0.8443
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.4582 - accuracy: 0.8445
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.4604 - accuracy: 0.8435
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.4599 - accuracy: 0.8432
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.4603 - accuracy: 0.8434
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.4600 - accuracy: 0.8435
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.4604 - accuracy: 0.8436
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.4598 - accuracy: 0.8438
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.4597 - accuracy: 0.8438
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.4598 - accuracy: 0.8437
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.4598 - accuracy: 0.8438
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.4599 - accuracy: 0.8437
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.4592 - accuracy: 0.8440
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.4599 - accuracy: 0.8437
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.4598 - accuracy: 0.8437
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.4594 - accuracy: 0.8438
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.4589 - accuracy: 0.8443
	49152/50000 [============================>.] - ETA: 1s - loss: 0.4586 - accuracy: 0.8445
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.4591 - accuracy: 0.8446 - val_loss: 0.8459 - val_accuracy: 0.7330
	Epoch 38/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.4706 - accuracy: 0.8301
	2048/50000 [>.............................] - ETA: 57s - loss: 0.4753 - accuracy: 0.8306
	3072/50000 [>.............................] - ETA: 55s - loss: 0.4910 - accuracy: 0.8265
	4096/50000 [=>............................] - ETA: 54s - loss: 0.4651 - accuracy: 0.8372
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.4681 - accuracy: 0.8332
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.4616 - accuracy: 0.8385
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.4576 - accuracy: 0.8394
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.4555 - accuracy: 0.8417
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.4534 - accuracy: 0.8433
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.4518 - accuracy: 0.8452
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.4532 - accuracy: 0.8443
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.4516 - accuracy: 0.8450
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.4490 - accuracy: 0.8457
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.4461 - accuracy: 0.8465
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.4413 - accuracy: 0.8487
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.4408 - accuracy: 0.8496
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.4434 - accuracy: 0.8482
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.4431 - accuracy: 0.8486
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.4441 - accuracy: 0.8487
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.4460 - accuracy: 0.8475
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.4459 - accuracy: 0.8471
	22528/50000 [============>.................] - ETA: 32s - loss: 0.4442 - accuracy: 0.8477
	23552/50000 [=============>................] - ETA: 31s - loss: 0.4456 - accuracy: 0.8478
	24576/50000 [=============>................] - ETA: 29s - loss: 0.4455 - accuracy: 0.8481
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.4454 - accuracy: 0.8479
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.4445 - accuracy: 0.8483
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.4455 - accuracy: 0.8483
	28672/50000 [================>.............] - ETA: 25s - loss: 0.4453 - accuracy: 0.8482
	29696/50000 [================>.............] - ETA: 23s - loss: 0.4442 - accuracy: 0.8483
	30720/50000 [=================>............] - ETA: 22s - loss: 0.4456 - accuracy: 0.8476
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.4451 - accuracy: 0.8477
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.4460 - accuracy: 0.8475
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.4462 - accuracy: 0.8472
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.4465 - accuracy: 0.8472
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.4468 - accuracy: 0.8468
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.4473 - accuracy: 0.8467
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.4477 - accuracy: 0.8467
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.4485 - accuracy: 0.8465
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.4485 - accuracy: 0.8466
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.4487 - accuracy: 0.8465
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.4487 - accuracy: 0.8466
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.4492 - accuracy: 0.8465
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.4495 - accuracy: 0.8464
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.4488 - accuracy: 0.8467
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.4487 - accuracy: 0.8467
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.4485 - accuracy: 0.8468
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.4491 - accuracy: 0.8468
	49152/50000 [============================>.] - ETA: 0s - loss: 0.4491 - accuracy: 0.8467
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.4488 - accuracy: 0.8469 - val_loss: 0.8357 - val_accuracy: 0.7326
	Epoch 39/100

	1024/50000 [..............................] - ETA: 1:00 - loss: 0.4270 - accuracy: 0.8545
	2048/50000 [>.............................] - ETA: 59s - loss: 0.4077 - accuracy: 0.8608
	3072/50000 [>.............................] - ETA: 58s - loss: 0.4087 - accuracy: 0.8620
	4096/50000 [=>............................] - ETA: 57s - loss: 0.4102 - accuracy: 0.8621
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.4169 - accuracy: 0.8586
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.4202 - accuracy: 0.8577
	7168/50000 [===>..........................] - ETA: 45s - loss: 0.4259 - accuracy: 0.8557
	8192/50000 [===>..........................] - ETA: 43s - loss: 0.4320 - accuracy: 0.8540
	9216/50000 [====>.........................] - ETA: 43s - loss: 0.4379 - accuracy: 0.8522
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.4347 - accuracy: 0.8522
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.4347 - accuracy: 0.8514
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.4344 - accuracy: 0.8513
	13312/50000 [======>.......................] - ETA: 38s - loss: 0.4323 - accuracy: 0.8516
	14336/50000 [=======>......................] - ETA: 37s - loss: 0.4318 - accuracy: 0.8523
	15360/50000 [========>.....................] - ETA: 36s - loss: 0.4299 - accuracy: 0.8534
	16384/50000 [========>.....................] - ETA: 35s - loss: 0.4290 - accuracy: 0.8550
	17408/50000 [=========>....................] - ETA: 35s - loss: 0.4282 - accuracy: 0.8552
	18432/50000 [==========>...................] - ETA: 33s - loss: 0.4292 - accuracy: 0.8547
	19456/50000 [==========>...................] - ETA: 32s - loss: 0.4282 - accuracy: 0.8549
	20480/50000 [===========>..................] - ETA: 31s - loss: 0.4296 - accuracy: 0.8537
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.4292 - accuracy: 0.8538
	22528/50000 [============>.................] - ETA: 29s - loss: 0.4325 - accuracy: 0.8527
	23552/50000 [=============>................] - ETA: 29s - loss: 0.4318 - accuracy: 0.8529
	24576/50000 [=============>................] - ETA: 28s - loss: 0.4328 - accuracy: 0.8524
	25600/50000 [==============>...............] - ETA: 27s - loss: 0.4321 - accuracy: 0.8531
	26624/50000 [==============>...............] - ETA: 26s - loss: 0.4319 - accuracy: 0.8529
	27648/50000 [===============>..............] - ETA: 25s - loss: 0.4326 - accuracy: 0.8528
	28672/50000 [================>.............] - ETA: 24s - loss: 0.4337 - accuracy: 0.8525
	29696/50000 [================>.............] - ETA: 23s - loss: 0.4335 - accuracy: 0.8528
	30720/50000 [=================>............] - ETA: 21s - loss: 0.4323 - accuracy: 0.8535
	31744/50000 [==================>...........] - ETA: 20s - loss: 0.4326 - accuracy: 0.8529
	32768/50000 [==================>...........] - ETA: 19s - loss: 0.4302 - accuracy: 0.8540
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.4303 - accuracy: 0.8536
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.4296 - accuracy: 0.8538
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.4294 - accuracy: 0.8538
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.4303 - accuracy: 0.8531
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.4307 - accuracy: 0.8531
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.4296 - accuracy: 0.8535
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.4305 - accuracy: 0.8532
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.4305 - accuracy: 0.8532
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.4309 - accuracy: 0.8530
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.4324 - accuracy: 0.8524
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.4320 - accuracy: 0.8526
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.4329 - accuracy: 0.8523
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.4334 - accuracy: 0.8522
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.4333 - accuracy: 0.8522
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.4338 - accuracy: 0.8520
	49152/50000 [============================>.] - ETA: 1s - loss: 0.4337 - accuracy: 0.8520
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.4347 - accuracy: 0.8515 - val_loss: 0.8631 - val_accuracy: 0.7289
	Epoch 40/100

	1024/50000 [..............................] - ETA: 1:00 - loss: 0.4134 - accuracy: 0.8623
	2048/50000 [>.............................] - ETA: 1:00 - loss: 0.4126 - accuracy: 0.8604
	3072/50000 [>.............................] - ETA: 59s - loss: 0.4195 - accuracy: 0.8542
	4096/50000 [=>............................] - ETA: 58s - loss: 0.4255 - accuracy: 0.8525
	5120/50000 [==>...........................] - ETA: 56s - loss: 0.4291 - accuracy: 0.8500
	6144/50000 [==>...........................] - ETA: 56s - loss: 0.4325 - accuracy: 0.8473
	7168/50000 [===>..........................] - ETA: 55s - loss: 0.4285 - accuracy: 0.8511
	8192/50000 [===>..........................] - ETA: 54s - loss: 0.4264 - accuracy: 0.8523
	9216/50000 [====>.........................] - ETA: 52s - loss: 0.4248 - accuracy: 0.8533
	10240/50000 [=====>........................] - ETA: 51s - loss: 0.4268 - accuracy: 0.8531
	11264/50000 [=====>........................] - ETA: 50s - loss: 0.4279 - accuracy: 0.8533
	12288/50000 [======>.......................] - ETA: 48s - loss: 0.4295 - accuracy: 0.8516
	13312/50000 [======>.......................] - ETA: 47s - loss: 0.4278 - accuracy: 0.8525
	14336/50000 [=======>......................] - ETA: 46s - loss: 0.4298 - accuracy: 0.8522
	15360/50000 [========>.....................] - ETA: 44s - loss: 0.4282 - accuracy: 0.8534
	16384/50000 [========>.....................] - ETA: 43s - loss: 0.4299 - accuracy: 0.8528
	17408/50000 [=========>....................] - ETA: 42s - loss: 0.4310 - accuracy: 0.8521
	18432/50000 [==========>...................] - ETA: 40s - loss: 0.4318 - accuracy: 0.8518
	19456/50000 [==========>...................] - ETA: 39s - loss: 0.4315 - accuracy: 0.8524
	20480/50000 [===========>..................] - ETA: 38s - loss: 0.4316 - accuracy: 0.8520
	21504/50000 [===========>..................] - ETA: 36s - loss: 0.4292 - accuracy: 0.8530
	22528/50000 [============>.................] - ETA: 35s - loss: 0.4284 - accuracy: 0.8533
	23552/50000 [=============>................] - ETA: 34s - loss: 0.4283 - accuracy: 0.8533
	24576/50000 [=============>................] - ETA: 32s - loss: 0.4280 - accuracy: 0.8537
	25600/50000 [==============>...............] - ETA: 31s - loss: 0.4271 - accuracy: 0.8543
	26624/50000 [==============>...............] - ETA: 30s - loss: 0.4273 - accuracy: 0.8539
	27648/50000 [===============>..............] - ETA: 28s - loss: 0.4260 - accuracy: 0.8547
	28672/50000 [================>.............] - ETA: 27s - loss: 0.4244 - accuracy: 0.8554
	29696/50000 [================>.............] - ETA: 26s - loss: 0.4247 - accuracy: 0.8553
	30720/50000 [=================>............] - ETA: 24s - loss: 0.4268 - accuracy: 0.8547
	31744/50000 [==================>...........] - ETA: 23s - loss: 0.4281 - accuracy: 0.8540
	32768/50000 [==================>...........] - ETA: 22s - loss: 0.4298 - accuracy: 0.8533
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.4295 - accuracy: 0.8532
	34816/50000 [===================>..........] - ETA: 19s - loss: 0.4281 - accuracy: 0.8535
	35840/50000 [====================>.........] - ETA: 18s - loss: 0.4268 - accuracy: 0.8539
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.4270 - accuracy: 0.8541
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.4274 - accuracy: 0.8541
	38912/50000 [======================>.......] - ETA: 14s - loss: 0.4277 - accuracy: 0.8540
	39936/50000 [======================>.......] - ETA: 13s - loss: 0.4271 - accuracy: 0.8542
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.4271 - accuracy: 0.8542
	41984/50000 [========================>.....] - ETA: 10s - loss: 0.4267 - accuracy: 0.8542
	43008/50000 [========================>.....] - ETA: 9s - loss: 0.4265 - accuracy: 0.8543
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.4257 - accuracy: 0.8545
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.4253 - accuracy: 0.8544
	46080/50000 [==========================>...] - ETA: 5s - loss: 0.4261 - accuracy: 0.8541
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.4269 - accuracy: 0.8537
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.4264 - accuracy: 0.8541
	49152/50000 [============================>.] - ETA: 1s - loss: 0.4261 - accuracy: 0.8540
	50000/50000 [==============================] - 70s 1ms/sample - loss: 0.4267 - accuracy: 0.8537 - val_loss: 0.8369 - val_accuracy: 0.7355
	Epoch 41/100

	1024/50000 [..............................] - ETA: 1:03 - loss: 0.3774 - accuracy: 0.8818
	2048/50000 [>.............................] - ETA: 1:03 - loss: 0.4145 - accuracy: 0.8623
	3072/50000 [>.............................] - ETA: 1:01 - loss: 0.3966 - accuracy: 0.8682
	4096/50000 [=>............................] - ETA: 59s - loss: 0.3930 - accuracy: 0.8669
	5120/50000 [==>...........................] - ETA: 58s - loss: 0.3965 - accuracy: 0.8676
	6144/50000 [==>...........................] - ETA: 56s - loss: 0.3927 - accuracy: 0.8678
	7168/50000 [===>..........................] - ETA: 55s - loss: 0.3910 - accuracy: 0.8679
	8192/50000 [===>..........................] - ETA: 54s - loss: 0.3921 - accuracy: 0.8691
	9216/50000 [====>.........................] - ETA: 52s - loss: 0.3944 - accuracy: 0.8695
	10240/50000 [=====>........................] - ETA: 51s - loss: 0.3924 - accuracy: 0.8698
	11264/50000 [=====>........................] - ETA: 50s - loss: 0.3911 - accuracy: 0.8710
	12288/50000 [======>.......................] - ETA: 49s - loss: 0.3879 - accuracy: 0.8729
	13312/50000 [======>.......................] - ETA: 47s - loss: 0.3867 - accuracy: 0.8730
	14336/50000 [=======>......................] - ETA: 46s - loss: 0.3878 - accuracy: 0.8728
	15360/50000 [========>.....................] - ETA: 45s - loss: 0.3898 - accuracy: 0.8724
	16384/50000 [========>.....................] - ETA: 43s - loss: 0.3878 - accuracy: 0.8729
	17408/50000 [=========>....................] - ETA: 42s - loss: 0.3879 - accuracy: 0.8728
	18432/50000 [==========>...................] - ETA: 41s - loss: 0.3876 - accuracy: 0.8721
	19456/50000 [==========>...................] - ETA: 39s - loss: 0.3879 - accuracy: 0.8720
	20480/50000 [===========>..................] - ETA: 38s - loss: 0.3871 - accuracy: 0.8721
	21504/50000 [===========>..................] - ETA: 37s - loss: 0.3878 - accuracy: 0.8717
	22528/50000 [============>.................] - ETA: 35s - loss: 0.3872 - accuracy: 0.8716
	23552/50000 [=============>................] - ETA: 34s - loss: 0.3878 - accuracy: 0.8717
	24576/50000 [=============>................] - ETA: 33s - loss: 0.3877 - accuracy: 0.8715
	25600/50000 [==============>...............] - ETA: 31s - loss: 0.3873 - accuracy: 0.8716
	26624/50000 [==============>...............] - ETA: 30s - loss: 0.3886 - accuracy: 0.8710
	27648/50000 [===============>..............] - ETA: 29s - loss: 0.3904 - accuracy: 0.8704
	28672/50000 [================>.............] - ETA: 27s - loss: 0.3921 - accuracy: 0.8694
	29696/50000 [================>.............] - ETA: 26s - loss: 0.3915 - accuracy: 0.8700
	30720/50000 [=================>............] - ETA: 25s - loss: 0.3917 - accuracy: 0.8699
	31744/50000 [==================>...........] - ETA: 23s - loss: 0.3923 - accuracy: 0.8693
	32768/50000 [==================>...........] - ETA: 22s - loss: 0.3927 - accuracy: 0.8691
	33792/50000 [===================>..........] - ETA: 21s - loss: 0.3939 - accuracy: 0.8687
	34816/50000 [===================>..........] - ETA: 19s - loss: 0.3935 - accuracy: 0.8690
	35840/50000 [====================>.........] - ETA: 18s - loss: 0.3933 - accuracy: 0.8688
	36864/50000 [=====================>........] - ETA: 17s - loss: 0.3933 - accuracy: 0.8687
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.3946 - accuracy: 0.8681
	38912/50000 [======================>.......] - ETA: 14s - loss: 0.3946 - accuracy: 0.8682
	39936/50000 [======================>.......] - ETA: 13s - loss: 0.3945 - accuracy: 0.8682
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.3943 - accuracy: 0.8678
	41984/50000 [========================>.....] - ETA: 10s - loss: 0.3955 - accuracy: 0.8674
	43008/50000 [========================>.....] - ETA: 9s - loss: 0.3954 - accuracy: 0.8673
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.3938 - accuracy: 0.8682
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.3939 - accuracy: 0.8681
	46080/50000 [==========================>...] - ETA: 5s - loss: 0.3942 - accuracy: 0.8681
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.3947 - accuracy: 0.8678
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.3953 - accuracy: 0.8674
	49152/50000 [============================>.] - ETA: 1s - loss: 0.3950 - accuracy: 0.8676
	50000/50000 [==============================] - 70s 1ms/sample - loss: 0.3953 - accuracy: 0.8674 - val_loss: 0.8434 - val_accuracy: 0.7373
	Epoch 42/100

	1024/50000 [..............................] - ETA: 1:02 - loss: 0.3435 - accuracy: 0.8926
	2048/50000 [>.............................] - ETA: 1:02 - loss: 0.3752 - accuracy: 0.8770
	3072/50000 [>.............................] - ETA: 1:01 - loss: 0.3704 - accuracy: 0.8776
	4096/50000 [=>............................] - ETA: 59s - loss: 0.3710 - accuracy: 0.8750
	5120/50000 [==>...........................] - ETA: 58s - loss: 0.3704 - accuracy: 0.8752
	6144/50000 [==>...........................] - ETA: 57s - loss: 0.3699 - accuracy: 0.8752
	7168/50000 [===>..........................] - ETA: 55s - loss: 0.3736 - accuracy: 0.8746
	8192/50000 [===>..........................] - ETA: 54s - loss: 0.3765 - accuracy: 0.8734
	9216/50000 [====>.........................] - ETA: 53s - loss: 0.3727 - accuracy: 0.8754
	10240/50000 [=====>........................] - ETA: 51s - loss: 0.3765 - accuracy: 0.8740
	11264/50000 [=====>........................] - ETA: 50s - loss: 0.3771 - accuracy: 0.8727
	12288/50000 [======>.......................] - ETA: 48s - loss: 0.3784 - accuracy: 0.8723
	13312/50000 [======>.......................] - ETA: 47s - loss: 0.3770 - accuracy: 0.8731
	14336/50000 [=======>......................] - ETA: 46s - loss: 0.3795 - accuracy: 0.8717
	15360/50000 [========>.....................] - ETA: 44s - loss: 0.3790 - accuracy: 0.8719
	16384/50000 [========>.....................] - ETA: 43s - loss: 0.3798 - accuracy: 0.8712
	17408/50000 [=========>....................] - ETA: 42s - loss: 0.3784 - accuracy: 0.8722
	18432/50000 [==========>...................] - ETA: 40s - loss: 0.3792 - accuracy: 0.8720
	19456/50000 [==========>...................] - ETA: 39s - loss: 0.3799 - accuracy: 0.8712
	20480/50000 [===========>..................] - ETA: 38s - loss: 0.3806 - accuracy: 0.8710
	21504/50000 [===========>..................] - ETA: 36s - loss: 0.3827 - accuracy: 0.8698
	22528/50000 [============>.................] - ETA: 35s - loss: 0.3817 - accuracy: 0.8706
	23552/50000 [=============>................] - ETA: 34s - loss: 0.3822 - accuracy: 0.8710
	24576/50000 [=============>................] - ETA: 32s - loss: 0.3824 - accuracy: 0.8706
	25600/50000 [==============>...............] - ETA: 31s - loss: 0.3820 - accuracy: 0.8707
	26624/50000 [==============>...............] - ETA: 30s - loss: 0.3831 - accuracy: 0.8701
	27648/50000 [===============>..............] - ETA: 28s - loss: 0.3829 - accuracy: 0.8703
	28672/50000 [================>.............] - ETA: 27s - loss: 0.3835 - accuracy: 0.8702
	29696/50000 [================>.............] - ETA: 26s - loss: 0.3843 - accuracy: 0.8702
	30720/50000 [=================>............] - ETA: 25s - loss: 0.3833 - accuracy: 0.8704
	31744/50000 [==================>...........] - ETA: 23s - loss: 0.3847 - accuracy: 0.8698
	32768/50000 [==================>...........] - ETA: 22s - loss: 0.3846 - accuracy: 0.8697
	33792/50000 [===================>..........] - ETA: 21s - loss: 0.3860 - accuracy: 0.8691
	34816/50000 [===================>..........] - ETA: 19s - loss: 0.3861 - accuracy: 0.8690
	35840/50000 [====================>.........] - ETA: 18s - loss: 0.3868 - accuracy: 0.8687
	36864/50000 [=====================>........] - ETA: 17s - loss: 0.3865 - accuracy: 0.8688
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.3871 - accuracy: 0.8686
	38912/50000 [======================>.......] - ETA: 14s - loss: 0.3877 - accuracy: 0.8682
	39936/50000 [======================>.......] - ETA: 13s - loss: 0.3886 - accuracy: 0.8680
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.3892 - accuracy: 0.8672
	41984/50000 [========================>.....] - ETA: 10s - loss: 0.3889 - accuracy: 0.8675
	43008/50000 [========================>.....] - ETA: 9s - loss: 0.3897 - accuracy: 0.8668
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.3886 - accuracy: 0.8673
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.3888 - accuracy: 0.8675
	46080/50000 [==========================>...] - ETA: 5s - loss: 0.3893 - accuracy: 0.8675
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.3901 - accuracy: 0.8672
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.3906 - accuracy: 0.8670
	49152/50000 [============================>.] - ETA: 1s - loss: 0.3913 - accuracy: 0.8666
	50000/50000 [==============================] - 70s 1ms/sample - loss: 0.3913 - accuracy: 0.8668 - val_loss: 0.8627 - val_accuracy: 0.7300
	Epoch 43/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.3249 - accuracy: 0.8975
	2048/50000 [>.............................] - ETA: 59s - loss: 0.3364 - accuracy: 0.8931
	3072/50000 [>.............................] - ETA: 58s - loss: 0.3373 - accuracy: 0.8929
	4096/50000 [=>............................] - ETA: 57s - loss: 0.3344 - accuracy: 0.8938
	5120/50000 [==>...........................] - ETA: 56s - loss: 0.3344 - accuracy: 0.8932
	6144/50000 [==>...........................] - ETA: 55s - loss: 0.3422 - accuracy: 0.8901
	7168/50000 [===>..........................] - ETA: 53s - loss: 0.3429 - accuracy: 0.8887
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.3445 - accuracy: 0.8883
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.3453 - accuracy: 0.8891
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.3491 - accuracy: 0.8874
	11264/50000 [=====>........................] - ETA: 49s - loss: 0.3549 - accuracy: 0.8859
	12288/50000 [======>.......................] - ETA: 47s - loss: 0.3559 - accuracy: 0.8856
	13312/50000 [======>.......................] - ETA: 46s - loss: 0.3562 - accuracy: 0.8845
	14336/50000 [=======>......................] - ETA: 45s - loss: 0.3566 - accuracy: 0.8849
	15360/50000 [========>.....................] - ETA: 44s - loss: 0.3562 - accuracy: 0.8849
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.3565 - accuracy: 0.8853
	17408/50000 [=========>....................] - ETA: 41s - loss: 0.3581 - accuracy: 0.8842
	18432/50000 [==========>...................] - ETA: 40s - loss: 0.3573 - accuracy: 0.8843
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.3588 - accuracy: 0.8837
	20480/50000 [===========>..................] - ETA: 37s - loss: 0.3595 - accuracy: 0.8833
	21504/50000 [===========>..................] - ETA: 36s - loss: 0.3579 - accuracy: 0.8836
	22528/50000 [============>.................] - ETA: 35s - loss: 0.3588 - accuracy: 0.8833
	23552/50000 [=============>................] - ETA: 33s - loss: 0.3610 - accuracy: 0.8827
	24576/50000 [=============>................] - ETA: 32s - loss: 0.3613 - accuracy: 0.8826
	25600/50000 [==============>...............] - ETA: 31s - loss: 0.3605 - accuracy: 0.8828
	26624/50000 [==============>...............] - ETA: 29s - loss: 0.3604 - accuracy: 0.8828
	27648/50000 [===============>..............] - ETA: 28s - loss: 0.3594 - accuracy: 0.8827
	28672/50000 [================>.............] - ETA: 27s - loss: 0.3596 - accuracy: 0.8827
	29696/50000 [================>.............] - ETA: 26s - loss: 0.3609 - accuracy: 0.8820
	30720/50000 [=================>............] - ETA: 24s - loss: 0.3613 - accuracy: 0.8815
	31744/50000 [==================>...........] - ETA: 23s - loss: 0.3625 - accuracy: 0.8814
	32768/50000 [==================>...........] - ETA: 22s - loss: 0.3638 - accuracy: 0.8806
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.3640 - accuracy: 0.8801
	34816/50000 [===================>..........] - ETA: 19s - loss: 0.3657 - accuracy: 0.8790
	35840/50000 [====================>.........] - ETA: 18s - loss: 0.3673 - accuracy: 0.8783
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.3680 - accuracy: 0.8781
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.3697 - accuracy: 0.8773
	38912/50000 [======================>.......] - ETA: 14s - loss: 0.3702 - accuracy: 0.8770
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.3715 - accuracy: 0.8762
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.3726 - accuracy: 0.8758
	41984/50000 [========================>.....] - ETA: 10s - loss: 0.3741 - accuracy: 0.8754
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.3745 - accuracy: 0.8754
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.3741 - accuracy: 0.8755
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.3758 - accuracy: 0.8749
	46080/50000 [==========================>...] - ETA: 5s - loss: 0.3753 - accuracy: 0.8750
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.3757 - accuracy: 0.8747
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.3752 - accuracy: 0.8750
	49152/50000 [============================>.] - ETA: 1s - loss: 0.3750 - accuracy: 0.8750
	50000/50000 [==============================] - 68s 1ms/sample - loss: 0.3756 - accuracy: 0.8745 - val_loss: 0.8684 - val_accuracy: 0.7351
	Epoch 44/100

	1024/50000 [..............................] - ETA: 56s - loss: 0.3626 - accuracy: 0.8887
	2048/50000 [>.............................] - ETA: 58s - loss: 0.3955 - accuracy: 0.8691
	3072/50000 [>.............................] - ETA: 57s - loss: 0.3816 - accuracy: 0.8760
	4096/50000 [=>............................] - ETA: 57s - loss: 0.3738 - accuracy: 0.8765
	5120/50000 [==>...........................] - ETA: 56s - loss: 0.3745 - accuracy: 0.8758
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.3753 - accuracy: 0.8753
	7168/50000 [===>..........................] - ETA: 53s - loss: 0.3837 - accuracy: 0.8719
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.3874 - accuracy: 0.8684
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.3878 - accuracy: 0.8675
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.3964 - accuracy: 0.8646
	11264/50000 [=====>........................] - ETA: 49s - loss: 0.3945 - accuracy: 0.8655
	12288/50000 [======>.......................] - ETA: 48s - loss: 0.3967 - accuracy: 0.8640
	13312/50000 [======>.......................] - ETA: 46s - loss: 0.3935 - accuracy: 0.8653
	14336/50000 [=======>......................] - ETA: 45s - loss: 0.3972 - accuracy: 0.8636
	15360/50000 [========>.....................] - ETA: 44s - loss: 0.3935 - accuracy: 0.8650
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.3915 - accuracy: 0.8657
	17408/50000 [=========>....................] - ETA: 41s - loss: 0.3916 - accuracy: 0.8660
	18432/50000 [==========>...................] - ETA: 40s - loss: 0.3921 - accuracy: 0.8657
	19456/50000 [==========>...................] - ETA: 39s - loss: 0.3941 - accuracy: 0.8648
	20480/50000 [===========>..................] - ETA: 37s - loss: 0.3920 - accuracy: 0.8659
	21504/50000 [===========>..................] - ETA: 36s - loss: 0.3925 - accuracy: 0.8657
	22528/50000 [============>.................] - ETA: 35s - loss: 0.3900 - accuracy: 0.8660
	23552/50000 [=============>................] - ETA: 34s - loss: 0.3897 - accuracy: 0.8662
	24576/50000 [=============>................] - ETA: 33s - loss: 0.3910 - accuracy: 0.8663
	25600/50000 [==============>...............] - ETA: 32s - loss: 0.3897 - accuracy: 0.8668
	26624/50000 [==============>...............] - ETA: 32s - loss: 0.3898 - accuracy: 0.8666
	27648/50000 [===============>..............] - ETA: 31s - loss: 0.3880 - accuracy: 0.8673
	28672/50000 [================>.............] - ETA: 30s - loss: 0.3879 - accuracy: 0.8669
	29696/50000 [================>.............] - ETA: 29s - loss: 0.3862 - accuracy: 0.8679
	30720/50000 [=================>............] - ETA: 28s - loss: 0.3853 - accuracy: 0.8682
	31744/50000 [==================>...........] - ETA: 26s - loss: 0.3863 - accuracy: 0.8678
	32768/50000 [==================>...........] - ETA: 25s - loss: 0.3865 - accuracy: 0.8678
	33792/50000 [===================>..........] - ETA: 24s - loss: 0.3867 - accuracy: 0.8678
	34816/50000 [===================>..........] - ETA: 23s - loss: 0.3861 - accuracy: 0.8674
	35840/50000 [====================>.........] - ETA: 21s - loss: 0.3854 - accuracy: 0.8677
	36864/50000 [=====================>........] - ETA: 20s - loss: 0.3851 - accuracy: 0.8675
	37888/50000 [=====================>........] - ETA: 18s - loss: 0.3845 - accuracy: 0.8673
	38912/50000 [======================>.......] - ETA: 17s - loss: 0.3842 - accuracy: 0.8673
	39936/50000 [======================>.......] - ETA: 15s - loss: 0.3831 - accuracy: 0.8679
	40960/50000 [=======================>......] - ETA: 14s - loss: 0.3824 - accuracy: 0.8683
	41984/50000 [========================>.....] - ETA: 12s - loss: 0.3815 - accuracy: 0.8685
	43008/50000 [========================>.....] - ETA: 11s - loss: 0.3808 - accuracy: 0.8690
	44032/50000 [=========================>....] - ETA: 9s - loss: 0.3801 - accuracy: 0.8693
	45056/50000 [==========================>...] - ETA: 8s - loss: 0.3798 - accuracy: 0.8696
	46080/50000 [==========================>...] - ETA: 6s - loss: 0.3793 - accuracy: 0.8699
	47104/50000 [===========================>..] - ETA: 4s - loss: 0.3793 - accuracy: 0.8699
	48128/50000 [===========================>..] - ETA: 3s - loss: 0.3793 - accuracy: 0.8699
	49152/50000 [============================>.] - ETA: 1s - loss: 0.3790 - accuracy: 0.8703
	50000/50000 [==============================] - 90s 2ms/sample - loss: 0.3788 - accuracy: 0.8703 - val_loss: 0.8718 - val_accuracy: 0.7322
	Epoch 45/100

	1024/50000 [..............................] - ETA: 1:34 - loss: 0.3310 - accuracy: 0.8896
	2048/50000 [>.............................] - ETA: 1:34 - loss: 0.3296 - accuracy: 0.8931
	3072/50000 [>.............................] - ETA: 1:33 - loss: 0.3376 - accuracy: 0.8861
	4096/50000 [=>............................] - ETA: 1:32 - loss: 0.3454 - accuracy: 0.8833
	5120/50000 [==>...........................] - ETA: 1:29 - loss: 0.3370 - accuracy: 0.8850
	6144/50000 [==>...........................] - ETA: 1:27 - loss: 0.3416 - accuracy: 0.8840
	7168/50000 [===>..........................] - ETA: 1:25 - loss: 0.3411 - accuracy: 0.8853
	8192/50000 [===>..........................] - ETA: 1:23 - loss: 0.3373 - accuracy: 0.8872
	9216/50000 [====>.........................] - ETA: 1:21 - loss: 0.3390 - accuracy: 0.8863
	10240/50000 [=====>........................] - ETA: 1:18 - loss: 0.3372 - accuracy: 0.8854
	11264/50000 [=====>........................] - ETA: 1:16 - loss: 0.3430 - accuracy: 0.8839
	12288/50000 [======>.......................] - ETA: 1:15 - loss: 0.3408 - accuracy: 0.8846
	13312/50000 [======>.......................] - ETA: 1:13 - loss: 0.3422 - accuracy: 0.8844
	14336/50000 [=======>......................] - ETA: 1:11 - loss: 0.3434 - accuracy: 0.8832
	15360/50000 [========>.....................] - ETA: 1:09 - loss: 0.3409 - accuracy: 0.8839
	16384/50000 [========>.....................] - ETA: 1:07 - loss: 0.3413 - accuracy: 0.8834
	17408/50000 [=========>....................] - ETA: 1:05 - loss: 0.3414 - accuracy: 0.8839
	18432/50000 [==========>...................] - ETA: 1:03 - loss: 0.3436 - accuracy: 0.8832
	19456/50000 [==========>...................] - ETA: 1:00 - loss: 0.3428 - accuracy: 0.8832
	20480/50000 [===========>..................] - ETA: 58s - loss: 0.3415 - accuracy: 0.8839
	21504/50000 [===========>..................] - ETA: 56s - loss: 0.3406 - accuracy: 0.8844
	22528/50000 [============>.................] - ETA: 54s - loss: 0.3398 - accuracy: 0.8851
	23552/50000 [=============>................] - ETA: 52s - loss: 0.3396 - accuracy: 0.8848
	24576/50000 [=============>................] - ETA: 50s - loss: 0.3391 - accuracy: 0.8857
	25600/50000 [==============>...............] - ETA: 48s - loss: 0.3396 - accuracy: 0.8854
	26624/50000 [==============>...............] - ETA: 46s - loss: 0.3390 - accuracy: 0.8857
	27648/50000 [===============>..............] - ETA: 44s - loss: 0.3404 - accuracy: 0.8854
	28672/50000 [================>.............] - ETA: 42s - loss: 0.3405 - accuracy: 0.8854
	29696/50000 [================>.............] - ETA: 40s - loss: 0.3401 - accuracy: 0.8857
	30720/50000 [=================>............] - ETA: 38s - loss: 0.3409 - accuracy: 0.8853
	31744/50000 [==================>...........] - ETA: 36s - loss: 0.3399 - accuracy: 0.8856
	32768/50000 [==================>...........] - ETA: 34s - loss: 0.3398 - accuracy: 0.8857
	33792/50000 [===================>..........] - ETA: 32s - loss: 0.3408 - accuracy: 0.8855
	34816/50000 [===================>..........] - ETA: 30s - loss: 0.3410 - accuracy: 0.8858
	35840/50000 [====================>.........] - ETA: 28s - loss: 0.3419 - accuracy: 0.8851
	36864/50000 [=====================>........] - ETA: 26s - loss: 0.3422 - accuracy: 0.8851
	37888/50000 [=====================>........] - ETA: 24s - loss: 0.3427 - accuracy: 0.8849
	38912/50000 [======================>.......] - ETA: 22s - loss: 0.3439 - accuracy: 0.8845
	39936/50000 [======================>.......] - ETA: 20s - loss: 0.3441 - accuracy: 0.8846
	40960/50000 [=======================>......] - ETA: 18s - loss: 0.3445 - accuracy: 0.8846
	41984/50000 [========================>.....] - ETA: 16s - loss: 0.3447 - accuracy: 0.8846
	43008/50000 [========================>.....] - ETA: 13s - loss: 0.3457 - accuracy: 0.8842
	44032/50000 [=========================>....] - ETA: 11s - loss: 0.3459 - accuracy: 0.8840
	45056/50000 [==========================>...] - ETA: 9s - loss: 0.3464 - accuracy: 0.8838
	46080/50000 [==========================>...] - ETA: 7s - loss: 0.3475 - accuracy: 0.8836
	47104/50000 [===========================>..] - ETA: 5s - loss: 0.3480 - accuracy: 0.8832
	48128/50000 [===========================>..] - ETA: 3s - loss: 0.3479 - accuracy: 0.8833
	49152/50000 [============================>.] - ETA: 1s - loss: 0.3494 - accuracy: 0.8826
	50000/50000 [==============================] - 108s 2ms/sample - loss: 0.3497 - accuracy: 0.8826 - val_loss: 0.8853 - val_accuracy: 0.7325
	Epoch 46/100

	1024/50000 [..............................] - ETA: 1:37 - loss: 0.3069 - accuracy: 0.9072
	2048/50000 [>.............................] - ETA: 1:35 - loss: 0.3051 - accuracy: 0.9043
	3072/50000 [>.............................] - ETA: 1:34 - loss: 0.3110 - accuracy: 0.9007
	4096/50000 [=>............................] - ETA: 1:31 - loss: 0.3149 - accuracy: 0.8984
	5120/50000 [==>...........................] - ETA: 1:29 - loss: 0.3176 - accuracy: 0.8971
	6144/50000 [==>...........................] - ETA: 1:27 - loss: 0.3189 - accuracy: 0.8950
	7168/50000 [===>..........................] - ETA: 1:24 - loss: 0.3258 - accuracy: 0.8916
	8192/50000 [===>..........................] - ETA: 1:23 - loss: 0.3289 - accuracy: 0.8904
	9216/50000 [====>.........................] - ETA: 1:20 - loss: 0.3245 - accuracy: 0.8917
	10240/50000 [=====>........................] - ETA: 1:19 - loss: 0.3274 - accuracy: 0.8907
	11264/50000 [=====>........................] - ETA: 1:17 - loss: 0.3270 - accuracy: 0.8903
	12288/50000 [======>.......................] - ETA: 1:15 - loss: 0.3299 - accuracy: 0.8886
	13312/50000 [======>.......................] - ETA: 1:13 - loss: 0.3323 - accuracy: 0.8878
	14336/50000 [=======>......................] - ETA: 1:11 - loss: 0.3335 - accuracy: 0.8864
	15360/50000 [========>.....................] - ETA: 1:09 - loss: 0.3360 - accuracy: 0.8850
	16384/50000 [========>.....................] - ETA: 1:07 - loss: 0.3366 - accuracy: 0.8849
	17408/50000 [=========>....................] - ETA: 1:05 - loss: 0.3410 - accuracy: 0.8829
	18432/50000 [==========>...................] - ETA: 1:03 - loss: 0.3406 - accuracy: 0.8836
	19456/50000 [==========>...................] - ETA: 1:01 - loss: 0.3435 - accuracy: 0.8823
	20480/50000 [===========>..................] - ETA: 59s - loss: 0.3449 - accuracy: 0.8816
	21504/50000 [===========>..................] - ETA: 57s - loss: 0.3437 - accuracy: 0.8828
	22528/50000 [============>.................] - ETA: 55s - loss: 0.3428 - accuracy: 0.8833
	23552/50000 [=============>................] - ETA: 53s - loss: 0.3414 - accuracy: 0.8834
	24576/50000 [=============>................] - ETA: 51s - loss: 0.3413 - accuracy: 0.8834
	25600/50000 [==============>...............] - ETA: 49s - loss: 0.3416 - accuracy: 0.8834
	26624/50000 [==============>...............] - ETA: 47s - loss: 0.3411 - accuracy: 0.8840
	27648/50000 [===============>..............] - ETA: 45s - loss: 0.3408 - accuracy: 0.8844
	28672/50000 [================>.............] - ETA: 43s - loss: 0.3421 - accuracy: 0.8839
	29696/50000 [================>.............] - ETA: 41s - loss: 0.3415 - accuracy: 0.8842
	30720/50000 [=================>............] - ETA: 39s - loss: 0.3417 - accuracy: 0.8844
	31744/50000 [==================>...........] - ETA: 37s - loss: 0.3421 - accuracy: 0.8844
	32768/50000 [==================>...........] - ETA: 35s - loss: 0.3420 - accuracy: 0.8845
	33792/50000 [===================>..........] - ETA: 32s - loss: 0.3415 - accuracy: 0.8848
	34816/50000 [===================>..........] - ETA: 30s - loss: 0.3413 - accuracy: 0.8849
	35840/50000 [====================>.........] - ETA: 28s - loss: 0.3418 - accuracy: 0.8847
	36864/50000 [=====================>........] - ETA: 26s - loss: 0.3419 - accuracy: 0.8848
	37888/50000 [=====================>........] - ETA: 24s - loss: 0.3417 - accuracy: 0.8849
	38912/50000 [======================>.......] - ETA: 22s - loss: 0.3425 - accuracy: 0.8848
	39936/50000 [======================>.......] - ETA: 20s - loss: 0.3426 - accuracy: 0.8847
	40960/50000 [=======================>......] - ETA: 18s - loss: 0.3424 - accuracy: 0.8850
	41984/50000 [========================>.....] - ETA: 16s - loss: 0.3422 - accuracy: 0.8848
	43008/50000 [========================>.....] - ETA: 14s - loss: 0.3418 - accuracy: 0.8851
	44032/50000 [=========================>....] - ETA: 12s - loss: 0.3412 - accuracy: 0.8850
	45056/50000 [==========================>...] - ETA: 10s - loss: 0.3412 - accuracy: 0.8853
	46080/50000 [==========================>...] - ETA: 7s - loss: 0.3404 - accuracy: 0.8855
	47104/50000 [===========================>..] - ETA: 5s - loss: 0.3401 - accuracy: 0.8856
	48128/50000 [===========================>..] - ETA: 3s - loss: 0.3393 - accuracy: 0.8858
	49152/50000 [============================>.] - ETA: 1s - loss: 0.3391 - accuracy: 0.8858
	50000/50000 [==============================] - 111s 2ms/sample - loss: 0.3399 - accuracy: 0.8854 - val_loss: 0.9066 - val_accuracy: 0.7304
	Epoch 47/100

	1024/50000 [..............................] - ETA: 31s - loss: 0.3138 - accuracy: 0.9043
	2048/50000 [>.............................] - ETA: 31s - loss: 0.3036 - accuracy: 0.9048
	3072/50000 [>.............................] - ETA: 31s - loss: 0.3109 - accuracy: 0.9001
	4096/50000 [=>............................] - ETA: 31s - loss: 0.3063 - accuracy: 0.9016
	5120/50000 [==>...........................] - ETA: 35s - loss: 0.3067 - accuracy: 0.9016
	6144/50000 [==>...........................] - ETA: 38s - loss: 0.3167 - accuracy: 0.8942
	7168/50000 [===>..........................] - ETA: 40s - loss: 0.3200 - accuracy: 0.8938
	8192/50000 [===>..........................] - ETA: 41s - loss: 0.3197 - accuracy: 0.8932
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.3178 - accuracy: 0.8944
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.3186 - accuracy: 0.8941
	11264/50000 [=====>........................] - ETA: 41s - loss: 0.3195 - accuracy: 0.8933
	12288/50000 [======>.......................] - ETA: 40s - loss: 0.3182 - accuracy: 0.8934
	13312/50000 [======>.......................] - ETA: 40s - loss: 0.3196 - accuracy: 0.8929
	14336/50000 [=======>......................] - ETA: 39s - loss: 0.3210 - accuracy: 0.8929
	15360/50000 [========>.....................] - ETA: 38s - loss: 0.3198 - accuracy: 0.8932
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.3206 - accuracy: 0.8927
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.3183 - accuracy: 0.8938
	18432/50000 [==========>...................] - ETA: 36s - loss: 0.3187 - accuracy: 0.8937
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.3166 - accuracy: 0.8945
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.3182 - accuracy: 0.8939
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.3195 - accuracy: 0.8932
	22528/50000 [============>.................] - ETA: 32s - loss: 0.3203 - accuracy: 0.8924
	23552/50000 [=============>................] - ETA: 31s - loss: 0.3203 - accuracy: 0.8928
	24576/50000 [=============>................] - ETA: 30s - loss: 0.3197 - accuracy: 0.8933
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.3230 - accuracy: 0.8918
	26624/50000 [==============>...............] - ETA: 29s - loss: 0.3229 - accuracy: 0.8916
	27648/50000 [===============>..............] - ETA: 28s - loss: 0.3227 - accuracy: 0.8919
	28672/50000 [================>.............] - ETA: 27s - loss: 0.3234 - accuracy: 0.8918
	29696/50000 [================>.............] - ETA: 27s - loss: 0.3243 - accuracy: 0.8913
	30720/50000 [=================>............] - ETA: 26s - loss: 0.3234 - accuracy: 0.8915
	31744/50000 [==================>...........] - ETA: 25s - loss: 0.3241 - accuracy: 0.8916
	32768/50000 [==================>...........] - ETA: 24s - loss: 0.3260 - accuracy: 0.8910
	33792/50000 [===================>..........] - ETA: 22s - loss: 0.3273 - accuracy: 0.8902
	34816/50000 [===================>..........] - ETA: 21s - loss: 0.3283 - accuracy: 0.8898
	35840/50000 [====================>.........] - ETA: 20s - loss: 0.3283 - accuracy: 0.8897
	36864/50000 [=====================>........] - ETA: 19s - loss: 0.3306 - accuracy: 0.8885
	37888/50000 [=====================>........] - ETA: 17s - loss: 0.3318 - accuracy: 0.8880
	38912/50000 [======================>.......] - ETA: 16s - loss: 0.3332 - accuracy: 0.8871
	39936/50000 [======================>.......] - ETA: 15s - loss: 0.3338 - accuracy: 0.8868
	40960/50000 [=======================>......] - ETA: 13s - loss: 0.3344 - accuracy: 0.8865
	41984/50000 [========================>.....] - ETA: 12s - loss: 0.3346 - accuracy: 0.8861
	43008/50000 [========================>.....] - ETA: 10s - loss: 0.3346 - accuracy: 0.8862
	44032/50000 [=========================>....] - ETA: 9s - loss: 0.3356 - accuracy: 0.8858
	45056/50000 [==========================>...] - ETA: 7s - loss: 0.3371 - accuracy: 0.8849
	46080/50000 [==========================>...] - ETA: 6s - loss: 0.3360 - accuracy: 0.8854
	47104/50000 [===========================>..] - ETA: 4s - loss: 0.3364 - accuracy: 0.8850
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.3377 - accuracy: 0.8844
	49152/50000 [============================>.] - ETA: 1s - loss: 0.3388 - accuracy: 0.8839
	50000/50000 [==============================] - 88s 2ms/sample - loss: 0.3390 - accuracy: 0.8838 - val_loss: 0.9274 - val_accuracy: 0.7272
	Epoch 48/100

	1024/50000 [..............................] - ETA: 1:36 - loss: 0.3491 - accuracy: 0.8906
	2048/50000 [>.............................] - ETA: 1:34 - loss: 0.3228 - accuracy: 0.9028
	3072/50000 [>.............................] - ETA: 1:34 - loss: 0.3176 - accuracy: 0.9020
	4096/50000 [=>............................] - ETA: 1:32 - loss: 0.3176 - accuracy: 0.9006
	5120/50000 [==>...........................] - ETA: 1:30 - loss: 0.3239 - accuracy: 0.8986
	6144/50000 [==>...........................] - ETA: 1:28 - loss: 0.3292 - accuracy: 0.8960
	7168/50000 [===>..........................] - ETA: 1:26 - loss: 0.3234 - accuracy: 0.8962
	8192/50000 [===>..........................] - ETA: 1:24 - loss: 0.3222 - accuracy: 0.8964
	9216/50000 [====>.........................] - ETA: 1:22 - loss: 0.3210 - accuracy: 0.8966
	10240/50000 [=====>........................] - ETA: 1:20 - loss: 0.3173 - accuracy: 0.8984
	11264/50000 [=====>........................] - ETA: 1:18 - loss: 0.3162 - accuracy: 0.8980
	12288/50000 [======>.......................] - ETA: 1:16 - loss: 0.3135 - accuracy: 0.8991
	13312/50000 [======>.......................] - ETA: 1:14 - loss: 0.3139 - accuracy: 0.8988
	14336/50000 [=======>......................] - ETA: 1:11 - loss: 0.3134 - accuracy: 0.8993
	15360/50000 [========>.....................] - ETA: 1:09 - loss: 0.3148 - accuracy: 0.8986
	16384/50000 [========>.....................] - ETA: 1:07 - loss: 0.3125 - accuracy: 0.8993
	17408/50000 [=========>....................] - ETA: 1:05 - loss: 0.3116 - accuracy: 0.8991
	18432/50000 [==========>...................] - ETA: 1:03 - loss: 0.3106 - accuracy: 0.8996
	19456/50000 [==========>...................] - ETA: 1:01 - loss: 0.3097 - accuracy: 0.9003
	20480/50000 [===========>..................] - ETA: 59s - loss: 0.3103 - accuracy: 0.9000
	21504/50000 [===========>..................] - ETA: 57s - loss: 0.3105 - accuracy: 0.8998
	22528/50000 [============>.................] - ETA: 55s - loss: 0.3096 - accuracy: 0.8999
	23552/50000 [=============>................] - ETA: 53s - loss: 0.3113 - accuracy: 0.8995
	24576/50000 [=============>................] - ETA: 51s - loss: 0.3124 - accuracy: 0.8994
	25600/50000 [==============>...............] - ETA: 49s - loss: 0.3135 - accuracy: 0.8986
	26624/50000 [==============>...............] - ETA: 46s - loss: 0.3125 - accuracy: 0.8986
	27648/50000 [===============>..............] - ETA: 44s - loss: 0.3134 - accuracy: 0.8985
	28672/50000 [================>.............] - ETA: 42s - loss: 0.3146 - accuracy: 0.8979
	29696/50000 [================>.............] - ETA: 40s - loss: 0.3159 - accuracy: 0.8972
	30720/50000 [=================>............] - ETA: 38s - loss: 0.3169 - accuracy: 0.8970
	31744/50000 [==================>...........] - ETA: 36s - loss: 0.3163 - accuracy: 0.8971
	32768/50000 [==================>...........] - ETA: 34s - loss: 0.3170 - accuracy: 0.8964
	33792/50000 [===================>..........] - ETA: 32s - loss: 0.3175 - accuracy: 0.8958
	34816/50000 [===================>..........] - ETA: 30s - loss: 0.3179 - accuracy: 0.8955
	35840/50000 [====================>.........] - ETA: 28s - loss: 0.3184 - accuracy: 0.8955
	36864/50000 [=====================>........] - ETA: 26s - loss: 0.3194 - accuracy: 0.8950
	37888/50000 [=====================>........] - ETA: 24s - loss: 0.3190 - accuracy: 0.8950
	38912/50000 [======================>.......] - ETA: 21s - loss: 0.3189 - accuracy: 0.8950
	39936/50000 [======================>.......] - ETA: 19s - loss: 0.3192 - accuracy: 0.8947
	40960/50000 [=======================>......] - ETA: 17s - loss: 0.3199 - accuracy: 0.8941
	41984/50000 [========================>.....] - ETA: 14s - loss: 0.3199 - accuracy: 0.8940
	43008/50000 [========================>.....] - ETA: 12s - loss: 0.3203 - accuracy: 0.8935
	44032/50000 [=========================>....] - ETA: 10s - loss: 0.3202 - accuracy: 0.8934
	45056/50000 [==========================>...] - ETA: 8s - loss: 0.3203 - accuracy: 0.8932
	46080/50000 [==========================>...] - ETA: 6s - loss: 0.3204 - accuracy: 0.8933
	47104/50000 [===========================>..] - ETA: 5s - loss: 0.3199 - accuracy: 0.8936
	48128/50000 [===========================>..] - ETA: 3s - loss: 0.3199 - accuracy: 0.8935
	49152/50000 [============================>.] - ETA: 1s - loss: 0.3206 - accuracy: 0.8930
	50000/50000 [==============================] - 91s 2ms/sample - loss: 0.3205 - accuracy: 0.8931 - val_loss: 0.9084 - val_accuracy: 0.7356
	Epoch 49/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.2867 - accuracy: 0.9053
	2048/50000 [>.............................] - ETA: 57s - loss: 0.2837 - accuracy: 0.9038
	3072/50000 [>.............................] - ETA: 57s - loss: 0.2863 - accuracy: 0.9023
	4096/50000 [=>............................] - ETA: 56s - loss: 0.2862 - accuracy: 0.9058
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.2824 - accuracy: 0.9084
	6144/50000 [==>...........................] - ETA: 53s - loss: 0.2861 - accuracy: 0.9069
	7168/50000 [===>..........................] - ETA: 52s - loss: 0.2875 - accuracy: 0.9071
	8192/50000 [===>..........................] - ETA: 51s - loss: 0.2834 - accuracy: 0.9089
	9216/50000 [====>.........................] - ETA: 50s - loss: 0.2867 - accuracy: 0.9072
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.2903 - accuracy: 0.9052
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.2890 - accuracy: 0.9054
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.2906 - accuracy: 0.9040
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.2937 - accuracy: 0.9033
	14336/50000 [=======>......................] - ETA: 41s - loss: 0.2955 - accuracy: 0.9021
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.2954 - accuracy: 0.9016
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.2965 - accuracy: 0.9014
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.2963 - accuracy: 0.9013
	18432/50000 [==========>...................] - ETA: 35s - loss: 0.2954 - accuracy: 0.9014
	19456/50000 [==========>...................] - ETA: 34s - loss: 0.2961 - accuracy: 0.9015
	20480/50000 [===========>..................] - ETA: 32s - loss: 0.2968 - accuracy: 0.9011
	21504/50000 [===========>..................] - ETA: 31s - loss: 0.2955 - accuracy: 0.9016
	22528/50000 [============>.................] - ETA: 30s - loss: 0.2955 - accuracy: 0.9013
	23552/50000 [=============>................] - ETA: 28s - loss: 0.2949 - accuracy: 0.9015
	24576/50000 [=============>................] - ETA: 27s - loss: 0.2963 - accuracy: 0.9004
	25600/50000 [==============>...............] - ETA: 26s - loss: 0.2955 - accuracy: 0.9005
	26624/50000 [==============>...............] - ETA: 25s - loss: 0.2979 - accuracy: 0.8995
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.2992 - accuracy: 0.8992
	28672/50000 [================>.............] - ETA: 22s - loss: 0.3005 - accuracy: 0.8985
	29696/50000 [================>.............] - ETA: 21s - loss: 0.2997 - accuracy: 0.8993
	30720/50000 [=================>............] - ETA: 20s - loss: 0.3004 - accuracy: 0.8992
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.3013 - accuracy: 0.8990
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.3021 - accuracy: 0.8986
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.3026 - accuracy: 0.8986
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.3021 - accuracy: 0.8987
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.3030 - accuracy: 0.8985
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.3036 - accuracy: 0.8984
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.3042 - accuracy: 0.8982
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.3041 - accuracy: 0.8984
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.3052 - accuracy: 0.8978
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.3053 - accuracy: 0.8976
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.3054 - accuracy: 0.8978
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.3063 - accuracy: 0.8973
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.3071 - accuracy: 0.8970
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.3078 - accuracy: 0.8966
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.3077 - accuracy: 0.8965
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.3078 - accuracy: 0.8966
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.3089 - accuracy: 0.8961
	49152/50000 [============================>.] - ETA: 0s - loss: 0.3083 - accuracy: 0.8963
	50000/50000 [==============================] - 61s 1ms/sample - loss: 0.3097 - accuracy: 0.8957 - val_loss: 0.9214 - val_accuracy: 0.7315
	Epoch 50/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.2851 - accuracy: 0.9150
	2048/50000 [>.............................] - ETA: 53s - loss: 0.2788 - accuracy: 0.9116
	3072/50000 [>.............................] - ETA: 53s - loss: 0.2756 - accuracy: 0.9144
	4096/50000 [=>............................] - ETA: 52s - loss: 0.2807 - accuracy: 0.9109
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.2783 - accuracy: 0.9137
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.2845 - accuracy: 0.9095
	7168/50000 [===>..........................] - ETA: 49s - loss: 0.2893 - accuracy: 0.9074
	8192/50000 [===>..........................] - ETA: 48s - loss: 0.2874 - accuracy: 0.9078
	9216/50000 [====>.........................] - ETA: 47s - loss: 0.2884 - accuracy: 0.9060
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.2911 - accuracy: 0.9053
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.2919 - accuracy: 0.9051
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.2908 - accuracy: 0.9056
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.2913 - accuracy: 0.9055
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.2919 - accuracy: 0.9049
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.2903 - accuracy: 0.9061
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.2920 - accuracy: 0.9051
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.2938 - accuracy: 0.9043
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.2943 - accuracy: 0.9041
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.2950 - accuracy: 0.9042
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.2956 - accuracy: 0.9037
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.2949 - accuracy: 0.9034
	22528/50000 [============>.................] - ETA: 32s - loss: 0.2943 - accuracy: 0.9037
	23552/50000 [=============>................] - ETA: 31s - loss: 0.2942 - accuracy: 0.9035
	24576/50000 [=============>................] - ETA: 30s - loss: 0.2945 - accuracy: 0.9034
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.2948 - accuracy: 0.9032
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.2938 - accuracy: 0.9037
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.2948 - accuracy: 0.9030
	28672/50000 [================>.............] - ETA: 25s - loss: 0.2946 - accuracy: 0.9033
	29696/50000 [================>.............] - ETA: 24s - loss: 0.2940 - accuracy: 0.9036
	30720/50000 [=================>............] - ETA: 23s - loss: 0.2946 - accuracy: 0.9035
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.2953 - accuracy: 0.9029
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.2947 - accuracy: 0.9030
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.2953 - accuracy: 0.9025
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.2949 - accuracy: 0.9025
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.2949 - accuracy: 0.9026
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2951 - accuracy: 0.9028
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2953 - accuracy: 0.9024
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.2957 - accuracy: 0.9023
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.2974 - accuracy: 0.9016
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2979 - accuracy: 0.9014
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2982 - accuracy: 0.9012
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2982 - accuracy: 0.9012
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.2985 - accuracy: 0.9010
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2982 - accuracy: 0.9012
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2993 - accuracy: 0.9007
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2992 - accuracy: 0.9007
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2984 - accuracy: 0.9008
	49152/50000 [============================>.] - ETA: 1s - loss: 0.2993 - accuracy: 0.9004
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.3000 - accuracy: 0.9003 - val_loss: 0.9475 - val_accuracy: 0.7249
	Epoch 51/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.2515 - accuracy: 0.9180
	2048/50000 [>.............................] - ETA: 58s - loss: 0.2778 - accuracy: 0.9121
	3072/50000 [>.............................] - ETA: 56s - loss: 0.2948 - accuracy: 0.9053
	4096/50000 [=>............................] - ETA: 54s - loss: 0.2912 - accuracy: 0.9036
	5120/50000 [==>...........................] - ETA: 53s - loss: 0.2905 - accuracy: 0.9039
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.2952 - accuracy: 0.9023
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.2943 - accuracy: 0.9021
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.2953 - accuracy: 0.9027
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.2963 - accuracy: 0.9012
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.2928 - accuracy: 0.9022
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.2936 - accuracy: 0.9027
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.2895 - accuracy: 0.9050
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.2906 - accuracy: 0.9041
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.2908 - accuracy: 0.9037
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.2919 - accuracy: 0.9034
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.2925 - accuracy: 0.9039
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.2905 - accuracy: 0.9045
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.2943 - accuracy: 0.9018
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.2931 - accuracy: 0.9020
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.2952 - accuracy: 0.9005
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.2932 - accuracy: 0.9018
	22528/50000 [============>.................] - ETA: 33s - loss: 0.2945 - accuracy: 0.9008
	23552/50000 [=============>................] - ETA: 32s - loss: 0.2954 - accuracy: 0.9004
	24576/50000 [=============>................] - ETA: 30s - loss: 0.2953 - accuracy: 0.9002
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.2957 - accuracy: 0.8998
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.2950 - accuracy: 0.8998
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.2950 - accuracy: 0.8999
	28672/50000 [================>.............] - ETA: 25s - loss: 0.2964 - accuracy: 0.8996
	29696/50000 [================>.............] - ETA: 24s - loss: 0.2962 - accuracy: 0.8998
	30720/50000 [=================>............] - ETA: 23s - loss: 0.2954 - accuracy: 0.9000
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.2951 - accuracy: 0.9004
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.2957 - accuracy: 0.9000
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.2952 - accuracy: 0.9005
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.2967 - accuracy: 0.8995
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.2971 - accuracy: 0.8994
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2966 - accuracy: 0.8998
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2964 - accuracy: 0.9000
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.2967 - accuracy: 0.8997
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.2963 - accuracy: 0.8999
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2958 - accuracy: 0.8998
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2961 - accuracy: 0.8999
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2960 - accuracy: 0.9000
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.2950 - accuracy: 0.9004
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2957 - accuracy: 0.9001
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2947 - accuracy: 0.9005
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2941 - accuracy: 0.9008
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2946 - accuracy: 0.9007
	49152/50000 [============================>.] - ETA: 1s - loss: 0.2946 - accuracy: 0.9009
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.2943 - accuracy: 0.9009 - val_loss: 0.9489 - val_accuracy: 0.7321
	Epoch 52/100

	1024/50000 [..............................] - ETA: 56s - loss: 0.2484 - accuracy: 0.9248
	2048/50000 [>.............................] - ETA: 56s - loss: 0.2489 - accuracy: 0.9224
	3072/50000 [>.............................] - ETA: 55s - loss: 0.2569 - accuracy: 0.9186
	4096/50000 [=>............................] - ETA: 55s - loss: 0.2504 - accuracy: 0.9182
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.2525 - accuracy: 0.9166
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.2525 - accuracy: 0.9180
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.2526 - accuracy: 0.9176
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.2544 - accuracy: 0.9180
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.2569 - accuracy: 0.9174
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.2561 - accuracy: 0.9181
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.2552 - accuracy: 0.9180
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.2548 - accuracy: 0.9189
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.2558 - accuracy: 0.9181
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.2563 - accuracy: 0.9184
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.2570 - accuracy: 0.9182
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.2564 - accuracy: 0.9180
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.2553 - accuracy: 0.9184
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.2553 - accuracy: 0.9185
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.2561 - accuracy: 0.9187
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.2573 - accuracy: 0.9183
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.2596 - accuracy: 0.9173
	22528/50000 [============>.................] - ETA: 33s - loss: 0.2595 - accuracy: 0.9171
	23552/50000 [=============>................] - ETA: 32s - loss: 0.2614 - accuracy: 0.9164
	24576/50000 [=============>................] - ETA: 31s - loss: 0.2611 - accuracy: 0.9167
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.2624 - accuracy: 0.9159
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.2632 - accuracy: 0.9155
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.2641 - accuracy: 0.9152
	28672/50000 [================>.............] - ETA: 26s - loss: 0.2641 - accuracy: 0.9150
	29696/50000 [================>.............] - ETA: 24s - loss: 0.2648 - accuracy: 0.9150
	30720/50000 [=================>............] - ETA: 23s - loss: 0.2651 - accuracy: 0.9150
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.2651 - accuracy: 0.9149
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.2654 - accuracy: 0.9149
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.2651 - accuracy: 0.9147
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.2658 - accuracy: 0.9145
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.2658 - accuracy: 0.9142
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2668 - accuracy: 0.9138
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2678 - accuracy: 0.9136
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.2673 - accuracy: 0.9138
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.2678 - accuracy: 0.9134
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2678 - accuracy: 0.9133
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2682 - accuracy: 0.9131
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2682 - accuracy: 0.9129
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.2688 - accuracy: 0.9125
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2685 - accuracy: 0.9125
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2690 - accuracy: 0.9123
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2694 - accuracy: 0.9121
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2692 - accuracy: 0.9120
	49152/50000 [============================>.] - ETA: 1s - loss: 0.2696 - accuracy: 0.9117
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.2697 - accuracy: 0.9116 - val_loss: 0.9576 - val_accuracy: 0.7265
	Epoch 53/100

	1024/50000 [..............................] - ETA: 51s - loss: 0.2428 - accuracy: 0.9277
	2048/50000 [>.............................] - ETA: 52s - loss: 0.2460 - accuracy: 0.9214
	3072/50000 [>.............................] - ETA: 51s - loss: 0.2506 - accuracy: 0.9212
	4096/50000 [=>............................] - ETA: 52s - loss: 0.2559 - accuracy: 0.9187
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.2581 - accuracy: 0.9174
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.2581 - accuracy: 0.9183
	7168/50000 [===>..........................] - ETA: 49s - loss: 0.2585 - accuracy: 0.9176
	8192/50000 [===>..........................] - ETA: 48s - loss: 0.2606 - accuracy: 0.9164
	9216/50000 [====>.........................] - ETA: 47s - loss: 0.2582 - accuracy: 0.9167
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.2588 - accuracy: 0.9152
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.2572 - accuracy: 0.9149
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.2594 - accuracy: 0.9139
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.2600 - accuracy: 0.9139
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.2578 - accuracy: 0.9151
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.2568 - accuracy: 0.9156
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.2565 - accuracy: 0.9158
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.2586 - accuracy: 0.9147
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.2610 - accuracy: 0.9135
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.2618 - accuracy: 0.9129
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.2632 - accuracy: 0.9125
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.2641 - accuracy: 0.9125
	22528/50000 [============>.................] - ETA: 32s - loss: 0.2646 - accuracy: 0.9123
	23552/50000 [=============>................] - ETA: 31s - loss: 0.2652 - accuracy: 0.9123
	24576/50000 [=============>................] - ETA: 29s - loss: 0.2659 - accuracy: 0.9117
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.2679 - accuracy: 0.9108
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.2669 - accuracy: 0.9114
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.2677 - accuracy: 0.9111
	28672/50000 [================>.............] - ETA: 25s - loss: 0.2669 - accuracy: 0.9118
	29696/50000 [================>.............] - ETA: 23s - loss: 0.2661 - accuracy: 0.9124
	30720/50000 [=================>............] - ETA: 22s - loss: 0.2654 - accuracy: 0.9128
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.2644 - accuracy: 0.9130
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.2641 - accuracy: 0.9132
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.2649 - accuracy: 0.9127
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.2641 - accuracy: 0.9128
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.2640 - accuracy: 0.9131
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2635 - accuracy: 0.9135
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2633 - accuracy: 0.9135
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.2629 - accuracy: 0.9138
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.2618 - accuracy: 0.9142
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2620 - accuracy: 0.9140
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2617 - accuracy: 0.9142
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2621 - accuracy: 0.9139
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.2621 - accuracy: 0.9137
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2624 - accuracy: 0.9137
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2616 - accuracy: 0.9139
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2623 - accuracy: 0.9138
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2623 - accuracy: 0.9138
	49152/50000 [============================>.] - ETA: 1s - loss: 0.2623 - accuracy: 0.9140
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.2622 - accuracy: 0.9139 - val_loss: 0.9684 - val_accuracy: 0.7322
	Epoch 54/100

	1024/50000 [..............................] - ETA: 58s - loss: 0.2350 - accuracy: 0.9277
	2048/50000 [>.............................] - ETA: 59s - loss: 0.2300 - accuracy: 0.9277
	3072/50000 [>.............................] - ETA: 58s - loss: 0.2203 - accuracy: 0.9333
	4096/50000 [=>............................] - ETA: 56s - loss: 0.2206 - accuracy: 0.9329
	5120/50000 [==>...........................] - ETA: 53s - loss: 0.2275 - accuracy: 0.9303
	6144/50000 [==>...........................] - ETA: 53s - loss: 0.2304 - accuracy: 0.9282
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.2305 - accuracy: 0.9289
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.2304 - accuracy: 0.9283
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.2342 - accuracy: 0.9269
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.2350 - accuracy: 0.9268
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.2358 - accuracy: 0.9260
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.2378 - accuracy: 0.9250
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.2398 - accuracy: 0.9246
	14336/50000 [=======>......................] - ETA: 41s - loss: 0.2392 - accuracy: 0.9243
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.2398 - accuracy: 0.9236
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.2416 - accuracy: 0.9225
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.2424 - accuracy: 0.9222
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.2426 - accuracy: 0.9224
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.2428 - accuracy: 0.9217
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.2437 - accuracy: 0.9213
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.2438 - accuracy: 0.9211
	22528/50000 [============>.................] - ETA: 32s - loss: 0.2437 - accuracy: 0.9214
	23552/50000 [=============>................] - ETA: 30s - loss: 0.2448 - accuracy: 0.9209
	24576/50000 [=============>................] - ETA: 29s - loss: 0.2454 - accuracy: 0.9209
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.2481 - accuracy: 0.9198
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.2499 - accuracy: 0.9188
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.2496 - accuracy: 0.9191
	28672/50000 [================>.............] - ETA: 24s - loss: 0.2496 - accuracy: 0.9189
	29696/50000 [================>.............] - ETA: 23s - loss: 0.2509 - accuracy: 0.9185
	30720/50000 [=================>............] - ETA: 22s - loss: 0.2514 - accuracy: 0.9179
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.2521 - accuracy: 0.9175
	32768/50000 [==================>...........] - ETA: 19s - loss: 0.2518 - accuracy: 0.9178
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.2515 - accuracy: 0.9181
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.2519 - accuracy: 0.9178
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.2528 - accuracy: 0.9173
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2513 - accuracy: 0.9180
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2518 - accuracy: 0.9177
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.2521 - accuracy: 0.9177
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.2528 - accuracy: 0.9173
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2532 - accuracy: 0.9175
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2541 - accuracy: 0.9172
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2544 - accuracy: 0.9172
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.2535 - accuracy: 0.9177
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2545 - accuracy: 0.9171
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2549 - accuracy: 0.9170
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2551 - accuracy: 0.9167
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2554 - accuracy: 0.9166
	49152/50000 [============================>.] - ETA: 0s - loss: 0.2553 - accuracy: 0.9166
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.2563 - accuracy: 0.9163 - val_loss: 0.9984 - val_accuracy: 0.7279
	Epoch 55/100

	1024/50000 [..............................] - ETA: 55s - loss: 0.2360 - accuracy: 0.9316
	2048/50000 [>.............................] - ETA: 54s - loss: 0.2326 - accuracy: 0.9316
	3072/50000 [>.............................] - ETA: 54s - loss: 0.2302 - accuracy: 0.9310
	4096/50000 [=>............................] - ETA: 53s - loss: 0.2236 - accuracy: 0.9319
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.2332 - accuracy: 0.9246
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.2312 - accuracy: 0.9271
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.2353 - accuracy: 0.9248
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.2353 - accuracy: 0.9249
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.2327 - accuracy: 0.9260
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.2306 - accuracy: 0.9273
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.2300 - accuracy: 0.9278
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.2300 - accuracy: 0.9272
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.2322 - accuracy: 0.9266
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.2303 - accuracy: 0.9272
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.2297 - accuracy: 0.9277
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.2307 - accuracy: 0.9272
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.2337 - accuracy: 0.9257
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.2346 - accuracy: 0.9245
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.2352 - accuracy: 0.9243
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.2348 - accuracy: 0.9243
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.2358 - accuracy: 0.9239
	22528/50000 [============>.................] - ETA: 33s - loss: 0.2366 - accuracy: 0.9233
	23552/50000 [=============>................] - ETA: 31s - loss: 0.2383 - accuracy: 0.9226
	24576/50000 [=============>................] - ETA: 30s - loss: 0.2392 - accuracy: 0.9227
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.2384 - accuracy: 0.9228
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.2388 - accuracy: 0.9224
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.2393 - accuracy: 0.9223
	28672/50000 [================>.............] - ETA: 25s - loss: 0.2410 - accuracy: 0.9223
	29696/50000 [================>.............] - ETA: 24s - loss: 0.2409 - accuracy: 0.9222
	30720/50000 [=================>............] - ETA: 23s - loss: 0.2417 - accuracy: 0.9218
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.2427 - accuracy: 0.9214
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.2434 - accuracy: 0.9211
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.2435 - accuracy: 0.9211
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.2436 - accuracy: 0.9211
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.2439 - accuracy: 0.9208
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2438 - accuracy: 0.9207
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2432 - accuracy: 0.9208
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.2440 - accuracy: 0.9208
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.2446 - accuracy: 0.9205
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2442 - accuracy: 0.9208
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2441 - accuracy: 0.9208
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2431 - accuracy: 0.9211
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.2440 - accuracy: 0.9209
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2438 - accuracy: 0.9209
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2443 - accuracy: 0.9207
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2437 - accuracy: 0.9208
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2449 - accuracy: 0.9199
	49152/50000 [============================>.] - ETA: 1s - loss: 0.2443 - accuracy: 0.9201
	50000/50000 [==============================] - 66s 1ms/sample - loss: 0.2447 - accuracy: 0.9199 - val_loss: 1.0237 - val_accuracy: 0.7250
	Epoch 56/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.2397 - accuracy: 0.9199
	2048/50000 [>.............................] - ETA: 1:00 - loss: 0.2506 - accuracy: 0.9155
	3072/50000 [>.............................] - ETA: 59s - loss: 0.2376 - accuracy: 0.9193
	4096/50000 [=>............................] - ETA: 57s - loss: 0.2340 - accuracy: 0.9204
	5120/50000 [==>...........................] - ETA: 55s - loss: 0.2289 - accuracy: 0.9232
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.2345 - accuracy: 0.9225
	7168/50000 [===>..........................] - ETA: 53s - loss: 0.2339 - accuracy: 0.9245
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.2313 - accuracy: 0.9271
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.2308 - accuracy: 0.9276
	10240/50000 [=====>........................] - ETA: 49s - loss: 0.2313 - accuracy: 0.9270
	11264/50000 [=====>........................] - ETA: 48s - loss: 0.2286 - accuracy: 0.9279
	12288/50000 [======>.......................] - ETA: 47s - loss: 0.2307 - accuracy: 0.9263
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.2295 - accuracy: 0.9262
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.2290 - accuracy: 0.9265
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.2301 - accuracy: 0.9261
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.2303 - accuracy: 0.9265
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.2307 - accuracy: 0.9265
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.2296 - accuracy: 0.9268
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.2281 - accuracy: 0.9276
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.2284 - accuracy: 0.9275
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.2267 - accuracy: 0.9277
	22528/50000 [============>.................] - ETA: 33s - loss: 0.2262 - accuracy: 0.9285
	23552/50000 [=============>................] - ETA: 32s - loss: 0.2270 - accuracy: 0.9282
	24576/50000 [=============>................] - ETA: 31s - loss: 0.2278 - accuracy: 0.9279
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.2291 - accuracy: 0.9273
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.2287 - accuracy: 0.9273
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.2293 - accuracy: 0.9269
	28672/50000 [================>.............] - ETA: 26s - loss: 0.2297 - accuracy: 0.9268
	29696/50000 [================>.............] - ETA: 24s - loss: 0.2302 - accuracy: 0.9262
	30720/50000 [=================>............] - ETA: 23s - loss: 0.2301 - accuracy: 0.9263
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.2311 - accuracy: 0.9259
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.2311 - accuracy: 0.9256
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.2324 - accuracy: 0.9249
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.2328 - accuracy: 0.9249
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.2335 - accuracy: 0.9245
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2330 - accuracy: 0.9244
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2339 - accuracy: 0.9242
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.2333 - accuracy: 0.9244
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.2346 - accuracy: 0.9239
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2359 - accuracy: 0.9233
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2355 - accuracy: 0.9234
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2363 - accuracy: 0.9231
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.2372 - accuracy: 0.9229
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2372 - accuracy: 0.9230
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2370 - accuracy: 0.9231
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2373 - accuracy: 0.9226
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2388 - accuracy: 0.9221
	49152/50000 [============================>.] - ETA: 1s - loss: 0.2387 - accuracy: 0.9221
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.2395 - accuracy: 0.9217 - val_loss: 1.0148 - val_accuracy: 0.7263
	Epoch 57/100

	1024/50000 [..............................] - ETA: 58s - loss: 0.1841 - accuracy: 0.9473
	2048/50000 [>.............................] - ETA: 58s - loss: 0.2014 - accuracy: 0.9380
	3072/50000 [>.............................] - ETA: 56s - loss: 0.2117 - accuracy: 0.9342
	4096/50000 [=>............................] - ETA: 54s - loss: 0.2178 - accuracy: 0.9333
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.2138 - accuracy: 0.9359
	6144/50000 [==>...........................] - ETA: 52s - loss: 0.2159 - accuracy: 0.9347
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.2130 - accuracy: 0.9339
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.2142 - accuracy: 0.9329
	9216/50000 [====>.........................] - ETA: 49s - loss: 0.2123 - accuracy: 0.9344
	10240/50000 [=====>........................] - ETA: 48s - loss: 0.2142 - accuracy: 0.9327
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.2171 - accuracy: 0.9316
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.2214 - accuracy: 0.9302
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.2247 - accuracy: 0.9284
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.2220 - accuracy: 0.9296
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.2241 - accuracy: 0.9286
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.2262 - accuracy: 0.9274
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.2270 - accuracy: 0.9276
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.2257 - accuracy: 0.9275
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.2235 - accuracy: 0.9284
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.2232 - accuracy: 0.9284
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.2235 - accuracy: 0.9284
	22528/50000 [============>.................] - ETA: 33s - loss: 0.2244 - accuracy: 0.9284
	23552/50000 [=============>................] - ETA: 32s - loss: 0.2241 - accuracy: 0.9282
	24576/50000 [=============>................] - ETA: 30s - loss: 0.2241 - accuracy: 0.9281
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.2243 - accuracy: 0.9278
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.2247 - accuracy: 0.9277
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.2241 - accuracy: 0.9280
	28672/50000 [================>.............] - ETA: 25s - loss: 0.2246 - accuracy: 0.9277
	29696/50000 [================>.............] - ETA: 24s - loss: 0.2237 - accuracy: 0.9279
	30720/50000 [=================>............] - ETA: 23s - loss: 0.2238 - accuracy: 0.9277
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.2240 - accuracy: 0.9275
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.2240 - accuracy: 0.9272
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.2236 - accuracy: 0.9269
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.2243 - accuracy: 0.9267
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.2242 - accuracy: 0.9268
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2240 - accuracy: 0.9271
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2229 - accuracy: 0.9276
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.2232 - accuracy: 0.9275
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.2230 - accuracy: 0.9279
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2235 - accuracy: 0.9277
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2240 - accuracy: 0.9273
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2243 - accuracy: 0.9270
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.2252 - accuracy: 0.9267
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2248 - accuracy: 0.9271
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2241 - accuracy: 0.9275
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2236 - accuracy: 0.9276
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2228 - accuracy: 0.9280
	49152/50000 [============================>.] - ETA: 1s - loss: 0.2225 - accuracy: 0.9281
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.2223 - accuracy: 0.9283 - val_loss: 1.0289 - val_accuracy: 0.7306
	Epoch 58/100

	1024/50000 [..............................] - ETA: 1:02 - loss: 0.1857 - accuracy: 0.9531
	2048/50000 [>.............................] - ETA: 58s - loss: 0.1903 - accuracy: 0.9487
	3072/50000 [>.............................] - ETA: 56s - loss: 0.1798 - accuracy: 0.9512
	4096/50000 [=>............................] - ETA: 54s - loss: 0.1863 - accuracy: 0.9482
	5120/50000 [==>...........................] - ETA: 53s - loss: 0.1854 - accuracy: 0.9479
	6144/50000 [==>...........................] - ETA: 52s - loss: 0.1845 - accuracy: 0.9489
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.1856 - accuracy: 0.9488
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.1880 - accuracy: 0.9470
	9216/50000 [====>.........................] - ETA: 49s - loss: 0.1911 - accuracy: 0.9452
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.1928 - accuracy: 0.9448
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.1932 - accuracy: 0.9441
	12288/50000 [======>.......................] - ETA: 44s - loss: 0.1936 - accuracy: 0.9444
	13312/50000 [======>.......................] - ETA: 43s - loss: 0.1953 - accuracy: 0.9440
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.1953 - accuracy: 0.9441
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.1970 - accuracy: 0.9430
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.1980 - accuracy: 0.9430
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.1981 - accuracy: 0.9431
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.1979 - accuracy: 0.9429
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.2001 - accuracy: 0.9419
	20480/50000 [===========>..................] - ETA: 34s - loss: 0.1996 - accuracy: 0.9417
	21504/50000 [===========>..................] - ETA: 33s - loss: 0.1998 - accuracy: 0.9414
	22528/50000 [============>.................] - ETA: 32s - loss: 0.2011 - accuracy: 0.9407
	23552/50000 [=============>................] - ETA: 31s - loss: 0.2026 - accuracy: 0.9398
	24576/50000 [=============>................] - ETA: 30s - loss: 0.2022 - accuracy: 0.9399
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.2044 - accuracy: 0.9389
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.2045 - accuracy: 0.9387
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.2065 - accuracy: 0.9378
	28672/50000 [================>.............] - ETA: 25s - loss: 0.2066 - accuracy: 0.9377
	29696/50000 [================>.............] - ETA: 24s - loss: 0.2072 - accuracy: 0.9374
	30720/50000 [=================>............] - ETA: 22s - loss: 0.2078 - accuracy: 0.9369
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.2088 - accuracy: 0.9366
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.2087 - accuracy: 0.9363
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.2083 - accuracy: 0.9366
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.2093 - accuracy: 0.9359
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.2091 - accuracy: 0.9360
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.2095 - accuracy: 0.9354
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.2097 - accuracy: 0.9354
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.2097 - accuracy: 0.9351
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.2104 - accuracy: 0.9346
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.2107 - accuracy: 0.9344
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.2113 - accuracy: 0.9340
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.2115 - accuracy: 0.9339
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.2118 - accuracy: 0.9338
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.2126 - accuracy: 0.9331
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.2129 - accuracy: 0.9332
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.2134 - accuracy: 0.9328
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.2142 - accuracy: 0.9324
	49152/50000 [============================>.] - ETA: 1s - loss: 0.2149 - accuracy: 0.9318
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.2152 - accuracy: 0.9316 - val_loss: 1.0631 - val_accuracy: 0.7272
	Epoch 59/100

	1024/50000 [..............................] - ETA: 54s - loss: 0.1812 - accuracy: 0.9492
	2048/50000 [>.............................] - ETA: 54s - loss: 0.1939 - accuracy: 0.9404
	3072/50000 [>.............................] - ETA: 54s - loss: 0.1957 - accuracy: 0.9404
	4096/50000 [=>............................] - ETA: 52s - loss: 0.1993 - accuracy: 0.9397
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.1964 - accuracy: 0.9404
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.1984 - accuracy: 0.9396
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.1946 - accuracy: 0.9407
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.1931 - accuracy: 0.9406
	9216/50000 [====>.........................] - ETA: 48s - loss: 0.1930 - accuracy: 0.9399
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.1927 - accuracy: 0.9397
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.1921 - accuracy: 0.9404
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.1946 - accuracy: 0.9392
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.1941 - accuracy: 0.9401
	14336/50000 [=======>......................] - ETA: 42s - loss: 0.1944 - accuracy: 0.9395
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.1941 - accuracy: 0.9398
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.1928 - accuracy: 0.9407
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.1926 - accuracy: 0.9406
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.1912 - accuracy: 0.9412
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.1903 - accuracy: 0.9415
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.1901 - accuracy: 0.9418
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.1910 - accuracy: 0.9418
	22528/50000 [============>.................] - ETA: 33s - loss: 0.1905 - accuracy: 0.9416
	23552/50000 [=============>................] - ETA: 31s - loss: 0.1913 - accuracy: 0.9411
	24576/50000 [=============>................] - ETA: 30s - loss: 0.1904 - accuracy: 0.9418
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.1912 - accuracy: 0.9414
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.1903 - accuracy: 0.9419
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.1894 - accuracy: 0.9421
	28672/50000 [================>.............] - ETA: 25s - loss: 0.1900 - accuracy: 0.9420
	29696/50000 [================>.............] - ETA: 24s - loss: 0.1902 - accuracy: 0.9418
	30720/50000 [=================>............] - ETA: 23s - loss: 0.1895 - accuracy: 0.9422
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.1896 - accuracy: 0.9423
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.1897 - accuracy: 0.9421
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.1900 - accuracy: 0.9420
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.1906 - accuracy: 0.9417
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.1913 - accuracy: 0.9412
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.1919 - accuracy: 0.9410
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.1930 - accuracy: 0.9404
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.1932 - accuracy: 0.9404
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.1944 - accuracy: 0.9400
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1954 - accuracy: 0.9398
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1959 - accuracy: 0.9396
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.1967 - accuracy: 0.9393
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.1969 - accuracy: 0.9391
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.1973 - accuracy: 0.9390
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1977 - accuracy: 0.9390
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1993 - accuracy: 0.9382
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1988 - accuracy: 0.9383
	49152/50000 [============================>.] - ETA: 1s - loss: 0.1992 - accuracy: 0.9380
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.1996 - accuracy: 0.9380 - val_loss: 1.0936 - val_accuracy: 0.7239
	Epoch 60/100

	1024/50000 [..............................] - ETA: 1:01 - loss: 0.2059 - accuracy: 0.9307
	2048/50000 [>.............................] - ETA: 59s - loss: 0.1984 - accuracy: 0.9385
	3072/50000 [>.............................] - ETA: 57s - loss: 0.2004 - accuracy: 0.9378
	4096/50000 [=>............................] - ETA: 55s - loss: 0.1912 - accuracy: 0.9399
	5120/50000 [==>...........................] - ETA: 54s - loss: 0.1882 - accuracy: 0.9404
	6144/50000 [==>...........................] - ETA: 54s - loss: 0.1823 - accuracy: 0.9430
	7168/50000 [===>..........................] - ETA: 52s - loss: 0.1861 - accuracy: 0.9407
	8192/50000 [===>..........................] - ETA: 51s - loss: 0.1866 - accuracy: 0.9403
	9216/50000 [====>.........................] - ETA: 50s - loss: 0.1894 - accuracy: 0.9399
	10240/50000 [=====>........................] - ETA: 49s - loss: 0.1877 - accuracy: 0.9403
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.1874 - accuracy: 0.9406
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.1863 - accuracy: 0.9412
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.1880 - accuracy: 0.9410
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.1875 - accuracy: 0.9414
	15360/50000 [========>.....................] - ETA: 42s - loss: 0.1876 - accuracy: 0.9411
	16384/50000 [========>.....................] - ETA: 41s - loss: 0.1867 - accuracy: 0.9415
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.1877 - accuracy: 0.9411
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.1880 - accuracy: 0.9414
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.1876 - accuracy: 0.9415
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.1869 - accuracy: 0.9419
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.1880 - accuracy: 0.9413
	22528/50000 [============>.................] - ETA: 33s - loss: 0.1883 - accuracy: 0.9414
	23552/50000 [=============>................] - ETA: 32s - loss: 0.1879 - accuracy: 0.9414
	24576/50000 [=============>................] - ETA: 31s - loss: 0.1877 - accuracy: 0.9411
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.1884 - accuracy: 0.9408
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.1883 - accuracy: 0.9411
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.1889 - accuracy: 0.9410
	28672/50000 [================>.............] - ETA: 26s - loss: 0.1902 - accuracy: 0.9406
	29696/50000 [================>.............] - ETA: 24s - loss: 0.1907 - accuracy: 0.9402
	30720/50000 [=================>............] - ETA: 23s - loss: 0.1910 - accuracy: 0.9400
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.1918 - accuracy: 0.9400
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.1917 - accuracy: 0.9399
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.1923 - accuracy: 0.9396
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.1923 - accuracy: 0.9397
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.1933 - accuracy: 0.9393
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.1932 - accuracy: 0.9396
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.1935 - accuracy: 0.9395
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.1936 - accuracy: 0.9393
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.1944 - accuracy: 0.9390
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1945 - accuracy: 0.9387
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1935 - accuracy: 0.9392
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.1940 - accuracy: 0.9389
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.1943 - accuracy: 0.9386
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.1941 - accuracy: 0.9388
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1940 - accuracy: 0.9389
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1934 - accuracy: 0.9392
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1927 - accuracy: 0.9394
	49152/50000 [============================>.] - ETA: 1s - loss: 0.1924 - accuracy: 0.9395
	50000/50000 [==============================] - 65s 1ms/sample - loss: 0.1927 - accuracy: 0.9393 - val_loss: 1.0960 - val_accuracy: 0.7253
	Epoch 61/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.1587 - accuracy: 0.9531
	2048/50000 [>.............................] - ETA: 58s - loss: 0.1587 - accuracy: 0.9507
	3072/50000 [>.............................] - ETA: 59s - loss: 0.1549 - accuracy: 0.9535
	4096/50000 [=>............................] - ETA: 1:00 - loss: 0.1579 - accuracy: 0.9519
	5120/50000 [==>...........................] - ETA: 59s - loss: 0.1577 - accuracy: 0.9531
	6144/50000 [==>...........................] - ETA: 57s - loss: 0.1615 - accuracy: 0.9513
	7168/50000 [===>..........................] - ETA: 54s - loss: 0.1629 - accuracy: 0.9509
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.1611 - accuracy: 0.9521
	9216/50000 [====>.........................] - ETA: 52s - loss: 0.1620 - accuracy: 0.9527
	10240/50000 [=====>........................] - ETA: 51s - loss: 0.1601 - accuracy: 0.9540
	11264/50000 [=====>........................] - ETA: 49s - loss: 0.1602 - accuracy: 0.9538
	12288/50000 [======>.......................] - ETA: 48s - loss: 0.1607 - accuracy: 0.9531
	13312/50000 [======>.......................] - ETA: 47s - loss: 0.1616 - accuracy: 0.9530
	14336/50000 [=======>......................] - ETA: 46s - loss: 0.1630 - accuracy: 0.9522
	15360/50000 [========>.....................] - ETA: 45s - loss: 0.1643 - accuracy: 0.9518
	16384/50000 [========>.....................] - ETA: 43s - loss: 0.1670 - accuracy: 0.9509
	17408/50000 [=========>....................] - ETA: 41s - loss: 0.1676 - accuracy: 0.9506
	18432/50000 [==========>...................] - ETA: 40s - loss: 0.1691 - accuracy: 0.9498
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.1703 - accuracy: 0.9492
	20480/50000 [===========>..................] - ETA: 37s - loss: 0.1704 - accuracy: 0.9494
	21504/50000 [===========>..................] - ETA: 36s - loss: 0.1713 - accuracy: 0.9491
	22528/50000 [============>.................] - ETA: 35s - loss: 0.1729 - accuracy: 0.9486
	23552/50000 [=============>................] - ETA: 33s - loss: 0.1743 - accuracy: 0.9480
	24576/50000 [=============>................] - ETA: 32s - loss: 0.1756 - accuracy: 0.9471
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.1760 - accuracy: 0.9472
	26624/50000 [==============>...............] - ETA: 29s - loss: 0.1767 - accuracy: 0.9466
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.1766 - accuracy: 0.9465
	28672/50000 [================>.............] - ETA: 26s - loss: 0.1763 - accuracy: 0.9470
	29696/50000 [================>.............] - ETA: 25s - loss: 0.1767 - accuracy: 0.9470
	30720/50000 [=================>............] - ETA: 23s - loss: 0.1765 - accuracy: 0.9470
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.1781 - accuracy: 0.9465
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.1782 - accuracy: 0.9466
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.1778 - accuracy: 0.9469
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.1778 - accuracy: 0.9467
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.1791 - accuracy: 0.9461
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.1797 - accuracy: 0.9456
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.1801 - accuracy: 0.9454
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.1806 - accuracy: 0.9450
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.1804 - accuracy: 0.9451
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.1813 - accuracy: 0.9447
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1822 - accuracy: 0.9443
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.1830 - accuracy: 0.9438
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.1832 - accuracy: 0.9436
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.1833 - accuracy: 0.9435
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1831 - accuracy: 0.9436
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1833 - accuracy: 0.9435
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1835 - accuracy: 0.9434
	49152/50000 [============================>.] - ETA: 1s - loss: 0.1834 - accuracy: 0.9434
	50000/50000 [==============================] - 66s 1ms/sample - loss: 0.1838 - accuracy: 0.9432 - val_loss: 1.0937 - val_accuracy: 0.7275
	Epoch 62/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.1741 - accuracy: 0.9512
	2048/50000 [>.............................] - ETA: 57s - loss: 0.1647 - accuracy: 0.9556
	3072/50000 [>.............................] - ETA: 55s - loss: 0.1559 - accuracy: 0.9590
	4096/50000 [=>............................] - ETA: 54s - loss: 0.1588 - accuracy: 0.9575
	5120/50000 [==>...........................] - ETA: 53s - loss: 0.1561 - accuracy: 0.9576
	6144/50000 [==>...........................] - ETA: 53s - loss: 0.1535 - accuracy: 0.9587
	7168/50000 [===>..........................] - ETA: 51s - loss: 0.1535 - accuracy: 0.9581
	8192/50000 [===>..........................] - ETA: 50s - loss: 0.1532 - accuracy: 0.9574
	9216/50000 [====>.........................] - ETA: 49s - loss: 0.1566 - accuracy: 0.9552
	10240/50000 [=====>........................] - ETA: 47s - loss: 0.1579 - accuracy: 0.9537
	11264/50000 [=====>........................] - ETA: 46s - loss: 0.1590 - accuracy: 0.9537
	12288/50000 [======>.......................] - ETA: 45s - loss: 0.1592 - accuracy: 0.9540
	13312/50000 [======>.......................] - ETA: 44s - loss: 0.1588 - accuracy: 0.9537
	14336/50000 [=======>......................] - ETA: 43s - loss: 0.1585 - accuracy: 0.9544
	15360/50000 [========>.....................] - ETA: 41s - loss: 0.1602 - accuracy: 0.9537
	16384/50000 [========>.....................] - ETA: 40s - loss: 0.1614 - accuracy: 0.9536
	17408/50000 [=========>....................] - ETA: 39s - loss: 0.1633 - accuracy: 0.9527
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.1638 - accuracy: 0.9530
	19456/50000 [==========>...................] - ETA: 36s - loss: 0.1642 - accuracy: 0.9525
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.1652 - accuracy: 0.9521
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.1663 - accuracy: 0.9511
	22528/50000 [============>.................] - ETA: 33s - loss: 0.1675 - accuracy: 0.9502
	23552/50000 [=============>................] - ETA: 31s - loss: 0.1675 - accuracy: 0.9499
	24576/50000 [=============>................] - ETA: 30s - loss: 0.1677 - accuracy: 0.9500
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.1678 - accuracy: 0.9499
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.1700 - accuracy: 0.9490
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.1706 - accuracy: 0.9484
	28672/50000 [================>.............] - ETA: 25s - loss: 0.1706 - accuracy: 0.9484
	29696/50000 [================>.............] - ETA: 24s - loss: 0.1703 - accuracy: 0.9485
	30720/50000 [=================>............] - ETA: 23s - loss: 0.1712 - accuracy: 0.9482
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.1721 - accuracy: 0.9481
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.1729 - accuracy: 0.9478
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.1731 - accuracy: 0.9474
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.1735 - accuracy: 0.9472
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.1744 - accuracy: 0.9467
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.1751 - accuracy: 0.9465
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.1745 - accuracy: 0.9466
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.1741 - accuracy: 0.9465
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.1744 - accuracy: 0.9464
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1741 - accuracy: 0.9466
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1742 - accuracy: 0.9465
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.1746 - accuracy: 0.9464
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.1748 - accuracy: 0.9461
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.1749 - accuracy: 0.9459
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1751 - accuracy: 0.9456
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1757 - accuracy: 0.9453
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1766 - accuracy: 0.9451
	49152/50000 [============================>.] - ETA: 1s - loss: 0.1766 - accuracy: 0.9451
	50000/50000 [==============================] - 64s 1ms/sample - loss: 0.1774 - accuracy: 0.9448 - val_loss: 1.1527 - val_accuracy: 0.7224
	Epoch 63/100

	1024/50000 [..............................] - ETA: 1:02 - loss: 0.1508 - accuracy: 0.9551
	2048/50000 [>.............................] - ETA: 1:02 - loss: 0.1792 - accuracy: 0.9414
	3072/50000 [>.............................] - ETA: 1:03 - loss: 0.1713 - accuracy: 0.9469
	4096/50000 [=>............................] - ETA: 1:01 - loss: 0.1727 - accuracy: 0.9441
	5120/50000 [==>...........................] - ETA: 59s - loss: 0.1762 - accuracy: 0.9414
	6144/50000 [==>...........................] - ETA: 56s - loss: 0.1781 - accuracy: 0.9422
	7168/50000 [===>..........................] - ETA: 54s - loss: 0.1766 - accuracy: 0.9431
	8192/50000 [===>..........................] - ETA: 53s - loss: 0.1749 - accuracy: 0.9436
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.1756 - accuracy: 0.9431
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.1724 - accuracy: 0.9448
	11264/50000 [=====>........................] - ETA: 49s - loss: 0.1699 - accuracy: 0.9454
	12288/50000 [======>.......................] - ETA: 47s - loss: 0.1715 - accuracy: 0.9446
	13312/50000 [======>.......................] - ETA: 47s - loss: 0.1728 - accuracy: 0.9443
	14336/50000 [=======>......................] - ETA: 45s - loss: 0.1721 - accuracy: 0.9449
	15360/50000 [========>.....................] - ETA: 45s - loss: 0.1718 - accuracy: 0.9448
	16384/50000 [========>.....................] - ETA: 44s - loss: 0.1716 - accuracy: 0.9446
	17408/50000 [=========>....................] - ETA: 42s - loss: 0.1706 - accuracy: 0.9451
	18432/50000 [==========>...................] - ETA: 40s - loss: 0.1727 - accuracy: 0.9443
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.1743 - accuracy: 0.9439
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.1757 - accuracy: 0.9431
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.1759 - accuracy: 0.9433
	22528/50000 [============>.................] - ETA: 33s - loss: 0.1756 - accuracy: 0.9433
	23552/50000 [=============>................] - ETA: 31s - loss: 0.1765 - accuracy: 0.9430
	24576/50000 [=============>................] - ETA: 30s - loss: 0.1782 - accuracy: 0.9425
	25600/50000 [==============>...............] - ETA: 29s - loss: 0.1770 - accuracy: 0.9428
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.1780 - accuracy: 0.9426
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.1782 - accuracy: 0.9426
	28672/50000 [================>.............] - ETA: 25s - loss: 0.1782 - accuracy: 0.9427
	29696/50000 [================>.............] - ETA: 24s - loss: 0.1785 - accuracy: 0.9429
	30720/50000 [=================>............] - ETA: 22s - loss: 0.1779 - accuracy: 0.9430
	31744/50000 [==================>...........] - ETA: 21s - loss: 0.1780 - accuracy: 0.9427
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.1773 - accuracy: 0.9431
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.1775 - accuracy: 0.9431
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.1772 - accuracy: 0.9432
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.1774 - accuracy: 0.9436
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.1779 - accuracy: 0.9433
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.1772 - accuracy: 0.9435
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.1774 - accuracy: 0.9434
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.1767 - accuracy: 0.9438
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1772 - accuracy: 0.9434
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1771 - accuracy: 0.9434
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.1769 - accuracy: 0.9435
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.1774 - accuracy: 0.9433
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.1779 - accuracy: 0.9430
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1789 - accuracy: 0.9426
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1793 - accuracy: 0.9424
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1806 - accuracy: 0.9418
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1805 - accuracy: 0.9417
	50000/50000 [==============================] - 60s 1ms/sample - loss: 0.1819 - accuracy: 0.9410 - val_loss: 1.1639 - val_accuracy: 0.7257
	Epoch 64/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.1537 - accuracy: 0.9551
	2048/50000 [>.............................] - ETA: 59s - loss: 0.1849 - accuracy: 0.9404
	3072/50000 [>.............................] - ETA: 59s - loss: 0.1870 - accuracy: 0.9382
	4096/50000 [=>............................] - ETA: 58s - loss: 0.1887 - accuracy: 0.9368
	5120/50000 [==>...........................] - ETA: 57s - loss: 0.1976 - accuracy: 0.9338
	6144/50000 [==>...........................] - ETA: 57s - loss: 0.1892 - accuracy: 0.9388
	7168/50000 [===>..........................] - ETA: 55s - loss: 0.1943 - accuracy: 0.9378
	8192/50000 [===>..........................] - ETA: 54s - loss: 0.1940 - accuracy: 0.9377
	9216/50000 [====>.........................] - ETA: 52s - loss: 0.1928 - accuracy: 0.9384
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.1912 - accuracy: 0.9395
	11264/50000 [=====>........................] - ETA: 49s - loss: 0.1914 - accuracy: 0.9389
	12288/50000 [======>.......................] - ETA: 48s - loss: 0.1891 - accuracy: 0.9395
	13312/50000 [======>.......................] - ETA: 46s - loss: 0.1864 - accuracy: 0.9410
	14336/50000 [=======>......................] - ETA: 45s - loss: 0.1844 - accuracy: 0.9416
	15360/50000 [========>.....................] - ETA: 44s - loss: 0.1835 - accuracy: 0.9421
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.1845 - accuracy: 0.9411
	17408/50000 [=========>....................] - ETA: 41s - loss: 0.1831 - accuracy: 0.9413
	18432/50000 [==========>...................] - ETA: 40s - loss: 0.1839 - accuracy: 0.9409
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.1837 - accuracy: 0.9411
	20480/50000 [===========>..................] - ETA: 37s - loss: 0.1826 - accuracy: 0.9417
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.1828 - accuracy: 0.9415
	22528/50000 [============>.................] - ETA: 34s - loss: 0.1820 - accuracy: 0.9418
	23552/50000 [=============>................] - ETA: 33s - loss: 0.1826 - accuracy: 0.9416
	24576/50000 [=============>................] - ETA: 31s - loss: 0.1810 - accuracy: 0.9421
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.1810 - accuracy: 0.9424
	26624/50000 [==============>...............] - ETA: 28s - loss: 0.1802 - accuracy: 0.9427
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.1808 - accuracy: 0.9426
	28672/50000 [================>.............] - ETA: 26s - loss: 0.1797 - accuracy: 0.9432
	29696/50000 [================>.............] - ETA: 24s - loss: 0.1801 - accuracy: 0.9429
	30720/50000 [=================>............] - ETA: 23s - loss: 0.1801 - accuracy: 0.9427
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.1801 - accuracy: 0.9428
	32768/50000 [==================>...........] - ETA: 20s - loss: 0.1800 - accuracy: 0.9429
	33792/50000 [===================>..........] - ETA: 19s - loss: 0.1795 - accuracy: 0.9430
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.1792 - accuracy: 0.9433
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.1785 - accuracy: 0.9436
	36864/50000 [=====================>........] - ETA: 15s - loss: 0.1785 - accuracy: 0.9437
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.1780 - accuracy: 0.9438
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.1772 - accuracy: 0.9439
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.1769 - accuracy: 0.9440
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1773 - accuracy: 0.9438
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1770 - accuracy: 0.9435
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.1779 - accuracy: 0.9431
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.1783 - accuracy: 0.9429
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.1790 - accuracy: 0.9425
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1792 - accuracy: 0.9424
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1788 - accuracy: 0.9425
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1785 - accuracy: 0.9427
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1791 - accuracy: 0.9425
	50000/50000 [==============================] - 60s 1ms/sample - loss: 0.1792 - accuracy: 0.9425 - val_loss: 1.1883 - val_accuracy: 0.7193
	Epoch 65/100

	1024/50000 [..............................] - ETA: 48s - loss: 0.1584 - accuracy: 0.9443
	2048/50000 [>.............................] - ETA: 46s - loss: 0.1553 - accuracy: 0.9482
	3072/50000 [>.............................] - ETA: 46s - loss: 0.1540 - accuracy: 0.9502
	4096/50000 [=>............................] - ETA: 45s - loss: 0.1625 - accuracy: 0.9460
	5120/50000 [==>...........................] - ETA: 43s - loss: 0.1621 - accuracy: 0.9480
	6144/50000 [==>...........................] - ETA: 42s - loss: 0.1566 - accuracy: 0.9518
	7168/50000 [===>..........................] - ETA: 41s - loss: 0.1575 - accuracy: 0.9510
	8192/50000 [===>..........................] - ETA: 40s - loss: 0.1540 - accuracy: 0.9529
	9216/50000 [====>.........................] - ETA: 39s - loss: 0.1580 - accuracy: 0.9513
	10240/50000 [=====>........................] - ETA: 39s - loss: 0.1579 - accuracy: 0.9523
	11264/50000 [=====>........................] - ETA: 38s - loss: 0.1574 - accuracy: 0.9525
	12288/50000 [======>.......................] - ETA: 37s - loss: 0.1567 - accuracy: 0.9530
	13312/50000 [======>.......................] - ETA: 35s - loss: 0.1556 - accuracy: 0.9537
	14336/50000 [=======>......................] - ETA: 34s - loss: 0.1549 - accuracy: 0.9535
	15360/50000 [========>.....................] - ETA: 33s - loss: 0.1540 - accuracy: 0.9539
	16384/50000 [========>.....................] - ETA: 32s - loss: 0.1536 - accuracy: 0.9536
	17408/50000 [=========>....................] - ETA: 31s - loss: 0.1550 - accuracy: 0.9530
	18432/50000 [==========>...................] - ETA: 30s - loss: 0.1563 - accuracy: 0.9527
	19456/50000 [==========>...................] - ETA: 29s - loss: 0.1578 - accuracy: 0.9520
	20480/50000 [===========>..................] - ETA: 28s - loss: 0.1581 - accuracy: 0.9513
	21504/50000 [===========>..................] - ETA: 27s - loss: 0.1575 - accuracy: 0.9511
	22528/50000 [============>.................] - ETA: 26s - loss: 0.1580 - accuracy: 0.9510
	23552/50000 [=============>................] - ETA: 25s - loss: 0.1590 - accuracy: 0.9505
	24576/50000 [=============>................] - ETA: 24s - loss: 0.1592 - accuracy: 0.9505
	25600/50000 [==============>...............] - ETA: 23s - loss: 0.1586 - accuracy: 0.9509
	26624/50000 [==============>...............] - ETA: 22s - loss: 0.1584 - accuracy: 0.9508
	27648/50000 [===============>..............] - ETA: 21s - loss: 0.1590 - accuracy: 0.9505
	28672/50000 [================>.............] - ETA: 20s - loss: 0.1590 - accuracy: 0.9506
	29696/50000 [================>.............] - ETA: 19s - loss: 0.1586 - accuracy: 0.9509
	30720/50000 [=================>............] - ETA: 18s - loss: 0.1576 - accuracy: 0.9514
	31744/50000 [==================>...........] - ETA: 17s - loss: 0.1582 - accuracy: 0.9510
	32768/50000 [==================>...........] - ETA: 16s - loss: 0.1584 - accuracy: 0.9508
	33792/50000 [===================>..........] - ETA: 15s - loss: 0.1582 - accuracy: 0.9509
	34816/50000 [===================>..........] - ETA: 14s - loss: 0.1582 - accuracy: 0.9509
	35840/50000 [====================>.........] - ETA: 13s - loss: 0.1575 - accuracy: 0.9514
	36864/50000 [=====================>........] - ETA: 12s - loss: 0.1576 - accuracy: 0.9515
	37888/50000 [=====================>........] - ETA: 11s - loss: 0.1584 - accuracy: 0.9510
	38912/50000 [======================>.......] - ETA: 10s - loss: 0.1591 - accuracy: 0.9507
	39936/50000 [======================>.......] - ETA: 9s - loss: 0.1595 - accuracy: 0.9505
	40960/50000 [=======================>......] - ETA: 8s - loss: 0.1594 - accuracy: 0.9505
	41984/50000 [========================>.....] - ETA: 7s - loss: 0.1593 - accuracy: 0.9506
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.1595 - accuracy: 0.9505
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.1597 - accuracy: 0.9504
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.1596 - accuracy: 0.9506
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.1597 - accuracy: 0.9505
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.1596 - accuracy: 0.9505
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.1591 - accuracy: 0.9507
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1597 - accuracy: 0.9505
	50000/50000 [==============================] - 52s 1ms/sample - loss: 0.1602 - accuracy: 0.9505 - val_loss: 1.2050 - val_accuracy: 0.7246
	Epoch 66/100

	1024/50000 [..............................] - ETA: 48s - loss: 0.1356 - accuracy: 0.9609
	2048/50000 [>.............................] - ETA: 46s - loss: 0.1400 - accuracy: 0.9590
	3072/50000 [>.............................] - ETA: 45s - loss: 0.1371 - accuracy: 0.9600
	4096/50000 [=>............................] - ETA: 44s - loss: 0.1423 - accuracy: 0.9548
	5120/50000 [==>...........................] - ETA: 43s - loss: 0.1376 - accuracy: 0.9580
	6144/50000 [==>...........................] - ETA: 42s - loss: 0.1367 - accuracy: 0.9585
	7168/50000 [===>..........................] - ETA: 41s - loss: 0.1384 - accuracy: 0.9581
	8192/50000 [===>..........................] - ETA: 40s - loss: 0.1391 - accuracy: 0.9578
	9216/50000 [====>.........................] - ETA: 39s - loss: 0.1403 - accuracy: 0.9577
	10240/50000 [=====>........................] - ETA: 38s - loss: 0.1410 - accuracy: 0.9574
	11264/50000 [=====>........................] - ETA: 37s - loss: 0.1417 - accuracy: 0.9578
	12288/50000 [======>.......................] - ETA: 36s - loss: 0.1409 - accuracy: 0.9575
	13312/50000 [======>.......................] - ETA: 35s - loss: 0.1433 - accuracy: 0.9564
	14336/50000 [=======>......................] - ETA: 34s - loss: 0.1445 - accuracy: 0.9557
	15360/50000 [========>.....................] - ETA: 33s - loss: 0.1441 - accuracy: 0.9559
	16384/50000 [========>.....................] - ETA: 32s - loss: 0.1446 - accuracy: 0.9556
	17408/50000 [=========>....................] - ETA: 31s - loss: 0.1454 - accuracy: 0.9555
	18432/50000 [==========>...................] - ETA: 30s - loss: 0.1454 - accuracy: 0.9557
	19456/50000 [==========>...................] - ETA: 29s - loss: 0.1449 - accuracy: 0.9561
	20480/50000 [===========>..................] - ETA: 28s - loss: 0.1447 - accuracy: 0.9560
	21504/50000 [===========>..................] - ETA: 27s - loss: 0.1459 - accuracy: 0.9556
	22528/50000 [============>.................] - ETA: 26s - loss: 0.1448 - accuracy: 0.9563
	23552/50000 [=============>................] - ETA: 25s - loss: 0.1455 - accuracy: 0.9561
	24576/50000 [=============>................] - ETA: 24s - loss: 0.1447 - accuracy: 0.9566
	25600/50000 [==============>...............] - ETA: 23s - loss: 0.1444 - accuracy: 0.9569
	26624/50000 [==============>...............] - ETA: 22s - loss: 0.1444 - accuracy: 0.9569
	27648/50000 [===============>..............] - ETA: 21s - loss: 0.1444 - accuracy: 0.9570
	28672/50000 [================>.............] - ETA: 20s - loss: 0.1449 - accuracy: 0.9565
	29696/50000 [================>.............] - ETA: 19s - loss: 0.1453 - accuracy: 0.9564
	30720/50000 [=================>............] - ETA: 18s - loss: 0.1455 - accuracy: 0.9562
	31744/50000 [==================>...........] - ETA: 17s - loss: 0.1458 - accuracy: 0.9561
	32768/50000 [==================>...........] - ETA: 16s - loss: 0.1461 - accuracy: 0.9559
	33792/50000 [===================>..........] - ETA: 15s - loss: 0.1463 - accuracy: 0.9557
	34816/50000 [===================>..........] - ETA: 14s - loss: 0.1469 - accuracy: 0.9556
	35840/50000 [====================>.........] - ETA: 13s - loss: 0.1470 - accuracy: 0.9555
	36864/50000 [=====================>........] - ETA: 12s - loss: 0.1472 - accuracy: 0.9556
	37888/50000 [=====================>........] - ETA: 11s - loss: 0.1473 - accuracy: 0.9556
	38912/50000 [======================>.......] - ETA: 10s - loss: 0.1473 - accuracy: 0.9557
	39936/50000 [======================>.......] - ETA: 9s - loss: 0.1475 - accuracy: 0.9556
	40960/50000 [=======================>......] - ETA: 8s - loss: 0.1481 - accuracy: 0.9553
	41984/50000 [========================>.....] - ETA: 7s - loss: 0.1484 - accuracy: 0.9553
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.1484 - accuracy: 0.9551
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.1487 - accuracy: 0.9550
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.1490 - accuracy: 0.9549
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.1489 - accuracy: 0.9548
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.1495 - accuracy: 0.9545
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.1493 - accuracy: 0.9546
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1490 - accuracy: 0.9545
	50000/50000 [==============================] - 51s 1ms/sample - loss: 0.1488 - accuracy: 0.9546 - val_loss: 1.2234 - val_accuracy: 0.7207
	Epoch 67/100

	1024/50000 [..............................] - ETA: 48s - loss: 0.1220 - accuracy: 0.9639
	2048/50000 [>.............................] - ETA: 47s - loss: 0.1388 - accuracy: 0.9624
	3072/50000 [>.............................] - ETA: 46s - loss: 0.1317 - accuracy: 0.9648
	4096/50000 [=>............................] - ETA: 46s - loss: 0.1264 - accuracy: 0.9653
	5120/50000 [==>...........................] - ETA: 45s - loss: 0.1319 - accuracy: 0.9617
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.1319 - accuracy: 0.9609
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.1331 - accuracy: 0.9609
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.1337 - accuracy: 0.9612
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.1325 - accuracy: 0.9614
	10240/50000 [=====>........................] - ETA: 39s - loss: 0.1327 - accuracy: 0.9619
	11264/50000 [=====>........................] - ETA: 38s - loss: 0.1366 - accuracy: 0.9606
	12288/50000 [======>.......................] - ETA: 37s - loss: 0.1378 - accuracy: 0.9605
	13312/50000 [======>.......................] - ETA: 36s - loss: 0.1385 - accuracy: 0.9599
	14336/50000 [=======>......................] - ETA: 35s - loss: 0.1396 - accuracy: 0.9594
	15360/50000 [========>.....................] - ETA: 34s - loss: 0.1396 - accuracy: 0.9592
	16384/50000 [========>.....................] - ETA: 33s - loss: 0.1398 - accuracy: 0.9588
	17408/50000 [=========>....................] - ETA: 32s - loss: 0.1382 - accuracy: 0.9598
	18432/50000 [==========>...................] - ETA: 30s - loss: 0.1380 - accuracy: 0.9595
	19456/50000 [==========>...................] - ETA: 30s - loss: 0.1363 - accuracy: 0.9603
	20480/50000 [===========>..................] - ETA: 28s - loss: 0.1369 - accuracy: 0.9600
	21504/50000 [===========>..................] - ETA: 28s - loss: 0.1361 - accuracy: 0.9604
	22528/50000 [============>.................] - ETA: 27s - loss: 0.1367 - accuracy: 0.9602
	23552/50000 [=============>................] - ETA: 26s - loss: 0.1362 - accuracy: 0.9600
	24576/50000 [=============>................] - ETA: 25s - loss: 0.1359 - accuracy: 0.9603
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.1368 - accuracy: 0.9598
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.1365 - accuracy: 0.9600
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.1363 - accuracy: 0.9597
	28672/50000 [================>.............] - ETA: 22s - loss: 0.1372 - accuracy: 0.9595
	29696/50000 [================>.............] - ETA: 21s - loss: 0.1368 - accuracy: 0.9597
	30720/50000 [=================>............] - ETA: 20s - loss: 0.1368 - accuracy: 0.9597
	31744/50000 [==================>...........] - ETA: 20s - loss: 0.1365 - accuracy: 0.9599
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.1369 - accuracy: 0.9598
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.1372 - accuracy: 0.9597
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.1388 - accuracy: 0.9586
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.1390 - accuracy: 0.9584
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.1398 - accuracy: 0.9582
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.1396 - accuracy: 0.9583
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.1402 - accuracy: 0.9579
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.1400 - accuracy: 0.9581
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1403 - accuracy: 0.9578
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.1401 - accuracy: 0.9577
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.1401 - accuracy: 0.9577
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.1403 - accuracy: 0.9576
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.1406 - accuracy: 0.9576
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1414 - accuracy: 0.9573
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1412 - accuracy: 0.9573
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1416 - accuracy: 0.9569
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1414 - accuracy: 0.9569
	50000/50000 [==============================] - 58s 1ms/sample - loss: 0.1425 - accuracy: 0.9564 - val_loss: 1.2368 - val_accuracy: 0.7189
	Epoch 68/100

	1024/50000 [..............................] - ETA: 51s - loss: 0.1215 - accuracy: 0.9688
	2048/50000 [>.............................] - ETA: 50s - loss: 0.1324 - accuracy: 0.9595
	3072/50000 [>.............................] - ETA: 49s - loss: 0.1287 - accuracy: 0.9629
	4096/50000 [=>............................] - ETA: 48s - loss: 0.1251 - accuracy: 0.9651
	5120/50000 [==>...........................] - ETA: 47s - loss: 0.1242 - accuracy: 0.9641
	6144/50000 [==>...........................] - ETA: 46s - loss: 0.1204 - accuracy: 0.9657
	7168/50000 [===>..........................] - ETA: 45s - loss: 0.1251 - accuracy: 0.9633
	8192/50000 [===>..........................] - ETA: 44s - loss: 0.1243 - accuracy: 0.9642
	9216/50000 [====>.........................] - ETA: 43s - loss: 0.1244 - accuracy: 0.9644
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.1238 - accuracy: 0.9648
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.1214 - accuracy: 0.9656
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.1200 - accuracy: 0.9664
	13312/50000 [======>.......................] - ETA: 38s - loss: 0.1200 - accuracy: 0.9669
	14336/50000 [=======>......................] - ETA: 37s - loss: 0.1211 - accuracy: 0.9662
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.1207 - accuracy: 0.9658
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.1210 - accuracy: 0.9661
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.1219 - accuracy: 0.9654
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.1231 - accuracy: 0.9646
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.1229 - accuracy: 0.9649
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.1245 - accuracy: 0.9644
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.1250 - accuracy: 0.9644
	22528/50000 [============>.................] - ETA: 27s - loss: 0.1266 - accuracy: 0.9636
	23552/50000 [=============>................] - ETA: 27s - loss: 0.1264 - accuracy: 0.9637
	24576/50000 [=============>................] - ETA: 26s - loss: 0.1282 - accuracy: 0.9629
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.1294 - accuracy: 0.9625
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.1294 - accuracy: 0.9624
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.1299 - accuracy: 0.9622
	28672/50000 [================>.............] - ETA: 22s - loss: 0.1300 - accuracy: 0.9619
	29696/50000 [================>.............] - ETA: 21s - loss: 0.1299 - accuracy: 0.9619
	30720/50000 [=================>............] - ETA: 20s - loss: 0.1295 - accuracy: 0.9623
	31744/50000 [==================>...........] - ETA: 20s - loss: 0.1297 - accuracy: 0.9623
	32768/50000 [==================>...........] - ETA: 19s - loss: 0.1299 - accuracy: 0.9621
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.1303 - accuracy: 0.9618
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.1303 - accuracy: 0.9619
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.1304 - accuracy: 0.9620
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.1301 - accuracy: 0.9621
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.1304 - accuracy: 0.9622
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.1311 - accuracy: 0.9619
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.1309 - accuracy: 0.9620
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1309 - accuracy: 0.9619
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1311 - accuracy: 0.9619
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.1318 - accuracy: 0.9616
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.1319 - accuracy: 0.9617
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.1320 - accuracy: 0.9617
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1323 - accuracy: 0.9615
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1329 - accuracy: 0.9612
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1333 - accuracy: 0.9611
	49152/50000 [============================>.] - ETA: 1s - loss: 0.1341 - accuracy: 0.9607
	50000/50000 [==============================] - 63s 1ms/sample - loss: 0.1337 - accuracy: 0.9609 - val_loss: 1.3157 - val_accuracy: 0.7157
	Epoch 69/100

	1024/50000 [..............................] - ETA: 52s - loss: 0.1419 - accuracy: 0.9512
	2048/50000 [>.............................] - ETA: 53s - loss: 0.1330 - accuracy: 0.9595
	3072/50000 [>.............................] - ETA: 54s - loss: 0.1249 - accuracy: 0.9626
	4096/50000 [=>............................] - ETA: 54s - loss: 0.1264 - accuracy: 0.9614
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.1287 - accuracy: 0.9615
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.1281 - accuracy: 0.9600
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.1293 - accuracy: 0.9594
	8192/50000 [===>..........................] - ETA: 49s - loss: 0.1337 - accuracy: 0.9569
	9216/50000 [====>.........................] - ETA: 47s - loss: 0.1344 - accuracy: 0.9571
	10240/50000 [=====>........................] - ETA: 46s - loss: 0.1340 - accuracy: 0.9575
	11264/50000 [=====>........................] - ETA: 45s - loss: 0.1327 - accuracy: 0.9582
	12288/50000 [======>.......................] - ETA: 43s - loss: 0.1322 - accuracy: 0.9587
	13312/50000 [======>.......................] - ETA: 42s - loss: 0.1322 - accuracy: 0.9591
	14336/50000 [=======>......................] - ETA: 40s - loss: 0.1313 - accuracy: 0.9596
	15360/50000 [========>.....................] - ETA: 39s - loss: 0.1314 - accuracy: 0.9601
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.1324 - accuracy: 0.9594
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.1336 - accuracy: 0.9592
	18432/50000 [==========>...................] - ETA: 35s - loss: 0.1331 - accuracy: 0.9596
	19456/50000 [==========>...................] - ETA: 34s - loss: 0.1334 - accuracy: 0.9595
	20480/50000 [===========>..................] - ETA: 33s - loss: 0.1332 - accuracy: 0.9596
	21504/50000 [===========>..................] - ETA: 31s - loss: 0.1334 - accuracy: 0.9592
	22528/50000 [============>.................] - ETA: 30s - loss: 0.1334 - accuracy: 0.9593
	23552/50000 [=============>................] - ETA: 29s - loss: 0.1333 - accuracy: 0.9594
	24576/50000 [=============>................] - ETA: 28s - loss: 0.1334 - accuracy: 0.9594
	25600/50000 [==============>...............] - ETA: 26s - loss: 0.1330 - accuracy: 0.9593
	26624/50000 [==============>...............] - ETA: 25s - loss: 0.1338 - accuracy: 0.9591
	27648/50000 [===============>..............] - ETA: 24s - loss: 0.1336 - accuracy: 0.9591
	28672/50000 [================>.............] - ETA: 23s - loss: 0.1334 - accuracy: 0.9592
	29696/50000 [================>.............] - ETA: 22s - loss: 0.1337 - accuracy: 0.9590
	30720/50000 [=================>............] - ETA: 21s - loss: 0.1328 - accuracy: 0.9593
	31744/50000 [==================>...........] - ETA: 20s - loss: 0.1343 - accuracy: 0.9588
	32768/50000 [==================>...........] - ETA: 19s - loss: 0.1334 - accuracy: 0.9590
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.1334 - accuracy: 0.9590
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.1332 - accuracy: 0.9591
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.1330 - accuracy: 0.9589
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.1333 - accuracy: 0.9590
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.1329 - accuracy: 0.9591
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.1332 - accuracy: 0.9593
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.1327 - accuracy: 0.9594
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1327 - accuracy: 0.9593
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1327 - accuracy: 0.9595
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.1328 - accuracy: 0.9593
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.1324 - accuracy: 0.9596
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.1326 - accuracy: 0.9595
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1331 - accuracy: 0.9593
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1326 - accuracy: 0.9595
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1329 - accuracy: 0.9593
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1334 - accuracy: 0.9591
	50000/50000 [==============================] - 59s 1ms/sample - loss: 0.1336 - accuracy: 0.9591 - val_loss: 1.2859 - val_accuracy: 0.7210
	Epoch 70/100

	1024/50000 [..............................] - ETA: 52s - loss: 0.1036 - accuracy: 0.9746
	2048/50000 [>.............................] - ETA: 53s - loss: 0.1043 - accuracy: 0.9727
	3072/50000 [>.............................] - ETA: 50s - loss: 0.1031 - accuracy: 0.9717
	4096/50000 [=>............................] - ETA: 48s - loss: 0.1104 - accuracy: 0.9697
	5120/50000 [==>...........................] - ETA: 47s - loss: 0.1137 - accuracy: 0.9666
	6144/50000 [==>...........................] - ETA: 45s - loss: 0.1121 - accuracy: 0.9674
	7168/50000 [===>..........................] - ETA: 44s - loss: 0.1105 - accuracy: 0.9688
	8192/50000 [===>..........................] - ETA: 43s - loss: 0.1106 - accuracy: 0.9690
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.1121 - accuracy: 0.9683
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.1133 - accuracy: 0.9684
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.1144 - accuracy: 0.9676
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.1138 - accuracy: 0.9681
	13312/50000 [======>.......................] - ETA: 38s - loss: 0.1138 - accuracy: 0.9682
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.1140 - accuracy: 0.9686
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.1149 - accuracy: 0.9684
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.1146 - accuracy: 0.9685
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.1138 - accuracy: 0.9687
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.1137 - accuracy: 0.9688
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.1129 - accuracy: 0.9693
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.1128 - accuracy: 0.9694
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.1125 - accuracy: 0.9695
	22528/50000 [============>.................] - ETA: 28s - loss: 0.1124 - accuracy: 0.9695
	23552/50000 [=============>................] - ETA: 27s - loss: 0.1123 - accuracy: 0.9693
	24576/50000 [=============>................] - ETA: 26s - loss: 0.1124 - accuracy: 0.9692
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.1133 - accuracy: 0.9686
	26624/50000 [==============>...............] - ETA: 23s - loss: 0.1130 - accuracy: 0.9688
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.1134 - accuracy: 0.9685
	28672/50000 [================>.............] - ETA: 21s - loss: 0.1139 - accuracy: 0.9684
	29696/50000 [================>.............] - ETA: 20s - loss: 0.1135 - accuracy: 0.9686
	30720/50000 [=================>............] - ETA: 19s - loss: 0.1138 - accuracy: 0.9684
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.1138 - accuracy: 0.9686
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.1142 - accuracy: 0.9685
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.1137 - accuracy: 0.9687
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.1136 - accuracy: 0.9686
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.1141 - accuracy: 0.9685
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.1143 - accuracy: 0.9686
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.1139 - accuracy: 0.9687
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.1137 - accuracy: 0.9687
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.1131 - accuracy: 0.9690
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.1133 - accuracy: 0.9691
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.1130 - accuracy: 0.9693
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.1131 - accuracy: 0.9692
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.1133 - accuracy: 0.9691
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.1137 - accuracy: 0.9690
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.1134 - accuracy: 0.9691
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.1131 - accuracy: 0.9693
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.1134 - accuracy: 0.9692
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1134 - accuracy: 0.9692
	50000/50000 [==============================] - 54s 1ms/sample - loss: 0.1133 - accuracy: 0.9692 - val_loss: 1.2828 - val_accuracy: 0.7234
	Epoch 71/100

	1024/50000 [..............................] - ETA: 52s - loss: 0.0938 - accuracy: 0.9746
	2048/50000 [>.............................] - ETA: 51s - loss: 0.0929 - accuracy: 0.9761
	3072/50000 [>.............................] - ETA: 50s - loss: 0.0959 - accuracy: 0.9753
	4096/50000 [=>............................] - ETA: 48s - loss: 0.0985 - accuracy: 0.9753
	5120/50000 [==>...........................] - ETA: 47s - loss: 0.0998 - accuracy: 0.9740
	6144/50000 [==>...........................] - ETA: 46s - loss: 0.1038 - accuracy: 0.9722
	7168/50000 [===>..........................] - ETA: 44s - loss: 0.1015 - accuracy: 0.9735
	8192/50000 [===>..........................] - ETA: 43s - loss: 0.1034 - accuracy: 0.9719
	9216/50000 [====>.........................] - ETA: 43s - loss: 0.1039 - accuracy: 0.9715
	10240/50000 [=====>........................] - ETA: 42s - loss: 0.1066 - accuracy: 0.9703
	11264/50000 [=====>........................] - ETA: 41s - loss: 0.1050 - accuracy: 0.9713
	12288/50000 [======>.......................] - ETA: 41s - loss: 0.1044 - accuracy: 0.9715
	13312/50000 [======>.......................] - ETA: 41s - loss: 0.1048 - accuracy: 0.9715
	14336/50000 [=======>......................] - ETA: 40s - loss: 0.1044 - accuracy: 0.9718
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.1055 - accuracy: 0.9714
	16384/50000 [========>.....................] - ETA: 39s - loss: 0.1053 - accuracy: 0.9711
	17408/50000 [=========>....................] - ETA: 38s - loss: 0.1069 - accuracy: 0.9705
	18432/50000 [==========>...................] - ETA: 37s - loss: 0.1079 - accuracy: 0.9696
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.1077 - accuracy: 0.9698
	20480/50000 [===========>..................] - ETA: 36s - loss: 0.1088 - accuracy: 0.9692
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.1086 - accuracy: 0.9695
	22528/50000 [============>.................] - ETA: 34s - loss: 0.1095 - accuracy: 0.9691
	23552/50000 [=============>................] - ETA: 32s - loss: 0.1106 - accuracy: 0.9686
	24576/50000 [=============>................] - ETA: 31s - loss: 0.1110 - accuracy: 0.9686
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.1116 - accuracy: 0.9685
	26624/50000 [==============>...............] - ETA: 29s - loss: 0.1122 - accuracy: 0.9681
	27648/50000 [===============>..............] - ETA: 27s - loss: 0.1118 - accuracy: 0.9684
	28672/50000 [================>.............] - ETA: 26s - loss: 0.1117 - accuracy: 0.9683
	29696/50000 [================>.............] - ETA: 25s - loss: 0.1115 - accuracy: 0.9683
	30720/50000 [=================>............] - ETA: 24s - loss: 0.1129 - accuracy: 0.9676
	31744/50000 [==================>...........] - ETA: 23s - loss: 0.1128 - accuracy: 0.9677
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.1130 - accuracy: 0.9678
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.1126 - accuracy: 0.9680
	34816/50000 [===================>..........] - ETA: 19s - loss: 0.1129 - accuracy: 0.9677
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.1130 - accuracy: 0.9678
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.1129 - accuracy: 0.9679
	37888/50000 [=====================>........] - ETA: 15s - loss: 0.1139 - accuracy: 0.9675
	38912/50000 [======================>.......] - ETA: 14s - loss: 0.1138 - accuracy: 0.9675
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.1151 - accuracy: 0.9671
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.1145 - accuracy: 0.9673
	41984/50000 [========================>.....] - ETA: 10s - loss: 0.1149 - accuracy: 0.9672
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.1150 - accuracy: 0.9671
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.1152 - accuracy: 0.9670
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.1152 - accuracy: 0.9671
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1162 - accuracy: 0.9666
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1164 - accuracy: 0.9665
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1169 - accuracy: 0.9663
	49152/50000 [============================>.] - ETA: 1s - loss: 0.1171 - accuracy: 0.9662
	50000/50000 [==============================] - 68s 1ms/sample - loss: 0.1177 - accuracy: 0.9659 - val_loss: 1.3245 - val_accuracy: 0.7214
	Epoch 72/100

	1024/50000 [..............................] - ETA: 58s - loss: 0.0983 - accuracy: 0.9727
	2048/50000 [>.............................] - ETA: 54s - loss: 0.1303 - accuracy: 0.9580
	3072/50000 [>.............................] - ETA: 53s - loss: 0.1288 - accuracy: 0.9629
	4096/50000 [=>............................] - ETA: 52s - loss: 0.1291 - accuracy: 0.9617
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.1218 - accuracy: 0.9646
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.1207 - accuracy: 0.9650
	7168/50000 [===>..........................] - ETA: 52s - loss: 0.1187 - accuracy: 0.9660
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.1155 - accuracy: 0.9673
	9216/50000 [====>.........................] - ETA: 51s - loss: 0.1176 - accuracy: 0.9656
	10240/50000 [=====>........................] - ETA: 50s - loss: 0.1155 - accuracy: 0.9669
	11264/50000 [=====>........................] - ETA: 49s - loss: 0.1170 - accuracy: 0.9661
	12288/50000 [======>.......................] - ETA: 47s - loss: 0.1149 - accuracy: 0.9666
	13312/50000 [======>.......................] - ETA: 46s - loss: 0.1147 - accuracy: 0.9657
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.1143 - accuracy: 0.9661
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.1137 - accuracy: 0.9663
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.1128 - accuracy: 0.9666
	17408/50000 [=========>....................] - ETA: 41s - loss: 0.1131 - accuracy: 0.9666
	18432/50000 [==========>...................] - ETA: 40s - loss: 0.1141 - accuracy: 0.9665
	19456/50000 [==========>...................] - ETA: 38s - loss: 0.1131 - accuracy: 0.9672
	20480/50000 [===========>..................] - ETA: 37s - loss: 0.1121 - accuracy: 0.9674
	21504/50000 [===========>..................] - ETA: 35s - loss: 0.1121 - accuracy: 0.9676
	22528/50000 [============>.................] - ETA: 34s - loss: 0.1114 - accuracy: 0.9683
	23552/50000 [=============>................] - ETA: 32s - loss: 0.1112 - accuracy: 0.9684
	24576/50000 [=============>................] - ETA: 31s - loss: 0.1124 - accuracy: 0.9679
	25600/50000 [==============>...............] - ETA: 30s - loss: 0.1114 - accuracy: 0.9684
	26624/50000 [==============>...............] - ETA: 29s - loss: 0.1122 - accuracy: 0.9680
	27648/50000 [===============>..............] - ETA: 28s - loss: 0.1119 - accuracy: 0.9680
	28672/50000 [================>.............] - ETA: 26s - loss: 0.1129 - accuracy: 0.9675
	29696/50000 [================>.............] - ETA: 25s - loss: 0.1129 - accuracy: 0.9675
	30720/50000 [=================>............] - ETA: 24s - loss: 0.1126 - accuracy: 0.9678
	31744/50000 [==================>...........] - ETA: 22s - loss: 0.1124 - accuracy: 0.9679
	32768/50000 [==================>...........] - ETA: 21s - loss: 0.1120 - accuracy: 0.9681
	33792/50000 [===================>..........] - ETA: 20s - loss: 0.1120 - accuracy: 0.9682
	34816/50000 [===================>..........] - ETA: 18s - loss: 0.1114 - accuracy: 0.9685
	35840/50000 [====================>.........] - ETA: 17s - loss: 0.1112 - accuracy: 0.9687
	36864/50000 [=====================>........] - ETA: 16s - loss: 0.1112 - accuracy: 0.9688
	37888/50000 [=====================>........] - ETA: 14s - loss: 0.1117 - accuracy: 0.9685
	38912/50000 [======================>.......] - ETA: 13s - loss: 0.1116 - accuracy: 0.9686
	39936/50000 [======================>.......] - ETA: 12s - loss: 0.1114 - accuracy: 0.9687
	40960/50000 [=======================>......] - ETA: 11s - loss: 0.1115 - accuracy: 0.9686
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1118 - accuracy: 0.9682
	43008/50000 [========================>.....] - ETA: 8s - loss: 0.1117 - accuracy: 0.9681
	44032/50000 [=========================>....] - ETA: 7s - loss: 0.1117 - accuracy: 0.9680
	45056/50000 [==========================>...] - ETA: 6s - loss: 0.1120 - accuracy: 0.9678
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1118 - accuracy: 0.9678
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1122 - accuracy: 0.9676
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1126 - accuracy: 0.9676
	49152/50000 [============================>.] - ETA: 1s - loss: 0.1133 - accuracy: 0.9674
	50000/50000 [==============================] - 66s 1ms/sample - loss: 0.1134 - accuracy: 0.9674 - val_loss: 1.3819 - val_accuracy: 0.7208
	Epoch 73/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.1301 - accuracy: 0.9521
	2048/50000 [>.............................] - ETA: 1:04 - loss: 0.1198 - accuracy: 0.9600
	3072/50000 [>.............................] - ETA: 1:01 - loss: 0.1154 - accuracy: 0.9642
	4096/50000 [=>............................] - ETA: 58s - loss: 0.1097 - accuracy: 0.9670
	5120/50000 [==>...........................] - ETA: 58s - loss: 0.1069 - accuracy: 0.9691
	6144/50000 [==>...........................] - ETA: 55s - loss: 0.1066 - accuracy: 0.9696
	7168/50000 [===>..........................] - ETA: 54s - loss: 0.1086 - accuracy: 0.9685
	8192/50000 [===>..........................] - ETA: 52s - loss: 0.1082 - accuracy: 0.9689
	9216/50000 [====>.........................] - ETA: 50s - loss: 0.1106 - accuracy: 0.9680
	10240/50000 [=====>........................] - ETA: 49s - loss: 0.1094 - accuracy: 0.9679
	11264/50000 [=====>........................] - ETA: 47s - loss: 0.1120 - accuracy: 0.9664
	12288/50000 [======>.......................] - ETA: 46s - loss: 0.1101 - accuracy: 0.9674
	13312/50000 [======>.......................] - ETA: 45s - loss: 0.1120 - accuracy: 0.9660
	14336/50000 [=======>......................] - ETA: 44s - loss: 0.1095 - accuracy: 0.9676
	15360/50000 [========>.....................] - ETA: 43s - loss: 0.1092 - accuracy: 0.9675
	16384/50000 [========>.....................] - ETA: 42s - loss: 0.1087 - accuracy: 0.9675
	17408/50000 [=========>....................] - ETA: 40s - loss: 0.1085 - accuracy: 0.9678
	18432/50000 [==========>...................] - ETA: 38s - loss: 0.1070 - accuracy: 0.9685
	19456/50000 [==========>...................] - ETA: 37s - loss: 0.1055 - accuracy: 0.9691
	20480/50000 [===========>..................] - ETA: 35s - loss: 0.1048 - accuracy: 0.9695
	21504/50000 [===========>..................] - ETA: 34s - loss: 0.1044 - accuracy: 0.9698
	22528/50000 [============>.................] - ETA: 32s - loss: 0.1048 - accuracy: 0.9695
	23552/50000 [=============>................] - ETA: 31s - loss: 0.1040 - accuracy: 0.9698
	24576/50000 [=============>................] - ETA: 30s - loss: 0.1037 - accuracy: 0.9701
	25600/50000 [==============>...............] - ETA: 28s - loss: 0.1028 - accuracy: 0.9704
	26624/50000 [==============>...............] - ETA: 27s - loss: 0.1025 - accuracy: 0.9706
	27648/50000 [===============>..............] - ETA: 26s - loss: 0.1019 - accuracy: 0.9708
	28672/50000 [================>.............] - ETA: 24s - loss: 0.1016 - accuracy: 0.9711
	29696/50000 [================>.............] - ETA: 23s - loss: 0.1012 - accuracy: 0.9714
	30720/50000 [=================>............] - ETA: 22s - loss: 0.1017 - accuracy: 0.9712
	31744/50000 [==================>...........] - ETA: 20s - loss: 0.1011 - accuracy: 0.9715
	32768/50000 [==================>...........] - ETA: 19s - loss: 0.1007 - accuracy: 0.9715
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.1003 - accuracy: 0.9718
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.1005 - accuracy: 0.9720
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.1003 - accuracy: 0.9722
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.1002 - accuracy: 0.9724
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.0999 - accuracy: 0.9726
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.0992 - accuracy: 0.9730
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.0993 - accuracy: 0.9729
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.0988 - accuracy: 0.9732
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0990 - accuracy: 0.9731
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0987 - accuracy: 0.9733
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0989 - accuracy: 0.9733
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0986 - accuracy: 0.9735
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0984 - accuracy: 0.9735
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0984 - accuracy: 0.9737
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.0980 - accuracy: 0.9738
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0982 - accuracy: 0.9737
	50000/50000 [==============================] - 58s 1ms/sample - loss: 0.0981 - accuracy: 0.9737 - val_loss: 1.3716 - val_accuracy: 0.7219
	Epoch 74/100

	1024/50000 [..............................] - ETA: 47s - loss: 0.0729 - accuracy: 0.9834
	2048/50000 [>.............................] - ETA: 48s - loss: 0.0790 - accuracy: 0.9810
	3072/50000 [>.............................] - ETA: 47s - loss: 0.0836 - accuracy: 0.9788
	4096/50000 [=>............................] - ETA: 46s - loss: 0.0802 - accuracy: 0.9807
	5120/50000 [==>...........................] - ETA: 45s - loss: 0.0797 - accuracy: 0.9807
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.0819 - accuracy: 0.9798
	7168/50000 [===>..........................] - ETA: 44s - loss: 0.0798 - accuracy: 0.9807
	8192/50000 [===>..........................] - ETA: 43s - loss: 0.0794 - accuracy: 0.9812
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.0792 - accuracy: 0.9816
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.0788 - accuracy: 0.9813
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.0787 - accuracy: 0.9816
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.0780 - accuracy: 0.9819
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.0782 - accuracy: 0.9817
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.0790 - accuracy: 0.9815
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0793 - accuracy: 0.9813
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0794 - accuracy: 0.9814
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.0790 - accuracy: 0.9814
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.0791 - accuracy: 0.9816
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.0791 - accuracy: 0.9814
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.0803 - accuracy: 0.9808
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.0808 - accuracy: 0.9807
	22528/50000 [============>.................] - ETA: 28s - loss: 0.0811 - accuracy: 0.9806
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0812 - accuracy: 0.9806
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0816 - accuracy: 0.9807
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.0819 - accuracy: 0.9808
	26624/50000 [==============>...............] - ETA: 23s - loss: 0.0818 - accuracy: 0.9808
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.0820 - accuracy: 0.9806
	28672/50000 [================>.............] - ETA: 21s - loss: 0.0820 - accuracy: 0.9807
	29696/50000 [================>.............] - ETA: 20s - loss: 0.0816 - accuracy: 0.9808
	30720/50000 [=================>............] - ETA: 19s - loss: 0.0823 - accuracy: 0.9806
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.0826 - accuracy: 0.9806
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.0833 - accuracy: 0.9801
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0833 - accuracy: 0.9801
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0841 - accuracy: 0.9794
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0840 - accuracy: 0.9794
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0850 - accuracy: 0.9789
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0851 - accuracy: 0.9789
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0852 - accuracy: 0.9789
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0854 - accuracy: 0.9788
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0856 - accuracy: 0.9787
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0862 - accuracy: 0.9784
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0865 - accuracy: 0.9782
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0864 - accuracy: 0.9782
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0864 - accuracy: 0.9782
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0868 - accuracy: 0.9780
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0869 - accuracy: 0.9781
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0874 - accuracy: 0.9779
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0873 - accuracy: 0.9780
	50000/50000 [==============================] - 54s 1ms/sample - loss: 0.0876 - accuracy: 0.9778 - val_loss: 1.3857 - val_accuracy: 0.7244
	Epoch 75/100

	1024/50000 [..............................] - ETA: 46s - loss: 0.0790 - accuracy: 0.9834
	2048/50000 [>.............................] - ETA: 45s - loss: 0.0788 - accuracy: 0.9849
	3072/50000 [>.............................] - ETA: 45s - loss: 0.0802 - accuracy: 0.9840
	4096/50000 [=>............................] - ETA: 45s - loss: 0.0773 - accuracy: 0.9851
	5120/50000 [==>...........................] - ETA: 44s - loss: 0.0784 - accuracy: 0.9842
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.0791 - accuracy: 0.9847
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.0801 - accuracy: 0.9838
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.0802 - accuracy: 0.9836
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.0789 - accuracy: 0.9833
	10240/50000 [=====>........................] - ETA: 40s - loss: 0.0790 - accuracy: 0.9835
	11264/50000 [=====>........................] - ETA: 39s - loss: 0.0800 - accuracy: 0.9826
	12288/50000 [======>.......................] - ETA: 38s - loss: 0.0796 - accuracy: 0.9824
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.0786 - accuracy: 0.9828
	14336/50000 [=======>......................] - ETA: 37s - loss: 0.0783 - accuracy: 0.9829
	15360/50000 [========>.....................] - ETA: 36s - loss: 0.0785 - accuracy: 0.9831
	16384/50000 [========>.....................] - ETA: 35s - loss: 0.0782 - accuracy: 0.9833
	17408/50000 [=========>....................] - ETA: 34s - loss: 0.0786 - accuracy: 0.9829
	18432/50000 [==========>...................] - ETA: 33s - loss: 0.0785 - accuracy: 0.9831
	19456/50000 [==========>...................] - ETA: 32s - loss: 0.0780 - accuracy: 0.9833
	20480/50000 [===========>..................] - ETA: 31s - loss: 0.0771 - accuracy: 0.9837
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.0767 - accuracy: 0.9840
	22528/50000 [============>.................] - ETA: 29s - loss: 0.0761 - accuracy: 0.9842
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0762 - accuracy: 0.9841
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0761 - accuracy: 0.9840
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0766 - accuracy: 0.9836
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0774 - accuracy: 0.9832
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0784 - accuracy: 0.9828
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0786 - accuracy: 0.9827
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0792 - accuracy: 0.9823
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0793 - accuracy: 0.9822
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.0805 - accuracy: 0.9815
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.0803 - accuracy: 0.9816
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0813 - accuracy: 0.9811
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0813 - accuracy: 0.9812
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0820 - accuracy: 0.9808
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0822 - accuracy: 0.9806
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0823 - accuracy: 0.9805
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0823 - accuracy: 0.9804
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0825 - accuracy: 0.9802
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0833 - accuracy: 0.9798
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0837 - accuracy: 0.9796
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0837 - accuracy: 0.9796
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0837 - accuracy: 0.9795
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0841 - accuracy: 0.9793
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0844 - accuracy: 0.9791
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0849 - accuracy: 0.9787
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0848 - accuracy: 0.9787
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0849 - accuracy: 0.9786
	50000/50000 [==============================] - 55s 1ms/sample - loss: 0.0849 - accuracy: 0.9786 - val_loss: 1.4307 - val_accuracy: 0.7196
	Epoch 76/100

	1024/50000 [..............................] - ETA: 47s - loss: 0.0742 - accuracy: 0.9805
	2048/50000 [>.............................] - ETA: 46s - loss: 0.0823 - accuracy: 0.9790
	3072/50000 [>.............................] - ETA: 45s - loss: 0.0852 - accuracy: 0.9769
	4096/50000 [=>............................] - ETA: 44s - loss: 0.0800 - accuracy: 0.9792
	5120/50000 [==>...........................] - ETA: 43s - loss: 0.0828 - accuracy: 0.9771
	6144/50000 [==>...........................] - ETA: 42s - loss: 0.0791 - accuracy: 0.9795
	7168/50000 [===>..........................] - ETA: 41s - loss: 0.0790 - accuracy: 0.9799
	8192/50000 [===>..........................] - ETA: 40s - loss: 0.0801 - accuracy: 0.9792
	9216/50000 [====>.........................] - ETA: 39s - loss: 0.0809 - accuracy: 0.9791
	10240/50000 [=====>........................] - ETA: 38s - loss: 0.0804 - accuracy: 0.9795
	11264/50000 [=====>........................] - ETA: 37s - loss: 0.0835 - accuracy: 0.9778
	12288/50000 [======>.......................] - ETA: 37s - loss: 0.0828 - accuracy: 0.9788
	13312/50000 [======>.......................] - ETA: 36s - loss: 0.0828 - accuracy: 0.9785
	14336/50000 [=======>......................] - ETA: 35s - loss: 0.0838 - accuracy: 0.9784
	15360/50000 [========>.....................] - ETA: 34s - loss: 0.0835 - accuracy: 0.9788
	16384/50000 [========>.....................] - ETA: 33s - loss: 0.0836 - accuracy: 0.9787
	17408/50000 [=========>....................] - ETA: 32s - loss: 0.0838 - accuracy: 0.9787
	18432/50000 [==========>...................] - ETA: 31s - loss: 0.0835 - accuracy: 0.9789
	19456/50000 [==========>...................] - ETA: 29s - loss: 0.0831 - accuracy: 0.9790
	20480/50000 [===========>..................] - ETA: 29s - loss: 0.0838 - accuracy: 0.9788
	21504/50000 [===========>..................] - ETA: 28s - loss: 0.0836 - accuracy: 0.9788
	22528/50000 [============>.................] - ETA: 27s - loss: 0.0836 - accuracy: 0.9787
	23552/50000 [=============>................] - ETA: 26s - loss: 0.0832 - accuracy: 0.9789
	24576/50000 [=============>................] - ETA: 25s - loss: 0.0838 - accuracy: 0.9784
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.0837 - accuracy: 0.9786
	26624/50000 [==============>...............] - ETA: 23s - loss: 0.0843 - accuracy: 0.9779
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.0841 - accuracy: 0.9780
	28672/50000 [================>.............] - ETA: 21s - loss: 0.0848 - accuracy: 0.9777
	29696/50000 [================>.............] - ETA: 20s - loss: 0.0847 - accuracy: 0.9778
	30720/50000 [=================>............] - ETA: 19s - loss: 0.0854 - accuracy: 0.9773
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.0850 - accuracy: 0.9775
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.0853 - accuracy: 0.9774
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0853 - accuracy: 0.9772
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0853 - accuracy: 0.9774
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0866 - accuracy: 0.9768
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0864 - accuracy: 0.9769
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0882 - accuracy: 0.9760
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0887 - accuracy: 0.9757
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0895 - accuracy: 0.9753
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0896 - accuracy: 0.9753
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0905 - accuracy: 0.9749
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0911 - accuracy: 0.9747
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0912 - accuracy: 0.9747
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0911 - accuracy: 0.9747
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0912 - accuracy: 0.9747
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0911 - accuracy: 0.9747
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.0910 - accuracy: 0.9748
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0909 - accuracy: 0.9749
	50000/50000 [==============================] - 57s 1ms/sample - loss: 0.0910 - accuracy: 0.9749 - val_loss: 1.4451 - val_accuracy: 0.7208
	Epoch 77/100

	1024/50000 [..............................] - ETA: 59s - loss: 0.0912 - accuracy: 0.9756
	2048/50000 [>.............................] - ETA: 56s - loss: 0.0780 - accuracy: 0.9829
	3072/50000 [>.............................] - ETA: 55s - loss: 0.0796 - accuracy: 0.9808
	4096/50000 [=>............................] - ETA: 52s - loss: 0.0773 - accuracy: 0.9824
	5120/50000 [==>...........................] - ETA: 50s - loss: 0.0754 - accuracy: 0.9836
	6144/50000 [==>...........................] - ETA: 48s - loss: 0.0742 - accuracy: 0.9840
	7168/50000 [===>..........................] - ETA: 47s - loss: 0.0747 - accuracy: 0.9842
	8192/50000 [===>..........................] - ETA: 46s - loss: 0.0749 - accuracy: 0.9835
	9216/50000 [====>.........................] - ETA: 45s - loss: 0.0739 - accuracy: 0.9839
	10240/50000 [=====>........................] - ETA: 44s - loss: 0.0732 - accuracy: 0.9839
	11264/50000 [=====>........................] - ETA: 43s - loss: 0.0743 - accuracy: 0.9828
	12288/50000 [======>.......................] - ETA: 43s - loss: 0.0735 - accuracy: 0.9832
	13312/50000 [======>.......................] - ETA: 42s - loss: 0.0741 - accuracy: 0.9829
	14336/50000 [=======>......................] - ETA: 41s - loss: 0.0743 - accuracy: 0.9828
	15360/50000 [========>.....................] - ETA: 40s - loss: 0.0748 - accuracy: 0.9824
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.0747 - accuracy: 0.9823
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.0747 - accuracy: 0.9821
	18432/50000 [==========>...................] - ETA: 36s - loss: 0.0758 - accuracy: 0.9818
	19456/50000 [==========>...................] - ETA: 35s - loss: 0.0751 - accuracy: 0.9818
	20480/50000 [===========>..................] - ETA: 33s - loss: 0.0754 - accuracy: 0.9816
	21504/50000 [===========>..................] - ETA: 32s - loss: 0.0758 - accuracy: 0.9815
	22528/50000 [============>.................] - ETA: 31s - loss: 0.0779 - accuracy: 0.9806
	23552/50000 [=============>................] - ETA: 29s - loss: 0.0781 - accuracy: 0.9807
	24576/50000 [=============>................] - ETA: 28s - loss: 0.0798 - accuracy: 0.9797
	25600/50000 [==============>...............] - ETA: 27s - loss: 0.0805 - accuracy: 0.9795
	26624/50000 [==============>...............] - ETA: 26s - loss: 0.0832 - accuracy: 0.9786
	27648/50000 [===============>..............] - ETA: 25s - loss: 0.0822 - accuracy: 0.9789
	28672/50000 [================>.............] - ETA: 24s - loss: 0.0858 - accuracy: 0.9770
	29696/50000 [================>.............] - ETA: 23s - loss: 0.0889 - accuracy: 0.9757
	30720/50000 [=================>............] - ETA: 21s - loss: 0.0915 - accuracy: 0.9745
	31744/50000 [==================>...........] - ETA: 20s - loss: 0.0953 - accuracy: 0.9728
	32768/50000 [==================>...........] - ETA: 19s - loss: 0.0966 - accuracy: 0.9724
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.0992 - accuracy: 0.9711
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.1003 - accuracy: 0.9706
	35840/50000 [====================>.........] - ETA: 16s - loss: 0.1017 - accuracy: 0.9698
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.1024 - accuracy: 0.9693
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.1025 - accuracy: 0.9693
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.1036 - accuracy: 0.9687
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.1036 - accuracy: 0.9687
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.1059 - accuracy: 0.9677
	41984/50000 [========================>.....] - ETA: 9s - loss: 0.1057 - accuracy: 0.9678
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.1077 - accuracy: 0.9668
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.1075 - accuracy: 0.9669
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.1084 - accuracy: 0.9664
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.1087 - accuracy: 0.9663
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.1094 - accuracy: 0.9658
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.1102 - accuracy: 0.9654
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1098 - accuracy: 0.9655
	50000/50000 [==============================] - 59s 1ms/sample - loss: 0.1111 - accuracy: 0.9649 - val_loss: 1.4307 - val_accuracy: 0.7240
	Epoch 78/100

	1024/50000 [..............................] - ETA: 47s - loss: 0.0787 - accuracy: 0.9785
	2048/50000 [>.............................] - ETA: 47s - loss: 0.0913 - accuracy: 0.9712
	3072/50000 [>.............................] - ETA: 46s - loss: 0.0994 - accuracy: 0.9668
	4096/50000 [=>............................] - ETA: 46s - loss: 0.0982 - accuracy: 0.9685
	5120/50000 [==>...........................] - ETA: 44s - loss: 0.1007 - accuracy: 0.9672
	6144/50000 [==>...........................] - ETA: 43s - loss: 0.1045 - accuracy: 0.9655
	7168/50000 [===>..........................] - ETA: 42s - loss: 0.1042 - accuracy: 0.9665
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.1054 - accuracy: 0.9658
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.1042 - accuracy: 0.9665
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.1035 - accuracy: 0.9672
	11264/50000 [=====>........................] - ETA: 39s - loss: 0.1028 - accuracy: 0.9676
	12288/50000 [======>.......................] - ETA: 38s - loss: 0.1015 - accuracy: 0.9685
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.1021 - accuracy: 0.9688
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.1027 - accuracy: 0.9685
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.1024 - accuracy: 0.9682
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.1023 - accuracy: 0.9680
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.1022 - accuracy: 0.9678
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.1023 - accuracy: 0.9678
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.1032 - accuracy: 0.9674
	20480/50000 [===========>..................] - ETA: 29s - loss: 0.1024 - accuracy: 0.9675
	21504/50000 [===========>..................] - ETA: 28s - loss: 0.1035 - accuracy: 0.9669
	22528/50000 [============>.................] - ETA: 27s - loss: 0.1037 - accuracy: 0.9670
	23552/50000 [=============>................] - ETA: 26s - loss: 0.1040 - accuracy: 0.9668
	24576/50000 [=============>................] - ETA: 25s - loss: 0.1055 - accuracy: 0.9661
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.1052 - accuracy: 0.9664
	26624/50000 [==============>...............] - ETA: 23s - loss: 0.1049 - accuracy: 0.9667
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.1043 - accuracy: 0.9671
	28672/50000 [================>.............] - ETA: 21s - loss: 0.1034 - accuracy: 0.9675
	29696/50000 [================>.............] - ETA: 20s - loss: 0.1029 - accuracy: 0.9677
	30720/50000 [=================>............] - ETA: 19s - loss: 0.1024 - accuracy: 0.9679
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.1021 - accuracy: 0.9682
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.1018 - accuracy: 0.9683
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.1008 - accuracy: 0.9688
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.1008 - accuracy: 0.9687
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.1004 - accuracy: 0.9688
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.0998 - accuracy: 0.9690
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.0994 - accuracy: 0.9691
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.0988 - accuracy: 0.9694
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.0985 - accuracy: 0.9695
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0979 - accuracy: 0.9698
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0974 - accuracy: 0.9701
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0968 - accuracy: 0.9704
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0961 - accuracy: 0.9707
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0961 - accuracy: 0.9708
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0958 - accuracy: 0.9711
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0956 - accuracy: 0.9711
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.0952 - accuracy: 0.9713
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0952 - accuracy: 0.9713
	50000/50000 [==============================] - 59s 1ms/sample - loss: 0.0946 - accuracy: 0.9715 - val_loss: 1.4841 - val_accuracy: 0.7189
	Epoch 79/100

	1024/50000 [..............................] - ETA: 54s - loss: 0.0737 - accuracy: 0.9824
	2048/50000 [>.............................] - ETA: 53s - loss: 0.0708 - accuracy: 0.9829
	3072/50000 [>.............................] - ETA: 54s - loss: 0.0667 - accuracy: 0.9857
	4096/50000 [=>............................] - ETA: 53s - loss: 0.0684 - accuracy: 0.9849
	5120/50000 [==>...........................] - ETA: 52s - loss: 0.0645 - accuracy: 0.9859
	6144/50000 [==>...........................] - ETA: 51s - loss: 0.0647 - accuracy: 0.9863
	7168/50000 [===>..........................] - ETA: 50s - loss: 0.0631 - accuracy: 0.9867
	8192/50000 [===>..........................] - ETA: 48s - loss: 0.0631 - accuracy: 0.9865
	9216/50000 [====>.........................] - ETA: 46s - loss: 0.0631 - accuracy: 0.9862
	10240/50000 [=====>........................] - ETA: 44s - loss: 0.0633 - accuracy: 0.9863
	11264/50000 [=====>........................] - ETA: 42s - loss: 0.0629 - accuracy: 0.9865
	12288/50000 [======>.......................] - ETA: 41s - loss: 0.0639 - accuracy: 0.9858
	13312/50000 [======>.......................] - ETA: 40s - loss: 0.0646 - accuracy: 0.9858
	14336/50000 [=======>......................] - ETA: 38s - loss: 0.0650 - accuracy: 0.9858
	15360/50000 [========>.....................] - ETA: 37s - loss: 0.0650 - accuracy: 0.9859
	16384/50000 [========>.....................] - ETA: 36s - loss: 0.0647 - accuracy: 0.9861
	17408/50000 [=========>....................] - ETA: 35s - loss: 0.0648 - accuracy: 0.9862
	18432/50000 [==========>...................] - ETA: 34s - loss: 0.0646 - accuracy: 0.9862
	19456/50000 [==========>...................] - ETA: 33s - loss: 0.0645 - accuracy: 0.9863
	20480/50000 [===========>..................] - ETA: 32s - loss: 0.0645 - accuracy: 0.9865
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.0639 - accuracy: 0.9866
	22528/50000 [============>.................] - ETA: 29s - loss: 0.0636 - accuracy: 0.9866
	23552/50000 [=============>................] - ETA: 28s - loss: 0.0634 - accuracy: 0.9869
	24576/50000 [=============>................] - ETA: 27s - loss: 0.0642 - accuracy: 0.9867
	25600/50000 [==============>...............] - ETA: 26s - loss: 0.0636 - accuracy: 0.9869
	26624/50000 [==============>...............] - ETA: 25s - loss: 0.0641 - accuracy: 0.9866
	27648/50000 [===============>..............] - ETA: 24s - loss: 0.0641 - accuracy: 0.9865
	28672/50000 [================>.............] - ETA: 23s - loss: 0.0637 - accuracy: 0.9868
	29696/50000 [================>.............] - ETA: 22s - loss: 0.0636 - accuracy: 0.9867
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0635 - accuracy: 0.9868
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0633 - accuracy: 0.9870
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0631 - accuracy: 0.9872
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0627 - accuracy: 0.9872
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.0625 - accuracy: 0.9873
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.0623 - accuracy: 0.9874
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.0624 - accuracy: 0.9873
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0625 - accuracy: 0.9873
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0624 - accuracy: 0.9872
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0620 - accuracy: 0.9874
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0622 - accuracy: 0.9873
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0623 - accuracy: 0.9872
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0625 - accuracy: 0.9872
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0628 - accuracy: 0.9871
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0628 - accuracy: 0.9871
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0627 - accuracy: 0.9871
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0627 - accuracy: 0.9871
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0631 - accuracy: 0.9869
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0632 - accuracy: 0.9869
	50000/50000 [==============================] - 56s 1ms/sample - loss: 0.0635 - accuracy: 0.9867 - val_loss: 1.4889 - val_accuracy: 0.7226
	Epoch 80/100

	1024/50000 [..............................] - ETA: 49s - loss: 0.0421 - accuracy: 0.9941
	2048/50000 [>.............................] - ETA: 52s - loss: 0.0561 - accuracy: 0.9893
	3072/50000 [>.............................] - ETA: 53s - loss: 0.0540 - accuracy: 0.9902
	4096/50000 [=>............................] - ETA: 50s - loss: 0.0540 - accuracy: 0.9907
	5120/50000 [==>...........................] - ETA: 48s - loss: 0.0556 - accuracy: 0.9904
	6144/50000 [==>...........................] - ETA: 46s - loss: 0.0537 - accuracy: 0.9912
	7168/50000 [===>..........................] - ETA: 45s - loss: 0.0554 - accuracy: 0.9907
	8192/50000 [===>..........................] - ETA: 44s - loss: 0.0549 - accuracy: 0.9910
	9216/50000 [====>.........................] - ETA: 43s - loss: 0.0544 - accuracy: 0.9910
	10240/50000 [=====>........................] - ETA: 42s - loss: 0.0555 - accuracy: 0.9905
	11264/50000 [=====>........................] - ETA: 41s - loss: 0.0553 - accuracy: 0.9905
	12288/50000 [======>.......................] - ETA: 40s - loss: 0.0550 - accuracy: 0.9906
	13312/50000 [======>.......................] - ETA: 38s - loss: 0.0552 - accuracy: 0.9902
	14336/50000 [=======>......................] - ETA: 37s - loss: 0.0555 - accuracy: 0.9902
	15360/50000 [========>.....................] - ETA: 36s - loss: 0.0565 - accuracy: 0.9898
	16384/50000 [========>.....................] - ETA: 35s - loss: 0.0564 - accuracy: 0.9897
	17408/50000 [=========>....................] - ETA: 34s - loss: 0.0575 - accuracy: 0.9890
	18432/50000 [==========>...................] - ETA: 33s - loss: 0.0568 - accuracy: 0.9891
	19456/50000 [==========>...................] - ETA: 32s - loss: 0.0574 - accuracy: 0.9889
	20480/50000 [===========>..................] - ETA: 31s - loss: 0.0577 - accuracy: 0.9889
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.0577 - accuracy: 0.9890
	22528/50000 [============>.................] - ETA: 29s - loss: 0.0592 - accuracy: 0.9885
	23552/50000 [=============>................] - ETA: 28s - loss: 0.0591 - accuracy: 0.9883
	24576/50000 [=============>................] - ETA: 27s - loss: 0.0598 - accuracy: 0.9879
	25600/50000 [==============>...............] - ETA: 26s - loss: 0.0599 - accuracy: 0.9878
	26624/50000 [==============>...............] - ETA: 25s - loss: 0.0603 - accuracy: 0.9877
	27648/50000 [===============>..............] - ETA: 24s - loss: 0.0598 - accuracy: 0.9880
	28672/50000 [================>.............] - ETA: 23s - loss: 0.0605 - accuracy: 0.9877
	29696/50000 [================>.............] - ETA: 22s - loss: 0.0605 - accuracy: 0.9878
	30720/50000 [=================>............] - ETA: 21s - loss: 0.0605 - accuracy: 0.9877
	31744/50000 [==================>...........] - ETA: 20s - loss: 0.0606 - accuracy: 0.9878
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0610 - accuracy: 0.9874
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0616 - accuracy: 0.9873
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.0618 - accuracy: 0.9872
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.0619 - accuracy: 0.9871
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.0622 - accuracy: 0.9870
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.0625 - accuracy: 0.9868
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.0626 - accuracy: 0.9866
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.0639 - accuracy: 0.9860
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.0636 - accuracy: 0.9862
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0641 - accuracy: 0.9859
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0643 - accuracy: 0.9857
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0645 - accuracy: 0.9856
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0653 - accuracy: 0.9852
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0652 - accuracy: 0.9851
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0658 - accuracy: 0.9850
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.0660 - accuracy: 0.9848
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0661 - accuracy: 0.9848
	50000/50000 [==============================] - 58s 1ms/sample - loss: 0.0662 - accuracy: 0.9848 - val_loss: 1.5237 - val_accuracy: 0.7180
	Epoch 81/100

	1024/50000 [..............................] - ETA: 55s - loss: 0.0567 - accuracy: 0.9893
	2048/50000 [>.............................] - ETA: 50s - loss: 0.0562 - accuracy: 0.9888
	3072/50000 [>.............................] - ETA: 50s - loss: 0.0570 - accuracy: 0.9870
	4096/50000 [=>............................] - ETA: 49s - loss: 0.0610 - accuracy: 0.9866
	5120/50000 [==>...........................] - ETA: 47s - loss: 0.0610 - accuracy: 0.9869
	6144/50000 [==>...........................] - ETA: 45s - loss: 0.0605 - accuracy: 0.9875
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.0600 - accuracy: 0.9879
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.0598 - accuracy: 0.9877
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.0578 - accuracy: 0.9885
	10240/50000 [=====>........................] - ETA: 40s - loss: 0.0569 - accuracy: 0.9884
	11264/50000 [=====>........................] - ETA: 39s - loss: 0.0565 - accuracy: 0.9887
	12288/50000 [======>.......................] - ETA: 38s - loss: 0.0567 - accuracy: 0.9889
	13312/50000 [======>.......................] - ETA: 36s - loss: 0.0573 - accuracy: 0.9888
	14336/50000 [=======>......................] - ETA: 35s - loss: 0.0565 - accuracy: 0.9890
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0567 - accuracy: 0.9888
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0565 - accuracy: 0.9887
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.0564 - accuracy: 0.9887
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.0562 - accuracy: 0.9889
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.0566 - accuracy: 0.9887
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.0562 - accuracy: 0.9888
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.0562 - accuracy: 0.9887
	22528/50000 [============>.................] - ETA: 29s - loss: 0.0564 - accuracy: 0.9885
	23552/50000 [=============>................] - ETA: 28s - loss: 0.0560 - accuracy: 0.9887
	24576/50000 [=============>................] - ETA: 27s - loss: 0.0561 - accuracy: 0.9887
	25600/50000 [==============>...............] - ETA: 26s - loss: 0.0559 - accuracy: 0.9888
	26624/50000 [==============>...............] - ETA: 25s - loss: 0.0562 - accuracy: 0.9888
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0559 - accuracy: 0.9889
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0557 - accuracy: 0.9890
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0559 - accuracy: 0.9890
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0557 - accuracy: 0.9891
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0560 - accuracy: 0.9891
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0561 - accuracy: 0.9891
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0561 - accuracy: 0.9892
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0567 - accuracy: 0.9888
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0565 - accuracy: 0.9890
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0566 - accuracy: 0.9890
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0564 - accuracy: 0.9889
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0572 - accuracy: 0.9886
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0571 - accuracy: 0.9886
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0572 - accuracy: 0.9885
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0574 - accuracy: 0.9884
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0577 - accuracy: 0.9883
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0578 - accuracy: 0.9882
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0579 - accuracy: 0.9881
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0580 - accuracy: 0.9881
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0581 - accuracy: 0.9880
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0583 - accuracy: 0.9879
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0587 - accuracy: 0.9877
	50000/50000 [==============================] - 55s 1ms/sample - loss: 0.0588 - accuracy: 0.9877 - val_loss: 1.5615 - val_accuracy: 0.7204
	Epoch 82/100

	1024/50000 [..............................] - ETA: 47s - loss: 0.0525 - accuracy: 0.9893
	2048/50000 [>.............................] - ETA: 46s - loss: 0.0593 - accuracy: 0.9858
	3072/50000 [>.............................] - ETA: 45s - loss: 0.0552 - accuracy: 0.9873
	4096/50000 [=>............................] - ETA: 44s - loss: 0.0546 - accuracy: 0.9873
	5120/50000 [==>...........................] - ETA: 44s - loss: 0.0541 - accuracy: 0.9877
	6144/50000 [==>...........................] - ETA: 43s - loss: 0.0548 - accuracy: 0.9881
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.0547 - accuracy: 0.9883
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.0536 - accuracy: 0.9890
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.0523 - accuracy: 0.9896
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.0523 - accuracy: 0.9899
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.0516 - accuracy: 0.9903
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.0520 - accuracy: 0.9901
	13312/50000 [======>.......................] - ETA: 38s - loss: 0.0532 - accuracy: 0.9897
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.0530 - accuracy: 0.9898
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0538 - accuracy: 0.9895
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0538 - accuracy: 0.9896
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.0544 - accuracy: 0.9894
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.0546 - accuracy: 0.9893
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.0547 - accuracy: 0.9891
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.0545 - accuracy: 0.9893
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.0545 - accuracy: 0.9893
	22528/50000 [============>.................] - ETA: 28s - loss: 0.0542 - accuracy: 0.9893
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0544 - accuracy: 0.9892
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0543 - accuracy: 0.9894
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0543 - accuracy: 0.9895
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0544 - accuracy: 0.9893
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0545 - accuracy: 0.9893
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0541 - accuracy: 0.9896
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0540 - accuracy: 0.9896
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0541 - accuracy: 0.9896
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0539 - accuracy: 0.9897
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0542 - accuracy: 0.9894
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0542 - accuracy: 0.9894
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.0545 - accuracy: 0.9891
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9890
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0544 - accuracy: 0.9890
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0546 - accuracy: 0.9889
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0546 - accuracy: 0.9890
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0545 - accuracy: 0.9890
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0542 - accuracy: 0.9891
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0544 - accuracy: 0.9890
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0544 - accuracy: 0.9890
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0542 - accuracy: 0.9891
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0548 - accuracy: 0.9889
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0548 - accuracy: 0.9888
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0555 - accuracy: 0.9885
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0555 - accuracy: 0.9886
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0556 - accuracy: 0.9885
	50000/50000 [==============================] - 55s 1ms/sample - loss: 0.0555 - accuracy: 0.9886 - val_loss: 1.5815 - val_accuracy: 0.7196
	Epoch 83/100

	1024/50000 [..............................] - ETA: 46s - loss: 0.0406 - accuracy: 0.9932
	2048/50000 [>.............................] - ETA: 48s - loss: 0.0484 - accuracy: 0.9902
	3072/50000 [>.............................] - ETA: 47s - loss: 0.0478 - accuracy: 0.9909
	4096/50000 [=>............................] - ETA: 47s - loss: 0.0485 - accuracy: 0.9910
	5120/50000 [==>...........................] - ETA: 45s - loss: 0.0473 - accuracy: 0.9912
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.0473 - accuracy: 0.9914
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.0474 - accuracy: 0.9916
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.0470 - accuracy: 0.9918
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.0462 - accuracy: 0.9922
	10240/50000 [=====>........................] - ETA: 40s - loss: 0.0458 - accuracy: 0.9922
	11264/50000 [=====>........................] - ETA: 39s - loss: 0.0455 - accuracy: 0.9924
	12288/50000 [======>.......................] - ETA: 37s - loss: 0.0453 - accuracy: 0.9928
	13312/50000 [======>.......................] - ETA: 36s - loss: 0.0446 - accuracy: 0.9930
	14336/50000 [=======>......................] - ETA: 35s - loss: 0.0449 - accuracy: 0.9928
	15360/50000 [========>.....................] - ETA: 34s - loss: 0.0445 - accuracy: 0.9931
	16384/50000 [========>.....................] - ETA: 33s - loss: 0.0441 - accuracy: 0.9933
	17408/50000 [=========>....................] - ETA: 32s - loss: 0.0442 - accuracy: 0.9932
	18432/50000 [==========>...................] - ETA: 31s - loss: 0.0441 - accuracy: 0.9932
	19456/50000 [==========>...................] - ETA: 30s - loss: 0.0436 - accuracy: 0.9934
	20480/50000 [===========>..................] - ETA: 29s - loss: 0.0437 - accuracy: 0.9934
	21504/50000 [===========>..................] - ETA: 28s - loss: 0.0433 - accuracy: 0.9936
	22528/50000 [============>.................] - ETA: 27s - loss: 0.0432 - accuracy: 0.9935
	23552/50000 [=============>................] - ETA: 26s - loss: 0.0438 - accuracy: 0.9932
	24576/50000 [=============>................] - ETA: 25s - loss: 0.0441 - accuracy: 0.9930
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.0444 - accuracy: 0.9928
	26624/50000 [==============>...............] - ETA: 23s - loss: 0.0445 - accuracy: 0.9929
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.0444 - accuracy: 0.9930
	28672/50000 [================>.............] - ETA: 21s - loss: 0.0444 - accuracy: 0.9931
	29696/50000 [================>.............] - ETA: 20s - loss: 0.0441 - accuracy: 0.9931
	30720/50000 [=================>............] - ETA: 18s - loss: 0.0442 - accuracy: 0.9930
	31744/50000 [==================>...........] - ETA: 17s - loss: 0.0440 - accuracy: 0.9931
	32768/50000 [==================>...........] - ETA: 16s - loss: 0.0442 - accuracy: 0.9930
	33792/50000 [===================>..........] - ETA: 15s - loss: 0.0441 - accuracy: 0.9930
	34816/50000 [===================>..........] - ETA: 14s - loss: 0.0442 - accuracy: 0.9930
	35840/50000 [====================>.........] - ETA: 13s - loss: 0.0440 - accuracy: 0.9931
	36864/50000 [=====================>........] - ETA: 12s - loss: 0.0440 - accuracy: 0.9931
	37888/50000 [=====================>........] - ETA: 11s - loss: 0.0439 - accuracy: 0.9931
	38912/50000 [======================>.......] - ETA: 10s - loss: 0.0439 - accuracy: 0.9931
	39936/50000 [======================>.......] - ETA: 9s - loss: 0.0437 - accuracy: 0.9932
	40960/50000 [=======================>......] - ETA: 8s - loss: 0.0439 - accuracy: 0.9930
	41984/50000 [========================>.....] - ETA: 7s - loss: 0.0440 - accuracy: 0.9929
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.0439 - accuracy: 0.9930
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.0438 - accuracy: 0.9930
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.0436 - accuracy: 0.9931
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.0436 - accuracy: 0.9931
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0437 - accuracy: 0.9930
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0437 - accuracy: 0.9930
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0440 - accuracy: 0.9930
	50000/50000 [==============================] - 53s 1ms/sample - loss: 0.0437 - accuracy: 0.9930 - val_loss: 1.6456 - val_accuracy: 0.7177
	Epoch 84/100

	1024/50000 [..............................] - ETA: 45s - loss: 0.0341 - accuracy: 0.9980
	2048/50000 [>.............................] - ETA: 49s - loss: 0.0330 - accuracy: 0.9976
	3072/50000 [>.............................] - ETA: 48s - loss: 0.0352 - accuracy: 0.9951
	4096/50000 [=>............................] - ETA: 47s - loss: 0.0343 - accuracy: 0.9954
	5120/50000 [==>...........................] - ETA: 46s - loss: 0.0356 - accuracy: 0.9957
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.0369 - accuracy: 0.9956
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.0369 - accuracy: 0.9953
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.0374 - accuracy: 0.9948
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.0374 - accuracy: 0.9950
	10240/50000 [=====>........................] - ETA: 40s - loss: 0.0371 - accuracy: 0.9952
	11264/50000 [=====>........................] - ETA: 39s - loss: 0.0380 - accuracy: 0.9947
	12288/50000 [======>.......................] - ETA: 38s - loss: 0.0383 - accuracy: 0.9942
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.0383 - accuracy: 0.9941
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.0378 - accuracy: 0.9943
	15360/50000 [========>.....................] - ETA: 34s - loss: 0.0379 - accuracy: 0.9943
	16384/50000 [========>.....................] - ETA: 33s - loss: 0.0378 - accuracy: 0.9945
	17408/50000 [=========>....................] - ETA: 32s - loss: 0.0376 - accuracy: 0.9945
	18432/50000 [==========>...................] - ETA: 31s - loss: 0.0371 - accuracy: 0.9947
	19456/50000 [==========>...................] - ETA: 30s - loss: 0.0368 - accuracy: 0.9948
	20480/50000 [===========>..................] - ETA: 29s - loss: 0.0370 - accuracy: 0.9947
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.0371 - accuracy: 0.9947
	22528/50000 [============>.................] - ETA: 28s - loss: 0.0376 - accuracy: 0.9945
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0373 - accuracy: 0.9945
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0374 - accuracy: 0.9945
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0373 - accuracy: 0.9946
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0372 - accuracy: 0.9947
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.0370 - accuracy: 0.9948
	28672/50000 [================>.............] - ETA: 21s - loss: 0.0369 - accuracy: 0.9949
	29696/50000 [================>.............] - ETA: 20s - loss: 0.0369 - accuracy: 0.9949
	30720/50000 [=================>............] - ETA: 19s - loss: 0.0370 - accuracy: 0.9949
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.0372 - accuracy: 0.9947
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.0372 - accuracy: 0.9948
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0373 - accuracy: 0.9948
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0373 - accuracy: 0.9948
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0371 - accuracy: 0.9948
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0370 - accuracy: 0.9947
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0371 - accuracy: 0.9948
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0372 - accuracy: 0.9948
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0373 - accuracy: 0.9947
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0373 - accuracy: 0.9947
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0374 - accuracy: 0.9946
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0376 - accuracy: 0.9946
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0378 - accuracy: 0.9946
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0384 - accuracy: 0.9943
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0386 - accuracy: 0.9942
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0394 - accuracy: 0.9940
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0395 - accuracy: 0.9940
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0398 - accuracy: 0.9938
	50000/50000 [==============================] - 55s 1ms/sample - loss: 0.0399 - accuracy: 0.9937 - val_loss: 1.6712 - val_accuracy: 0.7193
	Epoch 85/100

	1024/50000 [..............................] - ETA: 51s - loss: 0.0539 - accuracy: 0.9912
	2048/50000 [>.............................] - ETA: 50s - loss: 0.0456 - accuracy: 0.9922
	3072/50000 [>.............................] - ETA: 49s - loss: 0.0428 - accuracy: 0.9935
	4096/50000 [=>............................] - ETA: 49s - loss: 0.0443 - accuracy: 0.9912
	5120/50000 [==>...........................] - ETA: 48s - loss: 0.0425 - accuracy: 0.9922
	6144/50000 [==>...........................] - ETA: 46s - loss: 0.0431 - accuracy: 0.9920
	7168/50000 [===>..........................] - ETA: 45s - loss: 0.0423 - accuracy: 0.9919
	8192/50000 [===>..........................] - ETA: 43s - loss: 0.0432 - accuracy: 0.9916
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.0423 - accuracy: 0.9919
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.0411 - accuracy: 0.9924
	11264/50000 [=====>........................] - ETA: 39s - loss: 0.0407 - accuracy: 0.9926
	12288/50000 [======>.......................] - ETA: 38s - loss: 0.0399 - accuracy: 0.9930
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.0390 - accuracy: 0.9934
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.0397 - accuracy: 0.9934
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0393 - accuracy: 0.9935
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0395 - accuracy: 0.9935
	17408/50000 [=========>....................] - ETA: 32s - loss: 0.0395 - accuracy: 0.9936
	18432/50000 [==========>...................] - ETA: 31s - loss: 0.0389 - accuracy: 0.9937
	19456/50000 [==========>...................] - ETA: 30s - loss: 0.0387 - accuracy: 0.9937
	20480/50000 [===========>..................] - ETA: 29s - loss: 0.0385 - accuracy: 0.9937
	21504/50000 [===========>..................] - ETA: 28s - loss: 0.0392 - accuracy: 0.9934
	22528/50000 [============>.................] - ETA: 27s - loss: 0.0392 - accuracy: 0.9936
	23552/50000 [=============>................] - ETA: 26s - loss: 0.0390 - accuracy: 0.9937
	24576/50000 [=============>................] - ETA: 25s - loss: 0.0388 - accuracy: 0.9938
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.0385 - accuracy: 0.9939
	26624/50000 [==============>...............] - ETA: 23s - loss: 0.0383 - accuracy: 0.9940
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.0381 - accuracy: 0.9941
	28672/50000 [================>.............] - ETA: 21s - loss: 0.0381 - accuracy: 0.9942
	29696/50000 [================>.............] - ETA: 20s - loss: 0.0382 - accuracy: 0.9942
	30720/50000 [=================>............] - ETA: 19s - loss: 0.0383 - accuracy: 0.9941
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.0382 - accuracy: 0.9942
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.0381 - accuracy: 0.9943
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0381 - accuracy: 0.9943
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0381 - accuracy: 0.9942
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0383 - accuracy: 0.9941
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0381 - accuracy: 0.9942
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0381 - accuracy: 0.9942
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0383 - accuracy: 0.9942
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0382 - accuracy: 0.9941
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0385 - accuracy: 0.9940
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0384 - accuracy: 0.9940
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.0388 - accuracy: 0.9939
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.0386 - accuracy: 0.9940
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.0392 - accuracy: 0.9937
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.0394 - accuracy: 0.9937
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0399 - accuracy: 0.9934
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0405 - accuracy: 0.9931
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0413 - accuracy: 0.9926
	50000/50000 [==============================] - 54s 1ms/sample - loss: 0.0420 - accuracy: 0.9923 - val_loss: 1.6976 - val_accuracy: 0.7202
	Epoch 86/100

	1024/50000 [..............................] - ETA: 47s - loss: 0.0431 - accuracy: 0.9932
	2048/50000 [>.............................] - ETA: 46s - loss: 0.0418 - accuracy: 0.9937
	3072/50000 [>.............................] - ETA: 45s - loss: 0.0518 - accuracy: 0.9876
	4096/50000 [=>............................] - ETA: 44s - loss: 0.0499 - accuracy: 0.9890
	5120/50000 [==>...........................] - ETA: 43s - loss: 0.0578 - accuracy: 0.9850
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.0561 - accuracy: 0.9852
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.0677 - accuracy: 0.9807
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.0643 - accuracy: 0.9823
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.0785 - accuracy: 0.9756
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.0915 - accuracy: 0.9714
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.0988 - accuracy: 0.9685
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.1049 - accuracy: 0.9656
	13312/50000 [======>.......................] - ETA: 38s - loss: 0.1076 - accuracy: 0.9641
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.1106 - accuracy: 0.9627
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.1135 - accuracy: 0.9615
	16384/50000 [========>.....................] - ETA: 35s - loss: 0.1134 - accuracy: 0.9616
	17408/50000 [=========>....................] - ETA: 34s - loss: 0.1131 - accuracy: 0.9617
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.1131 - accuracy: 0.9615
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.1119 - accuracy: 0.9619
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.1124 - accuracy: 0.9619
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.1110 - accuracy: 0.9624
	22528/50000 [============>.................] - ETA: 28s - loss: 0.1108 - accuracy: 0.9625
	23552/50000 [=============>................] - ETA: 27s - loss: 0.1104 - accuracy: 0.9625
	24576/50000 [=============>................] - ETA: 25s - loss: 0.1098 - accuracy: 0.9627
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.1095 - accuracy: 0.9628
	26624/50000 [==============>...............] - ETA: 23s - loss: 0.1097 - accuracy: 0.9630
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.1096 - accuracy: 0.9628
	28672/50000 [================>.............] - ETA: 21s - loss: 0.1099 - accuracy: 0.9626
	29696/50000 [================>.............] - ETA: 20s - loss: 0.1100 - accuracy: 0.9625
	30720/50000 [=================>............] - ETA: 19s - loss: 0.1096 - accuracy: 0.9627
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.1093 - accuracy: 0.9627
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.1089 - accuracy: 0.9629
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.1090 - accuracy: 0.9629
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.1085 - accuracy: 0.9630
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.1087 - accuracy: 0.9630
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.1083 - accuracy: 0.9631
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.1084 - accuracy: 0.9631
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.1090 - accuracy: 0.9627
	39936/50000 [======================>.......] - ETA: 9s - loss: 0.1083 - accuracy: 0.9630
	40960/50000 [=======================>......] - ETA: 8s - loss: 0.1094 - accuracy: 0.9626
	41984/50000 [========================>.....] - ETA: 7s - loss: 0.1092 - accuracy: 0.9627
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.1099 - accuracy: 0.9624
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.1109 - accuracy: 0.9620
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.1108 - accuracy: 0.9621
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.1106 - accuracy: 0.9620
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.1099 - accuracy: 0.9624
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.1098 - accuracy: 0.9623
	49152/50000 [============================>.] - ETA: 0s - loss: 0.1096 - accuracy: 0.9623
	50000/50000 [==============================] - 53s 1ms/sample - loss: 0.1095 - accuracy: 0.9623 - val_loss: 1.7336 - val_accuracy: 0.7068
	Epoch 87/100

	1024/50000 [..............................] - ETA: 49s - loss: 0.0952 - accuracy: 0.9668
	2048/50000 [>.............................] - ETA: 50s - loss: 0.0718 - accuracy: 0.9780
	3072/50000 [>.............................] - ETA: 48s - loss: 0.0782 - accuracy: 0.9743
	4096/50000 [=>............................] - ETA: 47s - loss: 0.0743 - accuracy: 0.9773
	5120/50000 [==>...........................] - ETA: 46s - loss: 0.0720 - accuracy: 0.9783
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.0747 - accuracy: 0.9767
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.0736 - accuracy: 0.9782
	8192/50000 [===>..........................] - ETA: 42s - loss: 0.0722 - accuracy: 0.9785
	9216/50000 [====>.........................] - ETA: 41s - loss: 0.0726 - accuracy: 0.9781
	10240/50000 [=====>........................] - ETA: 39s - loss: 0.0720 - accuracy: 0.9779
	11264/50000 [=====>........................] - ETA: 38s - loss: 0.0705 - accuracy: 0.9785
	12288/50000 [======>.......................] - ETA: 38s - loss: 0.0695 - accuracy: 0.9792
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.0702 - accuracy: 0.9788
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.0690 - accuracy: 0.9794
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0679 - accuracy: 0.9801
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0676 - accuracy: 0.9806
	17408/50000 [=========>....................] - ETA: 32s - loss: 0.0663 - accuracy: 0.9811
	18432/50000 [==========>...................] - ETA: 31s - loss: 0.0659 - accuracy: 0.9812
	19456/50000 [==========>...................] - ETA: 30s - loss: 0.0659 - accuracy: 0.9812
	20480/50000 [===========>..................] - ETA: 29s - loss: 0.0657 - accuracy: 0.9813
	21504/50000 [===========>..................] - ETA: 28s - loss: 0.0647 - accuracy: 0.9818
	22528/50000 [============>.................] - ETA: 27s - loss: 0.0640 - accuracy: 0.9820
	23552/50000 [=============>................] - ETA: 26s - loss: 0.0637 - accuracy: 0.9822
	24576/50000 [=============>................] - ETA: 25s - loss: 0.0630 - accuracy: 0.9824
	25600/50000 [==============>...............] - ETA: 24s - loss: 0.0626 - accuracy: 0.9828
	26624/50000 [==============>...............] - ETA: 23s - loss: 0.0623 - accuracy: 0.9831
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0618 - accuracy: 0.9833
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0613 - accuracy: 0.9834
	29696/50000 [================>.............] - ETA: 20s - loss: 0.0604 - accuracy: 0.9839
	30720/50000 [=================>............] - ETA: 19s - loss: 0.0598 - accuracy: 0.9841
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.0593 - accuracy: 0.9842
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.0590 - accuracy: 0.9843
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0590 - accuracy: 0.9843
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0586 - accuracy: 0.9846
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0591 - accuracy: 0.9843
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0588 - accuracy: 0.9846
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0585 - accuracy: 0.9847
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0587 - accuracy: 0.9847
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0585 - accuracy: 0.9848
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0583 - accuracy: 0.9849
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0581 - accuracy: 0.9850
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0581 - accuracy: 0.9850
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0577 - accuracy: 0.9852
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0580 - accuracy: 0.9851
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.0576 - accuracy: 0.9852
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0579 - accuracy: 0.9851
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0579 - accuracy: 0.9851
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0577 - accuracy: 0.9852
	50000/50000 [==============================] - 54s 1ms/sample - loss: 0.0576 - accuracy: 0.9853 - val_loss: 1.7246 - val_accuracy: 0.7146
	Epoch 88/100

	1024/50000 [..............................] - ETA: 48s - loss: 0.0581 - accuracy: 0.9854
	2048/50000 [>.............................] - ETA: 48s - loss: 0.0558 - accuracy: 0.9854
	3072/50000 [>.............................] - ETA: 46s - loss: 0.0536 - accuracy: 0.9867
	4096/50000 [=>............................] - ETA: 45s - loss: 0.0564 - accuracy: 0.9854
	5120/50000 [==>...........................] - ETA: 45s - loss: 0.0518 - accuracy: 0.9877
	6144/50000 [==>...........................] - ETA: 45s - loss: 0.0496 - accuracy: 0.9881
	7168/50000 [===>..........................] - ETA: 45s - loss: 0.0490 - accuracy: 0.9886
	8192/50000 [===>..........................] - ETA: 43s - loss: 0.0485 - accuracy: 0.9888
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.0463 - accuracy: 0.9896
	10240/50000 [=====>........................] - ETA: 40s - loss: 0.0457 - accuracy: 0.9897
	11264/50000 [=====>........................] - ETA: 39s - loss: 0.0447 - accuracy: 0.9903
	12288/50000 [======>.......................] - ETA: 38s - loss: 0.0444 - accuracy: 0.9902
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.0437 - accuracy: 0.9906
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.0426 - accuracy: 0.9910
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0423 - accuracy: 0.9911
	16384/50000 [========>.....................] - ETA: 35s - loss: 0.0420 - accuracy: 0.9914
	17408/50000 [=========>....................] - ETA: 34s - loss: 0.0415 - accuracy: 0.9916
	18432/50000 [==========>...................] - ETA: 33s - loss: 0.0422 - accuracy: 0.9912
	19456/50000 [==========>...................] - ETA: 32s - loss: 0.0418 - accuracy: 0.9912
	20480/50000 [===========>..................] - ETA: 31s - loss: 0.0415 - accuracy: 0.9914
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.0416 - accuracy: 0.9913
	22528/50000 [============>.................] - ETA: 29s - loss: 0.0415 - accuracy: 0.9915
	23552/50000 [=============>................] - ETA: 28s - loss: 0.0411 - accuracy: 0.9917
	24576/50000 [=============>................] - ETA: 27s - loss: 0.0410 - accuracy: 0.9917
	25600/50000 [==============>...............] - ETA: 26s - loss: 0.0406 - accuracy: 0.9920
	26624/50000 [==============>...............] - ETA: 25s - loss: 0.0406 - accuracy: 0.9921
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0404 - accuracy: 0.9922
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0403 - accuracy: 0.9922
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0404 - accuracy: 0.9923
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0400 - accuracy: 0.9924
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0400 - accuracy: 0.9925
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0396 - accuracy: 0.9926
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0395 - accuracy: 0.9926
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.0394 - accuracy: 0.9926
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0392 - accuracy: 0.9928
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0389 - accuracy: 0.9929
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0389 - accuracy: 0.9930
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0386 - accuracy: 0.9931
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0383 - accuracy: 0.9932
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0380 - accuracy: 0.9933
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0378 - accuracy: 0.9934
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0374 - accuracy: 0.9935
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0372 - accuracy: 0.9936
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0371 - accuracy: 0.9937
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0371 - accuracy: 0.9936
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0370 - accuracy: 0.9937
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0370 - accuracy: 0.9937
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0369 - accuracy: 0.9937
	50000/50000 [==============================] - 54s 1ms/sample - loss: 0.0369 - accuracy: 0.9937 - val_loss: 1.7088 - val_accuracy: 0.7208
	Epoch 89/100

	1024/50000 [..............................] - ETA: 52s - loss: 0.0214 - accuracy: 1.0000
	2048/50000 [>.............................] - ETA: 52s - loss: 0.0234 - accuracy: 0.9990
	3072/50000 [>.............................] - ETA: 51s - loss: 0.0252 - accuracy: 0.9984
	4096/50000 [=>............................] - ETA: 49s - loss: 0.0248 - accuracy: 0.9983
	5120/50000 [==>...........................] - ETA: 48s - loss: 0.0251 - accuracy: 0.9980
	6144/50000 [==>...........................] - ETA: 46s - loss: 0.0252 - accuracy: 0.9980
	7168/50000 [===>..........................] - ETA: 45s - loss: 0.0260 - accuracy: 0.9976
	8192/50000 [===>..........................] - ETA: 44s - loss: 0.0260 - accuracy: 0.9977
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.0267 - accuracy: 0.9972
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.0267 - accuracy: 0.9973
	11264/50000 [=====>........................] - ETA: 39s - loss: 0.0283 - accuracy: 0.9965
	12288/50000 [======>.......................] - ETA: 38s - loss: 0.0284 - accuracy: 0.9966
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.0287 - accuracy: 0.9966
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.0295 - accuracy: 0.9962
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0294 - accuracy: 0.9963
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0305 - accuracy: 0.9959
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.0304 - accuracy: 0.9959
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.0326 - accuracy: 0.9948
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.0323 - accuracy: 0.9950
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.0327 - accuracy: 0.9946
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.0327 - accuracy: 0.9947
	22528/50000 [============>.................] - ETA: 28s - loss: 0.0327 - accuracy: 0.9947
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0325 - accuracy: 0.9949
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0328 - accuracy: 0.9946
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0326 - accuracy: 0.9946
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0334 - accuracy: 0.9944
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0335 - accuracy: 0.9945
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0337 - accuracy: 0.9945
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0343 - accuracy: 0.9942
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0342 - accuracy: 0.9943
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0343 - accuracy: 0.9943
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0347 - accuracy: 0.9940
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0345 - accuracy: 0.9941
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.0348 - accuracy: 0.9939
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.0348 - accuracy: 0.9939
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.0351 - accuracy: 0.9938
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.0352 - accuracy: 0.9937
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.0356 - accuracy: 0.9935
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0358 - accuracy: 0.9936
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0359 - accuracy: 0.9936
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0359 - accuracy: 0.9936
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0363 - accuracy: 0.9935
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0361 - accuracy: 0.9935
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0367 - accuracy: 0.9933
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0368 - accuracy: 0.9934
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0368 - accuracy: 0.9933
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.0371 - accuracy: 0.9931
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0371 - accuracy: 0.9931
	50000/50000 [==============================] - 58s 1ms/sample - loss: 0.0376 - accuracy: 0.9930 - val_loss: 1.7544 - val_accuracy: 0.7182
	Epoch 90/100

	1024/50000 [..............................] - ETA: 46s - loss: 0.0278 - accuracy: 0.9971
	2048/50000 [>.............................] - ETA: 46s - loss: 0.0311 - accuracy: 0.9966
	3072/50000 [>.............................] - ETA: 44s - loss: 0.0405 - accuracy: 0.9938
	4096/50000 [=>............................] - ETA: 43s - loss: 0.0387 - accuracy: 0.9941
	5120/50000 [==>...........................] - ETA: 42s - loss: 0.0416 - accuracy: 0.9922
	6144/50000 [==>...........................] - ETA: 41s - loss: 0.0395 - accuracy: 0.9930
	7168/50000 [===>..........................] - ETA: 40s - loss: 0.0426 - accuracy: 0.9915
	8192/50000 [===>..........................] - ETA: 40s - loss: 0.0411 - accuracy: 0.9922
	9216/50000 [====>.........................] - ETA: 40s - loss: 0.0432 - accuracy: 0.9908
	10240/50000 [=====>........................] - ETA: 39s - loss: 0.0420 - accuracy: 0.9915
	11264/50000 [=====>........................] - ETA: 38s - loss: 0.0415 - accuracy: 0.9917
	12288/50000 [======>.......................] - ETA: 37s - loss: 0.0404 - accuracy: 0.9922
	13312/50000 [======>.......................] - ETA: 36s - loss: 0.0410 - accuracy: 0.9920
	14336/50000 [=======>......................] - ETA: 35s - loss: 0.0416 - accuracy: 0.9919
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0419 - accuracy: 0.9917
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0417 - accuracy: 0.9918
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.0411 - accuracy: 0.9920
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.0405 - accuracy: 0.9922
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.0401 - accuracy: 0.9923
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.0395 - accuracy: 0.9925
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.0395 - accuracy: 0.9923
	22528/50000 [============>.................] - ETA: 28s - loss: 0.0391 - accuracy: 0.9924
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0389 - accuracy: 0.9923
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0385 - accuracy: 0.9924
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0383 - accuracy: 0.9926
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0381 - accuracy: 0.9926
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0377 - accuracy: 0.9928
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0374 - accuracy: 0.9929
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0373 - accuracy: 0.9929
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0369 - accuracy: 0.9930
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0372 - accuracy: 0.9929
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0367 - accuracy: 0.9931
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0371 - accuracy: 0.9929
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.0368 - accuracy: 0.9931
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.0371 - accuracy: 0.9929
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.0366 - accuracy: 0.9931
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.0366 - accuracy: 0.9931
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.0365 - accuracy: 0.9931
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.0362 - accuracy: 0.9932
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0362 - accuracy: 0.9933
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0359 - accuracy: 0.9934
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0359 - accuracy: 0.9934
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0358 - accuracy: 0.9935
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0355 - accuracy: 0.9936
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0357 - accuracy: 0.9936
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0356 - accuracy: 0.9936
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.0356 - accuracy: 0.9935
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0355 - accuracy: 0.9936
	50000/50000 [==============================] - 57s 1ms/sample - loss: 0.0354 - accuracy: 0.9937 - val_loss: 1.7838 - val_accuracy: 0.7159
	Epoch 91/100

	1024/50000 [..............................] - ETA: 47s - loss: 0.0320 - accuracy: 0.9941
	2048/50000 [>.............................] - ETA: 50s - loss: 0.0306 - accuracy: 0.9941
	3072/50000 [>.............................] - ETA: 50s - loss: 0.0273 - accuracy: 0.9954
	4096/50000 [=>............................] - ETA: 48s - loss: 0.0274 - accuracy: 0.9954
	5120/50000 [==>...........................] - ETA: 47s - loss: 0.0266 - accuracy: 0.9961
	6144/50000 [==>...........................] - ETA: 47s - loss: 0.0266 - accuracy: 0.9963
	7168/50000 [===>..........................] - ETA: 45s - loss: 0.0267 - accuracy: 0.9962
	8192/50000 [===>..........................] - ETA: 44s - loss: 0.0260 - accuracy: 0.9965
	9216/50000 [====>.........................] - ETA: 44s - loss: 0.0257 - accuracy: 0.9966
	10240/50000 [=====>........................] - ETA: 43s - loss: 0.0255 - accuracy: 0.9969
	11264/50000 [=====>........................] - ETA: 41s - loss: 0.0252 - accuracy: 0.9972
	12288/50000 [======>.......................] - ETA: 40s - loss: 0.0247 - accuracy: 0.9973
	13312/50000 [======>.......................] - ETA: 39s - loss: 0.0245 - accuracy: 0.9974
	14336/50000 [=======>......................] - ETA: 38s - loss: 0.0245 - accuracy: 0.9974
	15360/50000 [========>.....................] - ETA: 37s - loss: 0.0244 - accuracy: 0.9975
	16384/50000 [========>.....................] - ETA: 36s - loss: 0.0245 - accuracy: 0.9974
	17408/50000 [=========>....................] - ETA: 34s - loss: 0.0242 - accuracy: 0.9975
	18432/50000 [==========>...................] - ETA: 33s - loss: 0.0239 - accuracy: 0.9976
	19456/50000 [==========>...................] - ETA: 32s - loss: 0.0239 - accuracy: 0.9976
	20480/50000 [===========>..................] - ETA: 31s - loss: 0.0241 - accuracy: 0.9975
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.0240 - accuracy: 0.9975
	22528/50000 [============>.................] - ETA: 29s - loss: 0.0239 - accuracy: 0.9976
	23552/50000 [=============>................] - ETA: 28s - loss: 0.0239 - accuracy: 0.9975
	24576/50000 [=============>................] - ETA: 27s - loss: 0.0239 - accuracy: 0.9975
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0240 - accuracy: 0.9975
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0238 - accuracy: 0.9976
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0238 - accuracy: 0.9977
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0239 - accuracy: 0.9977
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0240 - accuracy: 0.9976
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0238 - accuracy: 0.9976
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0239 - accuracy: 0.9976
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0241 - accuracy: 0.9976
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0239 - accuracy: 0.9976
	34816/50000 [===================>..........] - ETA: 16s - loss: 0.0238 - accuracy: 0.9976
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.0238 - accuracy: 0.9976
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.0239 - accuracy: 0.9976
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.0239 - accuracy: 0.9977
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.0238 - accuracy: 0.9976
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0238 - accuracy: 0.9977
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0238 - accuracy: 0.9977
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0238 - accuracy: 0.9977
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0237 - accuracy: 0.9977
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0237 - accuracy: 0.9977
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0237 - accuracy: 0.9977
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0236 - accuracy: 0.9977
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0238 - accuracy: 0.9976
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.0239 - accuracy: 0.9976
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0239 - accuracy: 0.9976
	50000/50000 [==============================] - 58s 1ms/sample - loss: 0.0238 - accuracy: 0.9976 - val_loss: 1.8204 - val_accuracy: 0.7167
	Epoch 92/100

	1024/50000 [..............................] - ETA: 47s - loss: 0.0212 - accuracy: 0.9980
	2048/50000 [>.............................] - ETA: 46s - loss: 0.0217 - accuracy: 0.9985
	3072/50000 [>.............................] - ETA: 45s - loss: 0.0200 - accuracy: 0.9984
	4096/50000 [=>............................] - ETA: 44s - loss: 0.0206 - accuracy: 0.9988
	5120/50000 [==>...........................] - ETA: 43s - loss: 0.0198 - accuracy: 0.9988
	6144/50000 [==>...........................] - ETA: 42s - loss: 0.0200 - accuracy: 0.9990
	7168/50000 [===>..........................] - ETA: 41s - loss: 0.0204 - accuracy: 0.9989
	8192/50000 [===>..........................] - ETA: 40s - loss: 0.0201 - accuracy: 0.9988
	9216/50000 [====>.........................] - ETA: 39s - loss: 0.0198 - accuracy: 0.9989
	10240/50000 [=====>........................] - ETA: 38s - loss: 0.0199 - accuracy: 0.9989
	11264/50000 [=====>........................] - ETA: 37s - loss: 0.0195 - accuracy: 0.9990
	12288/50000 [======>.......................] - ETA: 36s - loss: 0.0200 - accuracy: 0.9988
	13312/50000 [======>.......................] - ETA: 35s - loss: 0.0199 - accuracy: 0.9987
	14336/50000 [=======>......................] - ETA: 34s - loss: 0.0196 - accuracy: 0.9988
	15360/50000 [========>.....................] - ETA: 33s - loss: 0.0195 - accuracy: 0.9988
	16384/50000 [========>.....................] - ETA: 32s - loss: 0.0195 - accuracy: 0.9987
	17408/50000 [=========>....................] - ETA: 31s - loss: 0.0192 - accuracy: 0.9987
	18432/50000 [==========>...................] - ETA: 30s - loss: 0.0194 - accuracy: 0.9986
	19456/50000 [==========>...................] - ETA: 29s - loss: 0.0193 - accuracy: 0.9986
	20480/50000 [===========>..................] - ETA: 28s - loss: 0.0191 - accuracy: 0.9987
	21504/50000 [===========>..................] - ETA: 27s - loss: 0.0191 - accuracy: 0.9987
	22528/50000 [============>.................] - ETA: 26s - loss: 0.0190 - accuracy: 0.9987
	23552/50000 [=============>................] - ETA: 25s - loss: 0.0189 - accuracy: 0.9987
	24576/50000 [=============>................] - ETA: 24s - loss: 0.0189 - accuracy: 0.9987
	25600/50000 [==============>...............] - ETA: 23s - loss: 0.0188 - accuracy: 0.9988
	26624/50000 [==============>...............] - ETA: 22s - loss: 0.0189 - accuracy: 0.9987
	27648/50000 [===============>..............] - ETA: 21s - loss: 0.0188 - accuracy: 0.9987
	28672/50000 [================>.............] - ETA: 21s - loss: 0.0189 - accuracy: 0.9987
	29696/50000 [================>.............] - ETA: 20s - loss: 0.0188 - accuracy: 0.9988
	30720/50000 [=================>............] - ETA: 19s - loss: 0.0188 - accuracy: 0.9987
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.0187 - accuracy: 0.9987
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.0188 - accuracy: 0.9987
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0187 - accuracy: 0.9987
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0188 - accuracy: 0.9988
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0188 - accuracy: 0.9987
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0187 - accuracy: 0.9988
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0188 - accuracy: 0.9987
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0187 - accuracy: 0.9987
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0189 - accuracy: 0.9987
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0190 - accuracy: 0.9987
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0190 - accuracy: 0.9987
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0190 - accuracy: 0.9987
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0189 - accuracy: 0.9987
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0189 - accuracy: 0.9987
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.0189 - accuracy: 0.9987
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0190 - accuracy: 0.9987
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0191 - accuracy: 0.9987
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0192 - accuracy: 0.9987
	50000/50000 [==============================] - 54s 1ms/sample - loss: 0.0193 - accuracy: 0.9986 - val_loss: 1.8375 - val_accuracy: 0.7208
	Epoch 93/100

	1024/50000 [..............................] - ETA: 46s - loss: 0.0166 - accuracy: 1.0000
	2048/50000 [>.............................] - ETA: 46s - loss: 0.0169 - accuracy: 0.9995
	3072/50000 [>.............................] - ETA: 44s - loss: 0.0170 - accuracy: 0.9997
	4096/50000 [=>............................] - ETA: 43s - loss: 0.0170 - accuracy: 0.9998
	5120/50000 [==>...........................] - ETA: 44s - loss: 0.0186 - accuracy: 0.9994
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.0183 - accuracy: 0.9993
	7168/50000 [===>..........................] - ETA: 44s - loss: 0.0185 - accuracy: 0.9992
	8192/50000 [===>..........................] - ETA: 43s - loss: 0.0188 - accuracy: 0.9990
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.0184 - accuracy: 0.9991
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.0183 - accuracy: 0.9990
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.0189 - accuracy: 0.9988
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.0186 - accuracy: 0.9989
	13312/50000 [======>.......................] - ETA: 39s - loss: 0.0190 - accuracy: 0.9988
	14336/50000 [=======>......................] - ETA: 38s - loss: 0.0189 - accuracy: 0.9989
	15360/50000 [========>.....................] - ETA: 37s - loss: 0.0188 - accuracy: 0.9989
	16384/50000 [========>.....................] - ETA: 36s - loss: 0.0190 - accuracy: 0.9988
	17408/50000 [=========>....................] - ETA: 35s - loss: 0.0189 - accuracy: 0.9989
	18432/50000 [==========>...................] - ETA: 34s - loss: 0.0190 - accuracy: 0.9990
	19456/50000 [==========>...................] - ETA: 33s - loss: 0.0189 - accuracy: 0.9989
	20480/50000 [===========>..................] - ETA: 32s - loss: 0.0190 - accuracy: 0.9989
	21504/50000 [===========>..................] - ETA: 30s - loss: 0.0188 - accuracy: 0.9989
	22528/50000 [============>.................] - ETA: 29s - loss: 0.0188 - accuracy: 0.9989
	23552/50000 [=============>................] - ETA: 28s - loss: 0.0186 - accuracy: 0.9990
	24576/50000 [=============>................] - ETA: 27s - loss: 0.0186 - accuracy: 0.9989
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0187 - accuracy: 0.9989
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0186 - accuracy: 0.9989
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0186 - accuracy: 0.9989
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0186 - accuracy: 0.9989
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0185 - accuracy: 0.9989
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0185 - accuracy: 0.9990
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0185 - accuracy: 0.9990
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0186 - accuracy: 0.9990
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0186 - accuracy: 0.9989
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0186 - accuracy: 0.9990
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0186 - accuracy: 0.9990
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0185 - accuracy: 0.9990
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0184 - accuracy: 0.9990
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0183 - accuracy: 0.9990
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0183 - accuracy: 0.9990
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0183 - accuracy: 0.9990
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0183 - accuracy: 0.9990
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0184 - accuracy: 0.9990
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0183 - accuracy: 0.9990
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0184 - accuracy: 0.9990
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0184 - accuracy: 0.9990
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0183 - accuracy: 0.9990
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0184 - accuracy: 0.9990
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0185 - accuracy: 0.9990
	50000/50000 [==============================] - 56s 1ms/sample - loss: 0.0184 - accuracy: 0.9990 - val_loss: 1.8686 - val_accuracy: 0.7189
	Epoch 94/100

	1024/50000 [..............................] - ETA: 50s - loss: 0.0185 - accuracy: 0.9980
	2048/50000 [>.............................] - ETA: 49s - loss: 0.0175 - accuracy: 0.9985
	3072/50000 [>.............................] - ETA: 48s - loss: 0.0170 - accuracy: 0.9984
	4096/50000 [=>............................] - ETA: 47s - loss: 0.0162 - accuracy: 0.9988
	5120/50000 [==>...........................] - ETA: 46s - loss: 0.0161 - accuracy: 0.9988
	6144/50000 [==>...........................] - ETA: 44s - loss: 0.0161 - accuracy: 0.9990
	7168/50000 [===>..........................] - ETA: 43s - loss: 0.0164 - accuracy: 0.9990
	8192/50000 [===>..........................] - ETA: 43s - loss: 0.0162 - accuracy: 0.9991
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.0158 - accuracy: 0.9992
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.0157 - accuracy: 0.9993
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.0157 - accuracy: 0.9994
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.0155 - accuracy: 0.9993
	13312/50000 [======>.......................] - ETA: 37s - loss: 0.0153 - accuracy: 0.9994
	14336/50000 [=======>......................] - ETA: 36s - loss: 0.0153 - accuracy: 0.9994
	15360/50000 [========>.....................] - ETA: 35s - loss: 0.0154 - accuracy: 0.9994
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0153 - accuracy: 0.9995
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.0154 - accuracy: 0.9994
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.0154 - accuracy: 0.9993
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.0154 - accuracy: 0.9993
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.0154 - accuracy: 0.9994
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.0154 - accuracy: 0.9994
	22528/50000 [============>.................] - ETA: 28s - loss: 0.0154 - accuracy: 0.9994
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0154 - accuracy: 0.9994
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0154 - accuracy: 0.9993
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0155 - accuracy: 0.9993
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0155 - accuracy: 0.9993
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0155 - accuracy: 0.9992
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0155 - accuracy: 0.9992
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0155 - accuracy: 0.9993
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0156 - accuracy: 0.9992
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0156 - accuracy: 0.9992
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0159 - accuracy: 0.9991
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0159 - accuracy: 0.9991
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0160 - accuracy: 0.9991
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0160 - accuracy: 0.9992
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0160 - accuracy: 0.9992
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0161 - accuracy: 0.9992
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0161 - accuracy: 0.9992
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0161 - accuracy: 0.9992
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0161 - accuracy: 0.9992
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0162 - accuracy: 0.9992
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0163 - accuracy: 0.9992
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0164 - accuracy: 0.9992
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0164 - accuracy: 0.9992
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0165 - accuracy: 0.9992
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0166 - accuracy: 0.9992
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0166 - accuracy: 0.9991
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0166 - accuracy: 0.9992
	50000/50000 [==============================] - 56s 1ms/sample - loss: 0.0166 - accuracy: 0.9991 - val_loss: 1.9109 - val_accuracy: 0.7215
	Epoch 95/100

	1024/50000 [..............................] - ETA: 57s - loss: 0.0210 - accuracy: 0.9980
	2048/50000 [>.............................] - ETA: 55s - loss: 0.0172 - accuracy: 0.9990
	3072/50000 [>.............................] - ETA: 54s - loss: 0.0164 - accuracy: 0.9993
	4096/50000 [=>............................] - ETA: 52s - loss: 0.0165 - accuracy: 0.9993
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.0172 - accuracy: 0.9992
	6144/50000 [==>...........................] - ETA: 49s - loss: 0.0169 - accuracy: 0.9993
	7168/50000 [===>..........................] - ETA: 48s - loss: 0.0166 - accuracy: 0.9994
	8192/50000 [===>..........................] - ETA: 46s - loss: 0.0165 - accuracy: 0.9995
	9216/50000 [====>.........................] - ETA: 45s - loss: 0.0165 - accuracy: 0.9995
	10240/50000 [=====>........................] - ETA: 44s - loss: 0.0165 - accuracy: 0.9994
	11264/50000 [=====>........................] - ETA: 43s - loss: 0.0162 - accuracy: 0.9994
	12288/50000 [======>.......................] - ETA: 42s - loss: 0.0161 - accuracy: 0.9994
	13312/50000 [======>.......................] - ETA: 41s - loss: 0.0162 - accuracy: 0.9994
	14336/50000 [=======>......................] - ETA: 40s - loss: 0.0162 - accuracy: 0.9994
	15360/50000 [========>.....................] - ETA: 39s - loss: 0.0162 - accuracy: 0.9994
	16384/50000 [========>.....................] - ETA: 38s - loss: 0.0161 - accuracy: 0.9995
	17408/50000 [=========>....................] - ETA: 37s - loss: 0.0161 - accuracy: 0.9994
	18432/50000 [==========>...................] - ETA: 36s - loss: 0.0160 - accuracy: 0.9994
	19456/50000 [==========>...................] - ETA: 34s - loss: 0.0159 - accuracy: 0.9994
	20480/50000 [===========>..................] - ETA: 33s - loss: 0.0159 - accuracy: 0.9994
	21504/50000 [===========>..................] - ETA: 32s - loss: 0.0161 - accuracy: 0.9994
	22528/50000 [============>.................] - ETA: 31s - loss: 0.0160 - accuracy: 0.9995
	23552/50000 [=============>................] - ETA: 30s - loss: 0.0162 - accuracy: 0.9994
	24576/50000 [=============>................] - ETA: 28s - loss: 0.0162 - accuracy: 0.9995
	25600/50000 [==============>...............] - ETA: 27s - loss: 0.0161 - accuracy: 0.9995
	26624/50000 [==============>...............] - ETA: 26s - loss: 0.0161 - accuracy: 0.9994
	27648/50000 [===============>..............] - ETA: 25s - loss: 0.0161 - accuracy: 0.9995
	28672/50000 [================>.............] - ETA: 24s - loss: 0.0161 - accuracy: 0.9995
	29696/50000 [================>.............] - ETA: 22s - loss: 0.0160 - accuracy: 0.9995
	30720/50000 [=================>............] - ETA: 21s - loss: 0.0160 - accuracy: 0.9995
	31744/50000 [==================>...........] - ETA: 20s - loss: 0.0160 - accuracy: 0.9995
	32768/50000 [==================>...........] - ETA: 19s - loss: 0.0160 - accuracy: 0.9995
	33792/50000 [===================>..........] - ETA: 18s - loss: 0.0160 - accuracy: 0.9995
	34816/50000 [===================>..........] - ETA: 17s - loss: 0.0160 - accuracy: 0.9995
	35840/50000 [====================>.........] - ETA: 15s - loss: 0.0160 - accuracy: 0.9995
	36864/50000 [=====================>........] - ETA: 14s - loss: 0.0159 - accuracy: 0.9995
	37888/50000 [=====================>........] - ETA: 13s - loss: 0.0159 - accuracy: 0.9995
	38912/50000 [======================>.......] - ETA: 12s - loss: 0.0159 - accuracy: 0.9995
	39936/50000 [======================>.......] - ETA: 11s - loss: 0.0159 - accuracy: 0.9994
	40960/50000 [=======================>......] - ETA: 10s - loss: 0.0158 - accuracy: 0.9995
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0158 - accuracy: 0.9995
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0157 - accuracy: 0.9995
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0157 - accuracy: 0.9995
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0158 - accuracy: 0.9995
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0157 - accuracy: 0.9995
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0157 - accuracy: 0.9995
	48128/50000 [===========================>..] - ETA: 2s - loss: 0.0157 - accuracy: 0.9995
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0157 - accuracy: 0.9995
	50000/50000 [==============================] - 58s 1ms/sample - loss: 0.0158 - accuracy: 0.9995 - val_loss: 1.9198 - val_accuracy: 0.7206
	Epoch 96/100

	1024/50000 [..............................] - ETA: 48s - loss: 0.0129 - accuracy: 1.0000
	2048/50000 [>.............................] - ETA: 48s - loss: 0.0126 - accuracy: 1.0000
	3072/50000 [>.............................] - ETA: 51s - loss: 0.0126 - accuracy: 1.0000
	4096/50000 [=>............................] - ETA: 51s - loss: 0.0127 - accuracy: 1.0000
	5120/50000 [==>...........................] - ETA: 49s - loss: 0.0136 - accuracy: 0.9994
	6144/50000 [==>...........................] - ETA: 47s - loss: 0.0138 - accuracy: 0.9993
	7168/50000 [===>..........................] - ETA: 45s - loss: 0.0136 - accuracy: 0.9994
	8192/50000 [===>..........................] - ETA: 44s - loss: 0.0143 - accuracy: 0.9994
	9216/50000 [====>.........................] - ETA: 42s - loss: 0.0141 - accuracy: 0.9995
	10240/50000 [=====>........................] - ETA: 41s - loss: 0.0145 - accuracy: 0.9995
	11264/50000 [=====>........................] - ETA: 40s - loss: 0.0148 - accuracy: 0.9994
	12288/50000 [======>.......................] - ETA: 39s - loss: 0.0149 - accuracy: 0.9993
	13312/50000 [======>.......................] - ETA: 38s - loss: 0.0149 - accuracy: 0.9993
	14336/50000 [=======>......................] - ETA: 37s - loss: 0.0147 - accuracy: 0.9994
	15360/50000 [========>.....................] - ETA: 36s - loss: 0.0148 - accuracy: 0.9994
	16384/50000 [========>.....................] - ETA: 34s - loss: 0.0148 - accuracy: 0.9994
	17408/50000 [=========>....................] - ETA: 33s - loss: 0.0148 - accuracy: 0.9994
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.0149 - accuracy: 0.9993
	19456/50000 [==========>...................] - ETA: 31s - loss: 0.0148 - accuracy: 0.9994
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.0147 - accuracy: 0.9994
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.0146 - accuracy: 0.9994
	22528/50000 [============>.................] - ETA: 28s - loss: 0.0147 - accuracy: 0.9994
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0145 - accuracy: 0.9994
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0146 - accuracy: 0.9994
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0144 - accuracy: 0.9995
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0143 - accuracy: 0.9995
	27648/50000 [===============>..............] - ETA: 22s - loss: 0.0143 - accuracy: 0.9994
	28672/50000 [================>.............] - ETA: 21s - loss: 0.0142 - accuracy: 0.9994
	29696/50000 [================>.............] - ETA: 20s - loss: 0.0141 - accuracy: 0.9995
	30720/50000 [=================>............] - ETA: 19s - loss: 0.0141 - accuracy: 0.9994
	31744/50000 [==================>...........] - ETA: 18s - loss: 0.0141 - accuracy: 0.9995
	32768/50000 [==================>...........] - ETA: 17s - loss: 0.0141 - accuracy: 0.9995
	33792/50000 [===================>..........] - ETA: 16s - loss: 0.0141 - accuracy: 0.9995
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0141 - accuracy: 0.9995
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0141 - accuracy: 0.9994
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0142 - accuracy: 0.9994
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0141 - accuracy: 0.9994
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0141 - accuracy: 0.9994
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0142 - accuracy: 0.9994
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0142 - accuracy: 0.9994
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0143 - accuracy: 0.9994
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0143 - accuracy: 0.9994
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0143 - accuracy: 0.9994
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0143 - accuracy: 0.9994
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0143 - accuracy: 0.9994
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0143 - accuracy: 0.9994
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0143 - accuracy: 0.9994
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0143 - accuracy: 0.9993
	50000/50000 [==============================] - 56s 1ms/sample - loss: 0.0143 - accuracy: 0.9994 - val_loss: 1.9397 - val_accuracy: 0.7209
	Epoch 97/100

	1024/50000 [..............................] - ETA: 58s - loss: 0.0089 - accuracy: 1.0000
	2048/50000 [>.............................] - ETA: 58s - loss: 0.0109 - accuracy: 1.0000
	3072/50000 [>.............................] - ETA: 55s - loss: 0.0108 - accuracy: 1.0000
	4096/50000 [=>............................] - ETA: 53s - loss: 0.0107 - accuracy: 1.0000
	5120/50000 [==>...........................] - ETA: 51s - loss: 0.0110 - accuracy: 1.0000
	6144/50000 [==>...........................] - ETA: 50s - loss: 0.0110 - accuracy: 1.0000
	7168/50000 [===>..........................] - ETA: 48s - loss: 0.0108 - accuracy: 1.0000
	8192/50000 [===>..........................] - ETA: 46s - loss: 0.0109 - accuracy: 1.0000
	9216/50000 [====>.........................] - ETA: 45s - loss: 0.0108 - accuracy: 1.0000
	10240/50000 [=====>........................] - ETA: 44s - loss: 0.0109 - accuracy: 1.0000
	11264/50000 [=====>........................] - ETA: 42s - loss: 0.0108 - accuracy: 1.0000
	12288/50000 [======>.......................] - ETA: 40s - loss: 0.0111 - accuracy: 0.9999
	13312/50000 [======>.......................] - ETA: 39s - loss: 0.0114 - accuracy: 0.9998
	14336/50000 [=======>......................] - ETA: 38s - loss: 0.0113 - accuracy: 0.9999
	15360/50000 [========>.....................] - ETA: 36s - loss: 0.0116 - accuracy: 0.9998
	16384/50000 [========>.....................] - ETA: 35s - loss: 0.0118 - accuracy: 0.9998
	17408/50000 [=========>....................] - ETA: 34s - loss: 0.0118 - accuracy: 0.9998
	18432/50000 [==========>...................] - ETA: 32s - loss: 0.0118 - accuracy: 0.9998
	19456/50000 [==========>...................] - ETA: 32s - loss: 0.0118 - accuracy: 0.9998
	20480/50000 [===========>..................] - ETA: 30s - loss: 0.0117 - accuracy: 0.9998
	21504/50000 [===========>..................] - ETA: 29s - loss: 0.0119 - accuracy: 0.9998
	22528/50000 [============>.................] - ETA: 28s - loss: 0.0118 - accuracy: 0.9998
	23552/50000 [=============>................] - ETA: 27s - loss: 0.0117 - accuracy: 0.9998
	24576/50000 [=============>................] - ETA: 26s - loss: 0.0117 - accuracy: 0.9998
	25600/50000 [==============>...............] - ETA: 25s - loss: 0.0117 - accuracy: 0.9998
	26624/50000 [==============>...............] - ETA: 24s - loss: 0.0118 - accuracy: 0.9998
	27648/50000 [===============>..............] - ETA: 23s - loss: 0.0118 - accuracy: 0.9997
	28672/50000 [================>.............] - ETA: 22s - loss: 0.0118 - accuracy: 0.9997
	29696/50000 [================>.............] - ETA: 21s - loss: 0.0118 - accuracy: 0.9997
	30720/50000 [=================>............] - ETA: 20s - loss: 0.0119 - accuracy: 0.9997
	31744/50000 [==================>...........] - ETA: 19s - loss: 0.0119 - accuracy: 0.9997
	32768/50000 [==================>...........] - ETA: 18s - loss: 0.0119 - accuracy: 0.9997
	33792/50000 [===================>..........] - ETA: 17s - loss: 0.0119 - accuracy: 0.9997
	34816/50000 [===================>..........] - ETA: 15s - loss: 0.0119 - accuracy: 0.9997
	35840/50000 [====================>.........] - ETA: 14s - loss: 0.0120 - accuracy: 0.9997
	36864/50000 [=====================>........] - ETA: 13s - loss: 0.0120 - accuracy: 0.9997
	37888/50000 [=====================>........] - ETA: 12s - loss: 0.0119 - accuracy: 0.9997
	38912/50000 [======================>.......] - ETA: 11s - loss: 0.0119 - accuracy: 0.9997
	39936/50000 [======================>.......] - ETA: 10s - loss: 0.0119 - accuracy: 0.9997
	40960/50000 [=======================>......] - ETA: 9s - loss: 0.0119 - accuracy: 0.9997
	41984/50000 [========================>.....] - ETA: 8s - loss: 0.0119 - accuracy: 0.9997
	43008/50000 [========================>.....] - ETA: 7s - loss: 0.0119 - accuracy: 0.9997
	44032/50000 [=========================>....] - ETA: 6s - loss: 0.0120 - accuracy: 0.9997
	45056/50000 [==========================>...] - ETA: 5s - loss: 0.0120 - accuracy: 0.9997
	46080/50000 [==========================>...] - ETA: 4s - loss: 0.0120 - accuracy: 0.9997
	47104/50000 [===========================>..] - ETA: 3s - loss: 0.0120 - accuracy: 0.9997
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0120 - accuracy: 0.9997
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0120 - accuracy: 0.9997
	50000/50000 [==============================] - 56s 1ms/sample - loss: 0.0120 - accuracy: 0.9997 - val_loss: 1.9644 - val_accuracy: 0.7203
	Epoch 98/100

	1024/50000 [..............................] - ETA: 46s - loss: 0.0114 - accuracy: 1.0000
	2048/50000 [>.............................] - ETA: 45s - loss: 0.0104 - accuracy: 1.0000
	3072/50000 [>.............................] - ETA: 44s - loss: 0.0103 - accuracy: 1.0000
	4096/50000 [=>............................] - ETA: 43s - loss: 0.0102 - accuracy: 1.0000
	5120/50000 [==>...........................] - ETA: 42s - loss: 0.0101 - accuracy: 1.0000
	6144/50000 [==>...........................] - ETA: 41s - loss: 0.0099 - accuracy: 1.0000
	7168/50000 [===>..........................] - ETA: 40s - loss: 0.0097 - accuracy: 1.0000
	8192/50000 [===>..........................] - ETA: 40s - loss: 0.0097 - accuracy: 1.0000
	9216/50000 [====>.........................] - ETA: 38s - loss: 0.0099 - accuracy: 0.9999
	10240/50000 [=====>........................] - ETA: 38s - loss: 0.0098 - accuracy: 0.9999
	11264/50000 [=====>........................] - ETA: 37s - loss: 0.0099 - accuracy: 0.9998
	12288/50000 [======>.......................] - ETA: 36s - loss: 0.0099 - accuracy: 0.9998
	13312/50000 [======>.......................] - ETA: 35s - loss: 0.0100 - accuracy: 0.9998
	14336/50000 [=======>......................] - ETA: 34s - loss: 0.0101 - accuracy: 0.9999
	15360/50000 [========>.....................] - ETA: 33s - loss: 0.0100 - accuracy: 0.9998
	16384/50000 [========>.....................] - ETA: 32s - loss: 0.0101 - accuracy: 0.9998
	17408/50000 [=========>....................] - ETA: 31s - loss: 0.0101 - accuracy: 0.9998
	18432/50000 [==========>...................] - ETA: 30s - loss: 0.0100 - accuracy: 0.9998
	19456/50000 [==========>...................] - ETA: 29s - loss: 0.0099 - accuracy: 0.9998
	20480/50000 [===========>..................] - ETA: 28s - loss: 0.0099 - accuracy: 0.9999
	21504/50000 [===========>..................] - ETA: 27s - loss: 0.0100 - accuracy: 0.9999
	22528/50000 [============>.................] - ETA: 26s - loss: 0.0101 - accuracy: 0.9999
	23552/50000 [=============>................] - ETA: 25s - loss: 0.0101 - accuracy: 0.9998
	24576/50000 [=============>................] - ETA: 24s - loss: 0.0101 - accuracy: 0.9998
	25600/50000 [==============>...............] - ETA: 23s - loss: 0.0101 - accuracy: 0.9998
	26624/50000 [==============>...............] - ETA: 22s - loss: 0.0102 - accuracy: 0.9998
	27648/50000 [===============>..............] - ETA: 21s - loss: 0.0102 - accuracy: 0.9999
	28672/50000 [================>.............] - ETA: 20s - loss: 0.0102 - accuracy: 0.9999
	29696/50000 [================>.............] - ETA: 19s - loss: 0.0103 - accuracy: 0.9999
	30720/50000 [=================>............] - ETA: 18s - loss: 0.0103 - accuracy: 0.9999
	31744/50000 [==================>...........] - ETA: 17s - loss: 0.0103 - accuracy: 0.9999
	32768/50000 [==================>...........] - ETA: 16s - loss: 0.0103 - accuracy: 0.9998
	33792/50000 [===================>..........] - ETA: 15s - loss: 0.0105 - accuracy: 0.9998
	34816/50000 [===================>..........] - ETA: 14s - loss: 0.0105 - accuracy: 0.9998
	35840/50000 [====================>.........] - ETA: 13s - loss: 0.0105 - accuracy: 0.9998
	36864/50000 [=====================>........] - ETA: 12s - loss: 0.0105 - accuracy: 0.9998
	37888/50000 [=====================>........] - ETA: 11s - loss: 0.0105 - accuracy: 0.9998
	38912/50000 [======================>.......] - ETA: 10s - loss: 0.0105 - accuracy: 0.9998
	39936/50000 [======================>.......] - ETA: 9s - loss: 0.0105 - accuracy: 0.9998
	40960/50000 [=======================>......] - ETA: 8s - loss: 0.0105 - accuracy: 0.9999
	41984/50000 [========================>.....] - ETA: 7s - loss: 0.0104 - accuracy: 0.9999
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.0104 - accuracy: 0.9999
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.0105 - accuracy: 0.9999
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.0106 - accuracy: 0.9999
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.0105 - accuracy: 0.9999
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0106 - accuracy: 0.9999
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0106 - accuracy: 0.9999
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0106 - accuracy: 0.9999
	50000/50000 [==============================] - 52s 1ms/sample - loss: 0.0106 - accuracy: 0.9999 - val_loss: 1.9938 - val_accuracy: 0.7219
	Epoch 99/100

	1024/50000 [..............................] - ETA: 47s - loss: 0.0091 - accuracy: 1.0000
	2048/50000 [>.............................] - ETA: 46s - loss: 0.0088 - accuracy: 1.0000
	3072/50000 [>.............................] - ETA: 45s - loss: 0.0091 - accuracy: 1.0000
	4096/50000 [=>............................] - ETA: 44s - loss: 0.0090 - accuracy: 1.0000
	5120/50000 [==>...........................] - ETA: 43s - loss: 0.0092 - accuracy: 1.0000
	6144/50000 [==>...........................] - ETA: 42s - loss: 0.0090 - accuracy: 1.0000
	7168/50000 [===>..........................] - ETA: 41s - loss: 0.0089 - accuracy: 1.0000
	8192/50000 [===>..........................] - ETA: 40s - loss: 0.0091 - accuracy: 1.0000
	9216/50000 [====>.........................] - ETA: 39s - loss: 0.0091 - accuracy: 1.0000
	10240/50000 [=====>........................] - ETA: 38s - loss: 0.0092 - accuracy: 1.0000
	11264/50000 [=====>........................] - ETA: 37s - loss: 0.0093 - accuracy: 1.0000
	12288/50000 [======>.......................] - ETA: 36s - loss: 0.0094 - accuracy: 0.9999
	13312/50000 [======>.......................] - ETA: 35s - loss: 0.0094 - accuracy: 0.9999
	14336/50000 [=======>......................] - ETA: 34s - loss: 0.0094 - accuracy: 0.9999
	15360/50000 [========>.....................] - ETA: 33s - loss: 0.0094 - accuracy: 0.9999
	16384/50000 [========>.....................] - ETA: 32s - loss: 0.0095 - accuracy: 0.9999
	17408/50000 [=========>....................] - ETA: 31s - loss: 0.0096 - accuracy: 0.9999
	18432/50000 [==========>...................] - ETA: 30s - loss: 0.0095 - accuracy: 0.9999
	19456/50000 [==========>...................] - ETA: 29s - loss: 0.0095 - accuracy: 0.9999
	20480/50000 [===========>..................] - ETA: 28s - loss: 0.0095 - accuracy: 0.9999
	21504/50000 [===========>..................] - ETA: 27s - loss: 0.0094 - accuracy: 0.9999
	22528/50000 [============>.................] - ETA: 26s - loss: 0.0094 - accuracy: 0.9999
	23552/50000 [=============>................] - ETA: 25s - loss: 0.0094 - accuracy: 0.9999
	24576/50000 [=============>................] - ETA: 24s - loss: 0.0094 - accuracy: 0.9999
	25600/50000 [==============>...............] - ETA: 23s - loss: 0.0094 - accuracy: 0.9999
	26624/50000 [==============>...............] - ETA: 22s - loss: 0.0094 - accuracy: 0.9999
	27648/50000 [===============>..............] - ETA: 21s - loss: 0.0094 - accuracy: 0.9999
	28672/50000 [================>.............] - ETA: 20s - loss: 0.0093 - accuracy: 0.9999
	29696/50000 [================>.............] - ETA: 19s - loss: 0.0093 - accuracy: 0.9999
	30720/50000 [=================>............] - ETA: 18s - loss: 0.0094 - accuracy: 0.9999
	31744/50000 [==================>...........] - ETA: 17s - loss: 0.0094 - accuracy: 0.9999
	32768/50000 [==================>...........] - ETA: 16s - loss: 0.0094 - accuracy: 0.9999
	33792/50000 [===================>..........] - ETA: 15s - loss: 0.0093 - accuracy: 0.9999
	34816/50000 [===================>..........] - ETA: 14s - loss: 0.0093 - accuracy: 0.9999
	35840/50000 [====================>.........] - ETA: 13s - loss: 0.0093 - accuracy: 0.9999
	36864/50000 [=====================>........] - ETA: 12s - loss: 0.0093 - accuracy: 0.9999
	37888/50000 [=====================>........] - ETA: 11s - loss: 0.0093 - accuracy: 0.9999
	38912/50000 [======================>.......] - ETA: 10s - loss: 0.0093 - accuracy: 0.9999
	39936/50000 [======================>.......] - ETA: 9s - loss: 0.0093 - accuracy: 0.9999
	40960/50000 [=======================>......] - ETA: 8s - loss: 0.0093 - accuracy: 0.9999
	41984/50000 [========================>.....] - ETA: 7s - loss: 0.0093 - accuracy: 0.9999
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.0093 - accuracy: 0.9999
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.0093 - accuracy: 0.9999
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.0094 - accuracy: 0.9999
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.0094 - accuracy: 0.9999
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0094 - accuracy: 0.9999
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0094 - accuracy: 0.9999
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0094 - accuracy: 0.9999
	50000/50000 [==============================] - 52s 1ms/sample - loss: 0.0094 - accuracy: 0.9999 - val_loss: 2.0255 - val_accuracy: 0.7192
	Epoch 100/100

	1024/50000 [..............................] - ETA: 46s - loss: 0.0081 - accuracy: 1.0000
	2048/50000 [>.............................] - ETA: 45s - loss: 0.0092 - accuracy: 0.9995
	3072/50000 [>.............................] - ETA: 44s - loss: 0.0091 - accuracy: 0.9997
	4096/50000 [=>............................] - ETA: 43s - loss: 0.0092 - accuracy: 0.9995
	5120/50000 [==>...........................] - ETA: 42s - loss: 0.0090 - accuracy: 0.9996
	6144/50000 [==>...........................] - ETA: 41s - loss: 0.0091 - accuracy: 0.9997
	7168/50000 [===>..........................] - ETA: 40s - loss: 0.0091 - accuracy: 0.9997
	8192/50000 [===>..........................] - ETA: 39s - loss: 0.0091 - accuracy: 0.9998
	9216/50000 [====>.........................] - ETA: 38s - loss: 0.0091 - accuracy: 0.9998
	10240/50000 [=====>........................] - ETA: 37s - loss: 0.0091 - accuracy: 0.9998
	11264/50000 [=====>........................] - ETA: 36s - loss: 0.0090 - accuracy: 0.9998
	12288/50000 [======>.......................] - ETA: 35s - loss: 0.0090 - accuracy: 0.9998
	13312/50000 [======>.......................] - ETA: 34s - loss: 0.0090 - accuracy: 0.9998
	14336/50000 [=======>......................] - ETA: 34s - loss: 0.0090 - accuracy: 0.9999
	15360/50000 [========>.....................] - ETA: 33s - loss: 0.0090 - accuracy: 0.9999
	16384/50000 [========>.....................] - ETA: 32s - loss: 0.0091 - accuracy: 0.9999
	17408/50000 [=========>....................] - ETA: 31s - loss: 0.0090 - accuracy: 0.9999
	18432/50000 [==========>...................] - ETA: 30s - loss: 0.0089 - accuracy: 0.9999
	19456/50000 [==========>...................] - ETA: 29s - loss: 0.0088 - accuracy: 0.9999
	20480/50000 [===========>..................] - ETA: 28s - loss: 0.0088 - accuracy: 0.9999
	21504/50000 [===========>..................] - ETA: 27s - loss: 0.0088 - accuracy: 0.9999
	22528/50000 [============>.................] - ETA: 26s - loss: 0.0088 - accuracy: 0.9999
	23552/50000 [=============>................] - ETA: 25s - loss: 0.0088 - accuracy: 0.9999
	24576/50000 [=============>................] - ETA: 24s - loss: 0.0088 - accuracy: 0.9999
	25600/50000 [==============>...............] - ETA: 23s - loss: 0.0088 - accuracy: 0.9999
	26624/50000 [==============>...............] - ETA: 22s - loss: 0.0088 - accuracy: 0.9999
	27648/50000 [===============>..............] - ETA: 21s - loss: 0.0088 - accuracy: 0.9999
	28672/50000 [================>.............] - ETA: 20s - loss: 0.0088 - accuracy: 0.9999
	29696/50000 [================>.............] - ETA: 19s - loss: 0.0088 - accuracy: 0.9999
	30720/50000 [=================>............] - ETA: 18s - loss: 0.0088 - accuracy: 0.9999
	31744/50000 [==================>...........] - ETA: 17s - loss: 0.0088 - accuracy: 0.9999
	32768/50000 [==================>...........] - ETA: 16s - loss: 0.0089 - accuracy: 0.9999
	33792/50000 [===================>..........] - ETA: 15s - loss: 0.0089 - accuracy: 0.9999
	34816/50000 [===================>..........] - ETA: 14s - loss: 0.0089 - accuracy: 0.9999
	35840/50000 [====================>.........] - ETA: 13s - loss: 0.0089 - accuracy: 0.9999
	36864/50000 [=====================>........] - ETA: 12s - loss: 0.0089 - accuracy: 0.9999
	37888/50000 [=====================>........] - ETA: 11s - loss: 0.0089 - accuracy: 0.9999
	38912/50000 [======================>.......] - ETA: 10s - loss: 0.0089 - accuracy: 0.9999
	39936/50000 [======================>.......] - ETA: 9s - loss: 0.0088 - accuracy: 0.9999
	40960/50000 [=======================>......] - ETA: 8s - loss: 0.0088 - accuracy: 0.9999
	41984/50000 [========================>.....] - ETA: 7s - loss: 0.0088 - accuracy: 0.9999
	43008/50000 [========================>.....] - ETA: 6s - loss: 0.0088 - accuracy: 0.9999
	44032/50000 [=========================>....] - ETA: 5s - loss: 0.0088 - accuracy: 0.9999
	45056/50000 [==========================>...] - ETA: 4s - loss: 0.0088 - accuracy: 0.9999
	46080/50000 [==========================>...] - ETA: 3s - loss: 0.0088 - accuracy: 0.9999
	47104/50000 [===========================>..] - ETA: 2s - loss: 0.0088 - accuracy: 0.9999
	48128/50000 [===========================>..] - ETA: 1s - loss: 0.0088 - accuracy: 0.9999
	49152/50000 [============================>.] - ETA: 0s - loss: 0.0088 - accuracy: 0.9999
	50000/50000 [==============================] - 51s 1ms/sample - loss: 0.0088 - accuracy: 0.9999 - val_loss: 2.0301 - val_accuracy: 0.7197
	loss accuracy val_loss val_accuracy
	99 0.008776 0.9999 2.030106 0.7197
	Finish!!
	Model: "sequential_1"
	_________________________________________________________________
	Layer (type) Output Shape Param #
	=================================================================
	conv2d_3 (Conv2D) (None, 32, 32, 32) 896
	_________________________________________________________________
	max_pooling2d_3 (MaxPooling2 (None, 16, 16, 32) 0
	_________________________________________________________________
	conv2d_4 (Conv2D) (None, 16, 16, 64) 18496
	_________________________________________________________________
	max_pooling2d_4 (MaxPooling2 (None, 8, 8, 64) 0
	_________________________________________________________________
	conv2d_5 (Conv2D) (None, 8, 8, 128) 73856
	_________________________________________________________________
	max_pooling2d_5 (MaxPooling2 (None, 4, 4, 128) 0
	_________________________________________________________________
	flatten_1 (Flatten) (None, 2048) 0
	_________________________________________________________________
	dense_2 (Dense) (None, 128) 262272
	_________________________________________________________________
	dense_3 (Dense) (None, 10) 1290
	=================================================================
	Total params: 356,810
	Trainable params: 356,810
	Non-trainable params: 0
	_________________________________________________________________
	None
	Epoch 1/100

	1/48 [..............................] - ETA: 1:10 - loss: 2.3048 - accuracy: 0.1006
	2/48 [>.............................] - ETA: 1:09 - loss: 2.3070 - accuracy: 0.1050
	3/48 [>.............................] - ETA: 1:06 - loss: 2.3072 - accuracy: 0.1045
	4/48 [=>............................] - ETA: 1:04 - loss: 2.3045 - accuracy: 0.1023
	5/48 [==>...........................] - ETA: 1:01 - loss: 2.3015 - accuracy: 0.1109
	6/48 [==>...........................] - ETA: 59s - loss: 2.2979 - accuracy: 0.1234
	7/48 [===>..........................] - ETA: 58s - loss: 2.2942 - accuracy: 0.1325
	8/48 [===>..........................] - ETA: 56s - loss: 2.2902 - accuracy: 0.1405
	9/48 [====>.........................] - ETA: 54s - loss: 2.2845 - accuracy: 0.1439
	10/48 [=====>........................] - ETA: 52s - loss: 2.2785 - accuracy: 0.1460
	11/48 [=====>........................] - ETA: 50s - loss: 2.2711 - accuracy: 0.1468
	12/48 [======>.......................] - ETA: 49s - loss: 2.2623 - accuracy: 0.1510
	13/48 [======>.......................] - ETA: 47s - loss: 2.2523 - accuracy: 0.1528
	14/48 [=======>......................] - ETA: 45s - loss: 2.2423 - accuracy: 0.1546
	15/48 [========>.....................] - ETA: 44s - loss: 2.2316 - accuracy: 0.1583
	16/48 [========>.....................] - ETA: 43s - loss: 2.2233 - accuracy: 0.1616
	17/48 [=========>....................] - ETA: 41s - loss: 2.2249 - accuracy: 0.1640
	18/48 [==========>...................] - ETA: 40s - loss: 2.2147 - accuracy: 0.1676
	19/48 [==========>...................] - ETA: 39s - loss: 2.2132 - accuracy: 0.1689
	20/48 [===========>..................] - ETA: 37s - loss: 2.2049 - accuracy: 0.1740
	21/48 [===========>..................] - ETA: 36s - loss: 2.2005 - accuracy: 0.1756
	22/48 [============>.................] - ETA: 35s - loss: 2.1956 - accuracy: 0.1789
	23/48 [=============>................] - ETA: 33s - loss: 2.1888 - accuracy: 0.1825
	24/48 [=============>................] - ETA: 32s - loss: 2.1836 - accuracy: 0.1847
	25/48 [==============>...............] - ETA: 31s - loss: 2.1787 - accuracy: 0.1868
	26/48 [==============>...............] - ETA: 29s - loss: 2.1715 - accuracy: 0.1901
	27/48 [===============>..............] - ETA: 28s - loss: 2.1666 - accuracy: 0.1934
	28/48 [================>.............] - ETA: 27s - loss: 2.1615 - accuracy: 0.1957
	29/48 [================>.............] - ETA: 25s - loss: 2.1559 - accuracy: 0.1984
	30/48 [=================>............] - ETA: 24s - loss: 2.1501 - accuracy: 0.2015
	31/48 [==================>...........] - ETA: 23s - loss: 2.1450 - accuracy: 0.2042
	32/48 [==================>...........] - ETA: 21s - loss: 2.1402 - accuracy: 0.2069
	33/48 [===================>..........] - ETA: 20s - loss: 2.1347 - accuracy: 0.2091
	34/48 [===================>..........] - ETA: 19s - loss: 2.1294 - accuracy: 0.2119
	35/48 [====================>.........] - ETA: 17s - loss: 2.1243 - accuracy: 0.2142
	36/48 [=====================>........] - ETA: 16s - loss: 2.1189 - accuracy: 0.2169
	37/48 [=====================>........] - ETA: 15s - loss: 2.1137 - accuracy: 0.2192
	38/48 [======================>.......] - ETA: 13s - loss: 2.1086 - accuracy: 0.2218
	39/48 [======================>.......] - ETA: 12s - loss: 2.1028 - accuracy: 0.2242
	40/48 [=======================>......] - ETA: 11s - loss: 2.0981 - accuracy: 0.2265
	41/48 [========================>.....] - ETA: 10s - loss: 2.0935 - accuracy: 0.2287
	42/48 [========================>.....] - ETA: 8s - loss: 2.0889 - accuracy: 0.2308
	43/48 [=========================>....] - ETA: 7s - loss: 2.0837 - accuracy: 0.2329
	44/48 [==========================>...] - ETA: 6s - loss: 2.0790 - accuracy: 0.2350
	45/48 [==========================>...] - ETA: 4s - loss: 2.0750 - accuracy: 0.2367
	46/48 [===========================>..] - ETA: 3s - loss: 2.0702 - accuracy: 0.2389
	47/48 [===========================>..] - ETA: 2s - loss: 2.0653 - accuracy: 0.2411
	48/48 [============================>.] - ETA: 1s - loss: 2.0627 - accuracy: 0.2426
	49/48 [==============================] - 68s 1s/step - loss: 2.0579 - accuracy: 0.2446 - val_loss: 1.8524 - val_accuracy: 0.3295
	Epoch 2/100

	1/48 [..............................] - ETA: 59s - loss: 1.8186 - accuracy: 0.3564
	2/48 [>.............................] - ETA: 58s - loss: 1.8154 - accuracy: 0.3496
	3/48 [>.............................] - ETA: 56s - loss: 1.8329 - accuracy: 0.3421
	4/48 [=>............................] - ETA: 55s - loss: 1.8312 - accuracy: 0.3369
	5/48 [==>...........................] - ETA: 54s - loss: 1.8325 - accuracy: 0.3412
	6/48 [==>...........................] - ETA: 53s - loss: 1.8358 - accuracy: 0.3397
	7/48 [===>..........................] - ETA: 51s - loss: 1.8351 - accuracy: 0.3386
	8/48 [===>..........................] - ETA: 51s - loss: 1.8341 - accuracy: 0.3403
	9/48 [====>.........................] - ETA: 49s - loss: 1.8302 - accuracy: 0.3422
	10/48 [=====>........................] - ETA: 47s - loss: 1.8267 - accuracy: 0.3421
	11/48 [=====>........................] - ETA: 46s - loss: 1.8236 - accuracy: 0.3414
	12/48 [======>.......................] - ETA: 45s - loss: 1.8210 - accuracy: 0.3435
	13/48 [======>.......................] - ETA: 44s - loss: 1.8168 - accuracy: 0.3442
	14/48 [=======>......................] - ETA: 42s - loss: 1.8140 - accuracy: 0.3445
	15/48 [========>.....................] - ETA: 41s - loss: 1.8086 - accuracy: 0.3460
	16/48 [========>.....................] - ETA: 40s - loss: 1.8044 - accuracy: 0.3476
	17/48 [=========>....................] - ETA: 39s - loss: 1.8017 - accuracy: 0.3492
	18/48 [==========>...................] - ETA: 37s - loss: 1.8001 - accuracy: 0.3490
	19/48 [==========>...................] - ETA: 36s - loss: 1.7970 - accuracy: 0.3513
	20/48 [===========>..................] - ETA: 35s - loss: 1.7915 - accuracy: 0.3534
	21/48 [===========>..................] - ETA: 34s - loss: 1.7893 - accuracy: 0.3540
	22/48 [============>.................] - ETA: 33s - loss: 1.7856 - accuracy: 0.3555
	23/48 [=============>................] - ETA: 31s - loss: 1.7839 - accuracy: 0.3563
	24/48 [=============>................] - ETA: 30s - loss: 1.7813 - accuracy: 0.3568
	25/48 [==============>...............] - ETA: 29s - loss: 1.7771 - accuracy: 0.3580
	26/48 [==============>...............] - ETA: 28s - loss: 1.7764 - accuracy: 0.3577
	27/48 [===============>..............] - ETA: 26s - loss: 1.7730 - accuracy: 0.3581
	28/48 [================>.............] - ETA: 25s - loss: 1.7722 - accuracy: 0.3583
	29/48 [================>.............] - ETA: 24s - loss: 1.7703 - accuracy: 0.3591
	30/48 [=================>............] - ETA: 23s - loss: 1.7681 - accuracy: 0.3599
	31/48 [==================>...........] - ETA: 21s - loss: 1.7661 - accuracy: 0.3611
	32/48 [==================>...........] - ETA: 20s - loss: 1.7645 - accuracy: 0.3617
	33/48 [===================>..........] - ETA: 19s - loss: 1.7613 - accuracy: 0.3632
	34/48 [===================>..........] - ETA: 18s - loss: 1.7583 - accuracy: 0.3642
	35/48 [====================>.........] - ETA: 17s - loss: 1.7543 - accuracy: 0.3654
	36/48 [=====================>........] - ETA: 15s - loss: 1.7525 - accuracy: 0.3657
	37/48 [=====================>........] - ETA: 14s - loss: 1.7506 - accuracy: 0.3657
	38/48 [======================>.......] - ETA: 13s - loss: 1.7481 - accuracy: 0.3670
	39/48 [======================>.......] - ETA: 12s - loss: 1.7446 - accuracy: 0.3680
	40/48 [=======================>......] - ETA: 10s - loss: 1.7422 - accuracy: 0.3684
	41/48 [========================>.....] - ETA: 9s - loss: 1.7402 - accuracy: 0.3687
	42/48 [========================>.....] - ETA: 8s - loss: 1.7383 - accuracy: 0.3685
	43/48 [=========================>....] - ETA: 7s - loss: 1.7373 - accuracy: 0.3690
	44/48 [==========================>...] - ETA: 5s - loss: 1.7362 - accuracy: 0.3697
	45/48 [==========================>...] - ETA: 4s - loss: 1.7341 - accuracy: 0.3703
	46/48 [===========================>..] - ETA: 3s - loss: 1.7336 - accuracy: 0.3708
	47/48 [===========================>..] - ETA: 2s - loss: 1.7309 - accuracy: 0.3716
	48/48 [============================>.] - ETA: 1s - loss: 1.7302 - accuracy: 0.3721
	49/48 [==============================] - 65s 1s/step - loss: 1.7273 - accuracy: 0.3738 - val_loss: 1.6140 - val_accuracy: 0.4144
	Epoch 3/100

	1/48 [..............................] - ETA: 59s - loss: 1.6289 - accuracy: 0.4150
	2/48 [>.............................] - ETA: 58s - loss: 1.6321 - accuracy: 0.4150
	3/48 [>.............................] - ETA: 57s - loss: 1.6321 - accuracy: 0.4102
	4/48 [=>............................] - ETA: 56s - loss: 1.6295 - accuracy: 0.4099
	5/48 [==>...........................] - ETA: 54s - loss: 1.6244 - accuracy: 0.4104
	6/48 [==>...........................] - ETA: 53s - loss: 1.6233 - accuracy: 0.4115
	7/48 [===>..........................] - ETA: 52s - loss: 1.6168 - accuracy: 0.4128
	8/48 [===>..........................] - ETA: 51s - loss: 1.6167 - accuracy: 0.4152
	9/48 [====>.........................] - ETA: 49s - loss: 1.6185 - accuracy: 0.4162
	10/48 [=====>........................] - ETA: 48s - loss: 1.6106 - accuracy: 0.4198
	11/48 [=====>........................] - ETA: 47s - loss: 1.6099 - accuracy: 0.4167
	12/48 [======>.......................] - ETA: 46s - loss: 1.6061 - accuracy: 0.4182
	13/48 [======>.......................] - ETA: 44s - loss: 1.6096 - accuracy: 0.4178
	14/48 [=======>......................] - ETA: 43s - loss: 1.6044 - accuracy: 0.4193
	15/48 [========>.....................] - ETA: 42s - loss: 1.6030 - accuracy: 0.4201
	16/48 [========>.....................] - ETA: 41s - loss: 1.6020 - accuracy: 0.4207
	17/48 [=========>....................] - ETA: 39s - loss: 1.5966 - accuracy: 0.4223
	18/48 [==========>...................] - ETA: 38s - loss: 1.5928 - accuracy: 0.4235
	19/48 [==========>...................] - ETA: 37s - loss: 1.5921 - accuracy: 0.4234
	20/48 [===========>..................] - ETA: 36s - loss: 1.5898 - accuracy: 0.4245
	21/48 [===========>..................] - ETA: 34s - loss: 1.5860 - accuracy: 0.4256
	22/48 [============>.................] - ETA: 33s - loss: 1.5838 - accuracy: 0.4259
	23/48 [=============>................] - ETA: 32s - loss: 1.5834 - accuracy: 0.4262
	24/48 [=============>................] - ETA: 31s - loss: 1.5829 - accuracy: 0.4260
	25/48 [==============>...............] - ETA: 29s - loss: 1.5824 - accuracy: 0.4259
	26/48 [==============>...............] - ETA: 28s - loss: 1.5791 - accuracy: 0.4266
	27/48 [===============>..............] - ETA: 27s - loss: 1.5771 - accuracy: 0.4268
	28/48 [================>.............] - ETA: 26s - loss: 1.5775 - accuracy: 0.4270
	29/48 [================>.............] - ETA: 24s - loss: 1.5776 - accuracy: 0.4269
	30/48 [=================>............] - ETA: 23s - loss: 1.5766 - accuracy: 0.4269
	31/48 [==================>...........] - ETA: 22s - loss: 1.5758 - accuracy: 0.4272
	32/48 [==================>...........] - ETA: 21s - loss: 1.5780 - accuracy: 0.4262
	33/48 [===================>..........] - ETA: 19s - loss: 1.5755 - accuracy: 0.4272
	34/48 [===================>..........] - ETA: 18s - loss: 1.5743 - accuracy: 0.4277
	35/48 [====================>.........] - ETA: 17s - loss: 1.5749 - accuracy: 0.4272
	36/48 [=====================>........] - ETA: 16s - loss: 1.5739 - accuracy: 0.4271
	37/48 [=====================>........] - ETA: 14s - loss: 1.5727 - accuracy: 0.4275
	38/48 [======================>.......] - ETA: 13s - loss: 1.5744 - accuracy: 0.4270
	39/48 [======================>.......] - ETA: 12s - loss: 1.5747 - accuracy: 0.4268
	40/48 [=======================>......] - ETA: 11s - loss: 1.5735 - accuracy: 0.4280
	41/48 [========================>.....] - ETA: 9s - loss: 1.5728 - accuracy: 0.4289
	42/48 [========================>.....] - ETA: 8s - loss: 1.5742 - accuracy: 0.4280
	43/48 [=========================>....] - ETA: 7s - loss: 1.5746 - accuracy: 0.4279
	44/48 [==========================>...] - ETA: 6s - loss: 1.5738 - accuracy: 0.4286
	45/48 [==========================>...] - ETA: 4s - loss: 1.5737 - accuracy: 0.4280
	46/48 [===========================>..] - ETA: 3s - loss: 1.5741 - accuracy: 0.4277
	47/48 [===========================>..] - ETA: 2s - loss: 1.5742 - accuracy: 0.4283
	48/48 [============================>.] - ETA: 1s - loss: 1.5742 - accuracy: 0.4282
	49/48 [==============================] - 66s 1s/step - loss: 1.5739 - accuracy: 0.4281 - val_loss: 1.5259 - val_accuracy: 0.4477
	Epoch 4/100

	1/48 [..............................] - ETA: 1:00 - loss: 1.5385 - accuracy: 0.4355
	2/48 [>.............................] - ETA: 59s - loss: 1.5225 - accuracy: 0.4399
	3/48 [>.............................] - ETA: 58s - loss: 1.5059 - accuracy: 0.4525
	4/48 [=>............................] - ETA: 58s - loss: 1.5213 - accuracy: 0.4478
	5/48 [==>...........................] - ETA: 57s - loss: 1.5235 - accuracy: 0.4436
	6/48 [==>...........................] - ETA: 55s - loss: 1.5293 - accuracy: 0.4419
	7/48 [===>..........................] - ETA: 54s - loss: 1.5269 - accuracy: 0.4422
	8/48 [===>..........................] - ETA: 53s - loss: 1.5249 - accuracy: 0.4427
	9/48 [====>.........................] - ETA: 51s - loss: 1.5230 - accuracy: 0.4430
	10/48 [=====>........................] - ETA: 50s - loss: 1.5262 - accuracy: 0.4398
	11/48 [=====>........................] - ETA: 49s - loss: 1.5247 - accuracy: 0.4418
	12/48 [======>.......................] - ETA: 47s - loss: 1.5190 - accuracy: 0.4463
	13/48 [======>.......................] - ETA: 46s - loss: 1.5166 - accuracy: 0.4492
	14/48 [=======>......................] - ETA: 45s - loss: 1.5145 - accuracy: 0.4496
	15/48 [========>.....................] - ETA: 43s - loss: 1.5136 - accuracy: 0.4505
	16/48 [========>.....................] - ETA: 42s - loss: 1.5146 - accuracy: 0.4503
	17/48 [=========>....................] - ETA: 41s - loss: 1.5108 - accuracy: 0.4517
	18/48 [==========>...................] - ETA: 39s - loss: 1.5093 - accuracy: 0.4519
	19/48 [==========>...................] - ETA: 38s - loss: 1.5104 - accuracy: 0.4512
	20/48 [===========>..................] - ETA: 37s - loss: 1.5115 - accuracy: 0.4510
	21/48 [===========>..................] - ETA: 35s - loss: 1.5088 - accuracy: 0.4520
	22/48 [============>.................] - ETA: 34s - loss: 1.5076 - accuracy: 0.4518
	23/48 [=============>................] - ETA: 33s - loss: 1.5061 - accuracy: 0.4529
	24/48 [=============>................] - ETA: 31s - loss: 1.5051 - accuracy: 0.4539
	25/48 [==============>...............] - ETA: 30s - loss: 1.5034 - accuracy: 0.4540
	26/48 [==============>...............] - ETA: 29s - loss: 1.5029 - accuracy: 0.4544
	27/48 [===============>..............] - ETA: 28s - loss: 1.4991 - accuracy: 0.4557
	28/48 [================>.............] - ETA: 26s - loss: 1.4989 - accuracy: 0.4563
	29/48 [================>.............] - ETA: 25s - loss: 1.4988 - accuracy: 0.4558
	30/48 [=================>............] - ETA: 24s - loss: 1.4986 - accuracy: 0.4564
	31/48 [==================>...........] - ETA: 22s - loss: 1.4987 - accuracy: 0.4563
	32/48 [==================>...........] - ETA: 21s - loss: 1.4968 - accuracy: 0.4569
	33/48 [===================>..........] - ETA: 20s - loss: 1.4958 - accuracy: 0.4567
	34/48 [===================>..........] - ETA: 19s - loss: 1.4952 - accuracy: 0.4572
	35/48 [====================>.........] - ETA: 17s - loss: 1.4931 - accuracy: 0.4580
	36/48 [=====================>........] - ETA: 16s - loss: 1.4910 - accuracy: 0.4586
	37/48 [=====================>........] - ETA: 15s - loss: 1.4908 - accuracy: 0.4587
	38/48 [======================>.......] - ETA: 13s - loss: 1.4898 - accuracy: 0.4585
	39/48 [======================>.......] - ETA: 12s - loss: 1.4899 - accuracy: 0.4588
	40/48 [=======================>......] - ETA: 11s - loss: 1.4879 - accuracy: 0.4596
	41/48 [========================>.....] - ETA: 9s - loss: 1.4884 - accuracy: 0.4597
	42/48 [========================>.....] - ETA: 8s - loss: 1.4864 - accuracy: 0.4605
	43/48 [=========================>....] - ETA: 7s - loss: 1.4863 - accuracy: 0.4611
	44/48 [==========================>...] - ETA: 6s - loss: 1.4862 - accuracy: 0.4611
	45/48 [==========================>...] - ETA: 4s - loss: 1.4847 - accuracy: 0.4622
	46/48 [===========================>..] - ETA: 3s - loss: 1.4827 - accuracy: 0.4632
	47/48 [===========================>..] - ETA: 2s - loss: 1.4826 - accuracy: 0.4631
	48/48 [============================>.] - ETA: 1s - loss: 1.4812 - accuracy: 0.4638
	49/48 [==============================] - 67s 1s/step - loss: 1.4795 - accuracy: 0.4649 - val_loss: 1.4335 - val_accuracy: 0.4887
	Epoch 5/100

	1/48 [..............................] - ETA: 1:08 - loss: 1.4148 - accuracy: 0.4902
	2/48 [>.............................] - ETA: 1:07 - loss: 1.4251 - accuracy: 0.4888
	3/48 [>.............................] - ETA: 1:05 - loss: 1.4431 - accuracy: 0.4831
	4/48 [=>............................] - ETA: 1:03 - loss: 1.4304 - accuracy: 0.4854
	5/48 [==>...........................] - ETA: 1:02 - loss: 1.4303 - accuracy: 0.4895
	6/48 [==>...........................] - ETA: 1:00 - loss: 1.4271 - accuracy: 0.4897
	7/48 [===>..........................] - ETA: 58s - loss: 1.4262 - accuracy: 0.4912
	8/48 [===>..........................] - ETA: 57s - loss: 1.4218 - accuracy: 0.4935
	9/48 [====>.........................] - ETA: 56s - loss: 1.4178 - accuracy: 0.4949
	10/48 [=====>........................] - ETA: 54s - loss: 1.4178 - accuracy: 0.4941
	11/48 [=====>........................] - ETA: 53s - loss: 1.4216 - accuracy: 0.4932
	12/48 [======>.......................] - ETA: 52s - loss: 1.4177 - accuracy: 0.4934
	13/48 [======>.......................] - ETA: 50s - loss: 1.4217 - accuracy: 0.4942
	14/48 [=======>......................] - ETA: 49s - loss: 1.4256 - accuracy: 0.4932
	15/48 [========>.....................] - ETA: 48s - loss: 1.4274 - accuracy: 0.4921
	16/48 [========>.....................] - ETA: 47s - loss: 1.4286 - accuracy: 0.4925
	17/48 [=========>....................] - ETA: 45s - loss: 1.4297 - accuracy: 0.4913
	18/48 [==========>...................] - ETA: 44s - loss: 1.4300 - accuracy: 0.4913
	19/48 [==========>...................] - ETA: 42s - loss: 1.4296 - accuracy: 0.4913
	20/48 [===========>..................] - ETA: 41s - loss: 1.4309 - accuracy: 0.4920
	21/48 [===========>..................] - ETA: 40s - loss: 1.4271 - accuracy: 0.4934
	22/48 [============>.................] - ETA: 38s - loss: 1.4251 - accuracy: 0.4939
	23/48 [=============>................] - ETA: 37s - loss: 1.4241 - accuracy: 0.4935
	24/48 [=============>................] - ETA: 35s - loss: 1.4205 - accuracy: 0.4949
	25/48 [==============>...............] - ETA: 34s - loss: 1.4190 - accuracy: 0.4952
	26/48 [==============>...............] - ETA: 33s - loss: 1.4175 - accuracy: 0.4957
	27/48 [===============>..............] - ETA: 31s - loss: 1.4157 - accuracy: 0.4960
	28/48 [================>.............] - ETA: 30s - loss: 1.4154 - accuracy: 0.4962
	29/48 [================>.............] - ETA: 28s - loss: 1.4162 - accuracy: 0.4965
	30/48 [=================>............] - ETA: 27s - loss: 1.4162 - accuracy: 0.4963
	31/48 [==================>...........] - ETA: 25s - loss: 1.4160 - accuracy: 0.4951
	32/48 [==================>...........] - ETA: 24s - loss: 1.4150 - accuracy: 0.4955
	33/48 [===================>..........] - ETA: 22s - loss: 1.4132 - accuracy: 0.4955
	34/48 [===================>..........] - ETA: 21s - loss: 1.4131 - accuracy: 0.4952
	35/48 [====================>.........] - ETA: 19s - loss: 1.4117 - accuracy: 0.4950
	36/48 [=====================>........] - ETA: 18s - loss: 1.4125 - accuracy: 0.4942
	37/48 [=====================>........] - ETA: 16s - loss: 1.4115 - accuracy: 0.4943
	38/48 [======================>.......] - ETA: 15s - loss: 1.4089 - accuracy: 0.4956
	39/48 [======================>.......] - ETA: 13s - loss: 1.4076 - accuracy: 0.4965
	40/48 [=======================>......] - ETA: 12s - loss: 1.4079 - accuracy: 0.4960
	41/48 [========================>.....] - ETA: 11s - loss: 1.4070 - accuracy: 0.4966
	42/48 [========================>.....] - ETA: 9s - loss: 1.4067 - accuracy: 0.4971
	43/48 [=========================>....] - ETA: 8s - loss: 1.4055 - accuracy: 0.4971
	44/48 [==========================>...] - ETA: 6s - loss: 1.4058 - accuracy: 0.4970
	45/48 [==========================>...] - ETA: 5s - loss: 1.4057 - accuracy: 0.4967
	46/48 [===========================>..] - ETA: 4s - loss: 1.4048 - accuracy: 0.4973
	47/48 [===========================>..] - ETA: 2s - loss: 1.4043 - accuracy: 0.4971
	48/48 [============================>.] - ETA: 1s - loss: 1.4038 - accuracy: 0.4969
	49/48 [==============================] - 75s 2s/step - loss: 1.4038 - accuracy: 0.4964 - val_loss: 1.3541 - val_accuracy: 0.5102
	Epoch 6/100

	1/48 [..............................] - ETA: 1:10 - loss: 1.3410 - accuracy: 0.5195
	2/48 [>.............................] - ETA: 1:07 - loss: 1.3370 - accuracy: 0.5254
	3/48 [>.............................] - ETA: 1:01 - loss: 1.3314 - accuracy: 0.5218
	4/48 [=>............................] - ETA: 1:00 - loss: 1.3576 - accuracy: 0.5128
	5/48 [==>...........................] - ETA: 1:00 - loss: 1.3473 - accuracy: 0.5172
	6/48 [==>...........................] - ETA: 58s - loss: 1.3538 - accuracy: 0.5147
	7/48 [===>..........................] - ETA: 57s - loss: 1.3495 - accuracy: 0.5186
	8/48 [===>..........................] - ETA: 56s - loss: 1.3498 - accuracy: 0.5181
	9/48 [====>.........................] - ETA: 56s - loss: 1.3465 - accuracy: 0.5198
	10/48 [=====>........................] - ETA: 54s - loss: 1.3555 - accuracy: 0.5161
	11/48 [=====>........................] - ETA: 53s - loss: 1.3558 - accuracy: 0.5157
	12/48 [======>.......................] - ETA: 51s - loss: 1.3640 - accuracy: 0.5148
	13/48 [======>.......................] - ETA: 50s - loss: 1.3628 - accuracy: 0.5150
	14/48 [=======>......................] - ETA: 48s - loss: 1.3662 - accuracy: 0.5144
	15/48 [========>.....................] - ETA: 47s - loss: 1.3664 - accuracy: 0.5137
	16/48 [========>.....................] - ETA: 45s - loss: 1.3635 - accuracy: 0.5138
	17/48 [=========>....................] - ETA: 43s - loss: 1.3634 - accuracy: 0.5129
	18/48 [==========>...................] - ETA: 42s - loss: 1.3644 - accuracy: 0.5128
	19/48 [==========>...................] - ETA: 40s - loss: 1.3637 - accuracy: 0.5135
	20/48 [===========>..................] - ETA: 39s - loss: 1.3615 - accuracy: 0.5146
	21/48 [===========>..................] - ETA: 38s - loss: 1.3593 - accuracy: 0.5151
	22/48 [============>.................] - ETA: 36s - loss: 1.3574 - accuracy: 0.5156
	23/48 [=============>................] - ETA: 34s - loss: 1.3583 - accuracy: 0.5154
	24/48 [=============>................] - ETA: 33s - loss: 1.3585 - accuracy: 0.5143
	25/48 [==============>...............] - ETA: 31s - loss: 1.3585 - accuracy: 0.5134
	26/48 [==============>...............] - ETA: 30s - loss: 1.3607 - accuracy: 0.5129
	27/48 [===============>..............] - ETA: 29s - loss: 1.3631 - accuracy: 0.5124
	28/48 [================>.............] - ETA: 27s - loss: 1.3637 - accuracy: 0.5120
	29/48 [================>.............] - ETA: 26s - loss: 1.3675 - accuracy: 0.5107
	30/48 [=================>............] - ETA: 25s - loss: 1.3672 - accuracy: 0.5107
	31/48 [==================>...........] - ETA: 24s - loss: 1.3695 - accuracy: 0.5099
	32/48 [==================>...........] - ETA: 22s - loss: 1.3697 - accuracy: 0.5102
	33/48 [===================>..........] - ETA: 21s - loss: 1.3685 - accuracy: 0.5109
	34/48 [===================>..........] - ETA: 20s - loss: 1.3697 - accuracy: 0.5101
	35/48 [====================>.........] - ETA: 19s - loss: 1.3678 - accuracy: 0.5110
	36/48 [=====================>........] - ETA: 17s - loss: 1.3678 - accuracy: 0.5112
	37/48 [=====================>........] - ETA: 16s - loss: 1.3665 - accuracy: 0.5122
	38/48 [======================>.......] - ETA: 15s - loss: 1.3645 - accuracy: 0.5125
	39/48 [======================>.......] - ETA: 13s - loss: 1.3639 - accuracy: 0.5129
	40/48 [=======================>......] - ETA: 12s - loss: 1.3648 - accuracy: 0.5129
	41/48 [========================>.....] - ETA: 11s - loss: 1.3642 - accuracy: 0.5130
	42/48 [========================>.....] - ETA: 9s - loss: 1.3632 - accuracy: 0.5139
	43/48 [=========================>....] - ETA: 8s - loss: 1.3622 - accuracy: 0.5140
	44/48 [==========================>...] - ETA: 6s - loss: 1.3620 - accuracy: 0.5142
	45/48 [==========================>...] - ETA: 5s - loss: 1.3604 - accuracy: 0.5148
	46/48 [===========================>..] - ETA: 4s - loss: 1.3600 - accuracy: 0.5150
	47/48 [===========================>..] - ETA: 2s - loss: 1.3598 - accuracy: 0.5149
	48/48 [============================>.] - ETA: 1s - loss: 1.3599 - accuracy: 0.5150
	49/48 [==============================] - 75s 2s/step - loss: 1.3590 - accuracy: 0.5150 - val_loss: 1.3363 - val_accuracy: 0.5288
	Epoch 7/100

	1/48 [..............................] - ETA: 1:10 - loss: 1.3110 - accuracy: 0.5293
	2/48 [>.............................] - ETA: 1:08 - loss: 1.3012 - accuracy: 0.5273
	3/48 [>.............................] - ETA: 1:09 - loss: 1.2933 - accuracy: 0.5329
	4/48 [=>............................] - ETA: 1:08 - loss: 1.2978 - accuracy: 0.5381
	5/48 [==>...........................] - ETA: 1:07 - loss: 1.3087 - accuracy: 0.5322
	6/48 [==>...........................] - ETA: 1:04 - loss: 1.3129 - accuracy: 0.5311
	7/48 [===>..........................] - ETA: 1:03 - loss: 1.3141 - accuracy: 0.5317
	8/48 [===>..........................] - ETA: 1:01 - loss: 1.3212 - accuracy: 0.5306
	9/48 [====>.........................] - ETA: 1:00 - loss: 1.3194 - accuracy: 0.5304
	10/48 [=====>........................] - ETA: 58s - loss: 1.3265 - accuracy: 0.5271
	11/48 [=====>........................] - ETA: 55s - loss: 1.3315 - accuracy: 0.5251
	12/48 [======>.......................] - ETA: 53s - loss: 1.3311 - accuracy: 0.5269
	13/48 [======>.......................] - ETA: 51s - loss: 1.3329 - accuracy: 0.5252
	14/48 [=======>......................] - ETA: 49s - loss: 1.3306 - accuracy: 0.5257
	15/48 [========>.....................] - ETA: 48s - loss: 1.3308 - accuracy: 0.5248
	16/48 [========>.....................] - ETA: 46s - loss: 1.3317 - accuracy: 0.5249
	17/48 [=========>....................] - ETA: 44s - loss: 1.3331 - accuracy: 0.5254
	18/48 [==========>...................] - ETA: 43s - loss: 1.3349 - accuracy: 0.5245
	19/48 [==========>...................] - ETA: 41s - loss: 1.3367 - accuracy: 0.5236
	20/48 [===========>..................] - ETA: 40s - loss: 1.3367 - accuracy: 0.5237
	21/48 [===========>..................] - ETA: 38s - loss: 1.3389 - accuracy: 0.5237
	22/48 [============>.................] - ETA: 37s - loss: 1.3386 - accuracy: 0.5237
	23/48 [=============>................] - ETA: 35s - loss: 1.3367 - accuracy: 0.5242
	24/48 [=============>................] - ETA: 34s - loss: 1.3359 - accuracy: 0.5244
	25/48 [==============>...............] - ETA: 32s - loss: 1.3356 - accuracy: 0.5254
	26/48 [==============>...............] - ETA: 31s - loss: 1.3330 - accuracy: 0.5259
	27/48 [===============>..............] - ETA: 30s - loss: 1.3299 - accuracy: 0.5270
	28/48 [================>.............] - ETA: 28s - loss: 1.3295 - accuracy: 0.5267
	29/48 [================>.............] - ETA: 27s - loss: 1.3276 - accuracy: 0.5271
	30/48 [=================>............] - ETA: 26s - loss: 1.3271 - accuracy: 0.5278
	31/48 [==================>...........] - ETA: 24s - loss: 1.3276 - accuracy: 0.5276
	32/48 [==================>...........] - ETA: 23s - loss: 1.3267 - accuracy: 0.5284
	33/48 [===================>..........] - ETA: 22s - loss: 1.3265 - accuracy: 0.5287
	34/48 [===================>..........] - ETA: 20s - loss: 1.3259 - accuracy: 0.5288
	35/48 [====================>.........] - ETA: 19s - loss: 1.3229 - accuracy: 0.5302
	36/48 [=====================>........] - ETA: 17s - loss: 1.3216 - accuracy: 0.5308
	37/48 [=====================>........] - ETA: 16s - loss: 1.3212 - accuracy: 0.5312
	38/48 [======================>.......] - ETA: 15s - loss: 1.3212 - accuracy: 0.5317
	39/48 [======================>.......] - ETA: 13s - loss: 1.3187 - accuracy: 0.5324
	40/48 [=======================>......] - ETA: 12s - loss: 1.3179 - accuracy: 0.5320
	41/48 [========================>.....] - ETA: 11s - loss: 1.3168 - accuracy: 0.5322
	42/48 [========================>.....] - ETA: 9s - loss: 1.3156 - accuracy: 0.5323
	43/48 [=========================>....] - ETA: 8s - loss: 1.3156 - accuracy: 0.5320
	44/48 [==========================>...] - ETA: 6s - loss: 1.3140 - accuracy: 0.5326
	45/48 [==========================>...] - ETA: 5s - loss: 1.3140 - accuracy: 0.5320
	46/48 [===========================>..] - ETA: 4s - loss: 1.3130 - accuracy: 0.5324
	47/48 [===========================>..] - ETA: 2s - loss: 1.3117 - accuracy: 0.5323
	48/48 [============================>.] - ETA: 1s - loss: 1.3115 - accuracy: 0.5322
	49/48 [==============================] - 76s 2s/step - loss: 1.3117 - accuracy: 0.5321 - val_loss: 1.2673 - val_accuracy: 0.5414
	Epoch 8/100

	1/48 [..............................] - ETA: 1:00 - loss: 1.3167 - accuracy: 0.5449
	2/48 [>.............................] - ETA: 59s - loss: 1.3282 - accuracy: 0.5352
	3/48 [>.............................] - ETA: 58s - loss: 1.2923 - accuracy: 0.5449
	4/48 [=>............................] - ETA: 57s - loss: 1.2975 - accuracy: 0.5398
	5/48 [==>...........................] - ETA: 55s - loss: 1.2885 - accuracy: 0.5422
	6/48 [==>...........................] - ETA: 55s - loss: 1.2785 - accuracy: 0.5477
	7/48 [===>..........................] - ETA: 55s - loss: 1.2754 - accuracy: 0.5495
	8/48 [===>..........................] - ETA: 54s - loss: 1.2690 - accuracy: 0.5527
	9/48 [====>.........................] - ETA: 54s - loss: 1.2700 - accuracy: 0.5530
	10/48 [=====>........................] - ETA: 52s - loss: 1.2694 - accuracy: 0.5521
	11/48 [=====>........................] - ETA: 51s - loss: 1.2679 - accuracy: 0.5528
	12/48 [======>.......................] - ETA: 49s - loss: 1.2660 - accuracy: 0.5536
	13/48 [======>.......................] - ETA: 48s - loss: 1.2678 - accuracy: 0.5533
	14/48 [=======>......................] - ETA: 47s - loss: 1.2659 - accuracy: 0.5553
	15/48 [========>.....................] - ETA: 46s - loss: 1.2666 - accuracy: 0.5557
	16/48 [========>.....................] - ETA: 44s - loss: 1.2676 - accuracy: 0.5561
	17/48 [=========>....................] - ETA: 43s - loss: 1.2697 - accuracy: 0.5552
	18/48 [==========>...................] - ETA: 41s - loss: 1.2703 - accuracy: 0.5539
	19/48 [==========>...................] - ETA: 40s - loss: 1.2697 - accuracy: 0.5542
	20/48 [===========>..................] - ETA: 39s - loss: 1.2678 - accuracy: 0.5546
	21/48 [===========>..................] - ETA: 37s - loss: 1.2688 - accuracy: 0.5540
	22/48 [============>.................] - ETA: 36s - loss: 1.2678 - accuracy: 0.5544
	23/48 [=============>................] - ETA: 35s - loss: 1.2703 - accuracy: 0.5524
	24/48 [=============>................] - ETA: 34s - loss: 1.2710 - accuracy: 0.5520
	25/48 [==============>...............] - ETA: 33s - loss: 1.2681 - accuracy: 0.5529
	26/48 [==============>...............] - ETA: 31s - loss: 1.2673 - accuracy: 0.5530
	27/48 [===============>..............] - ETA: 30s - loss: 1.2670 - accuracy: 0.5530
	28/48 [================>.............] - ETA: 29s - loss: 1.2652 - accuracy: 0.5536
	29/48 [================>.............] - ETA: 27s - loss: 1.2648 - accuracy: 0.5533
	30/48 [=================>............] - ETA: 26s - loss: 1.2628 - accuracy: 0.5539
	31/48 [==================>...........] - ETA: 25s - loss: 1.2618 - accuracy: 0.5543
	32/48 [==================>...........] - ETA: 23s - loss: 1.2614 - accuracy: 0.5542
	33/48 [===================>..........] - ETA: 22s - loss: 1.2591 - accuracy: 0.5548
	34/48 [===================>..........] - ETA: 20s - loss: 1.2565 - accuracy: 0.5557
	35/48 [====================>.........] - ETA: 19s - loss: 1.2566 - accuracy: 0.5555
	36/48 [=====================>........] - ETA: 18s - loss: 1.2553 - accuracy: 0.5555
	37/48 [=====================>........] - ETA: 16s - loss: 1.2532 - accuracy: 0.5557
	38/48 [======================>.......] - ETA: 15s - loss: 1.2519 - accuracy: 0.5565
	39/48 [======================>.......] - ETA: 13s - loss: 1.2517 - accuracy: 0.5568
	40/48 [=======================>......] - ETA: 12s - loss: 1.2521 - accuracy: 0.5569
	41/48 [========================>.....] - ETA: 10s - loss: 1.2510 - accuracy: 0.5575
	42/48 [========================>.....] - ETA: 9s - loss: 1.2495 - accuracy: 0.5578
	43/48 [=========================>....] - ETA: 8s - loss: 1.2483 - accuracy: 0.5584
	44/48 [==========================>...] - ETA: 6s - loss: 1.2490 - accuracy: 0.5580
	45/48 [==========================>...] - ETA: 5s - loss: 1.2493 - accuracy: 0.5579
	46/48 [===========================>..] - ETA: 3s - loss: 1.2495 - accuracy: 0.5578
	47/48 [===========================>..] - ETA: 2s - loss: 1.2504 - accuracy: 0.5575
	48/48 [============================>.] - ETA: 1s - loss: 1.2520 - accuracy: 0.5574
	49/48 [==============================] - 73s 1s/step - loss: 1.2512 - accuracy: 0.5578 - val_loss: 1.2548 - val_accuracy: 0.5513
	Epoch 9/100

	1/48 [..............................] - ETA: 1:03 - loss: 1.2274 - accuracy: 0.5488
	2/48 [>.............................] - ETA: 1:01 - loss: 1.2150 - accuracy: 0.5654
	3/48 [>.............................] - ETA: 1:00 - loss: 1.2480 - accuracy: 0.5547
	4/48 [=>............................] - ETA: 1:00 - loss: 1.2424 - accuracy: 0.5566
	5/48 [==>...........................] - ETA: 1:00 - loss: 1.2404 - accuracy: 0.5559
	6/48 [==>...........................] - ETA: 59s - loss: 1.2415 - accuracy: 0.5563
	7/48 [===>..........................] - ETA: 58s - loss: 1.2489 - accuracy: 0.5555
	8/48 [===>..........................] - ETA: 57s - loss: 1.2503 - accuracy: 0.5540
	9/48 [====>.........................] - ETA: 56s - loss: 1.2519 - accuracy: 0.5559
	10/48 [=====>........................] - ETA: 54s - loss: 1.2497 - accuracy: 0.5567
	11/48 [=====>........................] - ETA: 52s - loss: 1.2454 - accuracy: 0.5597
	12/48 [======>.......................] - ETA: 51s - loss: 1.2451 - accuracy: 0.5588
	13/48 [======>.......................] - ETA: 50s - loss: 1.2463 - accuracy: 0.5598
	14/48 [=======>......................] - ETA: 48s - loss: 1.2457 - accuracy: 0.5590
	15/48 [========>.....................] - ETA: 47s - loss: 1.2446 - accuracy: 0.5592
	16/48 [========>.....................] - ETA: 45s - loss: 1.2458 - accuracy: 0.5585
	17/48 [=========>....................] - ETA: 44s - loss: 1.2488 - accuracy: 0.5582
	18/48 [==========>...................] - ETA: 42s - loss: 1.2476 - accuracy: 0.5583
	19/48 [==========>...................] - ETA: 41s - loss: 1.2481 - accuracy: 0.5583
	20/48 [===========>..................] - ETA: 40s - loss: 1.2451 - accuracy: 0.5593
	21/48 [===========>..................] - ETA: 38s - loss: 1.2441 - accuracy: 0.5595
	22/48 [============>.................] - ETA: 37s - loss: 1.2419 - accuracy: 0.5609
	23/48 [=============>................] - ETA: 35s - loss: 1.2383 - accuracy: 0.5625
	24/48 [=============>................] - ETA: 34s - loss: 1.2376 - accuracy: 0.5623
	25/48 [==============>...............] - ETA: 32s - loss: 1.2366 - accuracy: 0.5626
	26/48 [==============>...............] - ETA: 31s - loss: 1.2375 - accuracy: 0.5618
	27/48 [===============>..............] - ETA: 30s - loss: 1.2355 - accuracy: 0.5622
	28/48 [================>.............] - ETA: 29s - loss: 1.2353 - accuracy: 0.5620
	29/48 [================>.............] - ETA: 27s - loss: 1.2350 - accuracy: 0.5619
	30/48 [=================>............] - ETA: 26s - loss: 1.2360 - accuracy: 0.5608
	31/48 [==================>...........] - ETA: 24s - loss: 1.2343 - accuracy: 0.5618
	32/48 [==================>...........] - ETA: 23s - loss: 1.2331 - accuracy: 0.5621
	33/48 [===================>..........] - ETA: 22s - loss: 1.2341 - accuracy: 0.5620
	34/48 [===================>..........] - ETA: 20s - loss: 1.2323 - accuracy: 0.5625
	35/48 [====================>.........] - ETA: 19s - loss: 1.2329 - accuracy: 0.5622
	36/48 [=====================>........] - ETA: 17s - loss: 1.2325 - accuracy: 0.5621
	37/48 [=====================>........] - ETA: 16s - loss: 1.2321 - accuracy: 0.5626
	38/48 [======================>.......] - ETA: 15s - loss: 1.2315 - accuracy: 0.5626
	39/48 [======================>.......] - ETA: 13s - loss: 1.2326 - accuracy: 0.5626
	40/48 [=======================>......] - ETA: 12s - loss: 1.2311 - accuracy: 0.5632
	41/48 [========================>.....] - ETA: 10s - loss: 1.2308 - accuracy: 0.5633
	42/48 [========================>.....] - ETA: 9s - loss: 1.2307 - accuracy: 0.5636
	43/48 [=========================>....] - ETA: 8s - loss: 1.2314 - accuracy: 0.5629
	44/48 [==========================>...] - ETA: 6s - loss: 1.2299 - accuracy: 0.5633
	45/48 [==========================>...] - ETA: 5s - loss: 1.2305 - accuracy: 0.5632
	46/48 [===========================>..] - ETA: 3s - loss: 1.2308 - accuracy: 0.5634
	47/48 [===========================>..] - ETA: 2s - loss: 1.2306 - accuracy: 0.5636
	48/48 [============================>.] - ETA: 1s - loss: 1.2311 - accuracy: 0.5638
	49/48 [==============================] - 73s 1s/step - loss: 1.2308 - accuracy: 0.5643 - val_loss: 1.2346 - val_accuracy: 0.5685
	Epoch 10/100

	1/48 [..............................] - ETA: 1:08 - loss: 1.2653 - accuracy: 0.5557
	2/48 [>.............................] - ETA: 1:05 - loss: 1.2258 - accuracy: 0.5771
	3/48 [>.............................] - ETA: 1:04 - loss: 1.2277 - accuracy: 0.5706
	4/48 [=>............................] - ETA: 1:03 - loss: 1.2262 - accuracy: 0.5664
	5/48 [==>...........................] - ETA: 1:02 - loss: 1.2325 - accuracy: 0.5648
	6/48 [==>...........................] - ETA: 1:01 - loss: 1.2334 - accuracy: 0.5680
	7/48 [===>..........................] - ETA: 59s - loss: 1.2278 - accuracy: 0.5684
	8/48 [===>..........................] - ETA: 58s - loss: 1.2270 - accuracy: 0.5662
	9/48 [====>.........................] - ETA: 56s - loss: 1.2180 - accuracy: 0.5683
	10/48 [=====>........................] - ETA: 54s - loss: 1.2245 - accuracy: 0.5656
	11/48 [=====>........................] - ETA: 53s - loss: 1.2212 - accuracy: 0.5680
	12/48 [======>.......................] - ETA: 51s - loss: 1.2217 - accuracy: 0.5675
	13/48 [======>.......................] - ETA: 49s - loss: 1.2238 - accuracy: 0.5675
	14/48 [=======>......................] - ETA: 48s - loss: 1.2248 - accuracy: 0.5672
	15/48 [========>.....................] - ETA: 46s - loss: 1.2286 - accuracy: 0.5661
	16/48 [========>.....................] - ETA: 45s - loss: 1.2259 - accuracy: 0.5673
	17/48 [=========>....................] - ETA: 44s - loss: 1.2245 - accuracy: 0.5688
	18/48 [==========>...................] - ETA: 42s - loss: 1.2257 - accuracy: 0.5686
	19/48 [==========>...................] - ETA: 41s - loss: 1.2203 - accuracy: 0.5706
	20/48 [===========>..................] - ETA: 40s - loss: 1.2186 - accuracy: 0.5709
	21/48 [===========>..................] - ETA: 38s - loss: 1.2180 - accuracy: 0.5717
	22/48 [============>.................] - ETA: 37s - loss: 1.2193 - accuracy: 0.5716
	23/48 [=============>................] - ETA: 35s - loss: 1.2198 - accuracy: 0.5720
	24/48 [=============>................] - ETA: 34s - loss: 1.2167 - accuracy: 0.5727
	25/48 [==============>...............] - ETA: 33s - loss: 1.2202 - accuracy: 0.5708
	26/48 [==============>...............] - ETA: 31s - loss: 1.2208 - accuracy: 0.5704
	27/48 [===============>..............] - ETA: 30s - loss: 1.2204 - accuracy: 0.5705
	28/48 [================>.............] - ETA: 29s - loss: 1.2185 - accuracy: 0.5710
	29/48 [================>.............] - ETA: 27s - loss: 1.2183 - accuracy: 0.5710
	30/48 [=================>............] - ETA: 26s - loss: 1.2159 - accuracy: 0.5717
	31/48 [==================>...........] - ETA: 24s - loss: 1.2128 - accuracy: 0.5731
	32/48 [==================>...........] - ETA: 23s - loss: 1.2109 - accuracy: 0.5740
	33/48 [===================>..........] - ETA: 22s - loss: 1.2107 - accuracy: 0.5737
	34/48 [===================>..........] - ETA: 20s - loss: 1.2096 - accuracy: 0.5741
	35/48 [====================>.........] - ETA: 19s - loss: 1.2107 - accuracy: 0.5736
	36/48 [=====================>........] - ETA: 17s - loss: 1.2105 - accuracy: 0.5741
	37/48 [=====================>........] - ETA: 16s - loss: 1.2101 - accuracy: 0.5744
	38/48 [======================>.......] - ETA: 15s - loss: 1.2084 - accuracy: 0.5753
	39/48 [======================>.......] - ETA: 13s - loss: 1.2070 - accuracy: 0.5754
	40/48 [=======================>......] - ETA: 12s - loss: 1.2052 - accuracy: 0.5760
	41/48 [========================>.....] - ETA: 10s - loss: 1.2038 - accuracy: 0.5769
	42/48 [========================>.....] - ETA: 9s - loss: 1.2037 - accuracy: 0.5767
	43/48 [=========================>....] - ETA: 8s - loss: 1.2027 - accuracy: 0.5769
	44/48 [==========================>...] - ETA: 6s - loss: 1.2024 - accuracy: 0.5772
	45/48 [==========================>...] - ETA: 5s - loss: 1.2021 - accuracy: 0.5772
	46/48 [===========================>..] - ETA: 3s - loss: 1.2011 - accuracy: 0.5781
	47/48 [===========================>..] - ETA: 2s - loss: 1.2009 - accuracy: 0.5776
	48/48 [============================>.] - ETA: 1s - loss: 1.2000 - accuracy: 0.5779
	49/48 [==============================] - 73s 1s/step - loss: 1.2000 - accuracy: 0.5775 - val_loss: 1.2039 - val_accuracy: 0.5761
	Epoch 11/100

	1/48 [..............................] - ETA: 1:09 - loss: 1.1822 - accuracy: 0.6123
	2/48 [>.............................] - ETA: 1:07 - loss: 1.1883 - accuracy: 0.5947
	3/48 [>.............................] - ETA: 1:06 - loss: 1.1647 - accuracy: 0.5964
	4/48 [=>............................] - ETA: 1:05 - loss: 1.1837 - accuracy: 0.5876
	5/48 [==>...........................] - ETA: 1:03 - loss: 1.1857 - accuracy: 0.5834
	6/48 [==>...........................] - ETA: 1:01 - loss: 1.1802 - accuracy: 0.5854
	7/48 [===>..........................] - ETA: 59s - loss: 1.1771 - accuracy: 0.5854
	8/48 [===>..........................] - ETA: 57s - loss: 1.1790 - accuracy: 0.5864
	9/48 [====>.........................] - ETA: 56s - loss: 1.1803 - accuracy: 0.5850
	10/48 [=====>........................] - ETA: 55s - loss: 1.1798 - accuracy: 0.5848
	11/48 [=====>........................] - ETA: 53s - loss: 1.1840 - accuracy: 0.5831
	12/48 [======>.......................] - ETA: 52s - loss: 1.1779 - accuracy: 0.5859
	13/48 [======>.......................] - ETA: 50s - loss: 1.1797 - accuracy: 0.5853
	14/48 [=======>......................] - ETA: 49s - loss: 1.1772 - accuracy: 0.5876
	15/48 [========>.....................] - ETA: 47s - loss: 1.1780 - accuracy: 0.5865
	16/48 [========>.....................] - ETA: 46s - loss: 1.1784 - accuracy: 0.5853
	17/48 [=========>....................] - ETA: 44s - loss: 1.1798 - accuracy: 0.5851
	18/48 [==========>...................] - ETA: 43s - loss: 1.1752 - accuracy: 0.5873
	19/48 [==========>...................] - ETA: 41s - loss: 1.1720 - accuracy: 0.5887
	20/48 [===========>..................] - ETA: 40s - loss: 1.1705 - accuracy: 0.5891
	21/48 [===========>..................] - ETA: 38s - loss: 1.1698 - accuracy: 0.5887
	22/48 [============>.................] - ETA: 37s - loss: 1.1696 - accuracy: 0.5882
	23/48 [=============>................] - ETA: 35s - loss: 1.1714 - accuracy: 0.5877
	24/48 [=============>................] - ETA: 34s - loss: 1.1710 - accuracy: 0.5882
	25/48 [==============>...............] - ETA: 32s - loss: 1.1685 - accuracy: 0.5899
	26/48 [==============>...............] - ETA: 31s - loss: 1.1682 - accuracy: 0.5901
	27/48 [===============>..............] - ETA: 30s - loss: 1.1662 - accuracy: 0.5912
	28/48 [================>.............] - ETA: 28s - loss: 1.1663 - accuracy: 0.5913
	29/48 [================>.............] - ETA: 27s - loss: 1.1648 - accuracy: 0.5916
	30/48 [=================>............] - ETA: 25s - loss: 1.1636 - accuracy: 0.5920
	31/48 [==================>...........] - ETA: 24s - loss: 1.1628 - accuracy: 0.5917
	32/48 [==================>...........] - ETA: 23s - loss: 1.1636 - accuracy: 0.5914
	33/48 [===================>..........] - ETA: 21s - loss: 1.1642 - accuracy: 0.5905
	34/48 [===================>..........] - ETA: 20s - loss: 1.1623 - accuracy: 0.5909
	35/48 [====================>.........] - ETA: 19s - loss: 1.1632 - accuracy: 0.5906
	36/48 [=====================>........] - ETA: 17s - loss: 1.1637 - accuracy: 0.5905
	37/48 [=====================>........] - ETA: 16s - loss: 1.1652 - accuracy: 0.5898
	38/48 [======================>.......] - ETA: 14s - loss: 1.1650 - accuracy: 0.5901
	39/48 [======================>.......] - ETA: 13s - loss: 1.1650 - accuracy: 0.5898
	40/48 [=======================>......] - ETA: 12s - loss: 1.1650 - accuracy: 0.5899
	41/48 [========================>.....] - ETA: 10s - loss: 1.1641 - accuracy: 0.5905
	42/48 [========================>.....] - ETA: 9s - loss: 1.1637 - accuracy: 0.5907
	43/48 [=========================>....] - ETA: 8s - loss: 1.1633 - accuracy: 0.5908
	44/48 [==========================>...] - ETA: 6s - loss: 1.1642 - accuracy: 0.5907
	45/48 [==========================>...] - ETA: 5s - loss: 1.1630 - accuracy: 0.5911
	46/48 [===========================>..] - ETA: 3s - loss: 1.1612 - accuracy: 0.5921
	47/48 [===========================>..] - ETA: 2s - loss: 1.1609 - accuracy: 0.5921
	48/48 [============================>.] - ETA: 1s - loss: 1.1600 - accuracy: 0.5925
	49/48 [==============================] - 73s 1s/step - loss: 1.1595 - accuracy: 0.5922 - val_loss: 1.1529 - val_accuracy: 0.5909
	Epoch 12/100

	1/48 [..............................] - ETA: 1:02 - loss: 1.1521 - accuracy: 0.5947
	2/48 [>.............................] - ETA: 1:01 - loss: 1.1562 - accuracy: 0.5923
	3/48 [>.............................] - ETA: 59s - loss: 1.1513 - accuracy: 0.5967
	4/48 [=>............................] - ETA: 58s - loss: 1.1376 - accuracy: 0.5977
	5/48 [==>...........................] - ETA: 57s - loss: 1.1318 - accuracy: 0.5990
	6/48 [==>...........................] - ETA: 54s - loss: 1.1346 - accuracy: 0.5975
	7/48 [===>..........................] - ETA: 53s - loss: 1.1379 - accuracy: 0.5970
	8/48 [===>..........................] - ETA: 52s - loss: 1.1354 - accuracy: 0.5976
	9/48 [====>.........................] - ETA: 51s - loss: 1.1279 - accuracy: 0.6020
	10/48 [=====>........................] - ETA: 49s - loss: 1.1274 - accuracy: 0.6018
	11/48 [=====>........................] - ETA: 48s - loss: 1.1313 - accuracy: 0.6005
	12/48 [======>.......................] - ETA: 47s - loss: 1.1271 - accuracy: 0.6014
	13/48 [======>.......................] - ETA: 46s - loss: 1.1304 - accuracy: 0.6006
	14/48 [=======>......................] - ETA: 44s - loss: 1.1294 - accuracy: 0.6000
	15/48 [========>.....................] - ETA: 43s - loss: 1.1328 - accuracy: 0.5989
	16/48 [========>.....................] - ETA: 42s - loss: 1.1315 - accuracy: 0.5993
	17/48 [=========>....................] - ETA: 41s - loss: 1.1300 - accuracy: 0.6003
	18/48 [==========>...................] - ETA: 40s - loss: 1.1303 - accuracy: 0.6007
	19/48 [==========>...................] - ETA: 39s - loss: 1.1300 - accuracy: 0.6021
	20/48 [===========>..................] - ETA: 38s - loss: 1.1296 - accuracy: 0.6016
	21/48 [===========>..................] - ETA: 36s - loss: 1.1281 - accuracy: 0.6019
	22/48 [============>.................] - ETA: 35s - loss: 1.1294 - accuracy: 0.6008
	23/48 [=============>................] - ETA: 34s - loss: 1.1297 - accuracy: 0.6007
	24/48 [=============>................] - ETA: 32s - loss: 1.1300 - accuracy: 0.6003
	25/48 [==============>...............] - ETA: 31s - loss: 1.1296 - accuracy: 0.6020
	26/48 [==============>...............] - ETA: 30s - loss: 1.1296 - accuracy: 0.6023
	27/48 [===============>..............] - ETA: 28s - loss: 1.1304 - accuracy: 0.6021
	28/48 [================>.............] - ETA: 27s - loss: 1.1299 - accuracy: 0.6027
	29/48 [================>.............] - ETA: 26s - loss: 1.1316 - accuracy: 0.6019
	30/48 [=================>............] - ETA: 24s - loss: 1.1318 - accuracy: 0.6020
	31/48 [==================>...........] - ETA: 23s - loss: 1.1324 - accuracy: 0.6015
	32/48 [==================>...........] - ETA: 22s - loss: 1.1320 - accuracy: 0.6020
	33/48 [===================>..........] - ETA: 20s - loss: 1.1326 - accuracy: 0.6011
	34/48 [===================>..........] - ETA: 19s - loss: 1.1310 - accuracy: 0.6016
	35/48 [====================>.........] - ETA: 18s - loss: 1.1324 - accuracy: 0.6008
	36/48 [=====================>........] - ETA: 17s - loss: 1.1327 - accuracy: 0.6006
	37/48 [=====================>........] - ETA: 15s - loss: 1.1312 - accuracy: 0.6011
	38/48 [======================>.......] - ETA: 14s - loss: 1.1311 - accuracy: 0.6008
	39/48 [======================>.......] - ETA: 13s - loss: 1.1310 - accuracy: 0.6014
	40/48 [=======================>......] - ETA: 11s - loss: 1.1310 - accuracy: 0.6016
	41/48 [========================>.....] - ETA: 10s - loss: 1.1309 - accuracy: 0.6017
	42/48 [========================>.....] - ETA: 9s - loss: 1.1314 - accuracy: 0.6011
	43/48 [=========================>....] - ETA: 7s - loss: 1.1313 - accuracy: 0.6012
	44/48 [==========================>...] - ETA: 6s - loss: 1.1315 - accuracy: 0.6010
	45/48 [==========================>...] - ETA: 5s - loss: 1.1307 - accuracy: 0.6013
	46/48 [===========================>..] - ETA: 3s - loss: 1.1305 - accuracy: 0.6011
	47/48 [===========================>..] - ETA: 2s - loss: 1.1296 - accuracy: 0.6017
	48/48 [============================>.] - ETA: 1s - loss: 1.1291 - accuracy: 0.6018
	49/48 [==============================] - 71s 1s/step - loss: 1.1297 - accuracy: 0.6014 - val_loss: 1.1391 - val_accuracy: 0.5958
	Epoch 13/100

	1/48 [..............................] - ETA: 1:31 - loss: 1.1459 - accuracy: 0.5918
	2/48 [>.............................] - ETA: 1:26 - loss: 1.1121 - accuracy: 0.6055
	3/48 [>.............................] - ETA: 1:24 - loss: 1.1193 - accuracy: 0.6022
	4/48 [=>............................] - ETA: 1:18 - loss: 1.1229 - accuracy: 0.6023
	5/48 [==>...........................] - ETA: 1:14 - loss: 1.1182 - accuracy: 0.6023
	6/48 [==>...........................] - ETA: 1:09 - loss: 1.1041 - accuracy: 0.6049
	7/48 [===>..........................] - ETA: 1:07 - loss: 1.1094 - accuracy: 0.6058
	8/48 [===>..........................] - ETA: 1:04 - loss: 1.1026 - accuracy: 0.6078
	9/48 [====>.........................] - ETA: 1:02 - loss: 1.0995 - accuracy: 0.6105
	10/48 [=====>........................] - ETA: 1:00 - loss: 1.0983 - accuracy: 0.6107
	11/48 [=====>........................] - ETA: 58s - loss: 1.0992 - accuracy: 0.6108
	12/48 [======>.......................] - ETA: 56s - loss: 1.0976 - accuracy: 0.6104
	13/48 [======>.......................] - ETA: 54s - loss: 1.1009 - accuracy: 0.6105
	14/48 [=======>......................] - ETA: 53s - loss: 1.1007 - accuracy: 0.6097
	15/48 [========>.....................] - ETA: 51s - loss: 1.0965 - accuracy: 0.6116
	16/48 [========>.....................] - ETA: 49s - loss: 1.0982 - accuracy: 0.6105
	17/48 [=========>....................] - ETA: 47s - loss: 1.1001 - accuracy: 0.6105
	18/48 [==========>...................] - ETA: 45s - loss: 1.1000 - accuracy: 0.6114
	19/48 [==========>...................] - ETA: 43s - loss: 1.1024 - accuracy: 0.6100
	20/48 [===========>..................] - ETA: 42s - loss: 1.1026 - accuracy: 0.6095
	21/48 [===========>..................] - ETA: 40s - loss: 1.1036 - accuracy: 0.6092
	22/48 [============>.................] - ETA: 38s - loss: 1.1057 - accuracy: 0.6086
	23/48 [=============>................] - ETA: 37s - loss: 1.1056 - accuracy: 0.6090
	24/48 [=============>................] - ETA: 35s - loss: 1.1043 - accuracy: 0.6089
	25/48 [==============>...............] - ETA: 34s - loss: 1.1065 - accuracy: 0.6077
	26/48 [==============>...............] - ETA: 32s - loss: 1.1070 - accuracy: 0.6072
	27/48 [===============>..............] - ETA: 31s - loss: 1.1072 - accuracy: 0.6073
	28/48 [================>.............] - ETA: 30s - loss: 1.1080 - accuracy: 0.6068
	29/48 [================>.............] - ETA: 28s - loss: 1.1095 - accuracy: 0.6067
	30/48 [=================>............] - ETA: 27s - loss: 1.1089 - accuracy: 0.6073
	31/48 [==================>...........] - ETA: 25s - loss: 1.1078 - accuracy: 0.6085
	32/48 [==================>...........] - ETA: 24s - loss: 1.1095 - accuracy: 0.6084
	33/48 [===================>..........] - ETA: 22s - loss: 1.1092 - accuracy: 0.6085
	34/48 [===================>..........] - ETA: 21s - loss: 1.1081 - accuracy: 0.6089
	35/48 [====================>.........] - ETA: 19s - loss: 1.1089 - accuracy: 0.6083
	36/48 [=====================>........] - ETA: 18s - loss: 1.1080 - accuracy: 0.6082
	37/48 [=====================>........] - ETA: 16s - loss: 1.1071 - accuracy: 0.6085
	38/48 [======================>.......] - ETA: 15s - loss: 1.1067 - accuracy: 0.6084
	39/48 [======================>.......] - ETA: 13s - loss: 1.1067 - accuracy: 0.6084
	40/48 [=======================>......] - ETA: 12s - loss: 1.1060 - accuracy: 0.6088
	41/48 [========================>.....] - ETA: 11s - loss: 1.1068 - accuracy: 0.6088
	42/48 [========================>.....] - ETA: 9s - loss: 1.1059 - accuracy: 0.6090
	43/48 [=========================>....] - ETA: 8s - loss: 1.1068 - accuracy: 0.6085
	44/48 [==========================>...] - ETA: 6s - loss: 1.1070 - accuracy: 0.6082
	45/48 [==========================>...] - ETA: 5s - loss: 1.1068 - accuracy: 0.6082
	46/48 [===========================>..] - ETA: 4s - loss: 1.1072 - accuracy: 0.6084
	47/48 [===========================>..] - ETA: 2s - loss: 1.1071 - accuracy: 0.6086
	48/48 [============================>.] - ETA: 1s - loss: 1.1064 - accuracy: 0.6086
	49/48 [==============================] - 77s 2s/step - loss: 1.1066 - accuracy: 0.6087 - val_loss: 1.1069 - val_accuracy: 0.6063
	Epoch 14/100

	1/48 [..............................] - ETA: 1:09 - loss: 1.0882 - accuracy: 0.6123
	2/48 [>.............................] - ETA: 1:10 - loss: 1.1141 - accuracy: 0.6021
	3/48 [>.............................] - ETA: 1:12 - loss: 1.0838 - accuracy: 0.6191
	4/48 [=>............................] - ETA: 1:13 - loss: 1.1002 - accuracy: 0.6125
	5/48 [==>...........................] - ETA: 1:12 - loss: 1.0980 - accuracy: 0.6150
	6/48 [==>...........................] - ETA: 1:10 - loss: 1.0963 - accuracy: 0.6147
	7/48 [===>..........................] - ETA: 1:09 - loss: 1.1021 - accuracy: 0.6136
	8/48 [===>..........................] - ETA: 1:08 - loss: 1.1007 - accuracy: 0.6122
	9/48 [====>.........................] - ETA: 1:06 - loss: 1.0953 - accuracy: 0.6131
	10/48 [=====>........................] - ETA: 1:03 - loss: 1.0974 - accuracy: 0.6119
	11/48 [=====>........................] - ETA: 1:01 - loss: 1.0955 - accuracy: 0.6128
	12/48 [======>.......................] - ETA: 1:00 - loss: 1.0966 - accuracy: 0.6129
	13/48 [======>.......................] - ETA: 58s - loss: 1.0963 - accuracy: 0.6131
	14/48 [=======>......................] - ETA: 55s - loss: 1.1026 - accuracy: 0.6094
	15/48 [========>.....................] - ETA: 53s - loss: 1.0991 - accuracy: 0.6122
	16/48 [========>.....................] - ETA: 51s - loss: 1.0974 - accuracy: 0.6122
	17/48 [=========>....................] - ETA: 49s - loss: 1.0965 - accuracy: 0.6128
	18/48 [==========>...................] - ETA: 47s - loss: 1.0967 - accuracy: 0.6143
	19/48 [==========>...................] - ETA: 45s - loss: 1.0958 - accuracy: 0.6157
	20/48 [===========>..................] - ETA: 44s - loss: 1.0965 - accuracy: 0.6163
	21/48 [===========>..................] - ETA: 42s - loss: 1.0941 - accuracy: 0.6173
	22/48 [============>.................] - ETA: 40s - loss: 1.0933 - accuracy: 0.6169
	23/48 [=============>................] - ETA: 39s - loss: 1.0916 - accuracy: 0.6171
	24/48 [=============>................] - ETA: 37s - loss: 1.0913 - accuracy: 0.6176
	25/48 [==============>...............] - ETA: 35s - loss: 1.0913 - accuracy: 0.6173
	26/48 [==============>...............] - ETA: 34s - loss: 1.0913 - accuracy: 0.6173
	27/48 [===============>..............] - ETA: 32s - loss: 1.0905 - accuracy: 0.6175
	28/48 [================>.............] - ETA: 31s - loss: 1.0913 - accuracy: 0.6174
	29/48 [================>.............] - ETA: 29s - loss: 1.0890 - accuracy: 0.6187
	30/48 [=================>............] - ETA: 28s - loss: 1.0888 - accuracy: 0.6189
	31/48 [==================>...........] - ETA: 26s - loss: 1.0899 - accuracy: 0.6188
	32/48 [==================>...........] - ETA: 25s - loss: 1.0914 - accuracy: 0.6184
	33/48 [===================>..........] - ETA: 23s - loss: 1.0919 - accuracy: 0.6180
	34/48 [===================>..........] - ETA: 22s - loss: 1.0921 - accuracy: 0.6183
	35/48 [====================>.........] - ETA: 20s - loss: 1.0925 - accuracy: 0.6183
	36/48 [=====================>........] - ETA: 19s - loss: 1.0931 - accuracy: 0.6184
	37/48 [=====================>........] - ETA: 17s - loss: 1.0932 - accuracy: 0.6182
	38/48 [======================>.......] - ETA: 16s - loss: 1.0927 - accuracy: 0.6181
	39/48 [======================>.......] - ETA: 14s - loss: 1.0927 - accuracy: 0.6178
	40/48 [=======================>......] - ETA: 13s - loss: 1.0928 - accuracy: 0.6176
	41/48 [========================>.....] - ETA: 11s - loss: 1.0911 - accuracy: 0.6180
	42/48 [========================>.....] - ETA: 10s - loss: 1.0904 - accuracy: 0.6181
	43/48 [=========================>....] - ETA: 8s - loss: 1.0892 - accuracy: 0.6183
	44/48 [==========================>...] - ETA: 7s - loss: 1.0901 - accuracy: 0.6179
	45/48 [==========================>...] - ETA: 5s - loss: 1.0897 - accuracy: 0.6181
	46/48 [===========================>..] - ETA: 4s - loss: 1.0909 - accuracy: 0.6173
	47/48 [===========================>..] - ETA: 2s - loss: 1.0914 - accuracy: 0.6167
	48/48 [============================>.] - ETA: 1s - loss: 1.0905 - accuracy: 0.6173
	49/48 [==============================] - 77s 2s/step - loss: 1.0906 - accuracy: 0.6172 - val_loss: 1.0947 - val_accuracy: 0.6142
	Epoch 15/100

	1/48 [..............................] - ETA: 1:03 - loss: 1.1450 - accuracy: 0.5879
	2/48 [>.............................] - ETA: 56s - loss: 1.1096 - accuracy: 0.6042
	3/48 [>.............................] - ETA: 56s - loss: 1.0768 - accuracy: 0.6233
	4/48 [=>............................] - ETA: 56s - loss: 1.0677 - accuracy: 0.6253
	5/48 [==>...........................] - ETA: 55s - loss: 1.0664 - accuracy: 0.6303
	6/48 [==>...........................] - ETA: 54s - loss: 1.0636 - accuracy: 0.6270
	7/48 [===>..........................] - ETA: 53s - loss: 1.0545 - accuracy: 0.6306
	8/48 [===>..........................] - ETA: 52s - loss: 1.0570 - accuracy: 0.6305
	9/48 [====>.........................] - ETA: 51s - loss: 1.0599 - accuracy: 0.6285
	10/48 [=====>........................] - ETA: 50s - loss: 1.0620 - accuracy: 0.6282
	11/48 [=====>........................] - ETA: 49s - loss: 1.0626 - accuracy: 0.6275
	12/48 [======>.......................] - ETA: 47s - loss: 1.0674 - accuracy: 0.6271
	13/48 [======>.......................] - ETA: 46s - loss: 1.0682 - accuracy: 0.6263
	14/48 [=======>......................] - ETA: 45s - loss: 1.0689 - accuracy: 0.6254
	15/48 [========>.....................] - ETA: 44s - loss: 1.0682 - accuracy: 0.6251
	16/48 [========>.....................] - ETA: 43s - loss: 1.0680 - accuracy: 0.6254
	17/48 [=========>....................] - ETA: 41s - loss: 1.0688 - accuracy: 0.6249
	18/48 [==========>...................] - ETA: 40s - loss: 1.0697 - accuracy: 0.6251
	19/48 [==========>...................] - ETA: 39s - loss: 1.0690 - accuracy: 0.6259
	20/48 [===========>..................] - ETA: 38s - loss: 1.0702 - accuracy: 0.6249
	21/48 [===========>..................] - ETA: 37s - loss: 1.0707 - accuracy: 0.6250
	22/48 [============>.................] - ETA: 35s - loss: 1.0726 - accuracy: 0.6237
	23/48 [=============>................] - ETA: 34s - loss: 1.0680 - accuracy: 0.6251
	24/48 [=============>................] - ETA: 33s - loss: 1.0667 - accuracy: 0.6258
	25/48 [==============>...............] - ETA: 31s - loss: 1.0669 - accuracy: 0.6250
	26/48 [==============>...............] - ETA: 30s - loss: 1.0631 - accuracy: 0.6267
	27/48 [===============>..............] - ETA: 29s - loss: 1.0618 - accuracy: 0.6275
	28/48 [================>.............] - ETA: 27s - loss: 1.0615 - accuracy: 0.6278
	29/48 [================>.............] - ETA: 26s - loss: 1.0616 - accuracy: 0.6283
	30/48 [=================>............] - ETA: 25s - loss: 1.0614 - accuracy: 0.6282
	31/48 [==================>...........] - ETA: 24s - loss: 1.0621 - accuracy: 0.6276
	32/48 [==================>...........] - ETA: 22s - loss: 1.0633 - accuracy: 0.6270
	33/48 [===================>..........] - ETA: 21s - loss: 1.0651 - accuracy: 0.6265
	34/48 [===================>..........] - ETA: 19s - loss: 1.0656 - accuracy: 0.6262
	35/48 [====================>.........] - ETA: 18s - loss: 1.0657 - accuracy: 0.6266
	36/48 [=====================>........] - ETA: 17s - loss: 1.0643 - accuracy: 0.6270
	37/48 [=====================>........] - ETA: 15s - loss: 1.0645 - accuracy: 0.6267
	38/48 [======================>.......] - ETA: 14s - loss: 1.0656 - accuracy: 0.6263
	39/48 [======================>.......] - ETA: 13s - loss: 1.0679 - accuracy: 0.6253
	40/48 [=======================>......] - ETA: 11s - loss: 1.0685 - accuracy: 0.6254
	41/48 [========================>.....] - ETA: 10s - loss: 1.0685 - accuracy: 0.6256
	42/48 [========================>.....] - ETA: 9s - loss: 1.0699 - accuracy: 0.6254
	43/48 [=========================>....] - ETA: 7s - loss: 1.0698 - accuracy: 0.6250
	44/48 [==========================>...] - ETA: 6s - loss: 1.0688 - accuracy: 0.6250
	45/48 [==========================>...] - ETA: 5s - loss: 1.0678 - accuracy: 0.6252
	46/48 [===========================>..] - ETA: 3s - loss: 1.0689 - accuracy: 0.6242
	47/48 [===========================>..] - ETA: 2s - loss: 1.0686 - accuracy: 0.6241
	48/48 [============================>.] - ETA: 1s - loss: 1.0690 - accuracy: 0.6242
	49/48 [==============================] - 71s 1s/step - loss: 1.0698 - accuracy: 0.6239 - val_loss: 1.1035 - val_accuracy: 0.6091
	Epoch 16/100

	1/48 [..............................] - ETA: 1:09 - loss: 1.1355 - accuracy: 0.6094
	2/48 [>.............................] - ETA: 1:06 - loss: 1.1048 - accuracy: 0.6221
	3/48 [>.............................] - ETA: 1:03 - loss: 1.1081 - accuracy: 0.6100
	4/48 [=>............................] - ETA: 1:01 - loss: 1.0941 - accuracy: 0.6123
	5/48 [==>...........................] - ETA: 1:00 - loss: 1.0942 - accuracy: 0.6129
	6/48 [==>...........................] - ETA: 1:00 - loss: 1.0865 - accuracy: 0.6141
	7/48 [===>..........................] - ETA: 1:00 - loss: 1.0840 - accuracy: 0.6168
	8/48 [===>..........................] - ETA: 59s - loss: 1.0755 - accuracy: 0.6187
	9/48 [====>.........................] - ETA: 57s - loss: 1.0791 - accuracy: 0.6181
	10/48 [=====>........................] - ETA: 56s - loss: 1.0836 - accuracy: 0.6155
	11/48 [=====>........................] - ETA: 54s - loss: 1.0836 - accuracy: 0.6156
	12/48 [======>.......................] - ETA: 52s - loss: 1.0838 - accuracy: 0.6149
	13/48 [======>.......................] - ETA: 51s - loss: 1.0778 - accuracy: 0.6179
	14/48 [=======>......................] - ETA: 49s - loss: 1.0760 - accuracy: 0.6199
	15/48 [========>.....................] - ETA: 47s - loss: 1.0725 - accuracy: 0.6212
	16/48 [========>.....................] - ETA: 46s - loss: 1.0684 - accuracy: 0.6233
	17/48 [=========>....................] - ETA: 45s - loss: 1.0673 - accuracy: 0.6240
	18/48 [==========>...................] - ETA: 43s - loss: 1.0702 - accuracy: 0.6226
	19/48 [==========>...................] - ETA: 42s - loss: 1.0694 - accuracy: 0.6231
	20/48 [===========>..................] - ETA: 40s - loss: 1.0703 - accuracy: 0.6223
	21/48 [===========>..................] - ETA: 39s - loss: 1.0681 - accuracy: 0.6231
	22/48 [============>.................] - ETA: 38s - loss: 1.0689 - accuracy: 0.6230
	23/48 [=============>................] - ETA: 37s - loss: 1.0666 - accuracy: 0.6236
	24/48 [=============>................] - ETA: 36s - loss: 1.0677 - accuracy: 0.6233
	25/48 [==============>...............] - ETA: 35s - loss: 1.0682 - accuracy: 0.6231
	26/48 [==============>...............] - ETA: 33s - loss: 1.0700 - accuracy: 0.6226
	27/48 [===============>..............] - ETA: 32s - loss: 1.0687 - accuracy: 0.6230
	28/48 [================>.............] - ETA: 30s - loss: 1.0710 - accuracy: 0.6224
	29/48 [================>.............] - ETA: 29s - loss: 1.0713 - accuracy: 0.6222
	30/48 [=================>............] - ETA: 27s - loss: 1.0700 - accuracy: 0.6226
	31/48 [==================>...........] - ETA: 26s - loss: 1.0693 - accuracy: 0.6225
	32/48 [==================>...........] - ETA: 24s - loss: 1.0670 - accuracy: 0.6233
	33/48 [===================>..........] - ETA: 23s - loss: 1.0638 - accuracy: 0.6251
	34/48 [===================>..........] - ETA: 21s - loss: 1.0628 - accuracy: 0.6257
	35/48 [====================>.........] - ETA: 20s - loss: 1.0649 - accuracy: 0.6246
	36/48 [=====================>........] - ETA: 18s - loss: 1.0651 - accuracy: 0.6247
	37/48 [=====================>........] - ETA: 17s - loss: 1.0658 - accuracy: 0.6247
	38/48 [======================>.......] - ETA: 15s - loss: 1.0656 - accuracy: 0.6251
	39/48 [======================>.......] - ETA: 14s - loss: 1.0646 - accuracy: 0.6255
	40/48 [=======================>......] - ETA: 12s - loss: 1.0644 - accuracy: 0.6261
	41/48 [========================>.....] - ETA: 11s - loss: 1.0629 - accuracy: 0.6264
	42/48 [========================>.....] - ETA: 9s - loss: 1.0621 - accuracy: 0.6268
	43/48 [=========================>....] - ETA: 8s - loss: 1.0617 - accuracy: 0.6268
	44/48 [==========================>...] - ETA: 7s - loss: 1.0628 - accuracy: 0.6265
	45/48 [==========================>...] - ETA: 5s - loss: 1.0624 - accuracy: 0.6268
	46/48 [===========================>..] - ETA: 4s - loss: 1.0616 - accuracy: 0.6273
	47/48 [===========================>..] - ETA: 2s - loss: 1.0607 - accuracy: 0.6277
	48/48 [============================>.] - ETA: 1s - loss: 1.0595 - accuracy: 0.6282
	49/48 [==============================] - 77s 2s/step - loss: 1.0588 - accuracy: 0.6285 - val_loss: 1.0649 - val_accuracy: 0.6262
	Epoch 17/100

	1/48 [..............................] - ETA: 1:03 - loss: 1.0519 - accuracy: 0.6348
	2/48 [>.............................] - ETA: 1:01 - loss: 1.0292 - accuracy: 0.6431
	3/48 [>.............................] - ETA: 1:02 - loss: 1.0411 - accuracy: 0.6357
	4/48 [=>............................] - ETA: 1:03 - loss: 1.0481 - accuracy: 0.6304
	5/48 [==>...........................] - ETA: 1:01 - loss: 1.0476 - accuracy: 0.6326
	6/48 [==>...........................] - ETA: 1:00 - loss: 1.0532 - accuracy: 0.6304
	7/48 [===>..........................] - ETA: 58s - loss: 1.0557 - accuracy: 0.6304
	8/48 [===>..........................] - ETA: 57s - loss: 1.0614 - accuracy: 0.6287
	9/48 [====>.........................] - ETA: 56s - loss: 1.0563 - accuracy: 0.6309
	10/48 [=====>........................] - ETA: 55s - loss: 1.0540 - accuracy: 0.6321
	11/48 [=====>........................] - ETA: 53s - loss: 1.0570 - accuracy: 0.6305
	12/48 [======>.......................] - ETA: 51s - loss: 1.0569 - accuracy: 0.6309
	13/48 [======>.......................] - ETA: 50s - loss: 1.0518 - accuracy: 0.6326
	14/48 [=======>......................] - ETA: 48s - loss: 1.0528 - accuracy: 0.6309
	15/48 [========>.....................] - ETA: 47s - loss: 1.0566 - accuracy: 0.6292
	16/48 [========>.....................] - ETA: 46s - loss: 1.0532 - accuracy: 0.6306
	17/48 [=========>....................] - ETA: 45s - loss: 1.0539 - accuracy: 0.6316
	18/48 [==========>...................] - ETA: 44s - loss: 1.0529 - accuracy: 0.6323
	19/48 [==========>...................] - ETA: 43s - loss: 1.0539 - accuracy: 0.6304
	20/48 [===========>..................] - ETA: 42s - loss: 1.0535 - accuracy: 0.6308
	21/48 [===========>..................] - ETA: 40s - loss: 1.0513 - accuracy: 0.6322
	22/48 [============>.................] - ETA: 39s - loss: 1.0535 - accuracy: 0.6318
	23/48 [=============>................] - ETA: 38s - loss: 1.0518 - accuracy: 0.6326
	24/48 [=============>................] - ETA: 36s - loss: 1.0518 - accuracy: 0.6313
	25/48 [==============>...............] - ETA: 34s - loss: 1.0501 - accuracy: 0.6314
	26/48 [==============>...............] - ETA: 33s - loss: 1.0484 - accuracy: 0.6324
	27/48 [===============>..............] - ETA: 31s - loss: 1.0460 - accuracy: 0.6331
	28/48 [================>.............] - ETA: 30s - loss: 1.0467 - accuracy: 0.6328
	29/48 [================>.............] - ETA: 28s - loss: 1.0456 - accuracy: 0.6335
	30/48 [=================>............] - ETA: 27s - loss: 1.0421 - accuracy: 0.6351
	31/48 [==================>...........] - ETA: 25s - loss: 1.0416 - accuracy: 0.6356
	32/48 [==================>...........] - ETA: 24s - loss: 1.0410 - accuracy: 0.6357
	33/48 [===================>..........] - ETA: 22s - loss: 1.0405 - accuracy: 0.6362
	34/48 [===================>..........] - ETA: 21s - loss: 1.0397 - accuracy: 0.6366
	35/48 [====================>.........] - ETA: 19s - loss: 1.0386 - accuracy: 0.6371
	36/48 [=====================>........] - ETA: 18s - loss: 1.0363 - accuracy: 0.6376
	37/48 [=====================>........] - ETA: 16s - loss: 1.0364 - accuracy: 0.6379
	38/48 [======================>.......] - ETA: 15s - loss: 1.0345 - accuracy: 0.6383
	39/48 [======================>.......] - ETA: 14s - loss: 1.0345 - accuracy: 0.6385
	40/48 [=======================>......] - ETA: 12s - loss: 1.0327 - accuracy: 0.6391
	41/48 [========================>.....] - ETA: 11s - loss: 1.0322 - accuracy: 0.6392
	42/48 [========================>.....] - ETA: 9s - loss: 1.0329 - accuracy: 0.6389
	43/48 [=========================>....] - ETA: 8s - loss: 1.0330 - accuracy: 0.6388
	44/48 [==========================>...] - ETA: 6s - loss: 1.0325 - accuracy: 0.6389
	45/48 [==========================>...] - ETA: 5s - loss: 1.0318 - accuracy: 0.6394
	46/48 [===========================>..] - ETA: 3s - loss: 1.0320 - accuracy: 0.6390
	47/48 [===========================>..] - ETA: 2s - loss: 1.0317 - accuracy: 0.6390
	48/48 [============================>.] - ETA: 1s - loss: 1.0317 - accuracy: 0.6390
	49/48 [==============================] - 75s 2s/step - loss: 1.0313 - accuracy: 0.6394 - val_loss: 1.0580 - val_accuracy: 0.6279
	Epoch 18/100

	1/48 [..............................] - ETA: 56s - loss: 1.0230 - accuracy: 0.6521
	2/48 [>.............................] - ETA: 1:00 - loss: 1.0175 - accuracy: 0.6554
	3/48 [>.............................] - ETA: 1:01 - loss: 1.0253 - accuracy: 0.6440
	4/48 [=>............................] - ETA: 1:01 - loss: 1.0132 - accuracy: 0.6482
	5/48 [==>...........................] - ETA: 1:00 - loss: 1.0077 - accuracy: 0.6491
	6/48 [==>...........................] - ETA: 58s - loss: 1.0016 - accuracy: 0.6510
	7/48 [===>..........................] - ETA: 57s - loss: 1.0005 - accuracy: 0.6532
	8/48 [===>..........................] - ETA: 56s - loss: 0.9989 - accuracy: 0.6529
	9/48 [====>.........................] - ETA: 55s - loss: 1.0031 - accuracy: 0.6524
	10/48 [=====>........................] - ETA: 54s - loss: 1.0029 - accuracy: 0.6519
	11/48 [=====>........................] - ETA: 52s - loss: 1.0012 - accuracy: 0.6520
	12/48 [======>.......................] - ETA: 51s - loss: 1.0049 - accuracy: 0.6508
	13/48 [======>.......................] - ETA: 50s - loss: 1.0016 - accuracy: 0.6520
	14/48 [=======>......................] - ETA: 48s - loss: 0.9998 - accuracy: 0.6522
	15/48 [========>.....................] - ETA: 47s - loss: 1.0031 - accuracy: 0.6509
	16/48 [========>.....................] - ETA: 45s - loss: 1.0034 - accuracy: 0.6510
	17/48 [=========>....................] - ETA: 44s - loss: 1.0034 - accuracy: 0.6516
	18/48 [==========>...................] - ETA: 43s - loss: 1.0063 - accuracy: 0.6506
	19/48 [==========>...................] - ETA: 41s - loss: 1.0102 - accuracy: 0.6490
	20/48 [===========>..................] - ETA: 40s - loss: 1.0114 - accuracy: 0.6488
	21/48 [===========>..................] - ETA: 38s - loss: 1.0113 - accuracy: 0.6477
	22/48 [============>.................] - ETA: 37s - loss: 1.0121 - accuracy: 0.6465
	23/48 [=============>................] - ETA: 36s - loss: 1.0119 - accuracy: 0.6459
	24/48 [=============>................] - ETA: 34s - loss: 1.0126 - accuracy: 0.6457
	25/48 [==============>...............] - ETA: 33s - loss: 1.0140 - accuracy: 0.6462
	26/48 [==============>...............] - ETA: 32s - loss: 1.0161 - accuracy: 0.6454
	27/48 [===============>..............] - ETA: 30s - loss: 1.0139 - accuracy: 0.6463
	28/48 [================>.............] - ETA: 29s - loss: 1.0144 - accuracy: 0.6461
	29/48 [================>.............] - ETA: 28s - loss: 1.0155 - accuracy: 0.6457
	30/48 [=================>............] - ETA: 27s - loss: 1.0163 - accuracy: 0.6453
	31/48 [==================>...........] - ETA: 25s - loss: 1.0151 - accuracy: 0.6460
	32/48 [==================>...........] - ETA: 24s - loss: 1.0153 - accuracy: 0.6458
	33/48 [===================>..........] - ETA: 22s - loss: 1.0153 - accuracy: 0.6456
	34/48 [===================>..........] - ETA: 21s - loss: 1.0149 - accuracy: 0.6458
	35/48 [====================>.........] - ETA: 20s - loss: 1.0133 - accuracy: 0.6463
	36/48 [=====================>........] - ETA: 18s - loss: 1.0138 - accuracy: 0.6463
	37/48 [=====================>........] - ETA: 17s - loss: 1.0134 - accuracy: 0.6463
	38/48 [======================>.......] - ETA: 15s - loss: 1.0153 - accuracy: 0.6450
	39/48 [======================>.......] - ETA: 14s - loss: 1.0150 - accuracy: 0.6450
	40/48 [=======================>......] - ETA: 12s - loss: 1.0149 - accuracy: 0.6455
	41/48 [========================>.....] - ETA: 11s - loss: 1.0146 - accuracy: 0.6451
	42/48 [========================>.....] - ETA: 9s - loss: 1.0148 - accuracy: 0.6453
	43/48 [=========================>....] - ETA: 8s - loss: 1.0154 - accuracy: 0.6449
	44/48 [==========================>...] - ETA: 6s - loss: 1.0131 - accuracy: 0.6458
	45/48 [==========================>...] - ETA: 5s - loss: 1.0147 - accuracy: 0.6450
	46/48 [===========================>..] - ETA: 4s - loss: 1.0144 - accuracy: 0.6448
	47/48 [===========================>..] - ETA: 2s - loss: 1.0140 - accuracy: 0.6449
	48/48 [============================>.] - ETA: 1s - loss: 1.0132 - accuracy: 0.6452
	49/48 [==============================] - 74s 2s/step - loss: 1.0134 - accuracy: 0.6449 - val_loss: 1.0288 - val_accuracy: 0.6365
	Epoch 19/100

	1/48 [..............................] - ETA: 1:02 - loss: 1.0064 - accuracy: 0.6426
	2/48 [>.............................] - ETA: 1:00 - loss: 0.9958 - accuracy: 0.6528
	3/48 [>.............................] - ETA: 59s - loss: 0.9934 - accuracy: 0.6543
	4/48 [=>............................] - ETA: 58s - loss: 1.0095 - accuracy: 0.6523
	5/48 [==>...........................] - ETA: 56s - loss: 1.0136 - accuracy: 0.6527
	6/48 [==>...........................] - ETA: 55s - loss: 1.0121 - accuracy: 0.6530
	7/48 [===>..........................] - ETA: 54s - loss: 1.0144 - accuracy: 0.6522
	8/48 [===>..........................] - ETA: 53s - loss: 1.0110 - accuracy: 0.6522
	9/48 [====>.........................] - ETA: 51s - loss: 1.0168 - accuracy: 0.6488
	10/48 [=====>........................] - ETA: 50s - loss: 1.0141 - accuracy: 0.6487
	11/48 [=====>........................] - ETA: 49s - loss: 1.0092 - accuracy: 0.6484
	12/48 [======>.......................] - ETA: 48s - loss: 1.0098 - accuracy: 0.6481
	13/48 [======>.......................] - ETA: 47s - loss: 1.0093 - accuracy: 0.6489
	14/48 [=======>......................] - ETA: 45s - loss: 1.0079 - accuracy: 0.6480
	15/48 [========>.....................] - ETA: 44s - loss: 1.0072 - accuracy: 0.6473
	16/48 [========>.....................] - ETA: 42s - loss: 1.0056 - accuracy: 0.6476
	17/48 [=========>....................] - ETA: 41s - loss: 1.0055 - accuracy: 0.6480
	18/48 [==========>...................] - ETA: 40s - loss: 1.0063 - accuracy: 0.6474
	19/48 [==========>...................] - ETA: 39s - loss: 1.0058 - accuracy: 0.6474
	20/48 [===========>..................] - ETA: 38s - loss: 1.0036 - accuracy: 0.6481
	21/48 [===========>..................] - ETA: 37s - loss: 1.0015 - accuracy: 0.6488
	22/48 [============>.................] - ETA: 35s - loss: 1.0013 - accuracy: 0.6491
	23/48 [=============>................] - ETA: 34s - loss: 1.0007 - accuracy: 0.6506
	24/48 [=============>................] - ETA: 33s - loss: 1.0011 - accuracy: 0.6501
	25/48 [==============>...............] - ETA: 31s - loss: 1.0021 - accuracy: 0.6500
	26/48 [==============>...............] - ETA: 30s - loss: 1.0006 - accuracy: 0.6503
	27/48 [===============>..............] - ETA: 29s - loss: 1.0023 - accuracy: 0.6492
	28/48 [================>.............] - ETA: 28s - loss: 1.0026 - accuracy: 0.6489
	29/48 [================>.............] - ETA: 26s - loss: 1.0046 - accuracy: 0.6481
	30/48 [=================>............] - ETA: 25s - loss: 1.0047 - accuracy: 0.6481
	31/48 [==================>...........] - ETA: 24s - loss: 1.0040 - accuracy: 0.6486
	32/48 [==================>...........] - ETA: 23s - loss: 1.0045 - accuracy: 0.6479
	33/48 [===================>..........] - ETA: 21s - loss: 1.0062 - accuracy: 0.6473
	34/48 [===================>..........] - ETA: 20s - loss: 1.0069 - accuracy: 0.6469
	35/48 [====================>.........] - ETA: 19s - loss: 1.0064 - accuracy: 0.6475
	36/48 [=====================>........] - ETA: 17s - loss: 1.0067 - accuracy: 0.6475
	37/48 [=====================>........] - ETA: 16s - loss: 1.0061 - accuracy: 0.6473
	38/48 [======================>.......] - ETA: 15s - loss: 1.0059 - accuracy: 0.6477
	39/48 [======================>.......] - ETA: 13s - loss: 1.0053 - accuracy: 0.6479
	40/48 [=======================>......] - ETA: 12s - loss: 1.0053 - accuracy: 0.6477
	41/48 [========================>.....] - ETA: 10s - loss: 1.0058 - accuracy: 0.6475
	42/48 [========================>.....] - ETA: 9s - loss: 1.0047 - accuracy: 0.6480
	43/48 [=========================>....] - ETA: 8s - loss: 1.0036 - accuracy: 0.6485
	44/48 [==========================>...] - ETA: 6s - loss: 1.0041 - accuracy: 0.6484
	45/48 [==========================>...] - ETA: 5s - loss: 1.0039 - accuracy: 0.6482
	46/48 [===========================>..] - ETA: 3s - loss: 1.0036 - accuracy: 0.6490
	47/48 [===========================>..] - ETA: 2s - loss: 1.0044 - accuracy: 0.6488
	48/48 [============================>.] - ETA: 1s - loss: 1.0046 - accuracy: 0.6486
	49/48 [==============================] - 73s 1s/step - loss: 1.0042 - accuracy: 0.6488 - val_loss: 1.0546 - val_accuracy: 0.6260
	Epoch 20/100

	1/48 [..............................] - ETA: 1:14 - loss: 1.1327 - accuracy: 0.6152
	2/48 [>.............................] - ETA: 1:10 - loss: 1.0704 - accuracy: 0.6265
	3/48 [>.............................] - ETA: 1:09 - loss: 1.0513 - accuracy: 0.6315
	4/48 [=>............................] - ETA: 1:08 - loss: 1.0309 - accuracy: 0.6389
	5/48 [==>...........................] - ETA: 1:05 - loss: 1.0173 - accuracy: 0.6426
	6/48 [==>...........................] - ETA: 1:02 - loss: 1.0059 - accuracy: 0.6457
	7/48 [===>..........................] - ETA: 1:00 - loss: 0.9983 - accuracy: 0.6476
	8/48 [===>..........................] - ETA: 58s - loss: 0.9976 - accuracy: 0.6482
	9/48 [====>.........................] - ETA: 56s - loss: 0.9985 - accuracy: 0.6465
	10/48 [=====>........................] - ETA: 54s - loss: 0.9965 - accuracy: 0.6486
	11/48 [=====>........................] - ETA: 52s - loss: 0.9935 - accuracy: 0.6497
	12/48 [======>.......................] - ETA: 51s - loss: 0.9963 - accuracy: 0.6506
	13/48 [======>.......................] - ETA: 49s - loss: 1.0023 - accuracy: 0.6488
	14/48 [=======>......................] - ETA: 48s - loss: 1.0049 - accuracy: 0.6476
	15/48 [========>.....................] - ETA: 46s - loss: 1.0037 - accuracy: 0.6474
	16/48 [========>.....................] - ETA: 44s - loss: 1.0016 - accuracy: 0.6479
	17/48 [=========>....................] - ETA: 43s - loss: 1.0029 - accuracy: 0.6470
	18/48 [==========>...................] - ETA: 42s - loss: 1.0041 - accuracy: 0.6470
	19/48 [==========>...................] - ETA: 41s - loss: 1.0031 - accuracy: 0.6478
	20/48 [===========>..................] - ETA: 39s - loss: 1.0020 - accuracy: 0.6478
	21/48 [===========>..................] - ETA: 38s - loss: 1.0029 - accuracy: 0.6480
	22/48 [============>.................] - ETA: 37s - loss: 0.9991 - accuracy: 0.6495
	23/48 [=============>................] - ETA: 35s - loss: 0.9960 - accuracy: 0.6507
	24/48 [=============>................] - ETA: 34s - loss: 0.9950 - accuracy: 0.6513
	25/48 [==============>...............] - ETA: 32s - loss: 0.9972 - accuracy: 0.6511
	26/48 [==============>...............] - ETA: 31s - loss: 0.9974 - accuracy: 0.6516
	27/48 [===============>..............] - ETA: 30s - loss: 0.9979 - accuracy: 0.6510
	28/48 [================>.............] - ETA: 29s - loss: 0.9968 - accuracy: 0.6510
	29/48 [================>.............] - ETA: 27s - loss: 0.9976 - accuracy: 0.6508
	30/48 [=================>............] - ETA: 26s - loss: 0.9989 - accuracy: 0.6503
	31/48 [==================>...........] - ETA: 25s - loss: 1.0000 - accuracy: 0.6498
	32/48 [==================>...........] - ETA: 24s - loss: 0.9995 - accuracy: 0.6502
	33/48 [===================>..........] - ETA: 22s - loss: 0.9986 - accuracy: 0.6505
	34/48 [===================>..........] - ETA: 21s - loss: 0.9979 - accuracy: 0.6505
	35/48 [====================>.........] - ETA: 20s - loss: 0.9979 - accuracy: 0.6507
	36/48 [=====================>........] - ETA: 18s - loss: 0.9974 - accuracy: 0.6510
	37/48 [=====================>........] - ETA: 17s - loss: 0.9978 - accuracy: 0.6507
	38/48 [======================>.......] - ETA: 15s - loss: 0.9975 - accuracy: 0.6510
	39/48 [======================>.......] - ETA: 14s - loss: 0.9984 - accuracy: 0.6511
	40/48 [=======================>......] - ETA: 12s - loss: 0.9979 - accuracy: 0.6512
	41/48 [========================>.....] - ETA: 11s - loss: 0.9970 - accuracy: 0.6517
	42/48 [========================>.....] - ETA: 10s - loss: 0.9960 - accuracy: 0.6518
	43/48 [=========================>....] - ETA: 8s - loss: 0.9949 - accuracy: 0.6524
	44/48 [==========================>...] - ETA: 7s - loss: 0.9945 - accuracy: 0.6525
	45/48 [==========================>...] - ETA: 5s - loss: 0.9948 - accuracy: 0.6523
	46/48 [===========================>..] - ETA: 4s - loss: 0.9953 - accuracy: 0.6522
	47/48 [===========================>..] - ETA: 2s - loss: 0.9944 - accuracy: 0.6527
	48/48 [============================>.] - ETA: 1s - loss: 0.9942 - accuracy: 0.6529
	49/48 [==============================] - 78s 2s/step - loss: 0.9941 - accuracy: 0.6532 - val_loss: 0.9981 - val_accuracy: 0.6477
	Epoch 21/100

	1/48 [..............................] - ETA: 1:10 - loss: 0.9846 - accuracy: 0.6582
	2/48 [>.............................] - ETA: 1:12 - loss: 0.9657 - accuracy: 0.6602
	3/48 [>.............................] - ETA: 1:11 - loss: 0.9666 - accuracy: 0.6546
	4/48 [=>............................] - ETA: 1:13 - loss: 0.9549 - accuracy: 0.6631
	5/48 [==>...........................] - ETA: 1:10 - loss: 0.9684 - accuracy: 0.6582
	6/48 [==>...........................] - ETA: 1:07 - loss: 0.9639 - accuracy: 0.6615
	7/48 [===>..........................] - ETA: 1:04 - loss: 0.9711 - accuracy: 0.6592
	8/48 [===>..........................] - ETA: 1:02 - loss: 0.9755 - accuracy: 0.6591
	9/48 [====>.........................] - ETA: 59s - loss: 0.9737 - accuracy: 0.6610
	10/48 [=====>........................] - ETA: 57s - loss: 0.9767 - accuracy: 0.6588
	11/48 [=====>........................] - ETA: 55s - loss: 0.9778 - accuracy: 0.6590
	12/48 [======>.......................] - ETA: 53s - loss: 0.9804 - accuracy: 0.6575
	13/48 [======>.......................] - ETA: 51s - loss: 0.9811 - accuracy: 0.6582
	14/48 [=======>......................] - ETA: 50s - loss: 0.9800 - accuracy: 0.6595
	15/48 [========>.....................] - ETA: 48s - loss: 0.9813 - accuracy: 0.6589
	16/48 [========>.....................] - ETA: 46s - loss: 0.9817 - accuracy: 0.6580
	17/48 [=========>....................] - ETA: 45s - loss: 0.9834 - accuracy: 0.6575
	18/48 [==========>...................] - ETA: 43s - loss: 0.9834 - accuracy: 0.6570
	19/48 [==========>...................] - ETA: 42s - loss: 0.9819 - accuracy: 0.6574
	20/48 [===========>..................] - ETA: 40s - loss: 0.9811 - accuracy: 0.6570
	21/48 [===========>..................] - ETA: 39s - loss: 0.9791 - accuracy: 0.6573
	22/48 [============>.................] - ETA: 38s - loss: 0.9812 - accuracy: 0.6563
	23/48 [=============>................] - ETA: 36s - loss: 0.9812 - accuracy: 0.6564
	24/48 [=============>................] - ETA: 35s - loss: 0.9808 - accuracy: 0.6569
	25/48 [==============>...............] - ETA: 34s - loss: 0.9776 - accuracy: 0.6583
	26/48 [==============>...............] - ETA: 32s - loss: 0.9775 - accuracy: 0.6585
	27/48 [===============>..............] - ETA: 31s - loss: 0.9774 - accuracy: 0.6587
	28/48 [================>.............] - ETA: 29s - loss: 0.9764 - accuracy: 0.6582
	29/48 [================>.............] - ETA: 28s - loss: 0.9756 - accuracy: 0.6581
	30/48 [=================>............] - ETA: 27s - loss: 0.9760 - accuracy: 0.6579
	31/48 [==================>...........] - ETA: 25s - loss: 0.9752 - accuracy: 0.6586
	32/48 [==================>...........] - ETA: 24s - loss: 0.9750 - accuracy: 0.6590
	33/48 [===================>..........] - ETA: 22s - loss: 0.9739 - accuracy: 0.6591
	34/48 [===================>..........] - ETA: 21s - loss: 0.9736 - accuracy: 0.6589
	35/48 [====================>.........] - ETA: 19s - loss: 0.9726 - accuracy: 0.6596
	36/48 [=====================>........] - ETA: 18s - loss: 0.9729 - accuracy: 0.6597
	37/48 [=====================>........] - ETA: 16s - loss: 0.9727 - accuracy: 0.6602
	38/48 [======================>.......] - ETA: 15s - loss: 0.9720 - accuracy: 0.6606
	39/48 [======================>.......] - ETA: 14s - loss: 0.9727 - accuracy: 0.6603
	40/48 [=======================>......] - ETA: 12s - loss: 0.9723 - accuracy: 0.6604
	41/48 [========================>.....] - ETA: 11s - loss: 0.9724 - accuracy: 0.6601
	42/48 [========================>.....] - ETA: 9s - loss: 0.9741 - accuracy: 0.6596
	43/48 [=========================>....] - ETA: 8s - loss: 0.9738 - accuracy: 0.6601
	44/48 [==========================>...] - ETA: 6s - loss: 0.9746 - accuracy: 0.6600
	45/48 [==========================>...] - ETA: 5s - loss: 0.9758 - accuracy: 0.6597
	46/48 [===========================>..] - ETA: 4s - loss: 0.9758 - accuracy: 0.6595
	47/48 [===========================>..] - ETA: 2s - loss: 0.9758 - accuracy: 0.6592
	48/48 [============================>.] - ETA: 1s - loss: 0.9760 - accuracy: 0.6591
	49/48 [==============================] - 75s 2s/step - loss: 0.9756 - accuracy: 0.6590 - val_loss: 1.0215 - val_accuracy: 0.6371
	Epoch 22/100

	1/48 [..............................] - ETA: 1:09 - loss: 0.9798 - accuracy: 0.6562
	2/48 [>.............................] - ETA: 1:05 - loss: 0.9555 - accuracy: 0.6665
	3/48 [>.............................] - ETA: 1:03 - loss: 0.9692 - accuracy: 0.6576
	4/48 [=>............................] - ETA: 1:02 - loss: 0.9634 - accuracy: 0.6607
	5/48 [==>...........................] - ETA: 1:02 - loss: 0.9583 - accuracy: 0.6622
	6/48 [==>...........................] - ETA: 1:01 - loss: 0.9583 - accuracy: 0.6620
	7/48 [===>..........................] - ETA: 59s - loss: 0.9568 - accuracy: 0.6629
	8/48 [===>..........................] - ETA: 58s - loss: 0.9573 - accuracy: 0.6634
	9/48 [====>.........................] - ETA: 56s - loss: 0.9597 - accuracy: 0.6622
	10/48 [=====>........................] - ETA: 54s - loss: 0.9549 - accuracy: 0.6630
	11/48 [=====>........................] - ETA: 53s - loss: 0.9627 - accuracy: 0.6604
	12/48 [======>.......................] - ETA: 51s - loss: 0.9650 - accuracy: 0.6600
	13/48 [======>.......................] - ETA: 50s - loss: 0.9628 - accuracy: 0.6609
	14/48 [=======>......................] - ETA: 48s - loss: 0.9602 - accuracy: 0.6623
	15/48 [========>.....................] - ETA: 47s - loss: 0.9621 - accuracy: 0.6614
	16/48 [========>.....................] - ETA: 46s - loss: 0.9644 - accuracy: 0.6611
	17/48 [=========>....................] - ETA: 44s - loss: 0.9668 - accuracy: 0.6600
	18/48 [==========>...................] - ETA: 43s - loss: 0.9694 - accuracy: 0.6596
	19/48 [==========>...................] - ETA: 41s - loss: 0.9704 - accuracy: 0.6589
	20/48 [===========>..................] - ETA: 40s - loss: 0.9701 - accuracy: 0.6585
	21/48 [===========>..................] - ETA: 38s - loss: 0.9707 - accuracy: 0.6580
	22/48 [============>.................] - ETA: 37s - loss: 0.9721 - accuracy: 0.6572
	23/48 [=============>................] - ETA: 35s - loss: 0.9693 - accuracy: 0.6591
	24/48 [=============>................] - ETA: 34s - loss: 0.9725 - accuracy: 0.6586
	25/48 [==============>...............] - ETA: 32s - loss: 0.9706 - accuracy: 0.6591
	26/48 [==============>...............] - ETA: 31s - loss: 0.9714 - accuracy: 0.6587
	27/48 [===============>..............] - ETA: 30s - loss: 0.9702 - accuracy: 0.6589
	28/48 [================>.............] - ETA: 28s - loss: 0.9702 - accuracy: 0.6587
	29/48 [================>.............] - ETA: 27s - loss: 0.9725 - accuracy: 0.6578
	30/48 [=================>............] - ETA: 26s - loss: 0.9700 - accuracy: 0.6586
	31/48 [==================>...........] - ETA: 25s - loss: 0.9713 - accuracy: 0.6585
	32/48 [==================>...........] - ETA: 23s - loss: 0.9724 - accuracy: 0.6581
	33/48 [===================>..........] - ETA: 22s - loss: 0.9712 - accuracy: 0.6587
	34/48 [===================>..........] - ETA: 21s - loss: 0.9704 - accuracy: 0.6585
	35/48 [====================>.........] - ETA: 19s - loss: 0.9715 - accuracy: 0.6584
	36/48 [=====================>........] - ETA: 18s - loss: 0.9726 - accuracy: 0.6579
	37/48 [=====================>........] - ETA: 17s - loss: 0.9722 - accuracy: 0.6582
	38/48 [======================>.......] - ETA: 15s - loss: 0.9713 - accuracy: 0.6585
	39/48 [======================>.......] - ETA: 14s - loss: 0.9701 - accuracy: 0.6587
	40/48 [=======================>......] - ETA: 12s - loss: 0.9708 - accuracy: 0.6584
	41/48 [========================>.....] - ETA: 11s - loss: 0.9717 - accuracy: 0.6583
	42/48 [========================>.....] - ETA: 9s - loss: 0.9721 - accuracy: 0.6584
	43/48 [=========================>....] - ETA: 8s - loss: 0.9701 - accuracy: 0.6591
	44/48 [==========================>...] - ETA: 6s - loss: 0.9704 - accuracy: 0.6589
	45/48 [==========================>...] - ETA: 5s - loss: 0.9703 - accuracy: 0.6588
	46/48 [===========================>..] - ETA: 4s - loss: 0.9696 - accuracy: 0.6590
	47/48 [===========================>..] - ETA: 2s - loss: 0.9686 - accuracy: 0.6597
	48/48 [============================>.] - ETA: 1s - loss: 0.9689 - accuracy: 0.6595
	49/48 [==============================] - 76s 2s/step - loss: 0.9698 - accuracy: 0.6594 - val_loss: 1.0342 - val_accuracy: 0.6383
	Epoch 23/100

	1/48 [..............................] - ETA: 1:06 - loss: 1.0057 - accuracy: 0.6582
	2/48 [>.............................] - ETA: 1:05 - loss: 0.9706 - accuracy: 0.6587
	3/48 [>.............................] - ETA: 1:03 - loss: 0.9876 - accuracy: 0.6540
	4/48 [=>............................] - ETA: 1:01 - loss: 0.9882 - accuracy: 0.6528
	5/48 [==>...........................] - ETA: 1:00 - loss: 0.9894 - accuracy: 0.6516
	6/48 [==>...........................] - ETA: 59s - loss: 0.9873 - accuracy: 0.6527
	7/48 [===>..........................] - ETA: 57s - loss: 0.9789 - accuracy: 0.6543
	8/48 [===>..........................] - ETA: 56s - loss: 0.9750 - accuracy: 0.6559
	9/48 [====>.........................] - ETA: 54s - loss: 0.9691 - accuracy: 0.6591
	10/48 [=====>........................] - ETA: 53s - loss: 0.9748 - accuracy: 0.6580
	11/48 [=====>........................] - ETA: 52s - loss: 0.9771 - accuracy: 0.6581
	12/48 [======>.......................] - ETA: 50s - loss: 0.9737 - accuracy: 0.6606
	13/48 [======>.......................] - ETA: 49s - loss: 0.9694 - accuracy: 0.6626
	14/48 [=======>......................] - ETA: 47s - loss: 0.9699 - accuracy: 0.6618
	15/48 [========>.....................] - ETA: 46s - loss: 0.9680 - accuracy: 0.6626
	16/48 [========>.....................] - ETA: 44s - loss: 0.9671 - accuracy: 0.6630
	17/48 [=========>....................] - ETA: 43s - loss: 0.9660 - accuracy: 0.6631
	18/48 [==========>...................] - ETA: 42s - loss: 0.9628 - accuracy: 0.6638
	19/48 [==========>...................] - ETA: 40s - loss: 0.9579 - accuracy: 0.6647
	20/48 [===========>..................] - ETA: 39s - loss: 0.9578 - accuracy: 0.6647
	21/48 [===========>..................] - ETA: 37s - loss: 0.9572 - accuracy: 0.6645
	22/48 [============>.................] - ETA: 36s - loss: 0.9544 - accuracy: 0.6663
	23/48 [=============>................] - ETA: 35s - loss: 0.9550 - accuracy: 0.6660
	24/48 [=============>................] - ETA: 33s - loss: 0.9537 - accuracy: 0.6661
	25/48 [==============>...............] - ETA: 32s - loss: 0.9518 - accuracy: 0.6672
	26/48 [==============>...............] - ETA: 30s - loss: 0.9518 - accuracy: 0.6669
	27/48 [===============>..............] - ETA: 29s - loss: 0.9504 - accuracy: 0.6675
	28/48 [================>.............] - ETA: 28s - loss: 0.9491 - accuracy: 0.6678
	29/48 [================>.............] - ETA: 26s - loss: 0.9489 - accuracy: 0.6675
	30/48 [=================>............] - ETA: 25s - loss: 0.9506 - accuracy: 0.6670
	31/48 [==================>...........] - ETA: 23s - loss: 0.9522 - accuracy: 0.6668
	32/48 [==================>...........] - ETA: 22s - loss: 0.9530 - accuracy: 0.6661
	33/48 [===================>..........] - ETA: 21s - loss: 0.9541 - accuracy: 0.6656
	34/48 [===================>..........] - ETA: 19s - loss: 0.9528 - accuracy: 0.6661
	35/48 [====================>.........] - ETA: 18s - loss: 0.9531 - accuracy: 0.6657
	36/48 [=====================>........] - ETA: 17s - loss: 0.9515 - accuracy: 0.6664
	37/48 [=====================>........] - ETA: 15s - loss: 0.9510 - accuracy: 0.6672
	38/48 [======================>.......] - ETA: 14s - loss: 0.9504 - accuracy: 0.6673
	39/48 [======================>.......] - ETA: 13s - loss: 0.9509 - accuracy: 0.6671
	40/48 [=======================>......] - ETA: 11s - loss: 0.9508 - accuracy: 0.6669
	41/48 [========================>.....] - ETA: 10s - loss: 0.9517 - accuracy: 0.6668
	42/48 [========================>.....] - ETA: 9s - loss: 0.9525 - accuracy: 0.6664
	43/48 [=========================>....] - ETA: 7s - loss: 0.9522 - accuracy: 0.6668
	44/48 [==========================>...] - ETA: 6s - loss: 0.9520 - accuracy: 0.6668
	45/48 [==========================>...] - ETA: 5s - loss: 0.9513 - accuracy: 0.6669
	46/48 [===========================>..] - ETA: 3s - loss: 0.9502 - accuracy: 0.6676
	47/48 [===========================>..] - ETA: 2s - loss: 0.9501 - accuracy: 0.6676
	48/48 [============================>.] - ETA: 1s - loss: 0.9497 - accuracy: 0.6681
	49/48 [==============================] - 72s 1s/step - loss: 0.9494 - accuracy: 0.6682 - val_loss: 0.9840 - val_accuracy: 0.6593
	Epoch 24/100

	1/48 [..............................] - ETA: 1:18 - loss: 0.9167 - accuracy: 0.6650
	2/48 [>.............................] - ETA: 1:17 - loss: 0.9150 - accuracy: 0.6758
	3/48 [>.............................] - ETA: 1:13 - loss: 0.9223 - accuracy: 0.6702
	4/48 [=>............................] - ETA: 1:10 - loss: 0.9391 - accuracy: 0.6697
	5/48 [==>...........................] - ETA: 1:06 - loss: 0.9408 - accuracy: 0.6709
	6/48 [==>...........................] - ETA: 1:03 - loss: 0.9331 - accuracy: 0.6743
	7/48 [===>..........................] - ETA: 1:01 - loss: 0.9358 - accuracy: 0.6729
	8/48 [===>..........................] - ETA: 59s - loss: 0.9259 - accuracy: 0.6761
	9/48 [====>.........................] - ETA: 57s - loss: 0.9288 - accuracy: 0.6765
	10/48 [=====>........................] - ETA: 56s - loss: 0.9274 - accuracy: 0.6760
	11/48 [=====>........................] - ETA: 55s - loss: 0.9234 - accuracy: 0.6774
	12/48 [======>.......................] - ETA: 53s - loss: 0.9255 - accuracy: 0.6764
	13/48 [======>.......................] - ETA: 51s - loss: 0.9299 - accuracy: 0.6765
	14/48 [=======>......................] - ETA: 50s - loss: 0.9352 - accuracy: 0.6754
	15/48 [========>.....................] - ETA: 48s - loss: 0.9363 - accuracy: 0.6754
	16/48 [========>.....................] - ETA: 46s - loss: 0.9416 - accuracy: 0.6728
	17/48 [=========>....................] - ETA: 45s - loss: 0.9433 - accuracy: 0.6722
	18/48 [==========>...................] - ETA: 44s - loss: 0.9430 - accuracy: 0.6732
	19/48 [==========>...................] - ETA: 42s - loss: 0.9448 - accuracy: 0.6724
	20/48 [===========>..................] - ETA: 41s - loss: 0.9461 - accuracy: 0.6714
	21/48 [===========>..................] - ETA: 39s - loss: 0.9451 - accuracy: 0.6715
	22/48 [============>.................] - ETA: 38s - loss: 0.9452 - accuracy: 0.6714
	23/48 [=============>................] - ETA: 36s - loss: 0.9442 - accuracy: 0.6717
	24/48 [=============>................] - ETA: 35s - loss: 0.9462 - accuracy: 0.6702
	25/48 [==============>...............] - ETA: 33s - loss: 0.9477 - accuracy: 0.6694
	26/48 [==============>...............] - ETA: 32s - loss: 0.9468 - accuracy: 0.6698
	27/48 [===============>..............] - ETA: 30s - loss: 0.9470 - accuracy: 0.6695
	28/48 [================>.............] - ETA: 29s - loss: 0.9461 - accuracy: 0.6699
	29/48 [================>.............] - ETA: 27s - loss: 0.9452 - accuracy: 0.6699
	30/48 [=================>............] - ETA: 26s - loss: 0.9454 - accuracy: 0.6694
	31/48 [==================>...........] - ETA: 25s - loss: 0.9452 - accuracy: 0.6690
	32/48 [==================>...........] - ETA: 23s - loss: 0.9440 - accuracy: 0.6696
	33/48 [===================>..........] - ETA: 22s - loss: 0.9417 - accuracy: 0.6702
	34/48 [===================>..........] - ETA: 21s - loss: 0.9417 - accuracy: 0.6698
	35/48 [====================>.........] - ETA: 19s - loss: 0.9419 - accuracy: 0.6701
	36/48 [=====================>........] - ETA: 18s - loss: 0.9422 - accuracy: 0.6701
	37/48 [=====================>........] - ETA: 17s - loss: 0.9418 - accuracy: 0.6701
	38/48 [======================>.......] - ETA: 15s - loss: 0.9426 - accuracy: 0.6695
	39/48 [======================>.......] - ETA: 14s - loss: 0.9425 - accuracy: 0.6699
	40/48 [=======================>......] - ETA: 12s - loss: 0.9435 - accuracy: 0.6693
	41/48 [========================>.....] - ETA: 11s - loss: 0.9427 - accuracy: 0.6697
	42/48 [========================>.....] - ETA: 10s - loss: 0.9429 - accuracy: 0.6697
	43/48 [=========================>....] - ETA: 8s - loss: 0.9437 - accuracy: 0.6696
	44/48 [==========================>...] - ETA: 7s - loss: 0.9430 - accuracy: 0.6698
	45/48 [==========================>...] - ETA: 5s - loss: 0.9433 - accuracy: 0.6699
	46/48 [===========================>..] - ETA: 4s - loss: 0.9429 - accuracy: 0.6702
	47/48 [===========================>..] - ETA: 2s - loss: 0.9423 - accuracy: 0.6702
	48/48 [============================>.] - ETA: 1s - loss: 0.9423 - accuracy: 0.6705
	49/48 [==============================] - 78s 2s/step - loss: 0.9421 - accuracy: 0.6705 - val_loss: 0.9633 - val_accuracy: 0.6636
	Epoch 25/100

	1/48 [..............................] - ETA: 1:13 - loss: 0.9420 - accuracy: 0.6748
	2/48 [>.............................] - ETA: 1:12 - loss: 0.8937 - accuracy: 0.6904
	3/48 [>.............................] - ETA: 1:10 - loss: 0.9005 - accuracy: 0.6914
	4/48 [=>............................] - ETA: 1:10 - loss: 0.9216 - accuracy: 0.6853
	5/48 [==>...........................] - ETA: 1:10 - loss: 0.9273 - accuracy: 0.6814
	6/48 [==>...........................] - ETA: 1:09 - loss: 0.9286 - accuracy: 0.6799
	7/48 [===>..........................] - ETA: 1:07 - loss: 0.9283 - accuracy: 0.6800
	8/48 [===>..........................] - ETA: 1:05 - loss: 0.9254 - accuracy: 0.6807
	9/48 [====>.........................] - ETA: 1:04 - loss: 0.9278 - accuracy: 0.6798
	10/48 [=====>........................] - ETA: 1:01 - loss: 0.9253 - accuracy: 0.6811
	11/48 [=====>........................] - ETA: 1:00 - loss: 0.9217 - accuracy: 0.6824
	12/48 [======>.......................] - ETA: 59s - loss: 0.9223 - accuracy: 0.6827
	13/48 [======>.......................] - ETA: 57s - loss: 0.9205 - accuracy: 0.6840
	14/48 [=======>......................] - ETA: 55s - loss: 0.9214 - accuracy: 0.6841
	15/48 [========>.....................] - ETA: 53s - loss: 0.9180 - accuracy: 0.6857
	16/48 [========>.....................] - ETA: 51s - loss: 0.9178 - accuracy: 0.6852
	17/48 [=========>....................] - ETA: 49s - loss: 0.9162 - accuracy: 0.6856
	18/48 [==========>...................] - ETA: 47s - loss: 0.9173 - accuracy: 0.6846
	19/48 [==========>...................] - ETA: 46s - loss: 0.9162 - accuracy: 0.6848
	20/48 [===========>..................] - ETA: 44s - loss: 0.9150 - accuracy: 0.6854
	21/48 [===========>..................] - ETA: 42s - loss: 0.9126 - accuracy: 0.6854
	22/48 [============>.................] - ETA: 40s - loss: 0.9153 - accuracy: 0.6847
	23/48 [=============>................] - ETA: 39s - loss: 0.9157 - accuracy: 0.6844
	24/48 [=============>................] - ETA: 37s - loss: 0.9146 - accuracy: 0.6851
	25/48 [==============>...............] - ETA: 35s - loss: 0.9141 - accuracy: 0.6853
	26/48 [==============>...............] - ETA: 34s - loss: 0.9137 - accuracy: 0.6856
	27/48 [===============>..............] - ETA: 32s - loss: 0.9146 - accuracy: 0.6849
	28/48 [================>.............] - ETA: 31s - loss: 0.9131 - accuracy: 0.6856
	29/48 [================>.............] - ETA: 29s - loss: 0.9145 - accuracy: 0.6858
	30/48 [=================>............] - ETA: 28s - loss: 0.9160 - accuracy: 0.6854
	31/48 [==================>...........] - ETA: 26s - loss: 0.9161 - accuracy: 0.6853
	32/48 [==================>...........] - ETA: 25s - loss: 0.9178 - accuracy: 0.6841
	33/48 [===================>..........] - ETA: 23s - loss: 0.9170 - accuracy: 0.6842
	34/48 [===================>..........] - ETA: 21s - loss: 0.9176 - accuracy: 0.6832
	35/48 [====================>.........] - ETA: 20s - loss: 0.9178 - accuracy: 0.6829
	36/48 [=====================>........] - ETA: 18s - loss: 0.9209 - accuracy: 0.6813
	37/48 [=====================>........] - ETA: 17s - loss: 0.9209 - accuracy: 0.6808
	38/48 [======================>.......] - ETA: 15s - loss: 0.9213 - accuracy: 0.6806
	39/48 [======================>.......] - ETA: 14s - loss: 0.9219 - accuracy: 0.6798
	40/48 [=======================>......] - ETA: 12s - loss: 0.9221 - accuracy: 0.6795
	41/48 [========================>.....] - ETA: 11s - loss: 0.9237 - accuracy: 0.6785
	42/48 [========================>.....] - ETA: 9s - loss: 0.9248 - accuracy: 0.6776
	43/48 [=========================>....] - ETA: 8s - loss: 0.9254 - accuracy: 0.6775
	44/48 [==========================>...] - ETA: 7s - loss: 0.9249 - accuracy: 0.6781
	45/48 [==========================>...] - ETA: 5s - loss: 0.9246 - accuracy: 0.6784
	46/48 [===========================>..] - ETA: 4s - loss: 0.9254 - accuracy: 0.6780
	47/48 [===========================>..] - ETA: 2s - loss: 0.9234 - accuracy: 0.6786
	48/48 [============================>.] - ETA: 1s - loss: 0.9247 - accuracy: 0.6780
	49/48 [==============================] - 76s 2s/step - loss: 0.9255 - accuracy: 0.6774 - val_loss: 0.9899 - val_accuracy: 0.6542
	Epoch 26/100

	1/48 [..............................] - ETA: 1:05 - loss: 0.8808 - accuracy: 0.7080
	2/48 [>.............................] - ETA: 1:03 - loss: 0.9311 - accuracy: 0.6982
	3/48 [>.............................] - ETA: 1:02 - loss: 0.9346 - accuracy: 0.6908
	4/48 [=>............................] - ETA: 1:00 - loss: 0.9328 - accuracy: 0.6890
	5/48 [==>...........................] - ETA: 59s - loss: 0.9512 - accuracy: 0.6816
	6/48 [==>...........................] - ETA: 57s - loss: 0.9506 - accuracy: 0.6779
	7/48 [===>..........................] - ETA: 56s - loss: 0.9561 - accuracy: 0.6751
	8/48 [===>..........................] - ETA: 56s - loss: 0.9560 - accuracy: 0.6753
	9/48 [====>.........................] - ETA: 56s - loss: 0.9506 - accuracy: 0.6766
	10/48 [=====>........................] - ETA: 54s - loss: 0.9443 - accuracy: 0.6782
	11/48 [=====>........................] - ETA: 54s - loss: 0.9450 - accuracy: 0.6787
	12/48 [======>.......................] - ETA: 52s - loss: 0.9436 - accuracy: 0.6795
	13/48 [======>.......................] - ETA: 50s - loss: 0.9409 - accuracy: 0.6798
	14/48 [=======>......................] - ETA: 49s - loss: 0.9385 - accuracy: 0.6805
	15/48 [========>.....................] - ETA: 47s - loss: 0.9389 - accuracy: 0.6798
	16/48 [========>.....................] - ETA: 46s - loss: 0.9348 - accuracy: 0.6810
	17/48 [=========>....................] - ETA: 44s - loss: 0.9350 - accuracy: 0.6812
	18/48 [==========>...................] - ETA: 43s - loss: 0.9388 - accuracy: 0.6797
	19/48 [==========>...................] - ETA: 42s - loss: 0.9403 - accuracy: 0.6785
	20/48 [===========>..................] - ETA: 41s - loss: 0.9431 - accuracy: 0.6769
	21/48 [===========>..................] - ETA: 39s - loss: 0.9417 - accuracy: 0.6773
	22/48 [============>.................] - ETA: 38s - loss: 0.9387 - accuracy: 0.6782
	23/48 [=============>................] - ETA: 36s - loss: 0.9386 - accuracy: 0.6777
	24/48 [=============>................] - ETA: 35s - loss: 0.9371 - accuracy: 0.6779
	25/48 [==============>...............] - ETA: 34s - loss: 0.9364 - accuracy: 0.6776
	26/48 [==============>...............] - ETA: 33s - loss: 0.9361 - accuracy: 0.6775
	27/48 [===============>..............] - ETA: 32s - loss: 0.9342 - accuracy: 0.6787
	28/48 [================>.............] - ETA: 30s - loss: 0.9351 - accuracy: 0.6783
	29/48 [================>.............] - ETA: 29s - loss: 0.9336 - accuracy: 0.6785
	30/48 [=================>............] - ETA: 27s - loss: 0.9318 - accuracy: 0.6798
	31/48 [==================>...........] - ETA: 26s - loss: 0.9307 - accuracy: 0.6801
	32/48 [==================>...........] - ETA: 24s - loss: 0.9298 - accuracy: 0.6800
	33/48 [===================>..........] - ETA: 23s - loss: 0.9281 - accuracy: 0.6798
	34/48 [===================>..........] - ETA: 21s - loss: 0.9277 - accuracy: 0.6795
	35/48 [====================>.........] - ETA: 20s - loss: 0.9286 - accuracy: 0.6786
	36/48 [=====================>........] - ETA: 18s - loss: 0.9284 - accuracy: 0.6789
	37/48 [=====================>........] - ETA: 17s - loss: 0.9288 - accuracy: 0.6784
	38/48 [======================>.......] - ETA: 15s - loss: 0.9274 - accuracy: 0.6785
	39/48 [======================>.......] - ETA: 14s - loss: 0.9266 - accuracy: 0.6785
	40/48 [=======================>......] - ETA: 12s - loss: 0.9265 - accuracy: 0.6786
	41/48 [========================>.....] - ETA: 11s - loss: 0.9264 - accuracy: 0.6782
	42/48 [========================>.....] - ETA: 10s - loss: 0.9262 - accuracy: 0.6785
	43/48 [=========================>....] - ETA: 8s - loss: 0.9261 - accuracy: 0.6784
	44/48 [==========================>...] - ETA: 7s - loss: 0.9260 - accuracy: 0.6783
	45/48 [==========================>...] - ETA: 5s - loss: 0.9260 - accuracy: 0.6781
	46/48 [===========================>..] - ETA: 4s - loss: 0.9272 - accuracy: 0.6775
	47/48 [===========================>..] - ETA: 2s - loss: 0.9274 - accuracy: 0.6776
	48/48 [============================>.] - ETA: 1s - loss: 0.9274 - accuracy: 0.6775
	49/48 [==============================] - 79s 2s/step - loss: 0.9269 - accuracy: 0.6773 - val_loss: 0.9544 - val_accuracy: 0.6651
	Epoch 27/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.8713 - accuracy: 0.6953
	2/48 [>.............................] - ETA: 1:05 - loss: 0.8945 - accuracy: 0.6831
	3/48 [>.............................] - ETA: 1:07 - loss: 0.8885 - accuracy: 0.6852
	4/48 [=>............................] - ETA: 1:09 - loss: 0.9007 - accuracy: 0.6831
	5/48 [==>...........................] - ETA: 1:11 - loss: 0.9036 - accuracy: 0.6812
	6/48 [==>...........................] - ETA: 1:12 - loss: 0.8970 - accuracy: 0.6829
	7/48 [===>..........................] - ETA: 1:10 - loss: 0.9069 - accuracy: 0.6802
	8/48 [===>..........................] - ETA: 1:08 - loss: 0.9038 - accuracy: 0.6818
	9/48 [====>.........................] - ETA: 1:06 - loss: 0.9090 - accuracy: 0.6800
	10/48 [=====>........................] - ETA: 1:05 - loss: 0.9105 - accuracy: 0.6795
	11/48 [=====>........................] - ETA: 1:04 - loss: 0.9143 - accuracy: 0.6788
	12/48 [======>.......................] - ETA: 1:02 - loss: 0.9164 - accuracy: 0.6789
	13/48 [======>.......................] - ETA: 1:00 - loss: 0.9171 - accuracy: 0.6791
	14/48 [=======>......................] - ETA: 58s - loss: 0.9164 - accuracy: 0.6795
	15/48 [========>.....................] - ETA: 56s - loss: 0.9152 - accuracy: 0.6804
	16/48 [========>.....................] - ETA: 54s - loss: 0.9117 - accuracy: 0.6809
	17/48 [=========>....................] - ETA: 52s - loss: 0.9117 - accuracy: 0.6807
	18/48 [==========>...................] - ETA: 50s - loss: 0.9127 - accuracy: 0.6807
	19/48 [==========>...................] - ETA: 49s - loss: 0.9089 - accuracy: 0.6830
	20/48 [===========>..................] - ETA: 47s - loss: 0.9081 - accuracy: 0.6834
	21/48 [===========>..................] - ETA: 45s - loss: 0.9069 - accuracy: 0.6838
	22/48 [============>.................] - ETA: 43s - loss: 0.9084 - accuracy: 0.6832
	23/48 [=============>................] - ETA: 41s - loss: 0.9067 - accuracy: 0.6838
	24/48 [=============>................] - ETA: 39s - loss: 0.9077 - accuracy: 0.6824
	25/48 [==============>...............] - ETA: 37s - loss: 0.9083 - accuracy: 0.6823
	26/48 [==============>...............] - ETA: 35s - loss: 0.9066 - accuracy: 0.6832
	27/48 [===============>..............] - ETA: 34s - loss: 0.9056 - accuracy: 0.6836
	28/48 [================>.............] - ETA: 32s - loss: 0.9068 - accuracy: 0.6832
	29/48 [================>.............] - ETA: 30s - loss: 0.9079 - accuracy: 0.6826
	30/48 [=================>............] - ETA: 29s - loss: 0.9067 - accuracy: 0.6834
	31/48 [==================>...........] - ETA: 27s - loss: 0.9093 - accuracy: 0.6819
	32/48 [==================>...........] - ETA: 25s - loss: 0.9093 - accuracy: 0.6817
	33/48 [===================>..........] - ETA: 24s - loss: 0.9112 - accuracy: 0.6807
	34/48 [===================>..........] - ETA: 22s - loss: 0.9106 - accuracy: 0.6814
	35/48 [====================>.........] - ETA: 20s - loss: 0.9106 - accuracy: 0.6812
	36/48 [=====================>........] - ETA: 19s - loss: 0.9106 - accuracy: 0.6810
	37/48 [=====================>........] - ETA: 17s - loss: 0.9117 - accuracy: 0.6806
	38/48 [======================>.......] - ETA: 16s - loss: 0.9120 - accuracy: 0.6807
	39/48 [======================>.......] - ETA: 14s - loss: 0.9132 - accuracy: 0.6804
	40/48 [=======================>......] - ETA: 13s - loss: 0.9125 - accuracy: 0.6805
	41/48 [========================>.....] - ETA: 11s - loss: 0.9127 - accuracy: 0.6802
	42/48 [========================>.....] - ETA: 10s - loss: 0.9129 - accuracy: 0.6807
	43/48 [=========================>....] - ETA: 8s - loss: 0.9115 - accuracy: 0.6812
	44/48 [==========================>...] - ETA: 7s - loss: 0.9116 - accuracy: 0.6813
	45/48 [==========================>...] - ETA: 5s - loss: 0.9118 - accuracy: 0.6810
	46/48 [===========================>..] - ETA: 4s - loss: 0.9116 - accuracy: 0.6811
	47/48 [===========================>..] - ETA: 2s - loss: 0.9102 - accuracy: 0.6819
	48/48 [============================>.] - ETA: 1s - loss: 0.9097 - accuracy: 0.6824
	49/48 [==============================] - 76s 2s/step - loss: 0.9088 - accuracy: 0.6829 - val_loss: 0.9447 - val_accuracy: 0.6690
	Epoch 28/100

	1/48 [..............................] - ETA: 1:18 - loss: 0.8843 - accuracy: 0.6885
	2/48 [>.............................] - ETA: 1:15 - loss: 0.8698 - accuracy: 0.6929
	3/48 [>.............................] - ETA: 1:13 - loss: 0.9015 - accuracy: 0.6865
	4/48 [=>............................] - ETA: 1:11 - loss: 0.8927 - accuracy: 0.6926
	5/48 [==>...........................] - ETA: 1:09 - loss: 0.8971 - accuracy: 0.6902
	6/48 [==>...........................] - ETA: 1:07 - loss: 0.8893 - accuracy: 0.6909
	7/48 [===>..........................] - ETA: 1:05 - loss: 0.8931 - accuracy: 0.6897
	8/48 [===>..........................] - ETA: 1:03 - loss: 0.8964 - accuracy: 0.6899
	9/48 [====>.........................] - ETA: 1:00 - loss: 0.8962 - accuracy: 0.6901
	10/48 [=====>........................] - ETA: 57s - loss: 0.8985 - accuracy: 0.6906
	11/48 [=====>........................] - ETA: 55s - loss: 0.8965 - accuracy: 0.6903
	12/48 [======>.......................] - ETA: 53s - loss: 0.8933 - accuracy: 0.6908
	13/48 [======>.......................] - ETA: 52s - loss: 0.8952 - accuracy: 0.6891
	14/48 [=======>......................] - ETA: 50s - loss: 0.8967 - accuracy: 0.6879
	15/48 [========>.....................] - ETA: 48s - loss: 0.8949 - accuracy: 0.6887
	16/48 [========>.....................] - ETA: 46s - loss: 0.8978 - accuracy: 0.6881
	17/48 [=========>....................] - ETA: 45s - loss: 0.9002 - accuracy: 0.6874
	18/48 [==========>...................] - ETA: 43s - loss: 0.9024 - accuracy: 0.6861
	19/48 [==========>...................] - ETA: 41s - loss: 0.9034 - accuracy: 0.6864
	20/48 [===========>..................] - ETA: 40s - loss: 0.9013 - accuracy: 0.6875
	21/48 [===========>..................] - ETA: 38s - loss: 0.8998 - accuracy: 0.6878
	22/48 [============>.................] - ETA: 37s - loss: 0.8990 - accuracy: 0.6881
	23/48 [=============>................] - ETA: 35s - loss: 0.8993 - accuracy: 0.6876
	24/48 [=============>................] - ETA: 34s - loss: 0.9015 - accuracy: 0.6874
	25/48 [==============>...............] - ETA: 32s - loss: 0.9009 - accuracy: 0.6873
	26/48 [==============>...............] - ETA: 31s - loss: 0.9031 - accuracy: 0.6858
	27/48 [===============>..............] - ETA: 30s - loss: 0.9047 - accuracy: 0.6848
	28/48 [================>.............] - ETA: 28s - loss: 0.9042 - accuracy: 0.6850
	29/48 [================>.............] - ETA: 27s - loss: 0.9041 - accuracy: 0.6845
	30/48 [=================>............] - ETA: 25s - loss: 0.9026 - accuracy: 0.6852
	31/48 [==================>...........] - ETA: 24s - loss: 0.9036 - accuracy: 0.6844
	32/48 [==================>...........] - ETA: 23s - loss: 0.9018 - accuracy: 0.6848
	33/48 [===================>..........] - ETA: 21s - loss: 0.9024 - accuracy: 0.6847
	34/48 [===================>..........] - ETA: 20s - loss: 0.9024 - accuracy: 0.6847
	35/48 [====================>.........] - ETA: 18s - loss: 0.9035 - accuracy: 0.6844
	36/48 [=====================>........] - ETA: 17s - loss: 0.9025 - accuracy: 0.6847
	37/48 [=====================>........] - ETA: 16s - loss: 0.9025 - accuracy: 0.6849
	38/48 [======================>.......] - ETA: 14s - loss: 0.9022 - accuracy: 0.6848
	39/48 [======================>.......] - ETA: 13s - loss: 0.9020 - accuracy: 0.6853
	40/48 [=======================>......] - ETA: 12s - loss: 0.9020 - accuracy: 0.6852
	41/48 [========================>.....] - ETA: 10s - loss: 0.9027 - accuracy: 0.6848
	42/48 [========================>.....] - ETA: 9s - loss: 0.9028 - accuracy: 0.6851
	43/48 [=========================>....] - ETA: 7s - loss: 0.9020 - accuracy: 0.6855
	44/48 [==========================>...] - ETA: 6s - loss: 0.9030 - accuracy: 0.6852
	45/48 [==========================>...] - ETA: 5s - loss: 0.9028 - accuracy: 0.6850
	46/48 [===========================>..] - ETA: 3s - loss: 0.9029 - accuracy: 0.6845
	47/48 [===========================>..] - ETA: 2s - loss: 0.9018 - accuracy: 0.6853
	48/48 [============================>.] - ETA: 1s - loss: 0.9011 - accuracy: 0.6857
	49/48 [==============================] - 71s 1s/step - loss: 0.9004 - accuracy: 0.6858 - val_loss: 0.9424 - val_accuracy: 0.6729
	Epoch 29/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.8638 - accuracy: 0.7139
	2/48 [>.............................] - ETA: 1:04 - loss: 0.8584 - accuracy: 0.7100
	3/48 [>.............................] - ETA: 1:01 - loss: 0.8455 - accuracy: 0.7152
	4/48 [=>............................] - ETA: 1:00 - loss: 0.8473 - accuracy: 0.7144
	5/48 [==>...........................] - ETA: 58s - loss: 0.8519 - accuracy: 0.7111
	6/48 [==>...........................] - ETA: 56s - loss: 0.8537 - accuracy: 0.7108
	7/48 [===>..........................] - ETA: 55s - loss: 0.8510 - accuracy: 0.7091
	8/48 [===>..........................] - ETA: 54s - loss: 0.8575 - accuracy: 0.7065
	9/48 [====>.........................] - ETA: 52s - loss: 0.8613 - accuracy: 0.7058
	10/48 [=====>........................] - ETA: 51s - loss: 0.8660 - accuracy: 0.7041
	11/48 [=====>........................] - ETA: 50s - loss: 0.8701 - accuracy: 0.7011
	12/48 [======>.......................] - ETA: 48s - loss: 0.8749 - accuracy: 0.6985
	13/48 [======>.......................] - ETA: 47s - loss: 0.8774 - accuracy: 0.6981
	14/48 [=======>......................] - ETA: 46s - loss: 0.8788 - accuracy: 0.6968
	15/48 [========>.....................] - ETA: 44s - loss: 0.8791 - accuracy: 0.6966
	16/48 [========>.....................] - ETA: 43s - loss: 0.8793 - accuracy: 0.6963
	17/48 [=========>....................] - ETA: 42s - loss: 0.8805 - accuracy: 0.6954
	18/48 [==========>...................] - ETA: 41s - loss: 0.8810 - accuracy: 0.6944
	19/48 [==========>...................] - ETA: 39s - loss: 0.8808 - accuracy: 0.6941
	20/48 [===========>..................] - ETA: 38s - loss: 0.8796 - accuracy: 0.6946
	21/48 [===========>..................] - ETA: 37s - loss: 0.8804 - accuracy: 0.6943
	22/48 [============>.................] - ETA: 35s - loss: 0.8811 - accuracy: 0.6931
	23/48 [=============>................] - ETA: 34s - loss: 0.8817 - accuracy: 0.6930
	24/48 [=============>................] - ETA: 33s - loss: 0.8798 - accuracy: 0.6943
	25/48 [==============>...............] - ETA: 31s - loss: 0.8802 - accuracy: 0.6943
	26/48 [==============>...............] - ETA: 30s - loss: 0.8829 - accuracy: 0.6932
	27/48 [===============>..............] - ETA: 29s - loss: 0.8829 - accuracy: 0.6934
	28/48 [================>.............] - ETA: 27s - loss: 0.8825 - accuracy: 0.6937
	29/48 [================>.............] - ETA: 26s - loss: 0.8825 - accuracy: 0.6939
	30/48 [=================>............] - ETA: 25s - loss: 0.8846 - accuracy: 0.6932
	31/48 [==================>...........] - ETA: 23s - loss: 0.8862 - accuracy: 0.6924
	32/48 [==================>...........] - ETA: 22s - loss: 0.8842 - accuracy: 0.6935
	33/48 [===================>..........] - ETA: 21s - loss: 0.8838 - accuracy: 0.6938
	34/48 [===================>..........] - ETA: 19s - loss: 0.8848 - accuracy: 0.6933
	35/48 [====================>.........] - ETA: 18s - loss: 0.8844 - accuracy: 0.6933
	36/48 [=====================>........] - ETA: 17s - loss: 0.8851 - accuracy: 0.6933
	37/48 [=====================>........] - ETA: 15s - loss: 0.8849 - accuracy: 0.6932
	38/48 [======================>.......] - ETA: 14s - loss: 0.8846 - accuracy: 0.6931
	39/48 [======================>.......] - ETA: 13s - loss: 0.8834 - accuracy: 0.6938
	40/48 [=======================>......] - ETA: 11s - loss: 0.8821 - accuracy: 0.6944
	41/48 [========================>.....] - ETA: 10s - loss: 0.8831 - accuracy: 0.6940
	42/48 [========================>.....] - ETA: 9s - loss: 0.8821 - accuracy: 0.6942
	43/48 [=========================>....] - ETA: 7s - loss: 0.8813 - accuracy: 0.6945
	44/48 [==========================>...] - ETA: 6s - loss: 0.8804 - accuracy: 0.6947
	45/48 [==========================>...] - ETA: 5s - loss: 0.8826 - accuracy: 0.6939
	46/48 [===========================>..] - ETA: 3s - loss: 0.8825 - accuracy: 0.6939
	47/48 [===========================>..] - ETA: 2s - loss: 0.8817 - accuracy: 0.6940
	48/48 [============================>.] - ETA: 1s - loss: 0.8813 - accuracy: 0.6940
	49/48 [==============================] - 70s 1s/step - loss: 0.8817 - accuracy: 0.6940 - val_loss: 0.9369 - val_accuracy: 0.6741
	Epoch 30/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.8671 - accuracy: 0.6943
	2/48 [>.............................] - ETA: 1:05 - loss: 0.8518 - accuracy: 0.7075
	3/48 [>.............................] - ETA: 1:04 - loss: 0.8545 - accuracy: 0.7041
	4/48 [=>............................] - ETA: 1:02 - loss: 0.8676 - accuracy: 0.6985
	5/48 [==>...........................] - ETA: 1:01 - loss: 0.8651 - accuracy: 0.7025
	6/48 [==>...........................] - ETA: 59s - loss: 0.8606 - accuracy: 0.7039
	7/48 [===>..........................] - ETA: 58s - loss: 0.8663 - accuracy: 0.6996
	8/48 [===>..........................] - ETA: 56s - loss: 0.8631 - accuracy: 0.6992
	9/48 [====>.........................] - ETA: 55s - loss: 0.8647 - accuracy: 0.6990
	10/48 [=====>........................] - ETA: 53s - loss: 0.8631 - accuracy: 0.6988
	11/48 [=====>........................] - ETA: 52s - loss: 0.8613 - accuracy: 0.6987
	12/48 [======>.......................] - ETA: 50s - loss: 0.8646 - accuracy: 0.6982
	13/48 [======>.......................] - ETA: 49s - loss: 0.8630 - accuracy: 0.6980
	14/48 [=======>......................] - ETA: 47s - loss: 0.8598 - accuracy: 0.7001
	15/48 [========>.....................] - ETA: 46s - loss: 0.8595 - accuracy: 0.7001
	16/48 [========>.....................] - ETA: 44s - loss: 0.8600 - accuracy: 0.6996
	17/48 [=========>....................] - ETA: 43s - loss: 0.8616 - accuracy: 0.6982
	18/48 [==========>...................] - ETA: 41s - loss: 0.8646 - accuracy: 0.6974
	19/48 [==========>...................] - ETA: 40s - loss: 0.8653 - accuracy: 0.6977
	20/48 [===========>..................] - ETA: 39s - loss: 0.8651 - accuracy: 0.6976
	21/48 [===========>..................] - ETA: 38s - loss: 0.8667 - accuracy: 0.6964
	22/48 [============>.................] - ETA: 37s - loss: 0.8657 - accuracy: 0.6974
	23/48 [=============>................] - ETA: 36s - loss: 0.8673 - accuracy: 0.6971
	24/48 [=============>................] - ETA: 34s - loss: 0.8697 - accuracy: 0.6959
	25/48 [==============>...............] - ETA: 33s - loss: 0.8699 - accuracy: 0.6957
	26/48 [==============>...............] - ETA: 32s - loss: 0.8725 - accuracy: 0.6947
	27/48 [===============>..............] - ETA: 30s - loss: 0.8717 - accuracy: 0.6949
	28/48 [================>.............] - ETA: 29s - loss: 0.8756 - accuracy: 0.6931
	29/48 [================>.............] - ETA: 27s - loss: 0.8761 - accuracy: 0.6931
	30/48 [=================>............] - ETA: 26s - loss: 0.8755 - accuracy: 0.6937
	31/48 [==================>...........] - ETA: 24s - loss: 0.8754 - accuracy: 0.6937
	32/48 [==================>...........] - ETA: 23s - loss: 0.8767 - accuracy: 0.6939
	33/48 [===================>..........] - ETA: 22s - loss: 0.8751 - accuracy: 0.6944
	34/48 [===================>..........] - ETA: 20s - loss: 0.8745 - accuracy: 0.6950
	35/48 [====================>.........] - ETA: 19s - loss: 0.8750 - accuracy: 0.6948
	36/48 [=====================>........] - ETA: 17s - loss: 0.8759 - accuracy: 0.6945
	37/48 [=====================>........] - ETA: 16s - loss: 0.8775 - accuracy: 0.6940
	38/48 [======================>.......] - ETA: 15s - loss: 0.8778 - accuracy: 0.6938
	39/48 [======================>.......] - ETA: 13s - loss: 0.8786 - accuracy: 0.6933
	40/48 [=======================>......] - ETA: 12s - loss: 0.8793 - accuracy: 0.6929
	41/48 [========================>.....] - ETA: 10s - loss: 0.8787 - accuracy: 0.6930
	42/48 [========================>.....] - ETA: 9s - loss: 0.8783 - accuracy: 0.6931
	43/48 [=========================>....] - ETA: 8s - loss: 0.8776 - accuracy: 0.6932
	44/48 [==========================>...] - ETA: 6s - loss: 0.8784 - accuracy: 0.6929
	45/48 [==========================>...] - ETA: 5s - loss: 0.8789 - accuracy: 0.6928
	46/48 [===========================>..] - ETA: 3s - loss: 0.8790 - accuracy: 0.6924
	47/48 [===========================>..] - ETA: 2s - loss: 0.8793 - accuracy: 0.6924
	48/48 [============================>.] - ETA: 1s - loss: 0.8782 - accuracy: 0.6931
	49/48 [==============================] - 72s 1s/step - loss: 0.8783 - accuracy: 0.6932 - val_loss: 0.9420 - val_accuracy: 0.6680
	Epoch 31/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.9285 - accuracy: 0.6689
	2/48 [>.............................] - ETA: 1:02 - loss: 0.9041 - accuracy: 0.6792
	3/48 [>.............................] - ETA: 1:01 - loss: 0.8825 - accuracy: 0.6921
	4/48 [=>............................] - ETA: 1:00 - loss: 0.8840 - accuracy: 0.6882
	5/48 [==>...........................] - ETA: 58s - loss: 0.8884 - accuracy: 0.6902
	6/48 [==>...........................] - ETA: 56s - loss: 0.8768 - accuracy: 0.6937
	7/48 [===>..........................] - ETA: 55s - loss: 0.8760 - accuracy: 0.6953
	8/48 [===>..........................] - ETA: 53s - loss: 0.8716 - accuracy: 0.6967
	9/48 [====>.........................] - ETA: 52s - loss: 0.8666 - accuracy: 0.6987
	10/48 [=====>........................] - ETA: 51s - loss: 0.8690 - accuracy: 0.6976
	11/48 [=====>........................] - ETA: 49s - loss: 0.8668 - accuracy: 0.6979
	12/48 [======>.......................] - ETA: 48s - loss: 0.8658 - accuracy: 0.6984
	13/48 [======>.......................] - ETA: 47s - loss: 0.8647 - accuracy: 0.6981
	14/48 [=======>......................] - ETA: 45s - loss: 0.8646 - accuracy: 0.6985
	15/48 [========>.....................] - ETA: 44s - loss: 0.8643 - accuracy: 0.6988
	16/48 [========>.....................] - ETA: 42s - loss: 0.8680 - accuracy: 0.6974
	17/48 [=========>....................] - ETA: 41s - loss: 0.8680 - accuracy: 0.6975
	18/48 [==========>...................] - ETA: 40s - loss: 0.8675 - accuracy: 0.6976
	19/48 [==========>...................] - ETA: 38s - loss: 0.8649 - accuracy: 0.6977
	20/48 [===========>..................] - ETA: 37s - loss: 0.8663 - accuracy: 0.6968
	21/48 [===========>..................] - ETA: 36s - loss: 0.8660 - accuracy: 0.6978
	22/48 [============>.................] - ETA: 35s - loss: 0.8671 - accuracy: 0.6977
	23/48 [=============>................] - ETA: 33s - loss: 0.8693 - accuracy: 0.6974
	24/48 [=============>................] - ETA: 32s - loss: 0.8681 - accuracy: 0.6979
	25/48 [==============>...............] - ETA: 31s - loss: 0.8673 - accuracy: 0.6981
	26/48 [==============>...............] - ETA: 29s - loss: 0.8668 - accuracy: 0.6983
	27/48 [===============>..............] - ETA: 28s - loss: 0.8664 - accuracy: 0.6982
	28/48 [================>.............] - ETA: 27s - loss: 0.8651 - accuracy: 0.6987
	29/48 [================>.............] - ETA: 25s - loss: 0.8650 - accuracy: 0.6986
	30/48 [=================>............] - ETA: 24s - loss: 0.8667 - accuracy: 0.6981
	31/48 [==================>...........] - ETA: 23s - loss: 0.8668 - accuracy: 0.6980
	32/48 [==================>...........] - ETA: 22s - loss: 0.8668 - accuracy: 0.6975
	33/48 [===================>..........] - ETA: 20s - loss: 0.8655 - accuracy: 0.6981
	34/48 [===================>..........] - ETA: 19s - loss: 0.8648 - accuracy: 0.6986
	35/48 [====================>.........] - ETA: 18s - loss: 0.8657 - accuracy: 0.6986
	36/48 [=====================>........] - ETA: 16s - loss: 0.8652 - accuracy: 0.6986
	37/48 [=====================>........] - ETA: 15s - loss: 0.8665 - accuracy: 0.6980
	38/48 [======================>.......] - ETA: 14s - loss: 0.8661 - accuracy: 0.6981
	39/48 [======================>.......] - ETA: 12s - loss: 0.8695 - accuracy: 0.6968
	40/48 [=======================>......] - ETA: 11s - loss: 0.8678 - accuracy: 0.6973
	41/48 [========================>.....] - ETA: 10s - loss: 0.8705 - accuracy: 0.6960
	42/48 [========================>.....] - ETA: 8s - loss: 0.8720 - accuracy: 0.6955
	43/48 [=========================>....] - ETA: 7s - loss: 0.8743 - accuracy: 0.6948
	44/48 [==========================>...] - ETA: 6s - loss: 0.8757 - accuracy: 0.6940
	45/48 [==========================>...] - ETA: 5s - loss: 0.8773 - accuracy: 0.6937
	46/48 [===========================>..] - ETA: 3s - loss: 0.8773 - accuracy: 0.6937
	47/48 [===========================>..] - ETA: 2s - loss: 0.8789 - accuracy: 0.6932
	48/48 [============================>.] - ETA: 1s - loss: 0.8788 - accuracy: 0.6935
	49/48 [==============================] - 69s 1s/step - loss: 0.8807 - accuracy: 0.6931 - val_loss: 0.9244 - val_accuracy: 0.6775
	Epoch 32/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.8821 - accuracy: 0.7041
	2/48 [>.............................] - ETA: 1:01 - loss: 0.9228 - accuracy: 0.6943
	3/48 [>.............................] - ETA: 1:00 - loss: 0.8944 - accuracy: 0.7015
	4/48 [=>............................] - ETA: 58s - loss: 0.8944 - accuracy: 0.6931
	5/48 [==>...........................] - ETA: 57s - loss: 0.8971 - accuracy: 0.6895
	6/48 [==>...........................] - ETA: 56s - loss: 0.8919 - accuracy: 0.6912
	7/48 [===>..........................] - ETA: 54s - loss: 0.8890 - accuracy: 0.6910
	8/48 [===>..........................] - ETA: 53s - loss: 0.8790 - accuracy: 0.6937
	9/48 [====>.........................] - ETA: 52s - loss: 0.8785 - accuracy: 0.6928
	10/48 [=====>........................] - ETA: 50s - loss: 0.8805 - accuracy: 0.6903
	11/48 [=====>........................] - ETA: 49s - loss: 0.8792 - accuracy: 0.6913
	12/48 [======>.......................] - ETA: 47s - loss: 0.8778 - accuracy: 0.6915
	13/48 [======>.......................] - ETA: 46s - loss: 0.8744 - accuracy: 0.6923
	14/48 [=======>......................] - ETA: 45s - loss: 0.8696 - accuracy: 0.6941
	15/48 [========>.....................] - ETA: 44s - loss: 0.8688 - accuracy: 0.6948
	16/48 [========>.....................] - ETA: 42s - loss: 0.8714 - accuracy: 0.6947
	17/48 [=========>....................] - ETA: 41s - loss: 0.8717 - accuracy: 0.6951
	18/48 [==========>...................] - ETA: 40s - loss: 0.8712 - accuracy: 0.6954
	19/48 [==========>...................] - ETA: 38s - loss: 0.8670 - accuracy: 0.6963
	20/48 [===========>..................] - ETA: 37s - loss: 0.8668 - accuracy: 0.6967
	21/48 [===========>..................] - ETA: 36s - loss: 0.8669 - accuracy: 0.6964
	22/48 [============>.................] - ETA: 34s - loss: 0.8670 - accuracy: 0.6961
	23/48 [=============>................] - ETA: 33s - loss: 0.8671 - accuracy: 0.6966
	24/48 [=============>................] - ETA: 32s - loss: 0.8685 - accuracy: 0.6959
	25/48 [==============>...............] - ETA: 31s - loss: 0.8686 - accuracy: 0.6954
	26/48 [==============>...............] - ETA: 29s - loss: 0.8699 - accuracy: 0.6948
	27/48 [===============>..............] - ETA: 28s - loss: 0.8708 - accuracy: 0.6949
	28/48 [================>.............] - ETA: 27s - loss: 0.8695 - accuracy: 0.6957
	29/48 [================>.............] - ETA: 25s - loss: 0.8680 - accuracy: 0.6962
	30/48 [=================>............] - ETA: 24s - loss: 0.8663 - accuracy: 0.6972
	31/48 [==================>...........] - ETA: 23s - loss: 0.8670 - accuracy: 0.6969
	32/48 [==================>...........] - ETA: 21s - loss: 0.8649 - accuracy: 0.6974
	33/48 [===================>..........] - ETA: 20s - loss: 0.8651 - accuracy: 0.6978
	34/48 [===================>..........] - ETA: 19s - loss: 0.8645 - accuracy: 0.6981
	35/48 [====================>.........] - ETA: 18s - loss: 0.8646 - accuracy: 0.6982
	36/48 [=====================>........] - ETA: 16s - loss: 0.8627 - accuracy: 0.6988
	37/48 [=====================>........] - ETA: 15s - loss: 0.8637 - accuracy: 0.6988
	38/48 [======================>.......] - ETA: 14s - loss: 0.8628 - accuracy: 0.6990
	39/48 [======================>.......] - ETA: 12s - loss: 0.8603 - accuracy: 0.6995
	40/48 [=======================>......] - ETA: 11s - loss: 0.8590 - accuracy: 0.6999
	41/48 [========================>.....] - ETA: 10s - loss: 0.8577 - accuracy: 0.7004
	42/48 [========================>.....] - ETA: 8s - loss: 0.8584 - accuracy: 0.7000
	43/48 [=========================>....] - ETA: 7s - loss: 0.8574 - accuracy: 0.7006
	44/48 [==========================>...] - ETA: 6s - loss: 0.8593 - accuracy: 0.6999
	45/48 [==========================>...] - ETA: 4s - loss: 0.8599 - accuracy: 0.6998
	46/48 [===========================>..] - ETA: 3s - loss: 0.8595 - accuracy: 0.6996
	47/48 [===========================>..] - ETA: 2s - loss: 0.8599 - accuracy: 0.6998
	48/48 [============================>.] - ETA: 1s - loss: 0.8592 - accuracy: 0.7001
	49/48 [==============================] - 69s 1s/step - loss: 0.8600 - accuracy: 0.6999 - val_loss: 0.9187 - val_accuracy: 0.6783
	Epoch 33/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.8197 - accuracy: 0.7207
	2/48 [>.............................] - ETA: 1:00 - loss: 0.8717 - accuracy: 0.6982
	3/48 [>.............................] - ETA: 59s - loss: 0.8758 - accuracy: 0.6969
	4/48 [=>............................] - ETA: 58s - loss: 0.8584 - accuracy: 0.7039
	5/48 [==>...........................] - ETA: 57s - loss: 0.8537 - accuracy: 0.7039
	6/48 [==>...........................] - ETA: 56s - loss: 0.8580 - accuracy: 0.7033
	7/48 [===>..........................] - ETA: 54s - loss: 0.8584 - accuracy: 0.7031
	8/48 [===>..........................] - ETA: 53s - loss: 0.8588 - accuracy: 0.7035
	9/48 [====>.........................] - ETA: 52s - loss: 0.8605 - accuracy: 0.7036
	10/48 [=====>........................] - ETA: 50s - loss: 0.8547 - accuracy: 0.7065
	11/48 [=====>........................] - ETA: 49s - loss: 0.8520 - accuracy: 0.7066
	12/48 [======>.......................] - ETA: 48s - loss: 0.8499 - accuracy: 0.7076
	13/48 [======>.......................] - ETA: 46s - loss: 0.8507 - accuracy: 0.7064
	14/48 [=======>......................] - ETA: 45s - loss: 0.8495 - accuracy: 0.7056
	15/48 [========>.....................] - ETA: 43s - loss: 0.8491 - accuracy: 0.7056
	16/48 [========>.....................] - ETA: 42s - loss: 0.8492 - accuracy: 0.7051
	17/48 [=========>....................] - ETA: 41s - loss: 0.8533 - accuracy: 0.7036
	18/48 [==========>...................] - ETA: 39s - loss: 0.8513 - accuracy: 0.7043
	19/48 [==========>...................] - ETA: 38s - loss: 0.8504 - accuracy: 0.7041
	20/48 [===========>..................] - ETA: 37s - loss: 0.8515 - accuracy: 0.7035
	21/48 [===========>..................] - ETA: 36s - loss: 0.8525 - accuracy: 0.7029
	22/48 [============>.................] - ETA: 34s - loss: 0.8530 - accuracy: 0.7020
	23/48 [=============>................] - ETA: 33s - loss: 0.8538 - accuracy: 0.7014
	24/48 [=============>................] - ETA: 32s - loss: 0.8518 - accuracy: 0.7020
	25/48 [==============>...............] - ETA: 31s - loss: 0.8517 - accuracy: 0.7021
	26/48 [==============>...............] - ETA: 29s - loss: 0.8520 - accuracy: 0.7021
	27/48 [===============>..............] - ETA: 28s - loss: 0.8517 - accuracy: 0.7024
	28/48 [================>.............] - ETA: 27s - loss: 0.8531 - accuracy: 0.7020
	29/48 [================>.............] - ETA: 25s - loss: 0.8530 - accuracy: 0.7022
	30/48 [=================>............] - ETA: 24s - loss: 0.8523 - accuracy: 0.7023
	31/48 [==================>...........] - ETA: 23s - loss: 0.8520 - accuracy: 0.7026
	32/48 [==================>...........] - ETA: 21s - loss: 0.8529 - accuracy: 0.7017
	33/48 [===================>..........] - ETA: 20s - loss: 0.8522 - accuracy: 0.7018
	34/48 [===================>..........] - ETA: 19s - loss: 0.8515 - accuracy: 0.7025
	35/48 [====================>.........] - ETA: 18s - loss: 0.8505 - accuracy: 0.7030
	36/48 [=====================>........] - ETA: 16s - loss: 0.8492 - accuracy: 0.7033
	37/48 [=====================>........] - ETA: 15s - loss: 0.8503 - accuracy: 0.7026
	38/48 [======================>.......] - ETA: 14s - loss: 0.8503 - accuracy: 0.7026
	39/48 [======================>.......] - ETA: 12s - loss: 0.8509 - accuracy: 0.7023
	40/48 [=======================>......] - ETA: 11s - loss: 0.8511 - accuracy: 0.7022
	41/48 [========================>.....] - ETA: 10s - loss: 0.8507 - accuracy: 0.7023
	42/48 [========================>.....] - ETA: 9s - loss: 0.8510 - accuracy: 0.7020
	43/48 [=========================>....] - ETA: 7s - loss: 0.8527 - accuracy: 0.7014
	44/48 [==========================>...] - ETA: 6s - loss: 0.8535 - accuracy: 0.7012
	45/48 [==========================>...] - ETA: 5s - loss: 0.8535 - accuracy: 0.7013
	46/48 [===========================>..] - ETA: 3s - loss: 0.8529 - accuracy: 0.7017
	47/48 [===========================>..] - ETA: 2s - loss: 0.8520 - accuracy: 0.7023
	48/48 [============================>.] - ETA: 1s - loss: 0.8533 - accuracy: 0.7016
	49/48 [==============================] - 69s 1s/step - loss: 0.8545 - accuracy: 0.7014 - val_loss: 0.9571 - val_accuracy: 0.6664
	Epoch 34/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.8554 - accuracy: 0.7021
	2/48 [>.............................] - ETA: 1:00 - loss: 0.8637 - accuracy: 0.7090
	3/48 [>.............................] - ETA: 59s - loss: 0.8867 - accuracy: 0.6969
	4/48 [=>............................] - ETA: 58s - loss: 0.8893 - accuracy: 0.7009
	5/48 [==>...........................] - ETA: 57s - loss: 0.8767 - accuracy: 0.7029
	6/48 [==>...........................] - ETA: 55s - loss: 0.8775 - accuracy: 0.7004
	7/48 [===>..........................] - ETA: 54s - loss: 0.8679 - accuracy: 0.7019
	8/48 [===>..........................] - ETA: 53s - loss: 0.8769 - accuracy: 0.6990
	9/48 [====>.........................] - ETA: 51s - loss: 0.8751 - accuracy: 0.6978
	10/48 [=====>........................] - ETA: 50s - loss: 0.8750 - accuracy: 0.6983
	11/48 [=====>........................] - ETA: 49s - loss: 0.8765 - accuracy: 0.6966
	12/48 [======>.......................] - ETA: 48s - loss: 0.8793 - accuracy: 0.6949
	13/48 [======>.......................] - ETA: 46s - loss: 0.8753 - accuracy: 0.6965
	14/48 [=======>......................] - ETA: 45s - loss: 0.8730 - accuracy: 0.6987
	15/48 [========>.....................] - ETA: 44s - loss: 0.8758 - accuracy: 0.6972
	16/48 [========>.....................] - ETA: 42s - loss: 0.8750 - accuracy: 0.6983
	17/48 [=========>....................] - ETA: 41s - loss: 0.8722 - accuracy: 0.6993
	18/48 [==========>...................] - ETA: 40s - loss: 0.8715 - accuracy: 0.6996
	19/48 [==========>...................] - ETA: 38s - loss: 0.8684 - accuracy: 0.7000
	20/48 [===========>..................] - ETA: 37s - loss: 0.8697 - accuracy: 0.6996
	21/48 [===========>..................] - ETA: 36s - loss: 0.8692 - accuracy: 0.6991
	22/48 [============>.................] - ETA: 35s - loss: 0.8687 - accuracy: 0.6990
	23/48 [=============>................] - ETA: 33s - loss: 0.8678 - accuracy: 0.6993
	24/48 [=============>................] - ETA: 32s - loss: 0.8663 - accuracy: 0.7002
	25/48 [==============>...............] - ETA: 31s - loss: 0.8658 - accuracy: 0.7002
	26/48 [==============>...............] - ETA: 29s - loss: 0.8645 - accuracy: 0.7007
	27/48 [===============>..............] - ETA: 28s - loss: 0.8632 - accuracy: 0.7009
	28/48 [================>.............] - ETA: 27s - loss: 0.8623 - accuracy: 0.7010
	29/48 [================>.............] - ETA: 25s - loss: 0.8609 - accuracy: 0.7016
	30/48 [=================>............] - ETA: 24s - loss: 0.8614 - accuracy: 0.7014
	31/48 [==================>...........] - ETA: 23s - loss: 0.8598 - accuracy: 0.7018
	32/48 [==================>...........] - ETA: 21s - loss: 0.8589 - accuracy: 0.7024
	33/48 [===================>..........] - ETA: 20s - loss: 0.8588 - accuracy: 0.7023
	34/48 [===================>..........] - ETA: 19s - loss: 0.8578 - accuracy: 0.7025
	35/48 [====================>.........] - ETA: 18s - loss: 0.8553 - accuracy: 0.7035
	36/48 [=====================>........] - ETA: 16s - loss: 0.8543 - accuracy: 0.7036
	37/48 [=====================>........] - ETA: 15s - loss: 0.8537 - accuracy: 0.7034
	38/48 [======================>.......] - ETA: 14s - loss: 0.8534 - accuracy: 0.7034
	39/48 [======================>.......] - ETA: 12s - loss: 0.8540 - accuracy: 0.7035
	40/48 [=======================>......] - ETA: 11s - loss: 0.8523 - accuracy: 0.7040
	41/48 [========================>.....] - ETA: 10s - loss: 0.8524 - accuracy: 0.7038
	42/48 [========================>.....] - ETA: 8s - loss: 0.8516 - accuracy: 0.7042
	43/48 [=========================>....] - ETA: 7s - loss: 0.8517 - accuracy: 0.7041
	44/48 [==========================>...] - ETA: 6s - loss: 0.8506 - accuracy: 0.7043
	45/48 [==========================>...] - ETA: 5s - loss: 0.8501 - accuracy: 0.7047
	46/48 [===========================>..] - ETA: 3s - loss: 0.8500 - accuracy: 0.7048
	47/48 [===========================>..] - ETA: 2s - loss: 0.8495 - accuracy: 0.7050
	48/48 [============================>.] - ETA: 1s - loss: 0.8504 - accuracy: 0.7047
	49/48 [==============================] - 69s 1s/step - loss: 0.8507 - accuracy: 0.7047 - val_loss: 0.9019 - val_accuracy: 0.6860
	Epoch 35/100

	1/48 [..............................] - ETA: 1:01 - loss: 0.7388 - accuracy: 0.7402
	2/48 [>.............................] - ETA: 1:01 - loss: 0.7895 - accuracy: 0.7295
	3/48 [>.............................] - ETA: 59s - loss: 0.8045 - accuracy: 0.7256
	4/48 [=>............................] - ETA: 58s - loss: 0.8038 - accuracy: 0.7239
	5/48 [==>...........................] - ETA: 57s - loss: 0.8108 - accuracy: 0.7209
	6/48 [==>...........................] - ETA: 55s - loss: 0.8149 - accuracy: 0.7168
	7/48 [===>..........................] - ETA: 54s - loss: 0.8152 - accuracy: 0.7144
	8/48 [===>..........................] - ETA: 53s - loss: 0.8148 - accuracy: 0.7151
	9/48 [====>.........................] - ETA: 51s - loss: 0.8202 - accuracy: 0.7144
	10/48 [=====>........................] - ETA: 50s - loss: 0.8202 - accuracy: 0.7137
	11/48 [=====>........................] - ETA: 49s - loss: 0.8256 - accuracy: 0.7105
	12/48 [======>.......................] - ETA: 47s - loss: 0.8266 - accuracy: 0.7105
	13/48 [======>.......................] - ETA: 46s - loss: 0.8272 - accuracy: 0.7098
	14/48 [=======>......................] - ETA: 45s - loss: 0.8259 - accuracy: 0.7103
	15/48 [========>.....................] - ETA: 44s - loss: 0.8252 - accuracy: 0.7109
	16/48 [========>.....................] - ETA: 42s - loss: 0.8246 - accuracy: 0.7118
	17/48 [=========>....................] - ETA: 41s - loss: 0.8259 - accuracy: 0.7113
	18/48 [==========>...................] - ETA: 40s - loss: 0.8283 - accuracy: 0.7097
	19/48 [==========>...................] - ETA: 38s - loss: 0.8278 - accuracy: 0.7104
	20/48 [===========>..................] - ETA: 37s - loss: 0.8282 - accuracy: 0.7101
	21/48 [===========>..................] - ETA: 36s - loss: 0.8274 - accuracy: 0.7103
	22/48 [============>.................] - ETA: 34s - loss: 0.8278 - accuracy: 0.7101
	23/48 [=============>................] - ETA: 33s - loss: 0.8311 - accuracy: 0.7091
	24/48 [=============>................] - ETA: 32s - loss: 0.8297 - accuracy: 0.7099
	25/48 [==============>...............] - ETA: 31s - loss: 0.8307 - accuracy: 0.7095
	26/48 [==============>...............] - ETA: 29s - loss: 0.8294 - accuracy: 0.7100
	27/48 [===============>..............] - ETA: 28s - loss: 0.8277 - accuracy: 0.7101
	28/48 [================>.............] - ETA: 27s - loss: 0.8283 - accuracy: 0.7102
	29/48 [================>.............] - ETA: 25s - loss: 0.8281 - accuracy: 0.7110
	30/48 [=================>............] - ETA: 24s - loss: 0.8312 - accuracy: 0.7097
	31/48 [==================>...........] - ETA: 23s - loss: 0.8321 - accuracy: 0.7090
	32/48 [==================>...........] - ETA: 22s - loss: 0.8322 - accuracy: 0.7093
	33/48 [===================>..........] - ETA: 20s - loss: 0.8322 - accuracy: 0.7090
	34/48 [===================>..........] - ETA: 19s - loss: 0.8327 - accuracy: 0.7087
	35/48 [====================>.........] - ETA: 18s - loss: 0.8349 - accuracy: 0.7079
	36/48 [=====================>........] - ETA: 16s - loss: 0.8359 - accuracy: 0.7073
	37/48 [=====================>........] - ETA: 15s - loss: 0.8365 - accuracy: 0.7074
	38/48 [======================>.......] - ETA: 14s - loss: 0.8380 - accuracy: 0.7068
	39/48 [======================>.......] - ETA: 13s - loss: 0.8389 - accuracy: 0.7066
	40/48 [=======================>......] - ETA: 11s - loss: 0.8408 - accuracy: 0.7056
	41/48 [========================>.....] - ETA: 10s - loss: 0.8396 - accuracy: 0.7060
	42/48 [========================>.....] - ETA: 9s - loss: 0.8410 - accuracy: 0.7057
	43/48 [=========================>....] - ETA: 7s - loss: 0.8411 - accuracy: 0.7059
	44/48 [==========================>...] - ETA: 6s - loss: 0.8397 - accuracy: 0.7065
	45/48 [==========================>...] - ETA: 5s - loss: 0.8397 - accuracy: 0.7064
	46/48 [===========================>..] - ETA: 3s - loss: 0.8401 - accuracy: 0.7062
	47/48 [===========================>..] - ETA: 2s - loss: 0.8406 - accuracy: 0.7060
	48/48 [============================>.] - ETA: 1s - loss: 0.8408 - accuracy: 0.7055
	49/48 [==============================] - 71s 1s/step - loss: 0.8405 - accuracy: 0.7058 - val_loss: 0.9593 - val_accuracy: 0.6583
	Epoch 36/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.8832 - accuracy: 0.6865
	2/48 [>.............................] - ETA: 1:04 - loss: 0.8296 - accuracy: 0.7061
	3/48 [>.............................] - ETA: 1:04 - loss: 0.8138 - accuracy: 0.7139
	4/48 [=>............................] - ETA: 1:03 - loss: 0.8166 - accuracy: 0.7104
	5/48 [==>...........................] - ETA: 1:03 - loss: 0.8197 - accuracy: 0.7107
	6/48 [==>...........................] - ETA: 1:01 - loss: 0.8279 - accuracy: 0.7100
	7/48 [===>..........................] - ETA: 1:00 - loss: 0.8306 - accuracy: 0.7077
	8/48 [===>..........................] - ETA: 59s - loss: 0.8332 - accuracy: 0.7087
	9/48 [====>.........................] - ETA: 58s - loss: 0.8307 - accuracy: 0.7080
	10/48 [=====>........................] - ETA: 58s - loss: 0.8357 - accuracy: 0.7069
	11/48 [=====>........................] - ETA: 56s - loss: 0.8388 - accuracy: 0.7059
	12/48 [======>.......................] - ETA: 54s - loss: 0.8365 - accuracy: 0.7069
	13/48 [======>.......................] - ETA: 53s - loss: 0.8352 - accuracy: 0.7072
	14/48 [=======>......................] - ETA: 51s - loss: 0.8347 - accuracy: 0.7077
	15/48 [========>.....................] - ETA: 49s - loss: 0.8338 - accuracy: 0.7084
	16/48 [========>.....................] - ETA: 48s - loss: 0.8340 - accuracy: 0.7094
	17/48 [=========>....................] - ETA: 46s - loss: 0.8330 - accuracy: 0.7090
	18/48 [==========>...................] - ETA: 45s - loss: 0.8348 - accuracy: 0.7080
	19/48 [==========>...................] - ETA: 43s - loss: 0.8341 - accuracy: 0.7082
	20/48 [===========>..................] - ETA: 42s - loss: 0.8378 - accuracy: 0.7068
	21/48 [===========>..................] - ETA: 40s - loss: 0.8353 - accuracy: 0.7074
	22/48 [============>.................] - ETA: 39s - loss: 0.8348 - accuracy: 0.7077
	23/48 [=============>................] - ETA: 37s - loss: 0.8327 - accuracy: 0.7088
	24/48 [=============>................] - ETA: 35s - loss: 0.8349 - accuracy: 0.7084
	25/48 [==============>...............] - ETA: 34s - loss: 0.8340 - accuracy: 0.7087
	26/48 [==============>...............] - ETA: 32s - loss: 0.8357 - accuracy: 0.7076
	27/48 [===============>..............] - ETA: 31s - loss: 0.8356 - accuracy: 0.7076
	28/48 [================>.............] - ETA: 29s - loss: 0.8355 - accuracy: 0.7083
	29/48 [================>.............] - ETA: 28s - loss: 0.8347 - accuracy: 0.7084
	30/48 [=================>............] - ETA: 26s - loss: 0.8337 - accuracy: 0.7090
	31/48 [==================>...........] - ETA: 25s - loss: 0.8343 - accuracy: 0.7094
	32/48 [==================>...........] - ETA: 23s - loss: 0.8334 - accuracy: 0.7096
	33/48 [===================>..........] - ETA: 22s - loss: 0.8343 - accuracy: 0.7093
	34/48 [===================>..........] - ETA: 21s - loss: 0.8331 - accuracy: 0.7098
	35/48 [====================>.........] - ETA: 19s - loss: 0.8312 - accuracy: 0.7105
	36/48 [=====================>........] - ETA: 18s - loss: 0.8322 - accuracy: 0.7103
	37/48 [=====================>........] - ETA: 16s - loss: 0.8329 - accuracy: 0.7100
	38/48 [======================>.......] - ETA: 15s - loss: 0.8343 - accuracy: 0.7095
	39/48 [======================>.......] - ETA: 13s - loss: 0.8341 - accuracy: 0.7096
	40/48 [=======================>......] - ETA: 12s - loss: 0.8331 - accuracy: 0.7102
	41/48 [========================>.....] - ETA: 11s - loss: 0.8319 - accuracy: 0.7106
	42/48 [========================>.....] - ETA: 9s - loss: 0.8333 - accuracy: 0.7099
	43/48 [=========================>....] - ETA: 8s - loss: 0.8332 - accuracy: 0.7099
	44/48 [==========================>...] - ETA: 6s - loss: 0.8331 - accuracy: 0.7098
	45/48 [==========================>...] - ETA: 5s - loss: 0.8328 - accuracy: 0.7100
	46/48 [===========================>..] - ETA: 4s - loss: 0.8319 - accuracy: 0.7102
	47/48 [===========================>..] - ETA: 2s - loss: 0.8317 - accuracy: 0.7106
	48/48 [============================>.] - ETA: 1s - loss: 0.8321 - accuracy: 0.7103
	49/48 [==============================] - 75s 2s/step - loss: 0.8322 - accuracy: 0.7105 - val_loss: 0.9102 - val_accuracy: 0.6850
	Epoch 37/100

	1/48 [..............................] - ETA: 1:06 - loss: 0.8082 - accuracy: 0.7129
	2/48 [>.............................] - ETA: 1:06 - loss: 0.7900 - accuracy: 0.7241
	3/48 [>.............................] - ETA: 1:03 - loss: 0.8073 - accuracy: 0.7210
	4/48 [=>............................] - ETA: 1:01 - loss: 0.8132 - accuracy: 0.7170
	5/48 [==>...........................] - ETA: 59s - loss: 0.8144 - accuracy: 0.7146
	6/48 [==>...........................] - ETA: 57s - loss: 0.8127 - accuracy: 0.7161
	7/48 [===>..........................] - ETA: 57s - loss: 0.8141 - accuracy: 0.7146
	8/48 [===>..........................] - ETA: 56s - loss: 0.8189 - accuracy: 0.7153
	9/48 [====>.........................] - ETA: 55s - loss: 0.8201 - accuracy: 0.7152
	10/48 [=====>........................] - ETA: 54s - loss: 0.8222 - accuracy: 0.7149
	11/48 [=====>........................] - ETA: 53s - loss: 0.8165 - accuracy: 0.7179
	12/48 [======>.......................] - ETA: 51s - loss: 0.8120 - accuracy: 0.7187
	13/48 [======>.......................] - ETA: 51s - loss: 0.8089 - accuracy: 0.7194
	14/48 [=======>......................] - ETA: 50s - loss: 0.8095 - accuracy: 0.7201
	15/48 [========>.....................] - ETA: 48s - loss: 0.8052 - accuracy: 0.7206
	16/48 [========>.....................] - ETA: 46s - loss: 0.8048 - accuracy: 0.7192
	17/48 [=========>....................] - ETA: 45s - loss: 0.8030 - accuracy: 0.7200
	18/48 [==========>...................] - ETA: 44s - loss: 0.8074 - accuracy: 0.7187
	19/48 [==========>...................] - ETA: 42s - loss: 0.8070 - accuracy: 0.7188
	20/48 [===========>..................] - ETA: 41s - loss: 0.8071 - accuracy: 0.7181
	21/48 [===========>..................] - ETA: 39s - loss: 0.8069 - accuracy: 0.7181
	22/48 [============>.................] - ETA: 37s - loss: 0.8104 - accuracy: 0.7170
	23/48 [=============>................] - ETA: 36s - loss: 0.8123 - accuracy: 0.7169
	24/48 [=============>................] - ETA: 35s - loss: 0.8129 - accuracy: 0.7165
	25/48 [==============>...............] - ETA: 33s - loss: 0.8166 - accuracy: 0.7151
	26/48 [==============>...............] - ETA: 32s - loss: 0.8170 - accuracy: 0.7149
	27/48 [===============>..............] - ETA: 30s - loss: 0.8176 - accuracy: 0.7144
	28/48 [================>.............] - ETA: 29s - loss: 0.8200 - accuracy: 0.7138
	29/48 [================>.............] - ETA: 27s - loss: 0.8176 - accuracy: 0.7146
	30/48 [=================>............] - ETA: 26s - loss: 0.8193 - accuracy: 0.7142
	31/48 [==================>...........] - ETA: 24s - loss: 0.8182 - accuracy: 0.7145
	32/48 [==================>...........] - ETA: 23s - loss: 0.8194 - accuracy: 0.7141
	33/48 [===================>..........] - ETA: 22s - loss: 0.8179 - accuracy: 0.7149
	34/48 [===================>..........] - ETA: 20s - loss: 0.8168 - accuracy: 0.7154
	35/48 [====================>.........] - ETA: 19s - loss: 0.8152 - accuracy: 0.7159
	36/48 [=====================>........] - ETA: 17s - loss: 0.8150 - accuracy: 0.7155
	37/48 [=====================>........] - ETA: 16s - loss: 0.8157 - accuracy: 0.7154
	38/48 [======================>.......] - ETA: 15s - loss: 0.8165 - accuracy: 0.7150
	39/48 [======================>.......] - ETA: 13s - loss: 0.8166 - accuracy: 0.7151
	40/48 [=======================>......] - ETA: 12s - loss: 0.8167 - accuracy: 0.7150
	41/48 [========================>.....] - ETA: 10s - loss: 0.8168 - accuracy: 0.7149
	42/48 [========================>.....] - ETA: 9s - loss: 0.8158 - accuracy: 0.7152
	43/48 [=========================>....] - ETA: 8s - loss: 0.8159 - accuracy: 0.7153
	44/48 [==========================>...] - ETA: 6s - loss: 0.8167 - accuracy: 0.7153
	45/48 [==========================>...] - ETA: 5s - loss: 0.8165 - accuracy: 0.7153
	46/48 [===========================>..] - ETA: 3s - loss: 0.8175 - accuracy: 0.7149
	47/48 [===========================>..] - ETA: 2s - loss: 0.8179 - accuracy: 0.7147
	48/48 [============================>.] - ETA: 1s - loss: 0.8190 - accuracy: 0.7147
	49/48 [==============================] - 73s 1s/step - loss: 0.8204 - accuracy: 0.7142 - val_loss: 0.8885 - val_accuracy: 0.6899
	Epoch 38/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.8218 - accuracy: 0.7188
	2/48 [>.............................] - ETA: 1:03 - loss: 0.8506 - accuracy: 0.7119
	3/48 [>.............................] - ETA: 1:02 - loss: 0.8222 - accuracy: 0.7230
	4/48 [=>............................] - ETA: 1:01 - loss: 0.8346 - accuracy: 0.7209
	5/48 [==>...........................] - ETA: 1:00 - loss: 0.8237 - accuracy: 0.7217
	6/48 [==>...........................] - ETA: 58s - loss: 0.8225 - accuracy: 0.7205
	7/48 [===>..........................] - ETA: 57s - loss: 0.8119 - accuracy: 0.7224
	8/48 [===>..........................] - ETA: 55s - loss: 0.8063 - accuracy: 0.7229
	9/48 [====>.........................] - ETA: 54s - loss: 0.8113 - accuracy: 0.7207
	10/48 [=====>........................] - ETA: 53s - loss: 0.8138 - accuracy: 0.7202
	11/48 [=====>........................] - ETA: 51s - loss: 0.8129 - accuracy: 0.7201
	12/48 [======>.......................] - ETA: 50s - loss: 0.8102 - accuracy: 0.7207
	13/48 [======>.......................] - ETA: 49s - loss: 0.8117 - accuracy: 0.7201
	14/48 [=======>......................] - ETA: 47s - loss: 0.8099 - accuracy: 0.7211
	15/48 [========>.....................] - ETA: 46s - loss: 0.8126 - accuracy: 0.7208
	16/48 [========>.....................] - ETA: 45s - loss: 0.8143 - accuracy: 0.7197
	17/48 [=========>....................] - ETA: 44s - loss: 0.8211 - accuracy: 0.7186
	18/48 [==========>...................] - ETA: 42s - loss: 0.8173 - accuracy: 0.7197
	19/48 [==========>...................] - ETA: 41s - loss: 0.8201 - accuracy: 0.7176
	20/48 [===========>..................] - ETA: 39s - loss: 0.8209 - accuracy: 0.7178
	21/48 [===========>..................] - ETA: 38s - loss: 0.8229 - accuracy: 0.7175
	22/48 [============>.................] - ETA: 37s - loss: 0.8249 - accuracy: 0.7172
	23/48 [=============>................] - ETA: 35s - loss: 0.8261 - accuracy: 0.7168
	24/48 [=============>................] - ETA: 34s - loss: 0.8256 - accuracy: 0.7175
	25/48 [==============>...............] - ETA: 33s - loss: 0.8249 - accuracy: 0.7175
	26/48 [==============>...............] - ETA: 31s - loss: 0.8240 - accuracy: 0.7171
	27/48 [===============>..............] - ETA: 30s - loss: 0.8249 - accuracy: 0.7171
	28/48 [================>.............] - ETA: 28s - loss: 0.8249 - accuracy: 0.7167
	29/48 [================>.............] - ETA: 27s - loss: 0.8239 - accuracy: 0.7171
	30/48 [=================>............] - ETA: 26s - loss: 0.8244 - accuracy: 0.7165
	31/48 [==================>...........] - ETA: 24s - loss: 0.8263 - accuracy: 0.7156
	32/48 [==================>...........] - ETA: 23s - loss: 0.8252 - accuracy: 0.7158
	33/48 [===================>..........] - ETA: 21s - loss: 0.8236 - accuracy: 0.7164
	34/48 [===================>..........] - ETA: 20s - loss: 0.8237 - accuracy: 0.7164
	35/48 [====================>.........] - ETA: 19s - loss: 0.8262 - accuracy: 0.7153
	36/48 [=====================>........] - ETA: 17s - loss: 0.8252 - accuracy: 0.7157
	37/48 [=====================>........] - ETA: 16s - loss: 0.8251 - accuracy: 0.7156
	38/48 [======================>.......] - ETA: 15s - loss: 0.8244 - accuracy: 0.7155
	39/48 [======================>.......] - ETA: 13s - loss: 0.8233 - accuracy: 0.7160
	40/48 [=======================>......] - ETA: 12s - loss: 0.8236 - accuracy: 0.7162
	41/48 [========================>.....] - ETA: 10s - loss: 0.8234 - accuracy: 0.7159
	42/48 [========================>.....] - ETA: 9s - loss: 0.8230 - accuracy: 0.7161
	43/48 [=========================>....] - ETA: 8s - loss: 0.8220 - accuracy: 0.7163
	44/48 [==========================>...] - ETA: 6s - loss: 0.8219 - accuracy: 0.7161
	45/48 [==========================>...] - ETA: 5s - loss: 0.8218 - accuracy: 0.7162
	46/48 [===========================>..] - ETA: 3s - loss: 0.8226 - accuracy: 0.7158
	47/48 [===========================>..] - ETA: 2s - loss: 0.8228 - accuracy: 0.7155
	48/48 [============================>.] - ETA: 1s - loss: 0.8218 - accuracy: 0.7157
	49/48 [==============================] - 74s 2s/step - loss: 0.8211 - accuracy: 0.7162 - val_loss: 0.8823 - val_accuracy: 0.6895
	Epoch 39/100

	1/48 [..............................] - ETA: 1:05 - loss: 0.8045 - accuracy: 0.7188
	2/48 [>.............................] - ETA: 1:03 - loss: 0.7905 - accuracy: 0.7251
	3/48 [>.............................] - ETA: 1:02 - loss: 0.7997 - accuracy: 0.7191
	4/48 [=>............................] - ETA: 1:00 - loss: 0.8025 - accuracy: 0.7200
	5/48 [==>...........................] - ETA: 58s - loss: 0.8010 - accuracy: 0.7215
	6/48 [==>...........................] - ETA: 57s - loss: 0.7962 - accuracy: 0.7212
	7/48 [===>..........................] - ETA: 55s - loss: 0.8026 - accuracy: 0.7178
	8/48 [===>..........................] - ETA: 54s - loss: 0.8082 - accuracy: 0.7155
	9/48 [====>.........................] - ETA: 52s - loss: 0.8047 - accuracy: 0.7173
	10/48 [=====>........................] - ETA: 51s - loss: 0.8081 - accuracy: 0.7159
	11/48 [=====>........................] - ETA: 50s - loss: 0.8015 - accuracy: 0.7178
	12/48 [======>.......................] - ETA: 48s - loss: 0.8031 - accuracy: 0.7169
	13/48 [======>.......................] - ETA: 46s - loss: 0.8040 - accuracy: 0.7176
	14/48 [=======>......................] - ETA: 45s - loss: 0.8022 - accuracy: 0.7181
	15/48 [========>.....................] - ETA: 44s - loss: 0.7967 - accuracy: 0.7204
	16/48 [========>.....................] - ETA: 43s - loss: 0.7996 - accuracy: 0.7197
	17/48 [=========>....................] - ETA: 42s - loss: 0.7967 - accuracy: 0.7208
	18/48 [==========>...................] - ETA: 41s - loss: 0.7995 - accuracy: 0.7211
	19/48 [==========>...................] - ETA: 39s - loss: 0.8002 - accuracy: 0.7217
	20/48 [===========>..................] - ETA: 38s - loss: 0.8008 - accuracy: 0.7214
	21/48 [===========>..................] - ETA: 37s - loss: 0.8050 - accuracy: 0.7199
	22/48 [============>.................] - ETA: 36s - loss: 0.8069 - accuracy: 0.7185
	23/48 [=============>................] - ETA: 34s - loss: 0.8054 - accuracy: 0.7195
	24/48 [=============>................] - ETA: 33s - loss: 0.8069 - accuracy: 0.7193
	25/48 [==============>...............] - ETA: 32s - loss: 0.8083 - accuracy: 0.7187
	26/48 [==============>...............] - ETA: 30s - loss: 0.8082 - accuracy: 0.7188
	27/48 [===============>..............] - ETA: 29s - loss: 0.8068 - accuracy: 0.7193
	28/48 [================>.............] - ETA: 28s - loss: 0.8069 - accuracy: 0.7197
	29/48 [================>.............] - ETA: 26s - loss: 0.8042 - accuracy: 0.7208
	30/48 [=================>............] - ETA: 25s - loss: 0.8049 - accuracy: 0.7203
	31/48 [==================>...........] - ETA: 24s - loss: 0.8048 - accuracy: 0.7202
	32/48 [==================>...........] - ETA: 22s - loss: 0.8069 - accuracy: 0.7197
	33/48 [===================>..........] - ETA: 21s - loss: 0.8065 - accuracy: 0.7201
	34/48 [===================>..........] - ETA: 19s - loss: 0.8063 - accuracy: 0.7199
	35/48 [====================>.........] - ETA: 18s - loss: 0.8063 - accuracy: 0.7199
	36/48 [=====================>........] - ETA: 17s - loss: 0.8056 - accuracy: 0.7198
	37/48 [=====================>........] - ETA: 15s - loss: 0.8053 - accuracy: 0.7197
	38/48 [======================>.......] - ETA: 14s - loss: 0.8048 - accuracy: 0.7200
	39/48 [======================>.......] - ETA: 13s - loss: 0.8034 - accuracy: 0.7202
	40/48 [=======================>......] - ETA: 11s - loss: 0.8027 - accuracy: 0.7205
	41/48 [========================>.....] - ETA: 10s - loss: 0.8046 - accuracy: 0.7197
	42/48 [========================>.....] - ETA: 9s - loss: 0.8059 - accuracy: 0.7193
	43/48 [=========================>....] - ETA: 7s - loss: 0.8046 - accuracy: 0.7196
	44/48 [==========================>...] - ETA: 6s - loss: 0.8053 - accuracy: 0.7191
	45/48 [==========================>...] - ETA: 5s - loss: 0.8042 - accuracy: 0.7193
	46/48 [===========================>..] - ETA: 3s - loss: 0.8042 - accuracy: 0.7193
	47/48 [===========================>..] - ETA: 2s - loss: 0.8038 - accuracy: 0.7195
	48/48 [============================>.] - ETA: 1s - loss: 0.8028 - accuracy: 0.7194
	49/48 [==============================] - 71s 1s/step - loss: 0.8026 - accuracy: 0.7197 - val_loss: 0.8799 - val_accuracy: 0.6913
	Epoch 40/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.7305 - accuracy: 0.7539
	2/48 [>.............................] - ETA: 1:00 - loss: 0.7911 - accuracy: 0.7271
	3/48 [>.............................] - ETA: 59s - loss: 0.7715 - accuracy: 0.7350
	4/48 [=>............................] - ETA: 58s - loss: 0.7692 - accuracy: 0.7324
	5/48 [==>...........................] - ETA: 55s - loss: 0.7755 - accuracy: 0.7284
	6/48 [==>...........................] - ETA: 54s - loss: 0.7776 - accuracy: 0.7280
	7/48 [===>..........................] - ETA: 53s - loss: 0.7767 - accuracy: 0.7285
	8/48 [===>..........................] - ETA: 52s - loss: 0.7734 - accuracy: 0.7292
	9/48 [====>.........................] - ETA: 51s - loss: 0.7722 - accuracy: 0.7296
	10/48 [=====>........................] - ETA: 49s - loss: 0.7739 - accuracy: 0.7295
	11/48 [=====>........................] - ETA: 48s - loss: 0.7756 - accuracy: 0.7299
	12/48 [======>.......................] - ETA: 47s - loss: 0.7745 - accuracy: 0.7297
	13/48 [======>.......................] - ETA: 46s - loss: 0.7790 - accuracy: 0.7273
	14/48 [=======>......................] - ETA: 45s - loss: 0.7797 - accuracy: 0.7269
	15/48 [========>.....................] - ETA: 43s - loss: 0.7845 - accuracy: 0.7262
	16/48 [========>.....................] - ETA: 42s - loss: 0.7864 - accuracy: 0.7262
	17/48 [=========>....................] - ETA: 41s - loss: 0.7894 - accuracy: 0.7251
	18/48 [==========>...................] - ETA: 39s - loss: 0.7879 - accuracy: 0.7255
	19/48 [==========>...................] - ETA: 38s - loss: 0.7905 - accuracy: 0.7246
	20/48 [===========>..................] - ETA: 37s - loss: 0.7905 - accuracy: 0.7249
	21/48 [===========>..................] - ETA: 36s - loss: 0.7931 - accuracy: 0.7232
	22/48 [============>.................] - ETA: 34s - loss: 0.7943 - accuracy: 0.7232
	23/48 [=============>................] - ETA: 33s - loss: 0.7939 - accuracy: 0.7233
	24/48 [=============>................] - ETA: 32s - loss: 0.7936 - accuracy: 0.7230
	25/48 [==============>...............] - ETA: 30s - loss: 0.7934 - accuracy: 0.7235
	26/48 [==============>...............] - ETA: 29s - loss: 0.7966 - accuracy: 0.7219
	27/48 [===============>..............] - ETA: 28s - loss: 0.7990 - accuracy: 0.7214
	28/48 [================>.............] - ETA: 27s - loss: 0.8002 - accuracy: 0.7215
	29/48 [================>.............] - ETA: 25s - loss: 0.8003 - accuracy: 0.7217
	30/48 [=================>............] - ETA: 24s - loss: 0.8013 - accuracy: 0.7208
	31/48 [==================>...........] - ETA: 23s - loss: 0.8035 - accuracy: 0.7204
	32/48 [==================>...........] - ETA: 21s - loss: 0.8043 - accuracy: 0.7204
	33/48 [===================>..........] - ETA: 20s - loss: 0.8057 - accuracy: 0.7198
	34/48 [===================>..........] - ETA: 19s - loss: 0.8064 - accuracy: 0.7196
	35/48 [====================>.........] - ETA: 18s - loss: 0.8052 - accuracy: 0.7196
	36/48 [=====================>........] - ETA: 16s - loss: 0.8055 - accuracy: 0.7190
	37/48 [=====================>........] - ETA: 15s - loss: 0.8061 - accuracy: 0.7189
	38/48 [======================>.......] - ETA: 14s - loss: 0.8070 - accuracy: 0.7183
	39/48 [======================>.......] - ETA: 12s - loss: 0.8068 - accuracy: 0.7184
	40/48 [=======================>......] - ETA: 11s - loss: 0.8081 - accuracy: 0.7179
	41/48 [========================>.....] - ETA: 10s - loss: 0.8067 - accuracy: 0.7187
	42/48 [========================>.....] - ETA: 8s - loss: 0.8067 - accuracy: 0.7188
	43/48 [=========================>....] - ETA: 7s - loss: 0.8057 - accuracy: 0.7191
	44/48 [==========================>...] - ETA: 6s - loss: 0.8062 - accuracy: 0.7187
	45/48 [==========================>...] - ETA: 4s - loss: 0.8066 - accuracy: 0.7188
	46/48 [===========================>..] - ETA: 3s - loss: 0.8062 - accuracy: 0.7189
	47/48 [===========================>..] - ETA: 2s - loss: 0.8050 - accuracy: 0.7196
	48/48 [============================>.] - ETA: 1s - loss: 0.8043 - accuracy: 0.7198
	49/48 [==============================] - 68s 1s/step - loss: 0.8035 - accuracy: 0.7199 - val_loss: 0.8693 - val_accuracy: 0.6944
	Epoch 41/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.8763 - accuracy: 0.7109
	2/48 [>.............................] - ETA: 1:02 - loss: 0.8395 - accuracy: 0.7134
	3/48 [>.............................] - ETA: 1:00 - loss: 0.8072 - accuracy: 0.7184
	4/48 [=>............................] - ETA: 59s - loss: 0.7909 - accuracy: 0.7246
	5/48 [==>...........................] - ETA: 57s - loss: 0.7836 - accuracy: 0.7285
	6/48 [==>...........................] - ETA: 56s - loss: 0.7820 - accuracy: 0.7293
	7/48 [===>..........................] - ETA: 54s - loss: 0.7854 - accuracy: 0.7296
	8/48 [===>..........................] - ETA: 53s - loss: 0.7889 - accuracy: 0.7274
	9/48 [====>.........................] - ETA: 52s - loss: 0.7946 - accuracy: 0.7237
	10/48 [=====>........................] - ETA: 50s - loss: 0.7889 - accuracy: 0.7248
	11/48 [=====>........................] - ETA: 49s - loss: 0.7935 - accuracy: 0.7230
	12/48 [======>.......................] - ETA: 48s - loss: 0.7904 - accuracy: 0.7234
	13/48 [======>.......................] - ETA: 46s - loss: 0.7865 - accuracy: 0.7248
	14/48 [=======>......................] - ETA: 45s - loss: 0.7867 - accuracy: 0.7246
	15/48 [========>.....................] - ETA: 44s - loss: 0.7897 - accuracy: 0.7228
	16/48 [========>.....................] - ETA: 42s - loss: 0.7879 - accuracy: 0.7240
	17/48 [=========>....................] - ETA: 41s - loss: 0.7871 - accuracy: 0.7254
	18/48 [==========>...................] - ETA: 40s - loss: 0.7860 - accuracy: 0.7253
	19/48 [==========>...................] - ETA: 38s - loss: 0.7845 - accuracy: 0.7253
	20/48 [===========>..................] - ETA: 37s - loss: 0.7858 - accuracy: 0.7253
	21/48 [===========>..................] - ETA: 36s - loss: 0.7840 - accuracy: 0.7261
	22/48 [============>.................] - ETA: 35s - loss: 0.7838 - accuracy: 0.7260
	23/48 [=============>................] - ETA: 33s - loss: 0.7843 - accuracy: 0.7261
	24/48 [=============>................] - ETA: 32s - loss: 0.7873 - accuracy: 0.7245
	25/48 [==============>...............] - ETA: 31s - loss: 0.7862 - accuracy: 0.7246
	26/48 [==============>...............] - ETA: 29s - loss: 0.7840 - accuracy: 0.7255
	27/48 [===============>..............] - ETA: 28s - loss: 0.7820 - accuracy: 0.7257
	28/48 [================>.............] - ETA: 27s - loss: 0.7837 - accuracy: 0.7250
	29/48 [================>.............] - ETA: 25s - loss: 0.7832 - accuracy: 0.7258
	30/48 [=================>............] - ETA: 24s - loss: 0.7826 - accuracy: 0.7258
	31/48 [==================>...........] - ETA: 23s - loss: 0.7842 - accuracy: 0.7252
	32/48 [==================>...........] - ETA: 21s - loss: 0.7828 - accuracy: 0.7254
	33/48 [===================>..........] - ETA: 20s - loss: 0.7834 - accuracy: 0.7247
	34/48 [===================>..........] - ETA: 19s - loss: 0.7838 - accuracy: 0.7244
	35/48 [====================>.........] - ETA: 18s - loss: 0.7837 - accuracy: 0.7246
	36/48 [=====================>........] - ETA: 16s - loss: 0.7844 - accuracy: 0.7247
	37/48 [=====================>........] - ETA: 15s - loss: 0.7867 - accuracy: 0.7240
	38/48 [======================>.......] - ETA: 14s - loss: 0.7878 - accuracy: 0.7235
	39/48 [======================>.......] - ETA: 12s - loss: 0.7879 - accuracy: 0.7232
	40/48 [=======================>......] - ETA: 11s - loss: 0.7890 - accuracy: 0.7228
	41/48 [========================>.....] - ETA: 10s - loss: 0.7890 - accuracy: 0.7228
	42/48 [========================>.....] - ETA: 8s - loss: 0.7895 - accuracy: 0.7224
	43/48 [=========================>....] - ETA: 7s - loss: 0.7897 - accuracy: 0.7226
	44/48 [==========================>...] - ETA: 6s - loss: 0.7912 - accuracy: 0.7222
	45/48 [==========================>...] - ETA: 4s - loss: 0.7919 - accuracy: 0.7219
	46/48 [===========================>..] - ETA: 3s - loss: 0.7917 - accuracy: 0.7224
	47/48 [===========================>..] - ETA: 2s - loss: 0.7910 - accuracy: 0.7231
	48/48 [============================>.] - ETA: 1s - loss: 0.7923 - accuracy: 0.7228
	49/48 [==============================] - 69s 1s/step - loss: 0.7924 - accuracy: 0.7223 - val_loss: 0.8780 - val_accuracy: 0.6889
	Epoch 42/100

	1/48 [..............................] - ETA: 1:01 - loss: 0.8050 - accuracy: 0.7139
	2/48 [>.............................] - ETA: 59s - loss: 0.7931 - accuracy: 0.7134
	3/48 [>.............................] - ETA: 58s - loss: 0.7765 - accuracy: 0.7158
	4/48 [=>............................] - ETA: 57s - loss: 0.7764 - accuracy: 0.7153
	5/48 [==>...........................] - ETA: 56s - loss: 0.7739 - accuracy: 0.7188
	6/48 [==>...........................] - ETA: 54s - loss: 0.7840 - accuracy: 0.7180
	7/48 [===>..........................] - ETA: 53s - loss: 0.7774 - accuracy: 0.7213
	8/48 [===>..........................] - ETA: 52s - loss: 0.7804 - accuracy: 0.7218
	9/48 [====>.........................] - ETA: 51s - loss: 0.7764 - accuracy: 0.7244
	10/48 [=====>........................] - ETA: 51s - loss: 0.7762 - accuracy: 0.7262
	11/48 [=====>........................] - ETA: 50s - loss: 0.7746 - accuracy: 0.7279
	12/48 [======>.......................] - ETA: 49s - loss: 0.7730 - accuracy: 0.7270
	13/48 [======>.......................] - ETA: 48s - loss: 0.7702 - accuracy: 0.7278
	14/48 [=======>......................] - ETA: 47s - loss: 0.7712 - accuracy: 0.7268
	15/48 [========>.....................] - ETA: 46s - loss: 0.7718 - accuracy: 0.7263
	16/48 [========>.....................] - ETA: 44s - loss: 0.7761 - accuracy: 0.7253
	17/48 [=========>....................] - ETA: 43s - loss: 0.7736 - accuracy: 0.7263
	18/48 [==========>...................] - ETA: 42s - loss: 0.7726 - accuracy: 0.7266
	19/48 [==========>...................] - ETA: 41s - loss: 0.7735 - accuracy: 0.7255
	20/48 [===========>..................] - ETA: 39s - loss: 0.7748 - accuracy: 0.7249
	21/48 [===========>..................] - ETA: 38s - loss: 0.7738 - accuracy: 0.7256
	22/48 [============>.................] - ETA: 37s - loss: 0.7740 - accuracy: 0.7260
	23/48 [=============>................] - ETA: 35s - loss: 0.7746 - accuracy: 0.7260
	24/48 [=============>................] - ETA: 34s - loss: 0.7752 - accuracy: 0.7257
	25/48 [==============>...............] - ETA: 32s - loss: 0.7765 - accuracy: 0.7260
	26/48 [==============>...............] - ETA: 31s - loss: 0.7772 - accuracy: 0.7254
	27/48 [===============>..............] - ETA: 29s - loss: 0.7786 - accuracy: 0.7251
	28/48 [================>.............] - ETA: 28s - loss: 0.7794 - accuracy: 0.7252
	29/48 [================>.............] - ETA: 27s - loss: 0.7807 - accuracy: 0.7251
	30/48 [=================>............] - ETA: 25s - loss: 0.7824 - accuracy: 0.7248
	31/48 [==================>...........] - ETA: 24s - loss: 0.7826 - accuracy: 0.7254
	32/48 [==================>...........] - ETA: 23s - loss: 0.7825 - accuracy: 0.7254
	33/48 [===================>..........] - ETA: 21s - loss: 0.7822 - accuracy: 0.7254
	34/48 [===================>..........] - ETA: 20s - loss: 0.7827 - accuracy: 0.7255
	35/48 [====================>.........] - ETA: 19s - loss: 0.7827 - accuracy: 0.7257
	36/48 [=====================>........] - ETA: 17s - loss: 0.7816 - accuracy: 0.7262
	37/48 [=====================>........] - ETA: 16s - loss: 0.7832 - accuracy: 0.7254
	38/48 [======================>.......] - ETA: 14s - loss: 0.7841 - accuracy: 0.7250
	39/48 [======================>.......] - ETA: 13s - loss: 0.7843 - accuracy: 0.7256
	40/48 [=======================>......] - ETA: 12s - loss: 0.7855 - accuracy: 0.7253
	41/48 [========================>.....] - ETA: 10s - loss: 0.7875 - accuracy: 0.7250
	42/48 [========================>.....] - ETA: 9s - loss: 0.7879 - accuracy: 0.7253
	43/48 [=========================>....] - ETA: 7s - loss: 0.7882 - accuracy: 0.7256
	44/48 [==========================>...] - ETA: 6s - loss: 0.7873 - accuracy: 0.7259
	45/48 [==========================>...] - ETA: 5s - loss: 0.7885 - accuracy: 0.7256
	46/48 [===========================>..] - ETA: 3s - loss: 0.7895 - accuracy: 0.7255
	47/48 [===========================>..] - ETA: 2s - loss: 0.7897 - accuracy: 0.7255
	48/48 [============================>.] - ETA: 1s - loss: 0.7896 - accuracy: 0.7255
	49/48 [==============================] - 72s 1s/step - loss: 0.7905 - accuracy: 0.7253 - val_loss: 0.8744 - val_accuracy: 0.6925
	Epoch 43/100

	1/48 [..............................] - ETA: 1:05 - loss: 0.7858 - accuracy: 0.7100
	2/48 [>.............................] - ETA: 1:02 - loss: 0.7816 - accuracy: 0.7266
	3/48 [>.............................] - ETA: 1:00 - loss: 0.7879 - accuracy: 0.7249
	4/48 [=>............................] - ETA: 58s - loss: 0.7816 - accuracy: 0.7263
	5/48 [==>...........................] - ETA: 57s - loss: 0.7923 - accuracy: 0.7219
	6/48 [==>...........................] - ETA: 55s - loss: 0.8006 - accuracy: 0.7194
	7/48 [===>..........................] - ETA: 54s - loss: 0.7957 - accuracy: 0.7213
	8/48 [===>..........................] - ETA: 54s - loss: 0.7874 - accuracy: 0.7257
	9/48 [====>.........................] - ETA: 53s - loss: 0.7871 - accuracy: 0.7241
	10/48 [=====>........................] - ETA: 51s - loss: 0.7858 - accuracy: 0.7246
	11/48 [=====>........................] - ETA: 50s - loss: 0.7846 - accuracy: 0.7241
	12/48 [======>.......................] - ETA: 48s - loss: 0.7865 - accuracy: 0.7229
	13/48 [======>.......................] - ETA: 47s - loss: 0.7895 - accuracy: 0.7211
	14/48 [=======>......................] - ETA: 45s - loss: 0.7936 - accuracy: 0.7198
	15/48 [========>.....................] - ETA: 44s - loss: 0.7951 - accuracy: 0.7200
	16/48 [========>.....................] - ETA: 43s - loss: 0.7945 - accuracy: 0.7206
	17/48 [=========>....................] - ETA: 41s - loss: 0.7938 - accuracy: 0.7213
	18/48 [==========>...................] - ETA: 40s - loss: 0.7956 - accuracy: 0.7199
	19/48 [==========>...................] - ETA: 39s - loss: 0.7956 - accuracy: 0.7199
	20/48 [===========>..................] - ETA: 37s - loss: 0.7980 - accuracy: 0.7200
	21/48 [===========>..................] - ETA: 36s - loss: 0.7958 - accuracy: 0.7216
	22/48 [============>.................] - ETA: 35s - loss: 0.7969 - accuracy: 0.7209
	23/48 [=============>................] - ETA: 33s - loss: 0.7980 - accuracy: 0.7208
	24/48 [=============>................] - ETA: 32s - loss: 0.7992 - accuracy: 0.7198
	25/48 [==============>...............] - ETA: 31s - loss: 0.7988 - accuracy: 0.7197
	26/48 [==============>...............] - ETA: 29s - loss: 0.8000 - accuracy: 0.7192
	27/48 [===============>..............] - ETA: 28s - loss: 0.7988 - accuracy: 0.7200
	28/48 [================>.............] - ETA: 27s - loss: 0.7960 - accuracy: 0.7207
	29/48 [================>.............] - ETA: 26s - loss: 0.7969 - accuracy: 0.7201
	30/48 [=================>............] - ETA: 24s - loss: 0.7958 - accuracy: 0.7207
	31/48 [==================>...........] - ETA: 23s - loss: 0.7943 - accuracy: 0.7216
	32/48 [==================>...........] - ETA: 22s - loss: 0.7938 - accuracy: 0.7214
	33/48 [===================>..........] - ETA: 21s - loss: 0.7927 - accuracy: 0.7219
	34/48 [===================>..........] - ETA: 20s - loss: 0.7926 - accuracy: 0.7219
	35/48 [====================>.........] - ETA: 19s - loss: 0.7927 - accuracy: 0.7220
	36/48 [=====================>........] - ETA: 17s - loss: 0.7936 - accuracy: 0.7219
	37/48 [=====================>........] - ETA: 16s - loss: 0.7931 - accuracy: 0.7218
	38/48 [======================>.......] - ETA: 15s - loss: 0.7927 - accuracy: 0.7218
	39/48 [======================>.......] - ETA: 13s - loss: 0.7929 - accuracy: 0.7217
	40/48 [=======================>......] - ETA: 12s - loss: 0.7930 - accuracy: 0.7216
	41/48 [========================>.....] - ETA: 11s - loss: 0.7918 - accuracy: 0.7224
	42/48 [========================>.....] - ETA: 9s - loss: 0.7921 - accuracy: 0.7224
	43/48 [=========================>....] - ETA: 8s - loss: 0.7919 - accuracy: 0.7226
	44/48 [==========================>...] - ETA: 6s - loss: 0.7915 - accuracy: 0.7226
	45/48 [==========================>...] - ETA: 5s - loss: 0.7897 - accuracy: 0.7234
	46/48 [===========================>..] - ETA: 4s - loss: 0.7893 - accuracy: 0.7237
	47/48 [===========================>..] - ETA: 2s - loss: 0.7881 - accuracy: 0.7241
	48/48 [============================>.] - ETA: 1s - loss: 0.7873 - accuracy: 0.7245
	49/48 [==============================] - 74s 2s/step - loss: 0.7869 - accuracy: 0.7251 - val_loss: 0.8467 - val_accuracy: 0.7017
	Epoch 44/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.7587 - accuracy: 0.7334
	2/48 [>.............................] - ETA: 1:01 - loss: 0.7653 - accuracy: 0.7354
	3/48 [>.............................] - ETA: 59s - loss: 0.7543 - accuracy: 0.7428
	4/48 [=>............................] - ETA: 58s - loss: 0.7632 - accuracy: 0.7385
	5/48 [==>...........................] - ETA: 56s - loss: 0.7534 - accuracy: 0.7410
	6/48 [==>...........................] - ETA: 55s - loss: 0.7543 - accuracy: 0.7409
	7/48 [===>..........................] - ETA: 54s - loss: 0.7481 - accuracy: 0.7420
	8/48 [===>..........................] - ETA: 53s - loss: 0.7525 - accuracy: 0.7397
	9/48 [====>.........................] - ETA: 52s - loss: 0.7503 - accuracy: 0.7414
	10/48 [=====>........................] - ETA: 51s - loss: 0.7549 - accuracy: 0.7401
	11/48 [=====>........................] - ETA: 49s - loss: 0.7555 - accuracy: 0.7382
	12/48 [======>.......................] - ETA: 48s - loss: 0.7528 - accuracy: 0.7380
	13/48 [======>.......................] - ETA: 47s - loss: 0.7600 - accuracy: 0.7360
	14/48 [=======>......................] - ETA: 45s - loss: 0.7649 - accuracy: 0.7333
	15/48 [========>.....................] - ETA: 44s - loss: 0.7664 - accuracy: 0.7316
	16/48 [========>.....................] - ETA: 43s - loss: 0.7676 - accuracy: 0.7308
	17/48 [=========>....................] - ETA: 41s - loss: 0.7689 - accuracy: 0.7301
	18/48 [==========>...................] - ETA: 40s - loss: 0.7680 - accuracy: 0.7314
	19/48 [==========>...................] - ETA: 39s - loss: 0.7666 - accuracy: 0.7318
	20/48 [===========>..................] - ETA: 38s - loss: 0.7654 - accuracy: 0.7324
	21/48 [===========>..................] - ETA: 36s - loss: 0.7653 - accuracy: 0.7323
	22/48 [============>.................] - ETA: 35s - loss: 0.7656 - accuracy: 0.7325
	23/48 [=============>................] - ETA: 34s - loss: 0.7636 - accuracy: 0.7332
	24/48 [=============>................] - ETA: 32s - loss: 0.7651 - accuracy: 0.7327
	25/48 [==============>...............] - ETA: 31s - loss: 0.7647 - accuracy: 0.7333
	26/48 [==============>...............] - ETA: 30s - loss: 0.7626 - accuracy: 0.7340
	27/48 [===============>..............] - ETA: 28s - loss: 0.7615 - accuracy: 0.7340
	28/48 [================>.............] - ETA: 27s - loss: 0.7611 - accuracy: 0.7345
	29/48 [================>.............] - ETA: 26s - loss: 0.7605 - accuracy: 0.7348
	30/48 [=================>............] - ETA: 24s - loss: 0.7596 - accuracy: 0.7348
	31/48 [==================>...........] - ETA: 23s - loss: 0.7583 - accuracy: 0.7355
	32/48 [==================>...........] - ETA: 22s - loss: 0.7583 - accuracy: 0.7352
	33/48 [===================>..........] - ETA: 20s - loss: 0.7591 - accuracy: 0.7351
	34/48 [===================>..........] - ETA: 19s - loss: 0.7584 - accuracy: 0.7354
	35/48 [====================>.........] - ETA: 18s - loss: 0.7579 - accuracy: 0.7352
	36/48 [=====================>........] - ETA: 16s - loss: 0.7576 - accuracy: 0.7356
	37/48 [=====================>........] - ETA: 15s - loss: 0.7567 - accuracy: 0.7359
	38/48 [======================>.......] - ETA: 14s - loss: 0.7584 - accuracy: 0.7353
	39/48 [======================>.......] - ETA: 12s - loss: 0.7586 - accuracy: 0.7354
	40/48 [=======================>......] - ETA: 11s - loss: 0.7587 - accuracy: 0.7354
	41/48 [========================>.....] - ETA: 10s - loss: 0.7600 - accuracy: 0.7350
	42/48 [========================>.....] - ETA: 8s - loss: 0.7604 - accuracy: 0.7347
	43/48 [=========================>....] - ETA: 7s - loss: 0.7606 - accuracy: 0.7346
	44/48 [==========================>...] - ETA: 6s - loss: 0.7620 - accuracy: 0.7342
	45/48 [==========================>...] - ETA: 5s - loss: 0.7623 - accuracy: 0.7342
	46/48 [===========================>..] - ETA: 3s - loss: 0.7616 - accuracy: 0.7346
	47/48 [===========================>..] - ETA: 2s - loss: 0.7631 - accuracy: 0.7338
	48/48 [============================>.] - ETA: 1s - loss: 0.7626 - accuracy: 0.7341
	49/48 [==============================] - 70s 1s/step - loss: 0.7635 - accuracy: 0.7339 - val_loss: 0.8569 - val_accuracy: 0.6997
	Epoch 45/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.7525 - accuracy: 0.7344
	2/48 [>.............................] - ETA: 1:03 - loss: 0.7826 - accuracy: 0.7266
	3/48 [>.............................] - ETA: 1:02 - loss: 0.7829 - accuracy: 0.7262
	4/48 [=>............................] - ETA: 1:02 - loss: 0.7691 - accuracy: 0.7310
	5/48 [==>...........................] - ETA: 1:00 - loss: 0.7584 - accuracy: 0.7328
	6/48 [==>...........................] - ETA: 58s - loss: 0.7507 - accuracy: 0.7370
	7/48 [===>..........................] - ETA: 58s - loss: 0.7518 - accuracy: 0.7383
	8/48 [===>..........................] - ETA: 56s - loss: 0.7473 - accuracy: 0.7400
	9/48 [====>.........................] - ETA: 55s - loss: 0.7521 - accuracy: 0.7376
	10/48 [=====>........................] - ETA: 53s - loss: 0.7616 - accuracy: 0.7352
	11/48 [=====>........................] - ETA: 52s - loss: 0.7633 - accuracy: 0.7352
	12/48 [======>.......................] - ETA: 50s - loss: 0.7642 - accuracy: 0.7350
	13/48 [======>.......................] - ETA: 49s - loss: 0.7611 - accuracy: 0.7351
	14/48 [=======>......................] - ETA: 47s - loss: 0.7601 - accuracy: 0.7351
	15/48 [========>.....................] - ETA: 46s - loss: 0.7572 - accuracy: 0.7368
	16/48 [========>.....................] - ETA: 45s - loss: 0.7580 - accuracy: 0.7364
	17/48 [=========>....................] - ETA: 43s - loss: 0.7570 - accuracy: 0.7370
	18/48 [==========>...................] - ETA: 42s - loss: 0.7581 - accuracy: 0.7358
	19/48 [==========>...................] - ETA: 40s - loss: 0.7594 - accuracy: 0.7352
	20/48 [===========>..................] - ETA: 39s - loss: 0.7584 - accuracy: 0.7359
	21/48 [===========>..................] - ETA: 37s - loss: 0.7594 - accuracy: 0.7355
	22/48 [============>.................] - ETA: 36s - loss: 0.7616 - accuracy: 0.7350
	23/48 [=============>................] - ETA: 34s - loss: 0.7612 - accuracy: 0.7351
	24/48 [=============>................] - ETA: 33s - loss: 0.7608 - accuracy: 0.7351
	25/48 [==============>...............] - ETA: 32s - loss: 0.7615 - accuracy: 0.7354
	26/48 [==============>...............] - ETA: 30s - loss: 0.7626 - accuracy: 0.7352
	27/48 [===============>..............] - ETA: 29s - loss: 0.7632 - accuracy: 0.7348
	28/48 [================>.............] - ETA: 27s - loss: 0.7619 - accuracy: 0.7356
	29/48 [================>.............] - ETA: 26s - loss: 0.7619 - accuracy: 0.7357
	30/48 [=================>............] - ETA: 25s - loss: 0.7601 - accuracy: 0.7365
	31/48 [==================>...........] - ETA: 24s - loss: 0.7599 - accuracy: 0.7372
	32/48 [==================>...........] - ETA: 22s - loss: 0.7584 - accuracy: 0.7374
	33/48 [===================>..........] - ETA: 21s - loss: 0.7595 - accuracy: 0.7369
	34/48 [===================>..........] - ETA: 19s - loss: 0.7600 - accuracy: 0.7368
	35/48 [====================>.........] - ETA: 18s - loss: 0.7586 - accuracy: 0.7372
	36/48 [=====================>........] - ETA: 17s - loss: 0.7587 - accuracy: 0.7375
	37/48 [=====================>........] - ETA: 15s - loss: 0.7588 - accuracy: 0.7376
	38/48 [======================>.......] - ETA: 14s - loss: 0.7601 - accuracy: 0.7370
	39/48 [======================>.......] - ETA: 13s - loss: 0.7589 - accuracy: 0.7370
	40/48 [=======================>......] - ETA: 11s - loss: 0.7585 - accuracy: 0.7371
	41/48 [========================>.....] - ETA: 10s - loss: 0.7570 - accuracy: 0.7374
	42/48 [========================>.....] - ETA: 9s - loss: 0.7559 - accuracy: 0.7380
	43/48 [=========================>....] - ETA: 7s - loss: 0.7579 - accuracy: 0.7376
	44/48 [==========================>...] - ETA: 6s - loss: 0.7576 - accuracy: 0.7375
	45/48 [==========================>...] - ETA: 5s - loss: 0.7574 - accuracy: 0.7377
	46/48 [===========================>..] - ETA: 3s - loss: 0.7585 - accuracy: 0.7371
	47/48 [===========================>..] - ETA: 2s - loss: 0.7584 - accuracy: 0.7370
	48/48 [============================>.] - ETA: 1s - loss: 0.7597 - accuracy: 0.7368
	49/48 [==============================] - 70s 1s/step - loss: 0.7608 - accuracy: 0.7362 - val_loss: 0.8665 - val_accuracy: 0.6949
	Epoch 46/100

	1/48 [..............................] - ETA: 1:05 - loss: 0.7921 - accuracy: 0.7305
	2/48 [>.............................] - ETA: 1:02 - loss: 0.7398 - accuracy: 0.7393
	3/48 [>.............................] - ETA: 1:00 - loss: 0.7320 - accuracy: 0.7432
	4/48 [=>............................] - ETA: 58s - loss: 0.7451 - accuracy: 0.7366
	5/48 [==>...........................] - ETA: 57s - loss: 0.7487 - accuracy: 0.7369
	6/48 [==>...........................] - ETA: 56s - loss: 0.7477 - accuracy: 0.7402
	7/48 [===>..........................] - ETA: 54s - loss: 0.7534 - accuracy: 0.7359
	8/48 [===>..........................] - ETA: 53s - loss: 0.7536 - accuracy: 0.7356
	9/48 [====>.........................] - ETA: 52s - loss: 0.7526 - accuracy: 0.7363
	10/48 [=====>........................] - ETA: 50s - loss: 0.7568 - accuracy: 0.7358
	11/48 [=====>........................] - ETA: 49s - loss: 0.7587 - accuracy: 0.7343
	12/48 [======>.......................] - ETA: 48s - loss: 0.7605 - accuracy: 0.7326
	13/48 [======>.......................] - ETA: 47s - loss: 0.7587 - accuracy: 0.7337
	14/48 [=======>......................] - ETA: 45s - loss: 0.7609 - accuracy: 0.7330
	15/48 [========>.....................] - ETA: 44s - loss: 0.7641 - accuracy: 0.7327
	16/48 [========>.....................] - ETA: 43s - loss: 0.7652 - accuracy: 0.7318
	17/48 [=========>....................] - ETA: 42s - loss: 0.7650 - accuracy: 0.7317
	18/48 [==========>...................] - ETA: 41s - loss: 0.7647 - accuracy: 0.7317
	19/48 [==========>...................] - ETA: 40s - loss: 0.7635 - accuracy: 0.7323
	20/48 [===========>..................] - ETA: 39s - loss: 0.7622 - accuracy: 0.7325
	21/48 [===========>..................] - ETA: 37s - loss: 0.7625 - accuracy: 0.7317
	22/48 [============>.................] - ETA: 36s - loss: 0.7612 - accuracy: 0.7320
	23/48 [=============>................] - ETA: 34s - loss: 0.7618 - accuracy: 0.7316
	24/48 [=============>................] - ETA: 33s - loss: 0.7589 - accuracy: 0.7331
	25/48 [==============>...............] - ETA: 32s - loss: 0.7625 - accuracy: 0.7325
	26/48 [==============>...............] - ETA: 30s - loss: 0.7621 - accuracy: 0.7328
	27/48 [===============>..............] - ETA: 29s - loss: 0.7627 - accuracy: 0.7325
	28/48 [================>.............] - ETA: 28s - loss: 0.7645 - accuracy: 0.7323
	29/48 [================>.............] - ETA: 26s - loss: 0.7625 - accuracy: 0.7326
	30/48 [=================>............] - ETA: 25s - loss: 0.7614 - accuracy: 0.7332
	31/48 [==================>...........] - ETA: 24s - loss: 0.7621 - accuracy: 0.7327
	32/48 [==================>...........] - ETA: 22s - loss: 0.7613 - accuracy: 0.7330
	33/48 [===================>..........] - ETA: 21s - loss: 0.7611 - accuracy: 0.7333
	34/48 [===================>..........] - ETA: 19s - loss: 0.7609 - accuracy: 0.7334
	35/48 [====================>.........] - ETA: 18s - loss: 0.7606 - accuracy: 0.7334
	36/48 [=====================>........] - ETA: 17s - loss: 0.7611 - accuracy: 0.7329
	37/48 [=====================>........] - ETA: 15s - loss: 0.7616 - accuracy: 0.7328
	38/48 [======================>.......] - ETA: 14s - loss: 0.7616 - accuracy: 0.7329
	39/48 [======================>.......] - ETA: 13s - loss: 0.7608 - accuracy: 0.7334
	40/48 [=======================>......] - ETA: 11s - loss: 0.7614 - accuracy: 0.7332
	41/48 [========================>.....] - ETA: 10s - loss: 0.7592 - accuracy: 0.7342
	42/48 [========================>.....] - ETA: 9s - loss: 0.7593 - accuracy: 0.7342
	43/48 [=========================>....] - ETA: 7s - loss: 0.7582 - accuracy: 0.7347
	44/48 [==========================>...] - ETA: 6s - loss: 0.7582 - accuracy: 0.7345
	45/48 [==========================>...] - ETA: 5s - loss: 0.7582 - accuracy: 0.7345
	46/48 [===========================>..] - ETA: 3s - loss: 0.7582 - accuracy: 0.7346
	47/48 [===========================>..] - ETA: 2s - loss: 0.7580 - accuracy: 0.7348
	48/48 [============================>.] - ETA: 1s - loss: 0.7582 - accuracy: 0.7348
	49/48 [==============================] - 72s 1s/step - loss: 0.7589 - accuracy: 0.7346 - val_loss: 0.8368 - val_accuracy: 0.7036
	Epoch 47/100

	1/48 [..............................] - ETA: 1:06 - loss: 0.7330 - accuracy: 0.7432
	2/48 [>.............................] - ETA: 1:05 - loss: 0.7364 - accuracy: 0.7456
	3/48 [>.............................] - ETA: 1:05 - loss: 0.7289 - accuracy: 0.7406
	4/48 [=>............................] - ETA: 1:04 - loss: 0.7317 - accuracy: 0.7393
	5/48 [==>...........................] - ETA: 1:03 - loss: 0.7313 - accuracy: 0.7412
	6/48 [==>...........................] - ETA: 1:01 - loss: 0.7328 - accuracy: 0.7401
	7/48 [===>..........................] - ETA: 59s - loss: 0.7338 - accuracy: 0.7394
	8/48 [===>..........................] - ETA: 58s - loss: 0.7445 - accuracy: 0.7349
	9/48 [====>.........................] - ETA: 56s - loss: 0.7455 - accuracy: 0.7346
	10/48 [=====>........................] - ETA: 55s - loss: 0.7439 - accuracy: 0.7369
	11/48 [=====>........................] - ETA: 54s - loss: 0.7423 - accuracy: 0.7387
	12/48 [======>.......................] - ETA: 54s - loss: 0.7492 - accuracy: 0.7370
	13/48 [======>.......................] - ETA: 53s - loss: 0.7493 - accuracy: 0.7377
	14/48 [=======>......................] - ETA: 52s - loss: 0.7477 - accuracy: 0.7369
	15/48 [========>.....................] - ETA: 50s - loss: 0.7500 - accuracy: 0.7363
	16/48 [========>.....................] - ETA: 48s - loss: 0.7490 - accuracy: 0.7364
	17/48 [=========>....................] - ETA: 47s - loss: 0.7469 - accuracy: 0.7374
	18/48 [==========>...................] - ETA: 45s - loss: 0.7448 - accuracy: 0.7384
	19/48 [==========>...................] - ETA: 43s - loss: 0.7425 - accuracy: 0.7394
	20/48 [===========>..................] - ETA: 42s - loss: 0.7416 - accuracy: 0.7397
	21/48 [===========>..................] - ETA: 40s - loss: 0.7392 - accuracy: 0.7407
	22/48 [============>.................] - ETA: 39s - loss: 0.7397 - accuracy: 0.7401
	23/48 [=============>................] - ETA: 37s - loss: 0.7409 - accuracy: 0.7393
	24/48 [=============>................] - ETA: 36s - loss: 0.7433 - accuracy: 0.7383
	25/48 [==============>...............] - ETA: 34s - loss: 0.7457 - accuracy: 0.7382
	26/48 [==============>...............] - ETA: 32s - loss: 0.7446 - accuracy: 0.7384
	27/48 [===============>..............] - ETA: 31s - loss: 0.7453 - accuracy: 0.7381
	28/48 [================>.............] - ETA: 29s - loss: 0.7442 - accuracy: 0.7384
	29/48 [================>.............] - ETA: 28s - loss: 0.7459 - accuracy: 0.7374
	30/48 [=================>............] - ETA: 27s - loss: 0.7448 - accuracy: 0.7377
	31/48 [==================>...........] - ETA: 25s - loss: 0.7438 - accuracy: 0.7382
	32/48 [==================>...........] - ETA: 23s - loss: 0.7441 - accuracy: 0.7384
	33/48 [===================>..........] - ETA: 22s - loss: 0.7447 - accuracy: 0.7379
	34/48 [===================>..........] - ETA: 21s - loss: 0.7453 - accuracy: 0.7373
	35/48 [====================>.........] - ETA: 19s - loss: 0.7470 - accuracy: 0.7369
	36/48 [=====================>........] - ETA: 18s - loss: 0.7462 - accuracy: 0.7372
	37/48 [=====================>........] - ETA: 16s - loss: 0.7463 - accuracy: 0.7375
	38/48 [======================>.......] - ETA: 15s - loss: 0.7457 - accuracy: 0.7378
	39/48 [======================>.......] - ETA: 13s - loss: 0.7463 - accuracy: 0.7378
	40/48 [=======================>......] - ETA: 12s - loss: 0.7467 - accuracy: 0.7376
	41/48 [========================>.....] - ETA: 10s - loss: 0.7465 - accuracy: 0.7372
	42/48 [========================>.....] - ETA: 9s - loss: 0.7470 - accuracy: 0.7374
	43/48 [=========================>....] - ETA: 8s - loss: 0.7472 - accuracy: 0.7376
	44/48 [==========================>...] - ETA: 6s - loss: 0.7475 - accuracy: 0.7376
	45/48 [==========================>...] - ETA: 5s - loss: 0.7477 - accuracy: 0.7376
	46/48 [===========================>..] - ETA: 3s - loss: 0.7478 - accuracy: 0.7376
	47/48 [===========================>..] - ETA: 2s - loss: 0.7490 - accuracy: 0.7374
	48/48 [============================>.] - ETA: 1s - loss: 0.7488 - accuracy: 0.7376
	49/48 [==============================] - 73s 1s/step - loss: 0.7488 - accuracy: 0.7376 - val_loss: 0.8596 - val_accuracy: 0.7020
	Epoch 48/100

	1/48 [..............................] - ETA: 1:06 - loss: 0.7454 - accuracy: 0.7285
	2/48 [>.............................] - ETA: 1:13 - loss: 0.7541 - accuracy: 0.7305
	3/48 [>.............................] - ETA: 1:12 - loss: 0.7604 - accuracy: 0.7340
	4/48 [=>............................] - ETA: 1:13 - loss: 0.7629 - accuracy: 0.7349
	5/48 [==>...........................] - ETA: 1:10 - loss: 0.7659 - accuracy: 0.7348
	6/48 [==>...........................] - ETA: 1:09 - loss: 0.7619 - accuracy: 0.7367
	7/48 [===>..........................] - ETA: 1:07 - loss: 0.7607 - accuracy: 0.7381
	8/48 [===>..........................] - ETA: 1:04 - loss: 0.7593 - accuracy: 0.7388
	9/48 [====>.........................] - ETA: 1:02 - loss: 0.7501 - accuracy: 0.7412
	10/48 [=====>........................] - ETA: 1:01 - loss: 0.7543 - accuracy: 0.7396
	11/48 [=====>........................] - ETA: 59s - loss: 0.7517 - accuracy: 0.7407
	12/48 [======>.......................] - ETA: 57s - loss: 0.7494 - accuracy: 0.7402
	13/48 [======>.......................] - ETA: 55s - loss: 0.7513 - accuracy: 0.7393
	14/48 [=======>......................] - ETA: 53s - loss: 0.7513 - accuracy: 0.7392
	15/48 [========>.....................] - ETA: 51s - loss: 0.7497 - accuracy: 0.7398
	16/48 [========>.....................] - ETA: 49s - loss: 0.7484 - accuracy: 0.7405
	17/48 [=========>....................] - ETA: 48s - loss: 0.7495 - accuracy: 0.7409
	18/48 [==========>...................] - ETA: 46s - loss: 0.7474 - accuracy: 0.7412
	19/48 [==========>...................] - ETA: 44s - loss: 0.7495 - accuracy: 0.7404
	20/48 [===========>..................] - ETA: 43s - loss: 0.7482 - accuracy: 0.7409
	21/48 [===========>..................] - ETA: 41s - loss: 0.7463 - accuracy: 0.7415
	22/48 [============>.................] - ETA: 39s - loss: 0.7486 - accuracy: 0.7410
	23/48 [=============>................] - ETA: 37s - loss: 0.7490 - accuracy: 0.7404
	24/48 [=============>................] - ETA: 36s - loss: 0.7486 - accuracy: 0.7407
	25/48 [==============>...............] - ETA: 34s - loss: 0.7493 - accuracy: 0.7405
	26/48 [==============>...............] - ETA: 33s - loss: 0.7499 - accuracy: 0.7402
	27/48 [===============>..............] - ETA: 31s - loss: 0.7510 - accuracy: 0.7392
	28/48 [================>.............] - ETA: 30s - loss: 0.7511 - accuracy: 0.7389
	29/48 [================>.............] - ETA: 28s - loss: 0.7512 - accuracy: 0.7389
	30/48 [=================>............] - ETA: 27s - loss: 0.7514 - accuracy: 0.7387
	31/48 [==================>...........] - ETA: 25s - loss: 0.7517 - accuracy: 0.7393
	32/48 [==================>...........] - ETA: 24s - loss: 0.7515 - accuracy: 0.7394
	33/48 [===================>..........] - ETA: 22s - loss: 0.7525 - accuracy: 0.7393
	34/48 [===================>..........] - ETA: 21s - loss: 0.7526 - accuracy: 0.7390
	35/48 [====================>.........] - ETA: 19s - loss: 0.7532 - accuracy: 0.7389
	36/48 [=====================>........] - ETA: 18s - loss: 0.7511 - accuracy: 0.7393
	37/48 [=====================>........] - ETA: 16s - loss: 0.7511 - accuracy: 0.7392
	38/48 [======================>.......] - ETA: 15s - loss: 0.7511 - accuracy: 0.7391
	39/48 [======================>.......] - ETA: 13s - loss: 0.7505 - accuracy: 0.7396
	40/48 [=======================>......] - ETA: 12s - loss: 0.7502 - accuracy: 0.7391
	41/48 [========================>.....] - ETA: 11s - loss: 0.7506 - accuracy: 0.7387
	42/48 [========================>.....] - ETA: 9s - loss: 0.7517 - accuracy: 0.7382
	43/48 [=========================>....] - ETA: 8s - loss: 0.7504 - accuracy: 0.7387
	44/48 [==========================>...] - ETA: 6s - loss: 0.7499 - accuracy: 0.7392
	45/48 [==========================>...] - ETA: 5s - loss: 0.7487 - accuracy: 0.7392
	46/48 [===========================>..] - ETA: 3s - loss: 0.7494 - accuracy: 0.7390
	47/48 [===========================>..] - ETA: 2s - loss: 0.7485 - accuracy: 0.7387
	48/48 [============================>.] - ETA: 1s - loss: 0.7488 - accuracy: 0.7387
	49/48 [==============================] - 73s 1s/step - loss: 0.7475 - accuracy: 0.7392 - val_loss: 0.9208 - val_accuracy: 0.6765
	Epoch 49/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.8309 - accuracy: 0.7080
	2/48 [>.............................] - ETA: 1:02 - loss: 0.7890 - accuracy: 0.7295
	3/48 [>.............................] - ETA: 1:00 - loss: 0.7835 - accuracy: 0.7288
	4/48 [=>............................] - ETA: 58s - loss: 0.7835 - accuracy: 0.7295
	5/48 [==>...........................] - ETA: 57s - loss: 0.7833 - accuracy: 0.7287
	6/48 [==>...........................] - ETA: 56s - loss: 0.7747 - accuracy: 0.7334
	7/48 [===>..........................] - ETA: 54s - loss: 0.7790 - accuracy: 0.7303
	8/48 [===>..........................] - ETA: 53s - loss: 0.7820 - accuracy: 0.7292
	9/48 [====>.........................] - ETA: 53s - loss: 0.7782 - accuracy: 0.7292
	10/48 [=====>........................] - ETA: 52s - loss: 0.7742 - accuracy: 0.7310
	11/48 [=====>........................] - ETA: 51s - loss: 0.7778 - accuracy: 0.7292
	12/48 [======>.......................] - ETA: 50s - loss: 0.7728 - accuracy: 0.7313
	13/48 [======>.......................] - ETA: 49s - loss: 0.7757 - accuracy: 0.7306
	14/48 [=======>......................] - ETA: 48s - loss: 0.7734 - accuracy: 0.7318
	15/48 [========>.....................] - ETA: 46s - loss: 0.7731 - accuracy: 0.7311
	16/48 [========>.....................] - ETA: 45s - loss: 0.7736 - accuracy: 0.7314
	17/48 [=========>....................] - ETA: 44s - loss: 0.7697 - accuracy: 0.7322
	18/48 [==========>...................] - ETA: 42s - loss: 0.7695 - accuracy: 0.7322
	19/48 [==========>...................] - ETA: 41s - loss: 0.7658 - accuracy: 0.7329
	20/48 [===========>..................] - ETA: 39s - loss: 0.7635 - accuracy: 0.7340
	21/48 [===========>..................] - ETA: 38s - loss: 0.7621 - accuracy: 0.7341
	22/48 [============>.................] - ETA: 37s - loss: 0.7598 - accuracy: 0.7345
	23/48 [=============>................] - ETA: 35s - loss: 0.7594 - accuracy: 0.7344
	24/48 [=============>................] - ETA: 34s - loss: 0.7612 - accuracy: 0.7341
	25/48 [==============>...............] - ETA: 33s - loss: 0.7592 - accuracy: 0.7351
	26/48 [==============>...............] - ETA: 31s - loss: 0.7576 - accuracy: 0.7356
	27/48 [===============>..............] - ETA: 30s - loss: 0.7561 - accuracy: 0.7363
	28/48 [================>.............] - ETA: 29s - loss: 0.7555 - accuracy: 0.7362
	29/48 [================>.............] - ETA: 27s - loss: 0.7545 - accuracy: 0.7364
	30/48 [=================>............] - ETA: 26s - loss: 0.7544 - accuracy: 0.7366
	31/48 [==================>...........] - ETA: 24s - loss: 0.7531 - accuracy: 0.7368
	32/48 [==================>...........] - ETA: 23s - loss: 0.7521 - accuracy: 0.7377
	33/48 [===================>..........] - ETA: 21s - loss: 0.7518 - accuracy: 0.7374
	34/48 [===================>..........] - ETA: 20s - loss: 0.7501 - accuracy: 0.7376
	35/48 [====================>.........] - ETA: 19s - loss: 0.7493 - accuracy: 0.7379
	36/48 [=====================>........] - ETA: 17s - loss: 0.7486 - accuracy: 0.7380
	37/48 [=====================>........] - ETA: 16s - loss: 0.7492 - accuracy: 0.7377
	38/48 [======================>.......] - ETA: 15s - loss: 0.7491 - accuracy: 0.7375
	39/48 [======================>.......] - ETA: 13s - loss: 0.7501 - accuracy: 0.7370
	40/48 [=======================>......] - ETA: 12s - loss: 0.7497 - accuracy: 0.7373
	41/48 [========================>.....] - ETA: 10s - loss: 0.7490 - accuracy: 0.7377
	42/48 [========================>.....] - ETA: 9s - loss: 0.7509 - accuracy: 0.7373
	43/48 [=========================>....] - ETA: 8s - loss: 0.7517 - accuracy: 0.7372
	44/48 [==========================>...] - ETA: 6s - loss: 0.7520 - accuracy: 0.7371
	45/48 [==========================>...] - ETA: 5s - loss: 0.7527 - accuracy: 0.7366
	46/48 [===========================>..] - ETA: 3s - loss: 0.7526 - accuracy: 0.7366
	47/48 [===========================>..] - ETA: 2s - loss: 0.7524 - accuracy: 0.7369
	48/48 [============================>.] - ETA: 1s - loss: 0.7519 - accuracy: 0.7373
	49/48 [==============================] - 73s 1s/step - loss: 0.7501 - accuracy: 0.7380 - val_loss: 0.8293 - val_accuracy: 0.7104
	Epoch 50/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.7153 - accuracy: 0.7490
	2/48 [>.............................] - ETA: 1:01 - loss: 0.7257 - accuracy: 0.7515
	3/48 [>.............................] - ETA: 1:00 - loss: 0.7313 - accuracy: 0.7461
	4/48 [=>............................] - ETA: 58s - loss: 0.7461 - accuracy: 0.7400
	5/48 [==>...........................] - ETA: 55s - loss: 0.7439 - accuracy: 0.7385
	6/48 [==>...........................] - ETA: 54s - loss: 0.7360 - accuracy: 0.7406
	7/48 [===>..........................] - ETA: 52s - loss: 0.7283 - accuracy: 0.7428
	8/48 [===>..........................] - ETA: 51s - loss: 0.7271 - accuracy: 0.7438
	9/48 [====>.........................] - ETA: 50s - loss: 0.7250 - accuracy: 0.7440
	10/48 [=====>........................] - ETA: 49s - loss: 0.7240 - accuracy: 0.7442
	11/48 [=====>........................] - ETA: 48s - loss: 0.7236 - accuracy: 0.7449
	12/48 [======>.......................] - ETA: 46s - loss: 0.7219 - accuracy: 0.7447
	13/48 [======>.......................] - ETA: 45s - loss: 0.7237 - accuracy: 0.7442
	14/48 [=======>......................] - ETA: 44s - loss: 0.7236 - accuracy: 0.7446
	15/48 [========>.....................] - ETA: 43s - loss: 0.7219 - accuracy: 0.7449
	16/48 [========>.....................] - ETA: 42s - loss: 0.7211 - accuracy: 0.7457
	17/48 [=========>....................] - ETA: 40s - loss: 0.7203 - accuracy: 0.7457
	18/48 [==========>...................] - ETA: 39s - loss: 0.7197 - accuracy: 0.7462
	19/48 [==========>...................] - ETA: 38s - loss: 0.7216 - accuracy: 0.7452
	20/48 [===========>..................] - ETA: 36s - loss: 0.7195 - accuracy: 0.7461
	21/48 [===========>..................] - ETA: 35s - loss: 0.7177 - accuracy: 0.7477
	22/48 [============>.................] - ETA: 34s - loss: 0.7175 - accuracy: 0.7479
	23/48 [=============>................] - ETA: 33s - loss: 0.7177 - accuracy: 0.7474
	24/48 [=============>................] - ETA: 31s - loss: 0.7176 - accuracy: 0.7480
	25/48 [==============>...............] - ETA: 30s - loss: 0.7172 - accuracy: 0.7480
	26/48 [==============>...............] - ETA: 29s - loss: 0.7174 - accuracy: 0.7478
	27/48 [===============>..............] - ETA: 27s - loss: 0.7170 - accuracy: 0.7483
	28/48 [================>.............] - ETA: 26s - loss: 0.7175 - accuracy: 0.7482
	29/48 [================>.............] - ETA: 25s - loss: 0.7190 - accuracy: 0.7475
	30/48 [=================>............] - ETA: 24s - loss: 0.7190 - accuracy: 0.7472
	31/48 [==================>...........] - ETA: 22s - loss: 0.7192 - accuracy: 0.7469
	32/48 [==================>...........] - ETA: 21s - loss: 0.7201 - accuracy: 0.7463
	33/48 [===================>..........] - ETA: 20s - loss: 0.7215 - accuracy: 0.7457
	34/48 [===================>..........] - ETA: 19s - loss: 0.7224 - accuracy: 0.7454
	35/48 [====================>.........] - ETA: 17s - loss: 0.7227 - accuracy: 0.7461
	36/48 [=====================>........] - ETA: 16s - loss: 0.7230 - accuracy: 0.7458
	37/48 [=====================>........] - ETA: 15s - loss: 0.7254 - accuracy: 0.7450
	38/48 [======================>.......] - ETA: 13s - loss: 0.7254 - accuracy: 0.7449
	39/48 [======================>.......] - ETA: 12s - loss: 0.7252 - accuracy: 0.7448
	40/48 [=======================>......] - ETA: 11s - loss: 0.7260 - accuracy: 0.7451
	41/48 [========================>.....] - ETA: 10s - loss: 0.7258 - accuracy: 0.7451
	42/48 [========================>.....] - ETA: 8s - loss: 0.7256 - accuracy: 0.7453
	43/48 [=========================>....] - ETA: 7s - loss: 0.7253 - accuracy: 0.7454
	44/48 [==========================>...] - ETA: 6s - loss: 0.7259 - accuracy: 0.7449
	45/48 [==========================>...] - ETA: 4s - loss: 0.7258 - accuracy: 0.7450
	46/48 [===========================>..] - ETA: 3s - loss: 0.7264 - accuracy: 0.7447
	47/48 [===========================>..] - ETA: 2s - loss: 0.7267 - accuracy: 0.7446
	48/48 [============================>.] - ETA: 1s - loss: 0.7267 - accuracy: 0.7445
	49/48 [==============================] - 68s 1s/step - loss: 0.7257 - accuracy: 0.7449 - val_loss: 0.8264 - val_accuracy: 0.7122
	Epoch 51/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.7071 - accuracy: 0.7471
	2/48 [>.............................] - ETA: 1:02 - loss: 0.7366 - accuracy: 0.7407
	3/48 [>.............................] - ETA: 1:00 - loss: 0.7176 - accuracy: 0.7458
	4/48 [=>............................] - ETA: 59s - loss: 0.7230 - accuracy: 0.7456
	5/48 [==>...........................] - ETA: 57s - loss: 0.7238 - accuracy: 0.7469
	6/48 [==>...........................] - ETA: 56s - loss: 0.7314 - accuracy: 0.7445
	7/48 [===>..........................] - ETA: 55s - loss: 0.7308 - accuracy: 0.7447
	8/48 [===>..........................] - ETA: 54s - loss: 0.7257 - accuracy: 0.7461
	9/48 [====>.........................] - ETA: 53s - loss: 0.7222 - accuracy: 0.7479
	10/48 [=====>........................] - ETA: 51s - loss: 0.7307 - accuracy: 0.7441
	11/48 [=====>........................] - ETA: 49s - loss: 0.7314 - accuracy: 0.7440
	12/48 [======>.......................] - ETA: 48s - loss: 0.7328 - accuracy: 0.7441
	13/48 [======>.......................] - ETA: 47s - loss: 0.7380 - accuracy: 0.7412
	14/48 [=======>......................] - ETA: 46s - loss: 0.7371 - accuracy: 0.7407
	15/48 [========>.....................] - ETA: 46s - loss: 0.7380 - accuracy: 0.7402
	16/48 [========>.....................] - ETA: 44s - loss: 0.7357 - accuracy: 0.7413
	17/48 [=========>....................] - ETA: 43s - loss: 0.7350 - accuracy: 0.7418
	18/48 [==========>...................] - ETA: 42s - loss: 0.7321 - accuracy: 0.7431
	19/48 [==========>...................] - ETA: 41s - loss: 0.7329 - accuracy: 0.7425
	20/48 [===========>..................] - ETA: 39s - loss: 0.7349 - accuracy: 0.7428
	21/48 [===========>..................] - ETA: 38s - loss: 0.7362 - accuracy: 0.7417
	22/48 [============>.................] - ETA: 36s - loss: 0.7371 - accuracy: 0.7417
	23/48 [=============>................] - ETA: 35s - loss: 0.7365 - accuracy: 0.7416
	24/48 [=============>................] - ETA: 33s - loss: 0.7356 - accuracy: 0.7424
	25/48 [==============>...............] - ETA: 32s - loss: 0.7351 - accuracy: 0.7424
	26/48 [==============>...............] - ETA: 31s - loss: 0.7350 - accuracy: 0.7422
	27/48 [===============>..............] - ETA: 29s - loss: 0.7365 - accuracy: 0.7413
	28/48 [================>.............] - ETA: 28s - loss: 0.7344 - accuracy: 0.7423
	29/48 [================>.............] - ETA: 27s - loss: 0.7343 - accuracy: 0.7430
	30/48 [=================>............] - ETA: 25s - loss: 0.7341 - accuracy: 0.7431
	31/48 [==================>...........] - ETA: 24s - loss: 0.7325 - accuracy: 0.7429
	32/48 [==================>...........] - ETA: 23s - loss: 0.7324 - accuracy: 0.7426
	33/48 [===================>..........] - ETA: 21s - loss: 0.7321 - accuracy: 0.7426
	34/48 [===================>..........] - ETA: 20s - loss: 0.7315 - accuracy: 0.7432
	35/48 [====================>.........] - ETA: 18s - loss: 0.7316 - accuracy: 0.7432
	36/48 [=====================>........] - ETA: 17s - loss: 0.7301 - accuracy: 0.7436
	37/48 [=====================>........] - ETA: 16s - loss: 0.7300 - accuracy: 0.7435
	38/48 [======================>.......] - ETA: 14s - loss: 0.7305 - accuracy: 0.7430
	39/48 [======================>.......] - ETA: 13s - loss: 0.7296 - accuracy: 0.7437
	40/48 [=======================>......] - ETA: 11s - loss: 0.7295 - accuracy: 0.7436
	41/48 [========================>.....] - ETA: 10s - loss: 0.7291 - accuracy: 0.7442
	42/48 [========================>.....] - ETA: 9s - loss: 0.7283 - accuracy: 0.7447
	43/48 [=========================>....] - ETA: 7s - loss: 0.7292 - accuracy: 0.7443
	44/48 [==========================>...] - ETA: 6s - loss: 0.7297 - accuracy: 0.7439
	45/48 [==========================>...] - ETA: 5s - loss: 0.7289 - accuracy: 0.7446
	46/48 [===========================>..] - ETA: 3s - loss: 0.7281 - accuracy: 0.7454
	47/48 [===========================>..] - ETA: 2s - loss: 0.7272 - accuracy: 0.7459
	48/48 [============================>.] - ETA: 1s - loss: 0.7271 - accuracy: 0.7458
	49/48 [==============================] - 72s 1s/step - loss: 0.7270 - accuracy: 0.7459 - val_loss: 0.8311 - val_accuracy: 0.7105
	Epoch 52/100

	1/48 [..............................] - ETA: 1:05 - loss: 0.6974 - accuracy: 0.7656
	2/48 [>.............................] - ETA: 1:02 - loss: 0.6884 - accuracy: 0.7607
	3/48 [>.............................] - ETA: 1:04 - loss: 0.6933 - accuracy: 0.7624
	4/48 [=>............................] - ETA: 1:00 - loss: 0.7055 - accuracy: 0.7589
	5/48 [==>...........................] - ETA: 59s - loss: 0.7042 - accuracy: 0.7575
	6/48 [==>...........................] - ETA: 58s - loss: 0.7035 - accuracy: 0.7577
	7/48 [===>..........................] - ETA: 56s - loss: 0.7044 - accuracy: 0.7551
	8/48 [===>..........................] - ETA: 55s - loss: 0.7003 - accuracy: 0.7569
	9/48 [====>.........................] - ETA: 54s - loss: 0.6999 - accuracy: 0.7575
	10/48 [=====>........................] - ETA: 52s - loss: 0.6987 - accuracy: 0.7572
	11/48 [=====>........................] - ETA: 51s - loss: 0.7017 - accuracy: 0.7551
	12/48 [======>.......................] - ETA: 50s - loss: 0.7028 - accuracy: 0.7563
	13/48 [======>.......................] - ETA: 48s - loss: 0.7041 - accuracy: 0.7550
	14/48 [=======>......................] - ETA: 47s - loss: 0.7003 - accuracy: 0.7569
	15/48 [========>.....................] - ETA: 46s - loss: 0.7059 - accuracy: 0.7547
	16/48 [========>.....................] - ETA: 44s - loss: 0.7060 - accuracy: 0.7554
	17/48 [=========>....................] - ETA: 43s - loss: 0.7079 - accuracy: 0.7546
	18/48 [==========>...................] - ETA: 41s - loss: 0.7095 - accuracy: 0.7547
	19/48 [==========>...................] - ETA: 40s - loss: 0.7094 - accuracy: 0.7551
	20/48 [===========>..................] - ETA: 38s - loss: 0.7097 - accuracy: 0.7547
	21/48 [===========>..................] - ETA: 37s - loss: 0.7104 - accuracy: 0.7542
	22/48 [============>.................] - ETA: 35s - loss: 0.7122 - accuracy: 0.7528
	23/48 [=============>................] - ETA: 34s - loss: 0.7141 - accuracy: 0.7527
	24/48 [=============>................] - ETA: 33s - loss: 0.7160 - accuracy: 0.7527
	25/48 [==============>...............] - ETA: 31s - loss: 0.7181 - accuracy: 0.7516
	26/48 [==============>...............] - ETA: 30s - loss: 0.7178 - accuracy: 0.7514
	27/48 [===============>..............] - ETA: 29s - loss: 0.7170 - accuracy: 0.7511
	28/48 [================>.............] - ETA: 27s - loss: 0.7188 - accuracy: 0.7500
	29/48 [================>.............] - ETA: 26s - loss: 0.7199 - accuracy: 0.7497
	30/48 [=================>............] - ETA: 24s - loss: 0.7197 - accuracy: 0.7493
	31/48 [==================>...........] - ETA: 23s - loss: 0.7190 - accuracy: 0.7492
	32/48 [==================>...........] - ETA: 22s - loss: 0.7188 - accuracy: 0.7493
	33/48 [===================>..........] - ETA: 20s - loss: 0.7204 - accuracy: 0.7487
	34/48 [===================>..........] - ETA: 19s - loss: 0.7185 - accuracy: 0.7494
	35/48 [====================>.........] - ETA: 18s - loss: 0.7182 - accuracy: 0.7496
	36/48 [=====================>........] - ETA: 16s - loss: 0.7181 - accuracy: 0.7493
	37/48 [=====================>........] - ETA: 15s - loss: 0.7184 - accuracy: 0.7489
	38/48 [======================>.......] - ETA: 14s - loss: 0.7207 - accuracy: 0.7481
	39/48 [======================>.......] - ETA: 12s - loss: 0.7219 - accuracy: 0.7476
	40/48 [=======================>......] - ETA: 11s - loss: 0.7234 - accuracy: 0.7468
	41/48 [========================>.....] - ETA: 10s - loss: 0.7241 - accuracy: 0.7462
	42/48 [========================>.....] - ETA: 8s - loss: 0.7255 - accuracy: 0.7454
	43/48 [=========================>....] - ETA: 7s - loss: 0.7272 - accuracy: 0.7449
	44/48 [==========================>...] - ETA: 6s - loss: 0.7277 - accuracy: 0.7449
	45/48 [==========================>...] - ETA: 5s - loss: 0.7293 - accuracy: 0.7441
	46/48 [===========================>..] - ETA: 3s - loss: 0.7306 - accuracy: 0.7437
	47/48 [===========================>..] - ETA: 2s - loss: 0.7311 - accuracy: 0.7439
	48/48 [============================>.] - ETA: 1s - loss: 0.7298 - accuracy: 0.7445
	49/48 [==============================] - 69s 1s/step - loss: 0.7308 - accuracy: 0.7439 - val_loss: 0.8280 - val_accuracy: 0.7072
	Epoch 53/100

	1/48 [..............................] - ETA: 1:00 - loss: 0.6999 - accuracy: 0.7471
	2/48 [>.............................] - ETA: 1:00 - loss: 0.7083 - accuracy: 0.7549
	3/48 [>.............................] - ETA: 58s - loss: 0.7180 - accuracy: 0.7572
	4/48 [=>............................] - ETA: 57s - loss: 0.7238 - accuracy: 0.7568
	5/48 [==>...........................] - ETA: 56s - loss: 0.7298 - accuracy: 0.7527
	6/48 [==>...........................] - ETA: 55s - loss: 0.7269 - accuracy: 0.7542
	7/48 [===>..........................] - ETA: 53s - loss: 0.7293 - accuracy: 0.7507
	8/48 [===>..........................] - ETA: 52s - loss: 0.7287 - accuracy: 0.7498
	9/48 [====>.........................] - ETA: 51s - loss: 0.7318 - accuracy: 0.7454
	10/48 [=====>........................] - ETA: 49s - loss: 0.7309 - accuracy: 0.7456
	11/48 [=====>........................] - ETA: 48s - loss: 0.7333 - accuracy: 0.7456
	12/48 [======>.......................] - ETA: 47s - loss: 0.7297 - accuracy: 0.7474
	13/48 [======>.......................] - ETA: 46s - loss: 0.7281 - accuracy: 0.7483
	14/48 [=======>......................] - ETA: 44s - loss: 0.7216 - accuracy: 0.7508
	15/48 [========>.....................] - ETA: 43s - loss: 0.7235 - accuracy: 0.7505
	16/48 [========>.....................] - ETA: 42s - loss: 0.7220 - accuracy: 0.7505
	17/48 [=========>....................] - ETA: 40s - loss: 0.7206 - accuracy: 0.7503
	18/48 [==========>...................] - ETA: 39s - loss: 0.7176 - accuracy: 0.7512
	19/48 [==========>...................] - ETA: 38s - loss: 0.7154 - accuracy: 0.7515
	20/48 [===========>..................] - ETA: 37s - loss: 0.7159 - accuracy: 0.7514
	21/48 [===========>..................] - ETA: 35s - loss: 0.7128 - accuracy: 0.7520
	22/48 [============>.................] - ETA: 34s - loss: 0.7109 - accuracy: 0.7524
	23/48 [=============>................] - ETA: 33s - loss: 0.7096 - accuracy: 0.7534
	24/48 [=============>................] - ETA: 31s - loss: 0.7094 - accuracy: 0.7535
	25/48 [==============>...............] - ETA: 30s - loss: 0.7100 - accuracy: 0.7533
	26/48 [==============>...............] - ETA: 29s - loss: 0.7118 - accuracy: 0.7526
	27/48 [===============>..............] - ETA: 28s - loss: 0.7129 - accuracy: 0.7526
	28/48 [================>.............] - ETA: 26s - loss: 0.7118 - accuracy: 0.7531
	29/48 [================>.............] - ETA: 25s - loss: 0.7132 - accuracy: 0.7525
	30/48 [=================>............] - ETA: 24s - loss: 0.7132 - accuracy: 0.7524
	31/48 [==================>...........] - ETA: 22s - loss: 0.7140 - accuracy: 0.7523
	32/48 [==================>...........] - ETA: 21s - loss: 0.7135 - accuracy: 0.7518
	33/48 [===================>..........] - ETA: 20s - loss: 0.7143 - accuracy: 0.7516
	34/48 [===================>..........] - ETA: 19s - loss: 0.7163 - accuracy: 0.7513
	35/48 [====================>.........] - ETA: 17s - loss: 0.7153 - accuracy: 0.7515
	36/48 [=====================>........] - ETA: 16s - loss: 0.7148 - accuracy: 0.7514
	37/48 [=====================>........] - ETA: 15s - loss: 0.7155 - accuracy: 0.7514
	38/48 [======================>.......] - ETA: 13s - loss: 0.7152 - accuracy: 0.7514
	39/48 [======================>.......] - ETA: 12s - loss: 0.7156 - accuracy: 0.7512
	40/48 [=======================>......] - ETA: 11s - loss: 0.7170 - accuracy: 0.7506
	41/48 [========================>.....] - ETA: 10s - loss: 0.7173 - accuracy: 0.7505
	42/48 [========================>.....] - ETA: 8s - loss: 0.7184 - accuracy: 0.7500
	43/48 [=========================>....] - ETA: 7s - loss: 0.7189 - accuracy: 0.7498
	44/48 [==========================>...] - ETA: 6s - loss: 0.7189 - accuracy: 0.7500
	45/48 [==========================>...] - ETA: 4s - loss: 0.7194 - accuracy: 0.7498
	46/48 [===========================>..] - ETA: 3s - loss: 0.7194 - accuracy: 0.7501
	47/48 [===========================>..] - ETA: 2s - loss: 0.7198 - accuracy: 0.7500
	48/48 [============================>.] - ETA: 1s - loss: 0.7181 - accuracy: 0.7503
	49/48 [==============================] - 68s 1s/step - loss: 0.7171 - accuracy: 0.7504 - val_loss: 0.8365 - val_accuracy: 0.7048
	Epoch 54/100

	1/48 [..............................] - ETA: 1:01 - loss: 0.7135 - accuracy: 0.7607
	2/48 [>.............................] - ETA: 1:00 - loss: 0.6849 - accuracy: 0.7637
	3/48 [>.............................] - ETA: 59s - loss: 0.6773 - accuracy: 0.7679
	4/48 [=>............................] - ETA: 58s - loss: 0.6832 - accuracy: 0.7661
	5/48 [==>...........................] - ETA: 56s - loss: 0.6856 - accuracy: 0.7646
	6/48 [==>...........................] - ETA: 55s - loss: 0.6850 - accuracy: 0.7643
	7/48 [===>..........................] - ETA: 54s - loss: 0.6934 - accuracy: 0.7598
	8/48 [===>..........................] - ETA: 52s - loss: 0.6953 - accuracy: 0.7598
	9/48 [====>.........................] - ETA: 51s - loss: 0.6962 - accuracy: 0.7589
	10/48 [=====>........................] - ETA: 50s - loss: 0.6957 - accuracy: 0.7573
	11/48 [=====>........................] - ETA: 48s - loss: 0.6917 - accuracy: 0.7581
	12/48 [======>.......................] - ETA: 47s - loss: 0.6989 - accuracy: 0.7560
	13/48 [======>.......................] - ETA: 46s - loss: 0.7012 - accuracy: 0.7549
	14/48 [=======>......................] - ETA: 44s - loss: 0.7012 - accuracy: 0.7546
	15/48 [========>.....................] - ETA: 43s - loss: 0.7016 - accuracy: 0.7551
	16/48 [========>.....................] - ETA: 42s - loss: 0.6997 - accuracy: 0.7554
	17/48 [=========>....................] - ETA: 40s - loss: 0.6976 - accuracy: 0.7565
	18/48 [==========>...................] - ETA: 39s - loss: 0.7007 - accuracy: 0.7567
	19/48 [==========>...................] - ETA: 38s - loss: 0.6993 - accuracy: 0.7567
	20/48 [===========>..................] - ETA: 36s - loss: 0.7003 - accuracy: 0.7570
	21/48 [===========>..................] - ETA: 35s - loss: 0.7010 - accuracy: 0.7563
	22/48 [============>.................] - ETA: 34s - loss: 0.7011 - accuracy: 0.7564
	23/48 [=============>................] - ETA: 33s - loss: 0.7020 - accuracy: 0.7563
	24/48 [=============>................] - ETA: 31s - loss: 0.7017 - accuracy: 0.7568
	25/48 [==============>...............] - ETA: 30s - loss: 0.7012 - accuracy: 0.7568
	26/48 [==============>...............] - ETA: 29s - loss: 0.7011 - accuracy: 0.7567
	27/48 [===============>..............] - ETA: 27s - loss: 0.7015 - accuracy: 0.7568
	28/48 [================>.............] - ETA: 26s - loss: 0.7011 - accuracy: 0.7568
	29/48 [================>.............] - ETA: 25s - loss: 0.7013 - accuracy: 0.7567
	30/48 [=================>............] - ETA: 24s - loss: 0.7023 - accuracy: 0.7566
	31/48 [==================>...........] - ETA: 22s - loss: 0.7053 - accuracy: 0.7553
	32/48 [==================>...........] - ETA: 21s - loss: 0.7063 - accuracy: 0.7543
	33/48 [===================>..........] - ETA: 20s - loss: 0.7073 - accuracy: 0.7539
	34/48 [===================>..........] - ETA: 19s - loss: 0.7079 - accuracy: 0.7535
	35/48 [====================>.........] - ETA: 17s - loss: 0.7087 - accuracy: 0.7533
	36/48 [=====================>........] - ETA: 16s - loss: 0.7092 - accuracy: 0.7529
	37/48 [=====================>........] - ETA: 15s - loss: 0.7099 - accuracy: 0.7523
	38/48 [======================>.......] - ETA: 13s - loss: 0.7103 - accuracy: 0.7524
	39/48 [======================>.......] - ETA: 12s - loss: 0.7110 - accuracy: 0.7523
	40/48 [=======================>......] - ETA: 11s - loss: 0.7102 - accuracy: 0.7525
	41/48 [========================>.....] - ETA: 10s - loss: 0.7101 - accuracy: 0.7524
	42/48 [========================>.....] - ETA: 8s - loss: 0.7102 - accuracy: 0.7524
	43/48 [=========================>....] - ETA: 7s - loss: 0.7102 - accuracy: 0.7525
	44/48 [==========================>...] - ETA: 6s - loss: 0.7106 - accuracy: 0.7525
	45/48 [==========================>...] - ETA: 4s - loss: 0.7097 - accuracy: 0.7530
	46/48 [===========================>..] - ETA: 3s - loss: 0.7097 - accuracy: 0.7528
	47/48 [===========================>..] - ETA: 2s - loss: 0.7105 - accuracy: 0.7526
	48/48 [============================>.] - ETA: 1s - loss: 0.7102 - accuracy: 0.7526
	49/48 [==============================] - 68s 1s/step - loss: 0.7092 - accuracy: 0.7528 - val_loss: 0.8255 - val_accuracy: 0.7136
	Epoch 55/100

	1/48 [..............................] - ETA: 1:07 - loss: 0.6479 - accuracy: 0.7764
	2/48 [>.............................] - ETA: 1:03 - loss: 0.6793 - accuracy: 0.7705
	3/48 [>.............................] - ETA: 1:01 - loss: 0.6855 - accuracy: 0.7660
	4/48 [=>............................] - ETA: 59s - loss: 0.6982 - accuracy: 0.7578
	5/48 [==>...........................] - ETA: 58s - loss: 0.7033 - accuracy: 0.7564
	6/48 [==>...........................] - ETA: 56s - loss: 0.7014 - accuracy: 0.7568
	7/48 [===>..........................] - ETA: 55s - loss: 0.6944 - accuracy: 0.7603
	8/48 [===>..........................] - ETA: 54s - loss: 0.6945 - accuracy: 0.7594
	9/48 [====>.........................] - ETA: 52s - loss: 0.6954 - accuracy: 0.7590
	10/48 [=====>........................] - ETA: 51s - loss: 0.6907 - accuracy: 0.7616
	11/48 [=====>........................] - ETA: 50s - loss: 0.6870 - accuracy: 0.7631
	12/48 [======>.......................] - ETA: 48s - loss: 0.6909 - accuracy: 0.7615
	13/48 [======>.......................] - ETA: 47s - loss: 0.6868 - accuracy: 0.7625
	14/48 [=======>......................] - ETA: 45s - loss: 0.6865 - accuracy: 0.7626
	15/48 [========>.....................] - ETA: 44s - loss: 0.6863 - accuracy: 0.7620
	16/48 [========>.....................] - ETA: 43s - loss: 0.6869 - accuracy: 0.7617
	17/48 [=========>....................] - ETA: 41s - loss: 0.6889 - accuracy: 0.7609
	18/48 [==========>...................] - ETA: 40s - loss: 0.6891 - accuracy: 0.7608
	19/48 [==========>...................] - ETA: 38s - loss: 0.6916 - accuracy: 0.7603
	20/48 [===========>..................] - ETA: 37s - loss: 0.6890 - accuracy: 0.7611
	21/48 [===========>..................] - ETA: 36s - loss: 0.6887 - accuracy: 0.7611
	22/48 [============>.................] - ETA: 34s - loss: 0.6901 - accuracy: 0.7594
	23/48 [=============>................] - ETA: 33s - loss: 0.6939 - accuracy: 0.7575
	24/48 [=============>................] - ETA: 32s - loss: 0.6955 - accuracy: 0.7571
	25/48 [==============>...............] - ETA: 30s - loss: 0.6940 - accuracy: 0.7575
	26/48 [==============>...............] - ETA: 29s - loss: 0.6926 - accuracy: 0.7579
	27/48 [===============>..............] - ETA: 28s - loss: 0.6913 - accuracy: 0.7588
	28/48 [================>.............] - ETA: 27s - loss: 0.6905 - accuracy: 0.7593
	29/48 [================>.............] - ETA: 25s - loss: 0.6897 - accuracy: 0.7592
	30/48 [=================>............] - ETA: 24s - loss: 0.6896 - accuracy: 0.7591
	31/48 [==================>...........] - ETA: 23s - loss: 0.6893 - accuracy: 0.7598
	32/48 [==================>...........] - ETA: 21s - loss: 0.6904 - accuracy: 0.7592
	33/48 [===================>..........] - ETA: 20s - loss: 0.6920 - accuracy: 0.7587
	34/48 [===================>..........] - ETA: 19s - loss: 0.6939 - accuracy: 0.7578
	35/48 [====================>.........] - ETA: 18s - loss: 0.6928 - accuracy: 0.7580
	36/48 [=====================>........] - ETA: 16s - loss: 0.6931 - accuracy: 0.7578
	37/48 [=====================>........] - ETA: 15s - loss: 0.6942 - accuracy: 0.7574
	38/48 [======================>.......] - ETA: 14s - loss: 0.6951 - accuracy: 0.7572
	39/48 [======================>.......] - ETA: 12s - loss: 0.6961 - accuracy: 0.7571
	40/48 [=======================>......] - ETA: 11s - loss: 0.6955 - accuracy: 0.7573
	41/48 [========================>.....] - ETA: 10s - loss: 0.6974 - accuracy: 0.7569
	42/48 [========================>.....] - ETA: 8s - loss: 0.6969 - accuracy: 0.7572
	43/48 [=========================>....] - ETA: 7s - loss: 0.6961 - accuracy: 0.7573
	44/48 [==========================>...] - ETA: 6s - loss: 0.6967 - accuracy: 0.7571
	45/48 [==========================>...] - ETA: 4s - loss: 0.6981 - accuracy: 0.7566
	46/48 [===========================>..] - ETA: 3s - loss: 0.6987 - accuracy: 0.7565
	47/48 [===========================>..] - ETA: 2s - loss: 0.6991 - accuracy: 0.7562
	48/48 [============================>.] - ETA: 1s - loss: 0.6995 - accuracy: 0.7558
	49/48 [==============================] - 68s 1s/step - loss: 0.6990 - accuracy: 0.7563 - val_loss: 0.8124 - val_accuracy: 0.7193
	Epoch 56/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.6841 - accuracy: 0.7637
	2/48 [>.............................] - ETA: 1:00 - loss: 0.6819 - accuracy: 0.7637
	3/48 [>.............................] - ETA: 58s - loss: 0.6848 - accuracy: 0.7578
	4/48 [=>............................] - ETA: 57s - loss: 0.6947 - accuracy: 0.7571
	5/48 [==>...........................] - ETA: 56s - loss: 0.6899 - accuracy: 0.7598
	6/48 [==>...........................] - ETA: 55s - loss: 0.6923 - accuracy: 0.7552
	7/48 [===>..........................] - ETA: 53s - loss: 0.6879 - accuracy: 0.7573
	8/48 [===>..........................] - ETA: 52s - loss: 0.6839 - accuracy: 0.7590
	9/48 [====>.........................] - ETA: 51s - loss: 0.6829 - accuracy: 0.7615
	10/48 [=====>........................] - ETA: 49s - loss: 0.6862 - accuracy: 0.7592
	11/48 [=====>........................] - ETA: 48s - loss: 0.6862 - accuracy: 0.7584
	12/48 [======>.......................] - ETA: 47s - loss: 0.6864 - accuracy: 0.7582
	13/48 [======>.......................] - ETA: 45s - loss: 0.6872 - accuracy: 0.7579
	14/48 [=======>......................] - ETA: 44s - loss: 0.6864 - accuracy: 0.7576
	15/48 [========>.....................] - ETA: 42s - loss: 0.6881 - accuracy: 0.7568
	16/48 [========>.....................] - ETA: 41s - loss: 0.6901 - accuracy: 0.7564
	17/48 [=========>....................] - ETA: 40s - loss: 0.6879 - accuracy: 0.7582
	18/48 [==========>...................] - ETA: 39s - loss: 0.6877 - accuracy: 0.7576
	19/48 [==========>...................] - ETA: 38s - loss: 0.6895 - accuracy: 0.7570
	20/48 [===========>..................] - ETA: 37s - loss: 0.6902 - accuracy: 0.7568
	21/48 [===========>..................] - ETA: 35s - loss: 0.6911 - accuracy: 0.7563
	22/48 [============>.................] - ETA: 34s - loss: 0.6884 - accuracy: 0.7575
	23/48 [=============>................] - ETA: 33s - loss: 0.6880 - accuracy: 0.7576
	24/48 [=============>................] - ETA: 31s - loss: 0.6884 - accuracy: 0.7573
	25/48 [==============>...............] - ETA: 30s - loss: 0.6905 - accuracy: 0.7571
	26/48 [==============>...............] - ETA: 29s - loss: 0.6925 - accuracy: 0.7568
	27/48 [===============>..............] - ETA: 28s - loss: 0.6925 - accuracy: 0.7574
	28/48 [================>.............] - ETA: 26s - loss: 0.6927 - accuracy: 0.7573
	29/48 [================>.............] - ETA: 25s - loss: 0.6929 - accuracy: 0.7575
	30/48 [=================>............] - ETA: 24s - loss: 0.6921 - accuracy: 0.7578
	31/48 [==================>...........] - ETA: 22s - loss: 0.6944 - accuracy: 0.7569
	32/48 [==================>...........] - ETA: 21s - loss: 0.6944 - accuracy: 0.7570
	33/48 [===================>..........] - ETA: 20s - loss: 0.6943 - accuracy: 0.7571
	34/48 [===================>..........] - ETA: 19s - loss: 0.6947 - accuracy: 0.7568
	35/48 [====================>.........] - ETA: 17s - loss: 0.6946 - accuracy: 0.7570
	36/48 [=====================>........] - ETA: 16s - loss: 0.6948 - accuracy: 0.7570
	37/48 [=====================>........] - ETA: 15s - loss: 0.6945 - accuracy: 0.7570
	38/48 [======================>.......] - ETA: 13s - loss: 0.6952 - accuracy: 0.7570
	39/48 [======================>.......] - ETA: 12s - loss: 0.6962 - accuracy: 0.7569
	40/48 [=======================>......] - ETA: 11s - loss: 0.6971 - accuracy: 0.7564
	41/48 [========================>.....] - ETA: 10s - loss: 0.6972 - accuracy: 0.7563
	42/48 [========================>.....] - ETA: 8s - loss: 0.6983 - accuracy: 0.7559
	43/48 [=========================>....] - ETA: 7s - loss: 0.6986 - accuracy: 0.7557
	44/48 [==========================>...] - ETA: 6s - loss: 0.6992 - accuracy: 0.7556
	45/48 [==========================>...] - ETA: 4s - loss: 0.7015 - accuracy: 0.7546
	46/48 [===========================>..] - ETA: 3s - loss: 0.7006 - accuracy: 0.7549
	47/48 [===========================>..] - ETA: 2s - loss: 0.7008 - accuracy: 0.7549
	48/48 [============================>.] - ETA: 1s - loss: 0.7000 - accuracy: 0.7554
	49/48 [==============================] - 67s 1s/step - loss: 0.7002 - accuracy: 0.7554 - val_loss: 0.8236 - val_accuracy: 0.7092
	Epoch 57/100

	1/48 [..............................] - ETA: 1:01 - loss: 0.6960 - accuracy: 0.7627
	2/48 [>.............................] - ETA: 1:00 - loss: 0.6805 - accuracy: 0.7637
	3/48 [>.............................] - ETA: 58s - loss: 0.6879 - accuracy: 0.7630
	4/48 [=>............................] - ETA: 57s - loss: 0.6860 - accuracy: 0.7607
	5/48 [==>...........................] - ETA: 56s - loss: 0.6921 - accuracy: 0.7594
	6/48 [==>...........................] - ETA: 54s - loss: 0.6927 - accuracy: 0.7581
	7/48 [===>..........................] - ETA: 53s - loss: 0.6995 - accuracy: 0.7582
	8/48 [===>..........................] - ETA: 52s - loss: 0.7010 - accuracy: 0.7572
	9/48 [====>.........................] - ETA: 50s - loss: 0.7010 - accuracy: 0.7568
	10/48 [=====>........................] - ETA: 49s - loss: 0.7030 - accuracy: 0.7562
	11/48 [=====>........................] - ETA: 48s - loss: 0.7041 - accuracy: 0.7573
	12/48 [======>.......................] - ETA: 47s - loss: 0.7083 - accuracy: 0.7555
	13/48 [======>.......................] - ETA: 45s - loss: 0.7060 - accuracy: 0.7562
	14/48 [=======>......................] - ETA: 44s - loss: 0.7039 - accuracy: 0.7561
	15/48 [========>.....................] - ETA: 43s - loss: 0.7025 - accuracy: 0.7571
	16/48 [========>.....................] - ETA: 41s - loss: 0.7040 - accuracy: 0.7559
	17/48 [=========>....................] - ETA: 40s - loss: 0.7069 - accuracy: 0.7548
	18/48 [==========>...................] - ETA: 39s - loss: 0.7039 - accuracy: 0.7560
	19/48 [==========>...................] - ETA: 38s - loss: 0.7068 - accuracy: 0.7543
	20/48 [===========>..................] - ETA: 36s - loss: 0.7061 - accuracy: 0.7540
	21/48 [===========>..................] - ETA: 35s - loss: 0.7051 - accuracy: 0.7548
	22/48 [============>.................] - ETA: 34s - loss: 0.7043 - accuracy: 0.7545
	23/48 [=============>................] - ETA: 33s - loss: 0.7057 - accuracy: 0.7543
	24/48 [=============>................] - ETA: 31s - loss: 0.7036 - accuracy: 0.7555
	25/48 [==============>...............] - ETA: 30s - loss: 0.7040 - accuracy: 0.7549
	26/48 [==============>...............] - ETA: 29s - loss: 0.7036 - accuracy: 0.7549
	27/48 [===============>..............] - ETA: 27s - loss: 0.7025 - accuracy: 0.7557
	28/48 [================>.............] - ETA: 26s - loss: 0.7025 - accuracy: 0.7557
	29/48 [================>.............] - ETA: 25s - loss: 0.7010 - accuracy: 0.7564
	30/48 [=================>............] - ETA: 24s - loss: 0.7001 - accuracy: 0.7563
	31/48 [==================>...........] - ETA: 22s - loss: 0.7012 - accuracy: 0.7562
	32/48 [==================>...........] - ETA: 21s - loss: 0.7035 - accuracy: 0.7557
	33/48 [===================>..........] - ETA: 20s - loss: 0.7036 - accuracy: 0.7555
	34/48 [===================>..........] - ETA: 18s - loss: 0.7055 - accuracy: 0.7549
	35/48 [====================>.........] - ETA: 17s - loss: 0.7055 - accuracy: 0.7549
	36/48 [=====================>........] - ETA: 16s - loss: 0.7042 - accuracy: 0.7552
	37/48 [=====================>........] - ETA: 15s - loss: 0.7033 - accuracy: 0.7551
	38/48 [======================>.......] - ETA: 13s - loss: 0.7029 - accuracy: 0.7552
	39/48 [======================>.......] - ETA: 12s - loss: 0.7025 - accuracy: 0.7553
	40/48 [=======================>......] - ETA: 11s - loss: 0.7017 - accuracy: 0.7556
	41/48 [========================>.....] - ETA: 9s - loss: 0.7019 - accuracy: 0.7556
	42/48 [========================>.....] - ETA: 8s - loss: 0.7020 - accuracy: 0.7555
	43/48 [=========================>....] - ETA: 7s - loss: 0.7024 - accuracy: 0.7554
	44/48 [==========================>...] - ETA: 6s - loss: 0.7012 - accuracy: 0.7559
	45/48 [==========================>...] - ETA: 4s - loss: 0.7012 - accuracy: 0.7558
	46/48 [===========================>..] - ETA: 3s - loss: 0.7018 - accuracy: 0.7555
	47/48 [===========================>..] - ETA: 2s - loss: 0.7010 - accuracy: 0.7554
	48/48 [============================>.] - ETA: 1s - loss: 0.7015 - accuracy: 0.7552
	49/48 [==============================] - 67s 1s/step - loss: 0.7018 - accuracy: 0.7549 - val_loss: 0.8166 - val_accuracy: 0.7158
	Epoch 58/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.6653 - accuracy: 0.7705
	2/48 [>.............................] - ETA: 1:03 - loss: 0.6751 - accuracy: 0.7612
	3/48 [>.............................] - ETA: 1:00 - loss: 0.6797 - accuracy: 0.7630
	4/48 [=>............................] - ETA: 59s - loss: 0.6681 - accuracy: 0.7708
	5/48 [==>...........................] - ETA: 58s - loss: 0.6739 - accuracy: 0.7707
	6/48 [==>...........................] - ETA: 58s - loss: 0.6762 - accuracy: 0.7673
	7/48 [===>..........................] - ETA: 58s - loss: 0.6767 - accuracy: 0.7694
	8/48 [===>..........................] - ETA: 58s - loss: 0.6723 - accuracy: 0.7700
	9/48 [====>.........................] - ETA: 56s - loss: 0.6721 - accuracy: 0.7709
	10/48 [=====>........................] - ETA: 55s - loss: 0.6711 - accuracy: 0.7724
	11/48 [=====>........................] - ETA: 53s - loss: 0.6703 - accuracy: 0.7700
	12/48 [======>.......................] - ETA: 52s - loss: 0.6693 - accuracy: 0.7704
	13/48 [======>.......................] - ETA: 51s - loss: 0.6712 - accuracy: 0.7695
	14/48 [=======>......................] - ETA: 49s - loss: 0.6703 - accuracy: 0.7702
	15/48 [========>.....................] - ETA: 48s - loss: 0.6708 - accuracy: 0.7694
	16/48 [========>.....................] - ETA: 46s - loss: 0.6705 - accuracy: 0.7691
	17/48 [=========>....................] - ETA: 45s - loss: 0.6682 - accuracy: 0.7697
	18/48 [==========>...................] - ETA: 43s - loss: 0.6718 - accuracy: 0.7684
	19/48 [==========>...................] - ETA: 41s - loss: 0.6728 - accuracy: 0.7679
	20/48 [===========>..................] - ETA: 39s - loss: 0.6744 - accuracy: 0.7675
	21/48 [===========>..................] - ETA: 38s - loss: 0.6734 - accuracy: 0.7670
	22/48 [============>.................] - ETA: 36s - loss: 0.6728 - accuracy: 0.7677
	23/48 [=============>................] - ETA: 35s - loss: 0.6720 - accuracy: 0.7677
	24/48 [=============>................] - ETA: 34s - loss: 0.6726 - accuracy: 0.7674
	25/48 [==============>...............] - ETA: 32s - loss: 0.6738 - accuracy: 0.7669
	26/48 [==============>...............] - ETA: 31s - loss: 0.6749 - accuracy: 0.7658
	27/48 [===============>..............] - ETA: 29s - loss: 0.6764 - accuracy: 0.7658
	28/48 [================>.............] - ETA: 28s - loss: 0.6762 - accuracy: 0.7654
	29/48 [================>.............] - ETA: 27s - loss: 0.6788 - accuracy: 0.7645
	30/48 [=================>............] - ETA: 25s - loss: 0.6795 - accuracy: 0.7641
	31/48 [==================>...........] - ETA: 24s - loss: 0.6804 - accuracy: 0.7644
	32/48 [==================>...........] - ETA: 23s - loss: 0.6809 - accuracy: 0.7644
	33/48 [===================>..........] - ETA: 21s - loss: 0.6806 - accuracy: 0.7643
	34/48 [===================>..........] - ETA: 20s - loss: 0.6836 - accuracy: 0.7633
	35/48 [====================>.........] - ETA: 18s - loss: 0.6835 - accuracy: 0.7630
	36/48 [=====================>........] - ETA: 17s - loss: 0.6842 - accuracy: 0.7624
	37/48 [=====================>........] - ETA: 16s - loss: 0.6839 - accuracy: 0.7623
	38/48 [======================>.......] - ETA: 14s - loss: 0.6839 - accuracy: 0.7624
	39/48 [======================>.......] - ETA: 13s - loss: 0.6858 - accuracy: 0.7623
	40/48 [=======================>......] - ETA: 12s - loss: 0.6864 - accuracy: 0.7621
	41/48 [========================>.....] - ETA: 10s - loss: 0.6848 - accuracy: 0.7625
	42/48 [========================>.....] - ETA: 9s - loss: 0.6832 - accuracy: 0.7629
	43/48 [=========================>....] - ETA: 8s - loss: 0.6836 - accuracy: 0.7628
	44/48 [==========================>...] - ETA: 6s - loss: 0.6841 - accuracy: 0.7625
	45/48 [==========================>...] - ETA: 5s - loss: 0.6851 - accuracy: 0.7619
	46/48 [===========================>..] - ETA: 3s - loss: 0.6861 - accuracy: 0.7616
	47/48 [===========================>..] - ETA: 2s - loss: 0.6866 - accuracy: 0.7611
	48/48 [============================>.] - ETA: 1s - loss: 0.6869 - accuracy: 0.7607
	49/48 [==============================] - 72s 1s/step - loss: 0.6859 - accuracy: 0.7610 - val_loss: 0.8267 - val_accuracy: 0.7099
	Epoch 59/100

	1/48 [..............................] - ETA: 1:13 - loss: 0.6861 - accuracy: 0.7607
	2/48 [>.............................] - ETA: 1:07 - loss: 0.6906 - accuracy: 0.7622
	3/48 [>.............................] - ETA: 1:03 - loss: 0.6959 - accuracy: 0.7562
	4/48 [=>............................] - ETA: 1:03 - loss: 0.6935 - accuracy: 0.7583
	5/48 [==>...........................] - ETA: 1:01 - loss: 0.6918 - accuracy: 0.7607
	6/48 [==>...........................] - ETA: 59s - loss: 0.6878 - accuracy: 0.7609
	7/48 [===>..........................] - ETA: 57s - loss: 0.6924 - accuracy: 0.7578
	8/48 [===>..........................] - ETA: 56s - loss: 0.6899 - accuracy: 0.7584
	9/48 [====>.........................] - ETA: 54s - loss: 0.6860 - accuracy: 0.7610
	10/48 [=====>........................] - ETA: 53s - loss: 0.6798 - accuracy: 0.7637
	11/48 [=====>........................] - ETA: 51s - loss: 0.6772 - accuracy: 0.7643
	12/48 [======>.......................] - ETA: 50s - loss: 0.6751 - accuracy: 0.7652
	13/48 [======>.......................] - ETA: 48s - loss: 0.6745 - accuracy: 0.7655
	14/48 [=======>......................] - ETA: 47s - loss: 0.6747 - accuracy: 0.7655
	15/48 [========>.....................] - ETA: 45s - loss: 0.6727 - accuracy: 0.7661
	16/48 [========>.....................] - ETA: 44s - loss: 0.6750 - accuracy: 0.7645
	17/48 [=========>....................] - ETA: 42s - loss: 0.6765 - accuracy: 0.7633
	18/48 [==========>...................] - ETA: 41s - loss: 0.6774 - accuracy: 0.7625
	19/48 [==========>...................] - ETA: 39s - loss: 0.6798 - accuracy: 0.7626
	20/48 [===========>..................] - ETA: 38s - loss: 0.6794 - accuracy: 0.7627
	21/48 [===========>..................] - ETA: 37s - loss: 0.6796 - accuracy: 0.7629
	22/48 [============>.................] - ETA: 35s - loss: 0.6798 - accuracy: 0.7629
	23/48 [=============>................] - ETA: 34s - loss: 0.6793 - accuracy: 0.7632
	24/48 [=============>................] - ETA: 32s - loss: 0.6795 - accuracy: 0.7631
	25/48 [==============>...............] - ETA: 31s - loss: 0.6773 - accuracy: 0.7641
	26/48 [==============>...............] - ETA: 30s - loss: 0.6762 - accuracy: 0.7645
	27/48 [===============>..............] - ETA: 28s - loss: 0.6762 - accuracy: 0.7641
	28/48 [================>.............] - ETA: 27s - loss: 0.6763 - accuracy: 0.7641
	29/48 [================>.............] - ETA: 26s - loss: 0.6770 - accuracy: 0.7640
	30/48 [=================>............] - ETA: 24s - loss: 0.6786 - accuracy: 0.7634
	31/48 [==================>...........] - ETA: 23s - loss: 0.6788 - accuracy: 0.7632
	32/48 [==================>...........] - ETA: 22s - loss: 0.6794 - accuracy: 0.7627
	33/48 [===================>..........] - ETA: 20s - loss: 0.6804 - accuracy: 0.7623
	34/48 [===================>..........] - ETA: 19s - loss: 0.6804 - accuracy: 0.7619
	35/48 [====================>.........] - ETA: 18s - loss: 0.6808 - accuracy: 0.7614
	36/48 [=====================>........] - ETA: 16s - loss: 0.6807 - accuracy: 0.7611
	37/48 [=====================>........] - ETA: 15s - loss: 0.6799 - accuracy: 0.7617
	38/48 [======================>.......] - ETA: 14s - loss: 0.6802 - accuracy: 0.7614
	39/48 [======================>.......] - ETA: 12s - loss: 0.6802 - accuracy: 0.7611
	40/48 [=======================>......] - ETA: 11s - loss: 0.6813 - accuracy: 0.7612
	41/48 [========================>.....] - ETA: 10s - loss: 0.6801 - accuracy: 0.7615
	42/48 [========================>.....] - ETA: 8s - loss: 0.6795 - accuracy: 0.7616
	43/48 [=========================>....] - ETA: 7s - loss: 0.6801 - accuracy: 0.7614
	44/48 [==========================>...] - ETA: 6s - loss: 0.6808 - accuracy: 0.7614
	45/48 [==========================>...] - ETA: 5s - loss: 0.6806 - accuracy: 0.7615
	46/48 [===========================>..] - ETA: 3s - loss: 0.6797 - accuracy: 0.7620
	47/48 [===========================>..] - ETA: 2s - loss: 0.6790 - accuracy: 0.7624
	48/48 [============================>.] - ETA: 1s - loss: 0.6789 - accuracy: 0.7626
	49/48 [==============================] - 69s 1s/step - loss: 0.6783 - accuracy: 0.7630 - val_loss: 0.8158 - val_accuracy: 0.7152
	Epoch 60/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.7073 - accuracy: 0.7441
	2/48 [>.............................] - ETA: 1:01 - loss: 0.7030 - accuracy: 0.7354
	3/48 [>.............................] - ETA: 59s - loss: 0.6828 - accuracy: 0.7471
	4/48 [=>............................] - ETA: 57s - loss: 0.6800 - accuracy: 0.7480
	5/48 [==>...........................] - ETA: 56s - loss: 0.6767 - accuracy: 0.7508
	6/48 [==>...........................] - ETA: 55s - loss: 0.6682 - accuracy: 0.7560
	7/48 [===>..........................] - ETA: 53s - loss: 0.6727 - accuracy: 0.7563
	8/48 [===>..........................] - ETA: 52s - loss: 0.6741 - accuracy: 0.7576
	9/48 [====>.........................] - ETA: 51s - loss: 0.6753 - accuracy: 0.7589
	10/48 [=====>........................] - ETA: 50s - loss: 0.6736 - accuracy: 0.7601
	11/48 [=====>........................] - ETA: 48s - loss: 0.6775 - accuracy: 0.7589
	12/48 [======>.......................] - ETA: 47s - loss: 0.6760 - accuracy: 0.7601
	13/48 [======>.......................] - ETA: 46s - loss: 0.6773 - accuracy: 0.7604
	14/48 [=======>......................] - ETA: 45s - loss: 0.6761 - accuracy: 0.7606
	15/48 [========>.....................] - ETA: 43s - loss: 0.6733 - accuracy: 0.7617
	16/48 [========>.....................] - ETA: 42s - loss: 0.6764 - accuracy: 0.7609
	17/48 [=========>....................] - ETA: 41s - loss: 0.6754 - accuracy: 0.7612
	18/48 [==========>...................] - ETA: 40s - loss: 0.6775 - accuracy: 0.7606
	19/48 [==========>...................] - ETA: 38s - loss: 0.6767 - accuracy: 0.7612
	20/48 [===========>..................] - ETA: 37s - loss: 0.6735 - accuracy: 0.7628
	21/48 [===========>..................] - ETA: 36s - loss: 0.6745 - accuracy: 0.7631
	22/48 [============>.................] - ETA: 34s - loss: 0.6741 - accuracy: 0.7630
	23/48 [=============>................] - ETA: 33s - loss: 0.6730 - accuracy: 0.7639
	24/48 [=============>................] - ETA: 32s - loss: 0.6717 - accuracy: 0.7646
	25/48 [==============>...............] - ETA: 31s - loss: 0.6711 - accuracy: 0.7645
	26/48 [==============>...............] - ETA: 29s - loss: 0.6714 - accuracy: 0.7643
	27/48 [===============>..............] - ETA: 28s - loss: 0.6703 - accuracy: 0.7649
	28/48 [================>.............] - ETA: 27s - loss: 0.6686 - accuracy: 0.7656
	29/48 [================>.............] - ETA: 25s - loss: 0.6669 - accuracy: 0.7658
	30/48 [=================>............] - ETA: 24s - loss: 0.6682 - accuracy: 0.7652
	31/48 [==================>...........] - ETA: 23s - loss: 0.6677 - accuracy: 0.7653
	32/48 [==================>...........] - ETA: 22s - loss: 0.6655 - accuracy: 0.7660
	33/48 [===================>..........] - ETA: 20s - loss: 0.6653 - accuracy: 0.7661
	34/48 [===================>..........] - ETA: 19s - loss: 0.6663 - accuracy: 0.7658
	35/48 [====================>.........] - ETA: 18s - loss: 0.6646 - accuracy: 0.7667
	36/48 [=====================>........] - ETA: 16s - loss: 0.6656 - accuracy: 0.7661
	37/48 [=====================>........] - ETA: 15s - loss: 0.6656 - accuracy: 0.7658
	38/48 [======================>.......] - ETA: 14s - loss: 0.6647 - accuracy: 0.7661
	39/48 [======================>.......] - ETA: 12s - loss: 0.6651 - accuracy: 0.7665
	40/48 [=======================>......] - ETA: 11s - loss: 0.6660 - accuracy: 0.7660
	41/48 [========================>.....] - ETA: 10s - loss: 0.6656 - accuracy: 0.7663
	42/48 [========================>.....] - ETA: 8s - loss: 0.6655 - accuracy: 0.7666
	43/48 [=========================>....] - ETA: 7s - loss: 0.6640 - accuracy: 0.7671
	44/48 [==========================>...] - ETA: 6s - loss: 0.6654 - accuracy: 0.7671
	45/48 [==========================>...] - ETA: 5s - loss: 0.6662 - accuracy: 0.7671
	46/48 [===========================>..] - ETA: 3s - loss: 0.6650 - accuracy: 0.7678
	47/48 [===========================>..] - ETA: 2s - loss: 0.6650 - accuracy: 0.7680
	48/48 [============================>.] - ETA: 1s - loss: 0.6647 - accuracy: 0.7681
	49/48 [==============================] - 69s 1s/step - loss: 0.6647 - accuracy: 0.7682 - val_loss: 0.8058 - val_accuracy: 0.7230
	Epoch 61/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.6611 - accuracy: 0.7715
	2/48 [>.............................] - ETA: 1:02 - loss: 0.6537 - accuracy: 0.7656
	3/48 [>.............................] - ETA: 1:01 - loss: 0.6566 - accuracy: 0.7673
	4/48 [=>............................] - ETA: 1:04 - loss: 0.6524 - accuracy: 0.7695
	5/48 [==>...........................] - ETA: 1:07 - loss: 0.6634 - accuracy: 0.7662
	6/48 [==>...........................] - ETA: 1:06 - loss: 0.6651 - accuracy: 0.7635
	7/48 [===>..........................] - ETA: 1:04 - loss: 0.6600 - accuracy: 0.7649
	8/48 [===>..........................] - ETA: 1:02 - loss: 0.6642 - accuracy: 0.7653
	9/48 [====>.........................] - ETA: 59s - loss: 0.6644 - accuracy: 0.7645
	10/48 [=====>........................] - ETA: 57s - loss: 0.6654 - accuracy: 0.7644
	11/48 [=====>........................] - ETA: 55s - loss: 0.6658 - accuracy: 0.7648
	12/48 [======>.......................] - ETA: 53s - loss: 0.6635 - accuracy: 0.7658
	13/48 [======>.......................] - ETA: 51s - loss: 0.6655 - accuracy: 0.7653
	14/48 [=======>......................] - ETA: 49s - loss: 0.6616 - accuracy: 0.7672
	15/48 [========>.....................] - ETA: 48s - loss: 0.6630 - accuracy: 0.7677
	16/48 [========>.....................] - ETA: 46s - loss: 0.6594 - accuracy: 0.7695
	17/48 [=========>....................] - ETA: 44s - loss: 0.6610 - accuracy: 0.7690
	18/48 [==========>...................] - ETA: 43s - loss: 0.6618 - accuracy: 0.7690
	19/48 [==========>...................] - ETA: 41s - loss: 0.6597 - accuracy: 0.7695
	20/48 [===========>..................] - ETA: 40s - loss: 0.6621 - accuracy: 0.7687
	21/48 [===========>..................] - ETA: 38s - loss: 0.6612 - accuracy: 0.7690
	22/48 [============>.................] - ETA: 37s - loss: 0.6606 - accuracy: 0.7686
	23/48 [=============>................] - ETA: 35s - loss: 0.6623 - accuracy: 0.7679
	24/48 [=============>................] - ETA: 34s - loss: 0.6604 - accuracy: 0.7685
	25/48 [==============>...............] - ETA: 33s - loss: 0.6593 - accuracy: 0.7693
	26/48 [==============>...............] - ETA: 31s - loss: 0.6582 - accuracy: 0.7696
	27/48 [===============>..............] - ETA: 30s - loss: 0.6573 - accuracy: 0.7694
	28/48 [================>.............] - ETA: 28s - loss: 0.6592 - accuracy: 0.7686
	29/48 [================>.............] - ETA: 27s - loss: 0.6575 - accuracy: 0.7693
	30/48 [=================>............] - ETA: 25s - loss: 0.6574 - accuracy: 0.7687
	31/48 [==================>...........] - ETA: 24s - loss: 0.6586 - accuracy: 0.7685
	32/48 [==================>...........] - ETA: 23s - loss: 0.6577 - accuracy: 0.7695
	33/48 [===================>..........] - ETA: 21s - loss: 0.6584 - accuracy: 0.7692
	34/48 [===================>..........] - ETA: 20s - loss: 0.6577 - accuracy: 0.7696
	35/48 [====================>.........] - ETA: 18s - loss: 0.6620 - accuracy: 0.7681
	36/48 [=====================>........] - ETA: 17s - loss: 0.6640 - accuracy: 0.7674
	37/48 [=====================>........] - ETA: 16s - loss: 0.6628 - accuracy: 0.7683
	38/48 [======================>.......] - ETA: 14s - loss: 0.6628 - accuracy: 0.7683
	39/48 [======================>.......] - ETA: 13s - loss: 0.6615 - accuracy: 0.7694
	40/48 [=======================>......] - ETA: 11s - loss: 0.6604 - accuracy: 0.7694
	41/48 [========================>.....] - ETA: 10s - loss: 0.6606 - accuracy: 0.7694
	42/48 [========================>.....] - ETA: 9s - loss: 0.6612 - accuracy: 0.7689
	43/48 [=========================>....] - ETA: 7s - loss: 0.6620 - accuracy: 0.7688
	44/48 [==========================>...] - ETA: 6s - loss: 0.6616 - accuracy: 0.7686
	45/48 [==========================>...] - ETA: 5s - loss: 0.6625 - accuracy: 0.7687
	46/48 [===========================>..] - ETA: 3s - loss: 0.6634 - accuracy: 0.7685
	47/48 [===========================>..] - ETA: 2s - loss: 0.6639 - accuracy: 0.7684
	48/48 [============================>.] - ETA: 1s - loss: 0.6644 - accuracy: 0.7682
	49/48 [==============================] - 71s 1s/step - loss: 0.6645 - accuracy: 0.7680 - val_loss: 0.8104 - val_accuracy: 0.7171
	Epoch 62/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.6870 - accuracy: 0.7695
	2/48 [>.............................] - ETA: 1:01 - loss: 0.6940 - accuracy: 0.7695
	3/48 [>.............................] - ETA: 59s - loss: 0.6534 - accuracy: 0.7783
	4/48 [=>............................] - ETA: 58s - loss: 0.6610 - accuracy: 0.7747
	5/48 [==>...........................] - ETA: 57s - loss: 0.6533 - accuracy: 0.7762
	6/48 [==>...........................] - ETA: 55s - loss: 0.6513 - accuracy: 0.7765
	7/48 [===>..........................] - ETA: 54s - loss: 0.6534 - accuracy: 0.7761
	8/48 [===>..........................] - ETA: 53s - loss: 0.6520 - accuracy: 0.7775
	9/48 [====>.........................] - ETA: 52s - loss: 0.6480 - accuracy: 0.7790
	10/48 [=====>........................] - ETA: 50s - loss: 0.6476 - accuracy: 0.7788
	11/48 [=====>........................] - ETA: 49s - loss: 0.6498 - accuracy: 0.7772
	12/48 [======>.......................] - ETA: 48s - loss: 0.6484 - accuracy: 0.7777
	13/48 [======>.......................] - ETA: 46s - loss: 0.6468 - accuracy: 0.7788
	14/48 [=======>......................] - ETA: 45s - loss: 0.6497 - accuracy: 0.7784
	15/48 [========>.....................] - ETA: 44s - loss: 0.6488 - accuracy: 0.7785
	16/48 [========>.....................] - ETA: 43s - loss: 0.6469 - accuracy: 0.7789
	17/48 [=========>....................] - ETA: 41s - loss: 0.6443 - accuracy: 0.7792
	18/48 [==========>...................] - ETA: 40s - loss: 0.6460 - accuracy: 0.7795
	19/48 [==========>...................] - ETA: 39s - loss: 0.6448 - accuracy: 0.7796
	20/48 [===========>..................] - ETA: 38s - loss: 0.6448 - accuracy: 0.7795
	21/48 [===========>..................] - ETA: 36s - loss: 0.6455 - accuracy: 0.7791
	22/48 [============>.................] - ETA: 35s - loss: 0.6470 - accuracy: 0.7784
	23/48 [=============>................] - ETA: 34s - loss: 0.6476 - accuracy: 0.7779
	24/48 [=============>................] - ETA: 32s - loss: 0.6467 - accuracy: 0.7784
	25/48 [==============>...............] - ETA: 31s - loss: 0.6495 - accuracy: 0.7775
	26/48 [==============>...............] - ETA: 30s - loss: 0.6514 - accuracy: 0.7768
	27/48 [===============>..............] - ETA: 28s - loss: 0.6513 - accuracy: 0.7764
	28/48 [================>.............] - ETA: 27s - loss: 0.6522 - accuracy: 0.7761
	29/48 [================>.............] - ETA: 26s - loss: 0.6525 - accuracy: 0.7757
	30/48 [=================>............] - ETA: 24s - loss: 0.6524 - accuracy: 0.7760
	31/48 [==================>...........] - ETA: 23s - loss: 0.6530 - accuracy: 0.7759
	32/48 [==================>...........] - ETA: 22s - loss: 0.6523 - accuracy: 0.7764
	33/48 [===================>..........] - ETA: 20s - loss: 0.6520 - accuracy: 0.7770
	34/48 [===================>..........] - ETA: 19s - loss: 0.6525 - accuracy: 0.7766
	35/48 [====================>.........] - ETA: 18s - loss: 0.6524 - accuracy: 0.7762
	36/48 [=====================>........] - ETA: 16s - loss: 0.6534 - accuracy: 0.7754
	37/48 [=====================>........] - ETA: 15s - loss: 0.6534 - accuracy: 0.7754
	38/48 [======================>.......] - ETA: 14s - loss: 0.6544 - accuracy: 0.7752
	39/48 [======================>.......] - ETA: 12s - loss: 0.6546 - accuracy: 0.7751
	40/48 [=======================>......] - ETA: 11s - loss: 0.6551 - accuracy: 0.7750
	41/48 [========================>.....] - ETA: 10s - loss: 0.6547 - accuracy: 0.7749
	42/48 [========================>.....] - ETA: 9s - loss: 0.6545 - accuracy: 0.7749
	43/48 [=========================>....] - ETA: 7s - loss: 0.6551 - accuracy: 0.7747
	44/48 [==========================>...] - ETA: 6s - loss: 0.6546 - accuracy: 0.7747
	45/48 [==========================>...] - ETA: 5s - loss: 0.6558 - accuracy: 0.7742
	46/48 [===========================>..] - ETA: 3s - loss: 0.6568 - accuracy: 0.7739
	47/48 [===========================>..] - ETA: 2s - loss: 0.6568 - accuracy: 0.7739
	48/48 [============================>.] - ETA: 1s - loss: 0.6560 - accuracy: 0.7742
	49/48 [==============================] - 69s 1s/step - loss: 0.6565 - accuracy: 0.7740 - val_loss: 0.7992 - val_accuracy: 0.7240
	Epoch 63/100

	1/48 [..............................] - ETA: 1:05 - loss: 0.6336 - accuracy: 0.7705
	2/48 [>.............................] - ETA: 1:02 - loss: 0.6276 - accuracy: 0.7803
	3/48 [>.............................] - ETA: 1:00 - loss: 0.6102 - accuracy: 0.7891
	4/48 [=>............................] - ETA: 58s - loss: 0.6279 - accuracy: 0.7825
	5/48 [==>...........................] - ETA: 58s - loss: 0.6351 - accuracy: 0.7797
	6/48 [==>...........................] - ETA: 56s - loss: 0.6356 - accuracy: 0.7801
	7/48 [===>..........................] - ETA: 55s - loss: 0.6485 - accuracy: 0.7754
	8/48 [===>..........................] - ETA: 54s - loss: 0.6455 - accuracy: 0.7760
	9/48 [====>.........................] - ETA: 52s - loss: 0.6417 - accuracy: 0.7769
	10/48 [=====>........................] - ETA: 51s - loss: 0.6482 - accuracy: 0.7743
	11/48 [=====>........................] - ETA: 49s - loss: 0.6450 - accuracy: 0.7752
	12/48 [======>.......................] - ETA: 48s - loss: 0.6476 - accuracy: 0.7750
	13/48 [======>.......................] - ETA: 47s - loss: 0.6506 - accuracy: 0.7733
	14/48 [=======>......................] - ETA: 45s - loss: 0.6480 - accuracy: 0.7737
	15/48 [========>.....................] - ETA: 44s - loss: 0.6466 - accuracy: 0.7737
	16/48 [========>.....................] - ETA: 42s - loss: 0.6483 - accuracy: 0.7728
	17/48 [=========>....................] - ETA: 41s - loss: 0.6483 - accuracy: 0.7727
	18/48 [==========>...................] - ETA: 40s - loss: 0.6471 - accuracy: 0.7737
	19/48 [==========>...................] - ETA: 39s - loss: 0.6494 - accuracy: 0.7734
	20/48 [===========>..................] - ETA: 37s - loss: 0.6484 - accuracy: 0.7733
	21/48 [===========>..................] - ETA: 36s - loss: 0.6509 - accuracy: 0.7722
	22/48 [============>.................] - ETA: 35s - loss: 0.6507 - accuracy: 0.7725
	23/48 [=============>................] - ETA: 33s - loss: 0.6528 - accuracy: 0.7720
	24/48 [=============>................] - ETA: 32s - loss: 0.6528 - accuracy: 0.7717
	25/48 [==============>...............] - ETA: 31s - loss: 0.6548 - accuracy: 0.7714
	26/48 [==============>...............] - ETA: 30s - loss: 0.6561 - accuracy: 0.7711
	27/48 [===============>..............] - ETA: 28s - loss: 0.6548 - accuracy: 0.7720
	28/48 [================>.............] - ETA: 27s - loss: 0.6541 - accuracy: 0.7729
	29/48 [================>.............] - ETA: 26s - loss: 0.6551 - accuracy: 0.7724
	30/48 [=================>............] - ETA: 24s - loss: 0.6553 - accuracy: 0.7723
	31/48 [==================>...........] - ETA: 23s - loss: 0.6552 - accuracy: 0.7723
	32/48 [==================>...........] - ETA: 22s - loss: 0.6545 - accuracy: 0.7723
	33/48 [===================>..........] - ETA: 20s - loss: 0.6538 - accuracy: 0.7724
	34/48 [===================>..........] - ETA: 19s - loss: 0.6540 - accuracy: 0.7723
	35/48 [====================>.........] - ETA: 18s - loss: 0.6534 - accuracy: 0.7724
	36/48 [=====================>........] - ETA: 16s - loss: 0.6531 - accuracy: 0.7724
	37/48 [=====================>........] - ETA: 15s - loss: 0.6528 - accuracy: 0.7722
	38/48 [======================>.......] - ETA: 14s - loss: 0.6528 - accuracy: 0.7720
	39/48 [======================>.......] - ETA: 13s - loss: 0.6514 - accuracy: 0.7728
	40/48 [=======================>......] - ETA: 11s - loss: 0.6521 - accuracy: 0.7729
	41/48 [========================>.....] - ETA: 10s - loss: 0.6508 - accuracy: 0.7731
	42/48 [========================>.....] - ETA: 9s - loss: 0.6510 - accuracy: 0.7732
	43/48 [=========================>....] - ETA: 7s - loss: 0.6508 - accuracy: 0.7729
	44/48 [==========================>...] - ETA: 6s - loss: 0.6492 - accuracy: 0.7735
	45/48 [==========================>...] - ETA: 5s - loss: 0.6484 - accuracy: 0.7737
	46/48 [===========================>..] - ETA: 3s - loss: 0.6479 - accuracy: 0.7740
	47/48 [===========================>..] - ETA: 2s - loss: 0.6471 - accuracy: 0.7742
	48/48 [============================>.] - ETA: 1s - loss: 0.6474 - accuracy: 0.7744
	49/48 [==============================] - 70s 1s/step - loss: 0.6481 - accuracy: 0.7742 - val_loss: 0.8088 - val_accuracy: 0.7195
	Epoch 64/100

	1/48 [..............................] - ETA: 1:01 - loss: 0.6832 - accuracy: 0.7529
	2/48 [>.............................] - ETA: 1:00 - loss: 0.6584 - accuracy: 0.7681
	3/48 [>.............................] - ETA: 59s - loss: 0.6498 - accuracy: 0.7728
	4/48 [=>............................] - ETA: 58s - loss: 0.6363 - accuracy: 0.7769
	5/48 [==>...........................] - ETA: 57s - loss: 0.6487 - accuracy: 0.7727
	6/48 [==>...........................] - ETA: 56s - loss: 0.6439 - accuracy: 0.7752
	7/48 [===>..........................] - ETA: 55s - loss: 0.6402 - accuracy: 0.7755
	8/48 [===>..........................] - ETA: 53s - loss: 0.6460 - accuracy: 0.7714
	9/48 [====>.........................] - ETA: 53s - loss: 0.6413 - accuracy: 0.7727
	10/48 [=====>........................] - ETA: 52s - loss: 0.6439 - accuracy: 0.7715
	11/48 [=====>........................] - ETA: 50s - loss: 0.6387 - accuracy: 0.7736
	12/48 [======>.......................] - ETA: 49s - loss: 0.6379 - accuracy: 0.7744
	13/48 [======>.......................] - ETA: 48s - loss: 0.6364 - accuracy: 0.7740
	14/48 [=======>......................] - ETA: 47s - loss: 0.6376 - accuracy: 0.7741
	15/48 [========>.....................] - ETA: 46s - loss: 0.6344 - accuracy: 0.7751
	16/48 [========>.....................] - ETA: 46s - loss: 0.6358 - accuracy: 0.7753
	17/48 [=========>....................] - ETA: 45s - loss: 0.6354 - accuracy: 0.7761
	18/48 [==========>...................] - ETA: 43s - loss: 0.6368 - accuracy: 0.7753
	19/48 [==========>...................] - ETA: 42s - loss: 0.6378 - accuracy: 0.7749
	20/48 [===========>..................] - ETA: 40s - loss: 0.6402 - accuracy: 0.7738
	21/48 [===========>..................] - ETA: 39s - loss: 0.6400 - accuracy: 0.7745
	22/48 [============>.................] - ETA: 38s - loss: 0.6421 - accuracy: 0.7740
	23/48 [=============>................] - ETA: 36s - loss: 0.6418 - accuracy: 0.7737
	24/48 [=============>................] - ETA: 35s - loss: 0.6409 - accuracy: 0.7732
	25/48 [==============>...............] - ETA: 33s - loss: 0.6405 - accuracy: 0.7739
	26/48 [==============>...............] - ETA: 32s - loss: 0.6407 - accuracy: 0.7748
	27/48 [===============>..............] - ETA: 31s - loss: 0.6426 - accuracy: 0.7740
	28/48 [================>.............] - ETA: 29s - loss: 0.6443 - accuracy: 0.7739
	29/48 [================>.............] - ETA: 28s - loss: 0.6449 - accuracy: 0.7736
	30/48 [=================>............] - ETA: 26s - loss: 0.6453 - accuracy: 0.7738
	31/48 [==================>...........] - ETA: 25s - loss: 0.6446 - accuracy: 0.7745
	32/48 [==================>...........] - ETA: 23s - loss: 0.6449 - accuracy: 0.7749
	33/48 [===================>..........] - ETA: 22s - loss: 0.6460 - accuracy: 0.7744
	34/48 [===================>..........] - ETA: 21s - loss: 0.6465 - accuracy: 0.7742
	35/48 [====================>.........] - ETA: 19s - loss: 0.6467 - accuracy: 0.7738
	36/48 [=====================>........] - ETA: 18s - loss: 0.6474 - accuracy: 0.7734
	37/48 [=====================>........] - ETA: 16s - loss: 0.6473 - accuracy: 0.7735
	38/48 [======================>.......] - ETA: 15s - loss: 0.6479 - accuracy: 0.7730
	39/48 [======================>.......] - ETA: 13s - loss: 0.6482 - accuracy: 0.7730
	40/48 [=======================>......] - ETA: 12s - loss: 0.6492 - accuracy: 0.7728
	41/48 [========================>.....] - ETA: 10s - loss: 0.6482 - accuracy: 0.7733
	42/48 [========================>.....] - ETA: 9s - loss: 0.6489 - accuracy: 0.7732
	43/48 [=========================>....] - ETA: 8s - loss: 0.6490 - accuracy: 0.7730
	44/48 [==========================>...] - ETA: 6s - loss: 0.6510 - accuracy: 0.7723
	45/48 [==========================>...] - ETA: 5s - loss: 0.6507 - accuracy: 0.7725
	46/48 [===========================>..] - ETA: 3s - loss: 0.6518 - accuracy: 0.7721
	47/48 [===========================>..] - ETA: 2s - loss: 0.6509 - accuracy: 0.7723
	48/48 [============================>.] - ETA: 1s - loss: 0.6517 - accuracy: 0.7719
	49/48 [==============================] - 74s 2s/step - loss: 0.6513 - accuracy: 0.7717 - val_loss: 0.8007 - val_accuracy: 0.7205
	Epoch 65/100

	1/48 [..............................] - ETA: 1:06 - loss: 0.6243 - accuracy: 0.7920
	2/48 [>.............................] - ETA: 1:03 - loss: 0.6443 - accuracy: 0.7896
	3/48 [>.............................] - ETA: 1:01 - loss: 0.6363 - accuracy: 0.7887
	4/48 [=>............................] - ETA: 59s - loss: 0.6460 - accuracy: 0.7812
	5/48 [==>...........................] - ETA: 58s - loss: 0.6350 - accuracy: 0.7863
	6/48 [==>...........................] - ETA: 57s - loss: 0.6428 - accuracy: 0.7806
	7/48 [===>..........................] - ETA: 56s - loss: 0.6373 - accuracy: 0.7821
	8/48 [===>..........................] - ETA: 54s - loss: 0.6331 - accuracy: 0.7827
	9/48 [====>.........................] - ETA: 53s - loss: 0.6384 - accuracy: 0.7815
	10/48 [=====>........................] - ETA: 52s - loss: 0.6359 - accuracy: 0.7816
	11/48 [=====>........................] - ETA: 50s - loss: 0.6357 - accuracy: 0.7816
	12/48 [======>.......................] - ETA: 48s - loss: 0.6372 - accuracy: 0.7801
	13/48 [======>.......................] - ETA: 47s - loss: 0.6366 - accuracy: 0.7798
	14/48 [=======>......................] - ETA: 46s - loss: 0.6363 - accuracy: 0.7799
	15/48 [========>.....................] - ETA: 45s - loss: 0.6350 - accuracy: 0.7799
	16/48 [========>.....................] - ETA: 44s - loss: 0.6387 - accuracy: 0.7784
	17/48 [=========>....................] - ETA: 43s - loss: 0.6395 - accuracy: 0.7773
	18/48 [==========>...................] - ETA: 42s - loss: 0.6390 - accuracy: 0.7775
	19/48 [==========>...................] - ETA: 40s - loss: 0.6383 - accuracy: 0.7774
	20/48 [===========>..................] - ETA: 39s - loss: 0.6411 - accuracy: 0.7759
	21/48 [===========>..................] - ETA: 38s - loss: 0.6433 - accuracy: 0.7753
	22/48 [============>.................] - ETA: 36s - loss: 0.6449 - accuracy: 0.7742
	23/48 [=============>................] - ETA: 35s - loss: 0.6462 - accuracy: 0.7740
	24/48 [=============>................] - ETA: 34s - loss: 0.6474 - accuracy: 0.7740
	25/48 [==============>...............] - ETA: 32s - loss: 0.6463 - accuracy: 0.7747
	26/48 [==============>...............] - ETA: 31s - loss: 0.6467 - accuracy: 0.7740
	27/48 [===============>..............] - ETA: 29s - loss: 0.6458 - accuracy: 0.7742
	28/48 [================>.............] - ETA: 28s - loss: 0.6452 - accuracy: 0.7747
	29/48 [================>.............] - ETA: 27s - loss: 0.6448 - accuracy: 0.7743
	30/48 [=================>............] - ETA: 25s - loss: 0.6450 - accuracy: 0.7741
	31/48 [==================>...........] - ETA: 24s - loss: 0.6462 - accuracy: 0.7739
	32/48 [==================>...........] - ETA: 23s - loss: 0.6460 - accuracy: 0.7740
	33/48 [===================>..........] - ETA: 21s - loss: 0.6465 - accuracy: 0.7737
	34/48 [===================>..........] - ETA: 20s - loss: 0.6471 - accuracy: 0.7736
	35/48 [====================>.........] - ETA: 18s - loss: 0.6463 - accuracy: 0.7738
	36/48 [=====================>........] - ETA: 17s - loss: 0.6459 - accuracy: 0.7737
	37/48 [=====================>........] - ETA: 16s - loss: 0.6462 - accuracy: 0.7738
	38/48 [======================>.......] - ETA: 14s - loss: 0.6469 - accuracy: 0.7734
	39/48 [======================>.......] - ETA: 13s - loss: 0.6467 - accuracy: 0.7736
	40/48 [=======================>......] - ETA: 12s - loss: 0.6465 - accuracy: 0.7738
	41/48 [========================>.....] - ETA: 10s - loss: 0.6467 - accuracy: 0.7737
	42/48 [========================>.....] - ETA: 9s - loss: 0.6459 - accuracy: 0.7743
	43/48 [=========================>....] - ETA: 7s - loss: 0.6458 - accuracy: 0.7745
	44/48 [==========================>...] - ETA: 6s - loss: 0.6473 - accuracy: 0.7741
	45/48 [==========================>...] - ETA: 5s - loss: 0.6469 - accuracy: 0.7742
	46/48 [===========================>..] - ETA: 3s - loss: 0.6474 - accuracy: 0.7739
	47/48 [===========================>..] - ETA: 2s - loss: 0.6474 - accuracy: 0.7739
	48/48 [============================>.] - ETA: 1s - loss: 0.6459 - accuracy: 0.7743
	49/48 [==============================] - 72s 1s/step - loss: 0.6456 - accuracy: 0.7742 - val_loss: 0.8082 - val_accuracy: 0.7227
	Epoch 66/100

	1/48 [..............................] - ETA: 1:01 - loss: 0.6438 - accuracy: 0.7764
	2/48 [>.............................] - ETA: 1:03 - loss: 0.6715 - accuracy: 0.7627
	3/48 [>.............................] - ETA: 1:02 - loss: 0.6527 - accuracy: 0.7669
	4/48 [=>............................] - ETA: 1:03 - loss: 0.6467 - accuracy: 0.7686
	5/48 [==>...........................] - ETA: 1:03 - loss: 0.6319 - accuracy: 0.7742
	6/48 [==>...........................] - ETA: 1:04 - loss: 0.6326 - accuracy: 0.7726
	7/48 [===>..........................] - ETA: 1:05 - loss: 0.6427 - accuracy: 0.7713
	8/48 [===>..........................] - ETA: 1:05 - loss: 0.6471 - accuracy: 0.7695
	9/48 [====>.........................] - ETA: 1:06 - loss: 0.6450 - accuracy: 0.7702
	10/48 [=====>........................] - ETA: 1:06 - loss: 0.6433 - accuracy: 0.7732
	11/48 [=====>........................] - ETA: 1:05 - loss: 0.6404 - accuracy: 0.7743
	12/48 [======>.......................] - ETA: 1:03 - loss: 0.6439 - accuracy: 0.7725
	13/48 [======>.......................] - ETA: 1:02 - loss: 0.6425 - accuracy: 0.7728
	14/48 [=======>......................] - ETA: 1:00 - loss: 0.6439 - accuracy: 0.7727
	15/48 [========>.....................] - ETA: 58s - loss: 0.6488 - accuracy: 0.7704
	16/48 [========>.....................] - ETA: 56s - loss: 0.6513 - accuracy: 0.7698
	17/48 [=========>....................] - ETA: 54s - loss: 0.6535 - accuracy: 0.7691
	18/48 [==========>...................] - ETA: 52s - loss: 0.6547 - accuracy: 0.7696
	19/48 [==========>...................] - ETA: 50s - loss: 0.6577 - accuracy: 0.7683
	20/48 [===========>..................] - ETA: 48s - loss: 0.6592 - accuracy: 0.7682
	21/48 [===========>..................] - ETA: 46s - loss: 0.6595 - accuracy: 0.7684
	22/48 [============>.................] - ETA: 45s - loss: 0.6597 - accuracy: 0.7685
	23/48 [=============>................] - ETA: 43s - loss: 0.6614 - accuracy: 0.7682
	24/48 [=============>................] - ETA: 41s - loss: 0.6596 - accuracy: 0.7693
	25/48 [==============>...............] - ETA: 39s - loss: 0.6591 - accuracy: 0.7691
	26/48 [==============>...............] - ETA: 37s - loss: 0.6593 - accuracy: 0.7694
	27/48 [===============>..............] - ETA: 36s - loss: 0.6603 - accuracy: 0.7694
	28/48 [================>.............] - ETA: 34s - loss: 0.6585 - accuracy: 0.7702
	29/48 [================>.............] - ETA: 32s - loss: 0.6569 - accuracy: 0.7707
	30/48 [=================>............] - ETA: 30s - loss: 0.6565 - accuracy: 0.7709
	31/48 [==================>...........] - ETA: 29s - loss: 0.6580 - accuracy: 0.7705
	32/48 [==================>...........] - ETA: 27s - loss: 0.6577 - accuracy: 0.7703
	33/48 [===================>..........] - ETA: 25s - loss: 0.6583 - accuracy: 0.7704
	34/48 [===================>..........] - ETA: 23s - loss: 0.6576 - accuracy: 0.7705
	35/48 [====================>.........] - ETA: 22s - loss: 0.6562 - accuracy: 0.7707
	36/48 [=====================>........] - ETA: 20s - loss: 0.6558 - accuracy: 0.7708
	37/48 [=====================>........] - ETA: 18s - loss: 0.6562 - accuracy: 0.7707
	38/48 [======================>.......] - ETA: 17s - loss: 0.6557 - accuracy: 0.7706
	39/48 [======================>.......] - ETA: 15s - loss: 0.6558 - accuracy: 0.7703
	40/48 [=======================>......] - ETA: 14s - loss: 0.6564 - accuracy: 0.7700
	41/48 [========================>.....] - ETA: 12s - loss: 0.6568 - accuracy: 0.7700
	42/48 [========================>.....] - ETA: 10s - loss: 0.6572 - accuracy: 0.7704
	43/48 [=========================>....] - ETA: 9s - loss: 0.6570 - accuracy: 0.7707
	44/48 [==========================>...] - ETA: 7s - loss: 0.6569 - accuracy: 0.7703
	45/48 [==========================>...] - ETA: 6s - loss: 0.6568 - accuracy: 0.7703
	46/48 [===========================>..] - ETA: 4s - loss: 0.6554 - accuracy: 0.7707
	47/48 [===========================>..] - ETA: 2s - loss: 0.6547 - accuracy: 0.7710
	48/48 [============================>.] - ETA: 1s - loss: 0.6541 - accuracy: 0.7714
	49/48 [==============================] - 85s 2s/step - loss: 0.6558 - accuracy: 0.7709 - val_loss: 0.7954 - val_accuracy: 0.7250
	Epoch 67/100

	1/48 [..............................] - ETA: 1:15 - loss: 0.6028 - accuracy: 0.7881
	2/48 [>.............................] - ETA: 1:14 - loss: 0.6133 - accuracy: 0.7783
	3/48 [>.............................] - ETA: 1:12 - loss: 0.6253 - accuracy: 0.7747
	4/48 [=>............................] - ETA: 1:10 - loss: 0.6189 - accuracy: 0.7771
	5/48 [==>...........................] - ETA: 1:09 - loss: 0.6183 - accuracy: 0.7764
	6/48 [==>...........................] - ETA: 1:07 - loss: 0.6155 - accuracy: 0.7786
	7/48 [===>..........................] - ETA: 1:05 - loss: 0.6178 - accuracy: 0.7790
	8/48 [===>..........................] - ETA: 1:04 - loss: 0.6233 - accuracy: 0.7797
	9/48 [====>.........................] - ETA: 1:03 - loss: 0.6236 - accuracy: 0.7823
	10/48 [=====>........................] - ETA: 1:00 - loss: 0.6244 - accuracy: 0.7831
	11/48 [=====>........................] - ETA: 59s - loss: 0.6262 - accuracy: 0.7830
	12/48 [======>.......................] - ETA: 57s - loss: 0.6268 - accuracy: 0.7815
	13/48 [======>.......................] - ETA: 55s - loss: 0.6224 - accuracy: 0.7836
	14/48 [=======>......................] - ETA: 53s - loss: 0.6243 - accuracy: 0.7840
	15/48 [========>.....................] - ETA: 51s - loss: 0.6246 - accuracy: 0.7839
	16/48 [========>.....................] - ETA: 49s - loss: 0.6198 - accuracy: 0.7857
	17/48 [=========>....................] - ETA: 47s - loss: 0.6203 - accuracy: 0.7850
	18/48 [==========>...................] - ETA: 45s - loss: 0.6170 - accuracy: 0.7853
	19/48 [==========>...................] - ETA: 44s - loss: 0.6150 - accuracy: 0.7859
	20/48 [===========>..................] - ETA: 42s - loss: 0.6197 - accuracy: 0.7844
	21/48 [===========>..................] - ETA: 40s - loss: 0.6202 - accuracy: 0.7841
	22/48 [============>.................] - ETA: 39s - loss: 0.6216 - accuracy: 0.7835
	23/48 [=============>................] - ETA: 38s - loss: 0.6209 - accuracy: 0.7838
	24/48 [=============>................] - ETA: 36s - loss: 0.6212 - accuracy: 0.7840
	25/48 [==============>...............] - ETA: 34s - loss: 0.6204 - accuracy: 0.7840
	26/48 [==============>...............] - ETA: 33s - loss: 0.6216 - accuracy: 0.7836
	27/48 [===============>..............] - ETA: 32s - loss: 0.6214 - accuracy: 0.7836
	28/48 [================>.............] - ETA: 30s - loss: 0.6220 - accuracy: 0.7838
	29/48 [================>.............] - ETA: 29s - loss: 0.6241 - accuracy: 0.7829
	30/48 [=================>............] - ETA: 27s - loss: 0.6247 - accuracy: 0.7822
	31/48 [==================>...........] - ETA: 26s - loss: 0.6250 - accuracy: 0.7819
	32/48 [==================>...........] - ETA: 24s - loss: 0.6269 - accuracy: 0.7810
	33/48 [===================>..........] - ETA: 23s - loss: 0.6278 - accuracy: 0.7802
	34/48 [===================>..........] - ETA: 22s - loss: 0.6268 - accuracy: 0.7806
	35/48 [====================>.........] - ETA: 20s - loss: 0.6270 - accuracy: 0.7806
	36/48 [=====================>........] - ETA: 19s - loss: 0.6271 - accuracy: 0.7805
	37/48 [=====================>........] - ETA: 18s - loss: 0.6264 - accuracy: 0.7810
	38/48 [======================>.......] - ETA: 16s - loss: 0.6264 - accuracy: 0.7810
	39/48 [======================>.......] - ETA: 15s - loss: 0.6266 - accuracy: 0.7808
	40/48 [=======================>......] - ETA: 13s - loss: 0.6274 - accuracy: 0.7805
	41/48 [========================>.....] - ETA: 12s - loss: 0.6281 - accuracy: 0.7803
	42/48 [========================>.....] - ETA: 10s - loss: 0.6274 - accuracy: 0.7804
	43/48 [=========================>....] - ETA: 8s - loss: 0.6274 - accuracy: 0.7805
	44/48 [==========================>...] - ETA: 7s - loss: 0.6272 - accuracy: 0.7803
	45/48 [==========================>...] - ETA: 5s - loss: 0.6269 - accuracy: 0.7803
	46/48 [===========================>..] - ETA: 4s - loss: 0.6281 - accuracy: 0.7801
	47/48 [===========================>..] - ETA: 2s - loss: 0.6296 - accuracy: 0.7795
	48/48 [============================>.] - ETA: 1s - loss: 0.6297 - accuracy: 0.7795
	49/48 [==============================] - 80s 2s/step - loss: 0.6302 - accuracy: 0.7794 - val_loss: 0.8093 - val_accuracy: 0.7137
	Epoch 68/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.6118 - accuracy: 0.7881
	2/48 [>.............................] - ETA: 1:02 - loss: 0.6099 - accuracy: 0.7915
	3/48 [>.............................] - ETA: 1:01 - loss: 0.6173 - accuracy: 0.7865
	4/48 [=>............................] - ETA: 59s - loss: 0.6257 - accuracy: 0.7832
	5/48 [==>...........................] - ETA: 58s - loss: 0.6201 - accuracy: 0.7826
	6/48 [==>...........................] - ETA: 56s - loss: 0.6286 - accuracy: 0.7798
	7/48 [===>..........................] - ETA: 55s - loss: 0.6337 - accuracy: 0.7785
	8/48 [===>..........................] - ETA: 54s - loss: 0.6332 - accuracy: 0.7799
	9/48 [====>.........................] - ETA: 53s - loss: 0.6363 - accuracy: 0.7790
	10/48 [=====>........................] - ETA: 51s - loss: 0.6366 - accuracy: 0.7786
	11/48 [=====>........................] - ETA: 50s - loss: 0.6394 - accuracy: 0.7774
	12/48 [======>.......................] - ETA: 49s - loss: 0.6407 - accuracy: 0.7757
	13/48 [======>.......................] - ETA: 47s - loss: 0.6427 - accuracy: 0.7747
	14/48 [=======>......................] - ETA: 46s - loss: 0.6425 - accuracy: 0.7756
	15/48 [========>.....................] - ETA: 45s - loss: 0.6414 - accuracy: 0.7773
	16/48 [========>.....................] - ETA: 43s - loss: 0.6405 - accuracy: 0.7780
	17/48 [=========>....................] - ETA: 42s - loss: 0.6414 - accuracy: 0.7772
	18/48 [==========>...................] - ETA: 41s - loss: 0.6415 - accuracy: 0.7777
	19/48 [==========>...................] - ETA: 39s - loss: 0.6390 - accuracy: 0.7782
	20/48 [===========>..................] - ETA: 38s - loss: 0.6392 - accuracy: 0.7779
	21/48 [===========>..................] - ETA: 37s - loss: 0.6392 - accuracy: 0.7778
	22/48 [============>.................] - ETA: 35s - loss: 0.6367 - accuracy: 0.7787
	23/48 [=============>................] - ETA: 34s - loss: 0.6352 - accuracy: 0.7792
	24/48 [=============>................] - ETA: 33s - loss: 0.6341 - accuracy: 0.7801
	25/48 [==============>...............] - ETA: 32s - loss: 0.6345 - accuracy: 0.7802
	26/48 [==============>...............] - ETA: 30s - loss: 0.6353 - accuracy: 0.7801
	27/48 [===============>..............] - ETA: 29s - loss: 0.6368 - accuracy: 0.7795
	28/48 [================>.............] - ETA: 28s - loss: 0.6348 - accuracy: 0.7799
	29/48 [================>.............] - ETA: 27s - loss: 0.6343 - accuracy: 0.7799
	30/48 [=================>............] - ETA: 25s - loss: 0.6328 - accuracy: 0.7804
	31/48 [==================>...........] - ETA: 24s - loss: 0.6316 - accuracy: 0.7808
	32/48 [==================>...........] - ETA: 23s - loss: 0.6329 - accuracy: 0.7804
	33/48 [===================>..........] - ETA: 22s - loss: 0.6327 - accuracy: 0.7806
	34/48 [===================>..........] - ETA: 20s - loss: 0.6324 - accuracy: 0.7805
	35/48 [====================>.........] - ETA: 19s - loss: 0.6302 - accuracy: 0.7804
	36/48 [=====================>........] - ETA: 17s - loss: 0.6289 - accuracy: 0.7809
	37/48 [=====================>........] - ETA: 16s - loss: 0.6289 - accuracy: 0.7808
	38/48 [======================>.......] - ETA: 15s - loss: 0.6301 - accuracy: 0.7800
	39/48 [======================>.......] - ETA: 13s - loss: 0.6292 - accuracy: 0.7802
	40/48 [=======================>......] - ETA: 12s - loss: 0.6295 - accuracy: 0.7803
	41/48 [========================>.....] - ETA: 10s - loss: 0.6300 - accuracy: 0.7801
	42/48 [========================>.....] - ETA: 9s - loss: 0.6301 - accuracy: 0.7800
	43/48 [=========================>....] - ETA: 8s - loss: 0.6302 - accuracy: 0.7800
	44/48 [==========================>...] - ETA: 6s - loss: 0.6305 - accuracy: 0.7799
	45/48 [==========================>...] - ETA: 5s - loss: 0.6298 - accuracy: 0.7805
	46/48 [===========================>..] - ETA: 3s - loss: 0.6297 - accuracy: 0.7805
	47/48 [===========================>..] - ETA: 2s - loss: 0.6301 - accuracy: 0.7802
	48/48 [============================>.] - ETA: 1s - loss: 0.6316 - accuracy: 0.7797
	49/48 [==============================] - 73s 1s/step - loss: 0.6311 - accuracy: 0.7798 - val_loss: 0.8020 - val_accuracy: 0.7210
	Epoch 69/100

	1/48 [..............................] - ETA: 1:08 - loss: 0.6287 - accuracy: 0.7812
	2/48 [>.............................] - ETA: 1:05 - loss: 0.6382 - accuracy: 0.7783
	3/48 [>.............................] - ETA: 1:04 - loss: 0.6301 - accuracy: 0.7839
	4/48 [=>............................] - ETA: 1:02 - loss: 0.6268 - accuracy: 0.7825
	5/48 [==>...........................] - ETA: 1:02 - loss: 0.6220 - accuracy: 0.7822
	6/48 [==>...........................] - ETA: 1:00 - loss: 0.6212 - accuracy: 0.7827
	7/48 [===>..........................] - ETA: 58s - loss: 0.6238 - accuracy: 0.7786
	8/48 [===>..........................] - ETA: 57s - loss: 0.6286 - accuracy: 0.7761
	9/48 [====>.........................] - ETA: 55s - loss: 0.6312 - accuracy: 0.7755
	10/48 [=====>........................] - ETA: 53s - loss: 0.6337 - accuracy: 0.7761
	11/48 [=====>........................] - ETA: 52s - loss: 0.6319 - accuracy: 0.7757
	12/48 [======>.......................] - ETA: 51s - loss: 0.6330 - accuracy: 0.7753
	13/48 [======>.......................] - ETA: 50s - loss: 0.6282 - accuracy: 0.7761
	14/48 [=======>......................] - ETA: 49s - loss: 0.6307 - accuracy: 0.7750
	15/48 [========>.....................] - ETA: 49s - loss: 0.6329 - accuracy: 0.7743
	16/48 [========>.....................] - ETA: 47s - loss: 0.6306 - accuracy: 0.7753
	17/48 [=========>....................] - ETA: 46s - loss: 0.6276 - accuracy: 0.7764
	18/48 [==========>...................] - ETA: 44s - loss: 0.6275 - accuracy: 0.7774
	19/48 [==========>...................] - ETA: 43s - loss: 0.6289 - accuracy: 0.7773
	20/48 [===========>..................] - ETA: 41s - loss: 0.6326 - accuracy: 0.7767
	21/48 [===========>..................] - ETA: 39s - loss: 0.6318 - accuracy: 0.7771
	22/48 [============>.................] - ETA: 38s - loss: 0.6315 - accuracy: 0.7775
	23/48 [=============>................] - ETA: 36s - loss: 0.6308 - accuracy: 0.7774
	24/48 [=============>................] - ETA: 35s - loss: 0.6311 - accuracy: 0.7769
	25/48 [==============>...............] - ETA: 33s - loss: 0.6307 - accuracy: 0.7775
	26/48 [==============>...............] - ETA: 32s - loss: 0.6306 - accuracy: 0.7777
	27/48 [===============>..............] - ETA: 30s - loss: 0.6311 - accuracy: 0.7779
	28/48 [================>.............] - ETA: 29s - loss: 0.6313 - accuracy: 0.7777
	29/48 [================>.............] - ETA: 28s - loss: 0.6306 - accuracy: 0.7780
	30/48 [=================>............] - ETA: 26s - loss: 0.6297 - accuracy: 0.7786
	31/48 [==================>...........] - ETA: 25s - loss: 0.6300 - accuracy: 0.7783
	32/48 [==================>...........] - ETA: 23s - loss: 0.6297 - accuracy: 0.7781
	33/48 [===================>..........] - ETA: 22s - loss: 0.6310 - accuracy: 0.7775
	34/48 [===================>..........] - ETA: 21s - loss: 0.6307 - accuracy: 0.7778
	35/48 [====================>.........] - ETA: 19s - loss: 0.6301 - accuracy: 0.7785
	36/48 [=====================>........] - ETA: 18s - loss: 0.6297 - accuracy: 0.7786
	37/48 [=====================>........] - ETA: 17s - loss: 0.6305 - accuracy: 0.7781
	38/48 [======================>.......] - ETA: 15s - loss: 0.6318 - accuracy: 0.7779
	39/48 [======================>.......] - ETA: 14s - loss: 0.6308 - accuracy: 0.7781
	40/48 [=======================>......] - ETA: 12s - loss: 0.6314 - accuracy: 0.7778
	41/48 [========================>.....] - ETA: 11s - loss: 0.6317 - accuracy: 0.7776
	42/48 [========================>.....] - ETA: 10s - loss: 0.6316 - accuracy: 0.7778
	43/48 [=========================>....] - ETA: 8s - loss: 0.6313 - accuracy: 0.7780
	44/48 [==========================>...] - ETA: 7s - loss: 0.6298 - accuracy: 0.7788
	45/48 [==========================>...] - ETA: 5s - loss: 0.6289 - accuracy: 0.7792
	46/48 [===========================>..] - ETA: 4s - loss: 0.6303 - accuracy: 0.7787
	47/48 [===========================>..] - ETA: 2s - loss: 0.6299 - accuracy: 0.7788
	48/48 [============================>.] - ETA: 1s - loss: 0.6303 - accuracy: 0.7784
	49/48 [==============================] - 80s 2s/step - loss: 0.6295 - accuracy: 0.7787 - val_loss: 0.7851 - val_accuracy: 0.7236
	Epoch 70/100

	1/48 [..............................] - ETA: 1:15 - loss: 0.5698 - accuracy: 0.7998
	2/48 [>.............................] - ETA: 1:13 - loss: 0.6054 - accuracy: 0.7910
	3/48 [>.............................] - ETA: 1:12 - loss: 0.6067 - accuracy: 0.7868
	4/48 [=>............................] - ETA: 1:08 - loss: 0.6046 - accuracy: 0.7888
	5/48 [==>...........................] - ETA: 1:06 - loss: 0.6050 - accuracy: 0.7902
	6/48 [==>...........................] - ETA: 1:06 - loss: 0.6079 - accuracy: 0.7873
	7/48 [===>..........................] - ETA: 1:04 - loss: 0.6070 - accuracy: 0.7898
	8/48 [===>..........................] - ETA: 1:03 - loss: 0.6119 - accuracy: 0.7888
	9/48 [====>.........................] - ETA: 1:01 - loss: 0.6080 - accuracy: 0.7895
	10/48 [=====>........................] - ETA: 1:00 - loss: 0.6143 - accuracy: 0.7869
	11/48 [=====>........................] - ETA: 59s - loss: 0.6120 - accuracy: 0.7884
	12/48 [======>.......................] - ETA: 58s - loss: 0.6074 - accuracy: 0.7894
	13/48 [======>.......................] - ETA: 58s - loss: 0.6116 - accuracy: 0.7876
	14/48 [=======>......................] - ETA: 57s - loss: 0.6086 - accuracy: 0.7891
	15/48 [========>.....................] - ETA: 56s - loss: 0.6085 - accuracy: 0.7885
	16/48 [========>.....................] - ETA: 54s - loss: 0.6067 - accuracy: 0.7885
	17/48 [=========>....................] - ETA: 53s - loss: 0.6099 - accuracy: 0.7879
	18/48 [==========>...................] - ETA: 51s - loss: 0.6102 - accuracy: 0.7875
	19/48 [==========>...................] - ETA: 49s - loss: 0.6121 - accuracy: 0.7866
	20/48 [===========>..................] - ETA: 47s - loss: 0.6180 - accuracy: 0.7842
	21/48 [===========>..................] - ETA: 45s - loss: 0.6197 - accuracy: 0.7833
	22/48 [============>.................] - ETA: 43s - loss: 0.6177 - accuracy: 0.7843
	23/48 [=============>................] - ETA: 42s - loss: 0.6193 - accuracy: 0.7836
	24/48 [=============>................] - ETA: 40s - loss: 0.6182 - accuracy: 0.7837
	25/48 [==============>...............] - ETA: 38s - loss: 0.6203 - accuracy: 0.7825
	26/48 [==============>...............] - ETA: 37s - loss: 0.6205 - accuracy: 0.7829
	27/48 [===============>..............] - ETA: 35s - loss: 0.6216 - accuracy: 0.7834
	28/48 [================>.............] - ETA: 34s - loss: 0.6214 - accuracy: 0.7832
	29/48 [================>.............] - ETA: 32s - loss: 0.6221 - accuracy: 0.7829
	30/48 [=================>............] - ETA: 31s - loss: 0.6231 - accuracy: 0.7827
	31/48 [==================>...........] - ETA: 29s - loss: 0.6237 - accuracy: 0.7825
	32/48 [==================>...........] - ETA: 27s - loss: 0.6254 - accuracy: 0.7812
	33/48 [===================>..........] - ETA: 26s - loss: 0.6236 - accuracy: 0.7820
	34/48 [===================>..........] - ETA: 24s - loss: 0.6243 - accuracy: 0.7816
	35/48 [====================>.........] - ETA: 22s - loss: 0.6248 - accuracy: 0.7812
	36/48 [=====================>........] - ETA: 21s - loss: 0.6236 - accuracy: 0.7816
	37/48 [=====================>........] - ETA: 19s - loss: 0.6239 - accuracy: 0.7816
	38/48 [======================>.......] - ETA: 17s - loss: 0.6232 - accuracy: 0.7820
	39/48 [======================>.......] - ETA: 16s - loss: 0.6229 - accuracy: 0.7826
	40/48 [=======================>......] - ETA: 14s - loss: 0.6229 - accuracy: 0.7825
	41/48 [========================>.....] - ETA: 12s - loss: 0.6244 - accuracy: 0.7823
	42/48 [========================>.....] - ETA: 11s - loss: 0.6260 - accuracy: 0.7820
	43/48 [=========================>....] - ETA: 9s - loss: 0.6239 - accuracy: 0.7830
	44/48 [==========================>...] - ETA: 7s - loss: 0.6241 - accuracy: 0.7830
	45/48 [==========================>...] - ETA: 6s - loss: 0.6243 - accuracy: 0.7830
	46/48 [===========================>..] - ETA: 4s - loss: 0.6243 - accuracy: 0.7833
	47/48 [===========================>..] - ETA: 2s - loss: 0.6237 - accuracy: 0.7832
	48/48 [============================>.] - ETA: 1s - loss: 0.6237 - accuracy: 0.7831
	49/48 [==============================] - 84s 2s/step - loss: 0.6229 - accuracy: 0.7833 - val_loss: 0.8026 - val_accuracy: 0.7239
	Epoch 71/100

	1/48 [..............................] - ETA: 1:15 - loss: 0.6297 - accuracy: 0.7803
	2/48 [>.............................] - ETA: 1:12 - loss: 0.6254 - accuracy: 0.7847
	3/48 [>.............................] - ETA: 1:09 - loss: 0.6139 - accuracy: 0.7881
	4/48 [=>............................] - ETA: 1:06 - loss: 0.6051 - accuracy: 0.7893
	5/48 [==>...........................] - ETA: 1:04 - loss: 0.6135 - accuracy: 0.7852
	6/48 [==>...........................] - ETA: 1:02 - loss: 0.6177 - accuracy: 0.7850
	7/48 [===>..........................] - ETA: 1:00 - loss: 0.6150 - accuracy: 0.7843
	8/48 [===>..........................] - ETA: 57s - loss: 0.6190 - accuracy: 0.7817
	9/48 [====>.........................] - ETA: 54s - loss: 0.6172 - accuracy: 0.7816
	10/48 [=====>........................] - ETA: 53s - loss: 0.6190 - accuracy: 0.7808
	11/48 [=====>........................] - ETA: 51s - loss: 0.6190 - accuracy: 0.7813
	12/48 [======>.......................] - ETA: 50s - loss: 0.6227 - accuracy: 0.7786
	13/48 [======>.......................] - ETA: 49s - loss: 0.6215 - accuracy: 0.7792
	14/48 [=======>......................] - ETA: 48s - loss: 0.6266 - accuracy: 0.7769
	15/48 [========>.....................] - ETA: 47s - loss: 0.6251 - accuracy: 0.7773
	16/48 [========>.....................] - ETA: 46s - loss: 0.6250 - accuracy: 0.7789
	17/48 [=========>....................] - ETA: 44s - loss: 0.6280 - accuracy: 0.7779
	18/48 [==========>...................] - ETA: 43s - loss: 0.6272 - accuracy: 0.7785
	19/48 [==========>...................] - ETA: 41s - loss: 0.6258 - accuracy: 0.7804
	20/48 [===========>..................] - ETA: 40s - loss: 0.6223 - accuracy: 0.7818
	21/48 [===========>..................] - ETA: 38s - loss: 0.6232 - accuracy: 0.7822
	22/48 [============>.................] - ETA: 37s - loss: 0.6236 - accuracy: 0.7821
	23/48 [=============>................] - ETA: 35s - loss: 0.6266 - accuracy: 0.7814
	24/48 [=============>................] - ETA: 34s - loss: 0.6252 - accuracy: 0.7815
	25/48 [==============>...............] - ETA: 32s - loss: 0.6258 - accuracy: 0.7821
	26/48 [==============>...............] - ETA: 31s - loss: 0.6246 - accuracy: 0.7823
	27/48 [===============>..............] - ETA: 29s - loss: 0.6241 - accuracy: 0.7827
	28/48 [================>.............] - ETA: 28s - loss: 0.6241 - accuracy: 0.7830
	29/48 [================>.............] - ETA: 26s - loss: 0.6253 - accuracy: 0.7827
	30/48 [=================>............] - ETA: 25s - loss: 0.6240 - accuracy: 0.7832
	31/48 [==================>...........] - ETA: 24s - loss: 0.6231 - accuracy: 0.7838
	32/48 [==================>...........] - ETA: 22s - loss: 0.6226 - accuracy: 0.7840
	33/48 [===================>..........] - ETA: 21s - loss: 0.6202 - accuracy: 0.7848
	34/48 [===================>..........] - ETA: 20s - loss: 0.6203 - accuracy: 0.7847
	35/48 [====================>.........] - ETA: 18s - loss: 0.6216 - accuracy: 0.7839
	36/48 [=====================>........] - ETA: 17s - loss: 0.6217 - accuracy: 0.7840
	37/48 [=====================>........] - ETA: 16s - loss: 0.6222 - accuracy: 0.7839
	38/48 [======================>.......] - ETA: 14s - loss: 0.6210 - accuracy: 0.7845
	39/48 [======================>.......] - ETA: 13s - loss: 0.6206 - accuracy: 0.7846
	40/48 [=======================>......] - ETA: 11s - loss: 0.6209 - accuracy: 0.7843
	41/48 [========================>.....] - ETA: 10s - loss: 0.6208 - accuracy: 0.7840
	42/48 [========================>.....] - ETA: 9s - loss: 0.6208 - accuracy: 0.7836
	43/48 [=========================>....] - ETA: 7s - loss: 0.6203 - accuracy: 0.7836
	44/48 [==========================>...] - ETA: 6s - loss: 0.6203 - accuracy: 0.7839
	45/48 [==========================>...] - ETA: 5s - loss: 0.6211 - accuracy: 0.7834
	46/48 [===========================>..] - ETA: 3s - loss: 0.6209 - accuracy: 0.7833
	47/48 [===========================>..] - ETA: 2s - loss: 0.6201 - accuracy: 0.7838
	48/48 [============================>.] - ETA: 1s - loss: 0.6202 - accuracy: 0.7839
	49/48 [==============================] - 72s 1s/step - loss: 0.6209 - accuracy: 0.7835 - val_loss: 0.7877 - val_accuracy: 0.7269
	Epoch 72/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.6815 - accuracy: 0.7500
	2/48 [>.............................] - ETA: 1:03 - loss: 0.6841 - accuracy: 0.7534
	3/48 [>.............................] - ETA: 1:02 - loss: 0.6567 - accuracy: 0.7633
	4/48 [=>............................] - ETA: 1:01 - loss: 0.6447 - accuracy: 0.7664
	5/48 [==>...........................] - ETA: 1:00 - loss: 0.6450 - accuracy: 0.7682
	6/48 [==>...........................] - ETA: 59s - loss: 0.6450 - accuracy: 0.7736
	7/48 [===>..........................] - ETA: 57s - loss: 0.6373 - accuracy: 0.7764
	8/48 [===>..........................] - ETA: 55s - loss: 0.6322 - accuracy: 0.7772
	9/48 [====>.........................] - ETA: 53s - loss: 0.6246 - accuracy: 0.7797
	10/48 [=====>........................] - ETA: 52s - loss: 0.6309 - accuracy: 0.7783
	11/48 [=====>........................] - ETA: 50s - loss: 0.6309 - accuracy: 0.7791
	12/48 [======>.......................] - ETA: 49s - loss: 0.6318 - accuracy: 0.7790
	13/48 [======>.......................] - ETA: 48s - loss: 0.6293 - accuracy: 0.7792
	14/48 [=======>......................] - ETA: 46s - loss: 0.6322 - accuracy: 0.7788
	15/48 [========>.....................] - ETA: 45s - loss: 0.6289 - accuracy: 0.7799
	16/48 [========>.....................] - ETA: 43s - loss: 0.6260 - accuracy: 0.7806
	17/48 [=========>....................] - ETA: 42s - loss: 0.6250 - accuracy: 0.7807
	18/48 [==========>...................] - ETA: 41s - loss: 0.6218 - accuracy: 0.7821
	19/48 [==========>...................] - ETA: 39s - loss: 0.6210 - accuracy: 0.7827
	20/48 [===========>..................] - ETA: 38s - loss: 0.6226 - accuracy: 0.7813
	21/48 [===========>..................] - ETA: 37s - loss: 0.6192 - accuracy: 0.7822
	22/48 [============>.................] - ETA: 35s - loss: 0.6208 - accuracy: 0.7818
	23/48 [=============>................] - ETA: 34s - loss: 0.6229 - accuracy: 0.7807
	24/48 [=============>................] - ETA: 33s - loss: 0.6226 - accuracy: 0.7810
	25/48 [==============>...............] - ETA: 31s - loss: 0.6212 - accuracy: 0.7817
	26/48 [==============>...............] - ETA: 30s - loss: 0.6239 - accuracy: 0.7805
	27/48 [===============>..............] - ETA: 29s - loss: 0.6236 - accuracy: 0.7807
	28/48 [================>.............] - ETA: 27s - loss: 0.6246 - accuracy: 0.7801
	29/48 [================>.............] - ETA: 26s - loss: 0.6245 - accuracy: 0.7800
	30/48 [=================>............] - ETA: 25s - loss: 0.6268 - accuracy: 0.7791
	31/48 [==================>...........] - ETA: 24s - loss: 0.6269 - accuracy: 0.7791
	32/48 [==================>...........] - ETA: 22s - loss: 0.6271 - accuracy: 0.7790
	33/48 [===================>..........] - ETA: 21s - loss: 0.6271 - accuracy: 0.7791
	34/48 [===================>..........] - ETA: 19s - loss: 0.6265 - accuracy: 0.7792
	35/48 [====================>.........] - ETA: 18s - loss: 0.6261 - accuracy: 0.7796
	36/48 [=====================>........] - ETA: 17s - loss: 0.6262 - accuracy: 0.7796
	37/48 [=====================>........] - ETA: 16s - loss: 0.6266 - accuracy: 0.7795
	38/48 [======================>.......] - ETA: 14s - loss: 0.6274 - accuracy: 0.7794
	39/48 [======================>.......] - ETA: 13s - loss: 0.6268 - accuracy: 0.7793
	40/48 [=======================>......] - ETA: 12s - loss: 0.6276 - accuracy: 0.7792
	41/48 [========================>.....] - ETA: 10s - loss: 0.6270 - accuracy: 0.7794
	42/48 [========================>.....] - ETA: 9s - loss: 0.6288 - accuracy: 0.7786
	43/48 [=========================>....] - ETA: 8s - loss: 0.6281 - accuracy: 0.7790
	44/48 [==========================>...] - ETA: 6s - loss: 0.6275 - accuracy: 0.7795
	45/48 [==========================>...] - ETA: 5s - loss: 0.6280 - accuracy: 0.7796
	46/48 [===========================>..] - ETA: 3s - loss: 0.6274 - accuracy: 0.7800
	47/48 [===========================>..] - ETA: 2s - loss: 0.6272 - accuracy: 0.7797
	48/48 [============================>.] - ETA: 1s - loss: 0.6259 - accuracy: 0.7805
	49/48 [==============================] - 74s 2s/step - loss: 0.6262 - accuracy: 0.7803 - val_loss: 0.7776 - val_accuracy: 0.7271
	Epoch 73/100

	1/48 [..............................] - ETA: 1:26 - loss: 0.6165 - accuracy: 0.7861
	2/48 [>.............................] - ETA: 1:19 - loss: 0.6124 - accuracy: 0.7905
	3/48 [>.............................] - ETA: 1:18 - loss: 0.6240 - accuracy: 0.7819
	4/48 [=>............................] - ETA: 1:17 - loss: 0.6252 - accuracy: 0.7795
	5/48 [==>...........................] - ETA: 1:13 - loss: 0.6282 - accuracy: 0.7791
	6/48 [==>...........................] - ETA: 1:11 - loss: 0.6257 - accuracy: 0.7817
	7/48 [===>..........................] - ETA: 1:09 - loss: 0.6197 - accuracy: 0.7833
	8/48 [===>..........................] - ETA: 1:07 - loss: 0.6219 - accuracy: 0.7819
	9/48 [====>.........................] - ETA: 1:04 - loss: 0.6229 - accuracy: 0.7802
	10/48 [=====>........................] - ETA: 1:01 - loss: 0.6232 - accuracy: 0.7794
	11/48 [=====>........................] - ETA: 59s - loss: 0.6236 - accuracy: 0.7803
	12/48 [======>.......................] - ETA: 57s - loss: 0.6204 - accuracy: 0.7804
	13/48 [======>.......................] - ETA: 56s - loss: 0.6215 - accuracy: 0.7809
	14/48 [=======>......................] - ETA: 55s - loss: 0.6204 - accuracy: 0.7823
	15/48 [========>.....................] - ETA: 54s - loss: 0.6213 - accuracy: 0.7818
	16/48 [========>.....................] - ETA: 52s - loss: 0.6231 - accuracy: 0.7812
	17/48 [=========>....................] - ETA: 50s - loss: 0.6234 - accuracy: 0.7817
	18/48 [==========>...................] - ETA: 48s - loss: 0.6233 - accuracy: 0.7811
	19/48 [==========>...................] - ETA: 47s - loss: 0.6217 - accuracy: 0.7821
	20/48 [===========>..................] - ETA: 45s - loss: 0.6217 - accuracy: 0.7822
	21/48 [===========>..................] - ETA: 43s - loss: 0.6233 - accuracy: 0.7816
	22/48 [============>.................] - ETA: 41s - loss: 0.6236 - accuracy: 0.7818
	23/48 [=============>................] - ETA: 40s - loss: 0.6245 - accuracy: 0.7808
	24/48 [=============>................] - ETA: 38s - loss: 0.6237 - accuracy: 0.7816
	25/48 [==============>...............] - ETA: 36s - loss: 0.6252 - accuracy: 0.7806
	26/48 [==============>...............] - ETA: 35s - loss: 0.6251 - accuracy: 0.7807
	27/48 [===============>..............] - ETA: 33s - loss: 0.6248 - accuracy: 0.7810
	28/48 [================>.............] - ETA: 31s - loss: 0.6257 - accuracy: 0.7812
	29/48 [================>.............] - ETA: 30s - loss: 0.6253 - accuracy: 0.7811
	30/48 [=================>............] - ETA: 29s - loss: 0.6255 - accuracy: 0.7808
	31/48 [==================>...........] - ETA: 27s - loss: 0.6251 - accuracy: 0.7805
	32/48 [==================>...........] - ETA: 26s - loss: 0.6259 - accuracy: 0.7806
	33/48 [===================>..........] - ETA: 24s - loss: 0.6254 - accuracy: 0.7806
	34/48 [===================>..........] - ETA: 23s - loss: 0.6250 - accuracy: 0.7807
	35/48 [====================>.........] - ETA: 21s - loss: 0.6254 - accuracy: 0.7807
	36/48 [=====================>........] - ETA: 20s - loss: 0.6254 - accuracy: 0.7809
	37/48 [=====================>........] - ETA: 18s - loss: 0.6248 - accuracy: 0.7816
	38/48 [======================>.......] - ETA: 17s - loss: 0.6238 - accuracy: 0.7820
	39/48 [======================>.......] - ETA: 15s - loss: 0.6233 - accuracy: 0.7822
	40/48 [=======================>......] - ETA: 13s - loss: 0.6236 - accuracy: 0.7819
	41/48 [========================>.....] - ETA: 12s - loss: 0.6225 - accuracy: 0.7824
	42/48 [========================>.....] - ETA: 10s - loss: 0.6219 - accuracy: 0.7825
	43/48 [=========================>....] - ETA: 9s - loss: 0.6208 - accuracy: 0.7832
	44/48 [==========================>...] - ETA: 7s - loss: 0.6192 - accuracy: 0.7839
	45/48 [==========================>...] - ETA: 5s - loss: 0.6186 - accuracy: 0.7842
	46/48 [===========================>..] - ETA: 4s - loss: 0.6188 - accuracy: 0.7842
	47/48 [===========================>..] - ETA: 2s - loss: 0.6184 - accuracy: 0.7844
	48/48 [============================>.] - ETA: 1s - loss: 0.6184 - accuracy: 0.7844
	49/48 [==============================] - 80s 2s/step - loss: 0.6191 - accuracy: 0.7840 - val_loss: 0.7709 - val_accuracy: 0.7326
	Epoch 74/100

	1/48 [..............................] - ETA: 1:09 - loss: 0.5575 - accuracy: 0.8135
	2/48 [>.............................] - ETA: 1:14 - loss: 0.5671 - accuracy: 0.8018
	3/48 [>.............................] - ETA: 1:10 - loss: 0.5677 - accuracy: 0.8027
	4/48 [=>............................] - ETA: 1:08 - loss: 0.5760 - accuracy: 0.8037
	5/48 [==>...........................] - ETA: 1:05 - loss: 0.5837 - accuracy: 0.8021
	6/48 [==>...........................] - ETA: 1:02 - loss: 0.5827 - accuracy: 0.8005
	7/48 [===>..........................] - ETA: 1:00 - loss: 0.5795 - accuracy: 0.8011
	8/48 [===>..........................] - ETA: 58s - loss: 0.5880 - accuracy: 0.7977
	9/48 [====>.........................] - ETA: 56s - loss: 0.5910 - accuracy: 0.7945
	10/48 [=====>........................] - ETA: 55s - loss: 0.5919 - accuracy: 0.7937
	11/48 [=====>........................] - ETA: 54s - loss: 0.5940 - accuracy: 0.7944
	12/48 [======>.......................] - ETA: 52s - loss: 0.5950 - accuracy: 0.7930
	13/48 [======>.......................] - ETA: 51s - loss: 0.5965 - accuracy: 0.7924
	14/48 [=======>......................] - ETA: 49s - loss: 0.6003 - accuracy: 0.7912
	15/48 [========>.....................] - ETA: 48s - loss: 0.5990 - accuracy: 0.7915
	16/48 [========>.....................] - ETA: 47s - loss: 0.6021 - accuracy: 0.7903
	17/48 [=========>....................] - ETA: 45s - loss: 0.6022 - accuracy: 0.7899
	18/48 [==========>...................] - ETA: 43s - loss: 0.6028 - accuracy: 0.7896
	19/48 [==========>...................] - ETA: 42s - loss: 0.6028 - accuracy: 0.7892
	20/48 [===========>..................] - ETA: 42s - loss: 0.6018 - accuracy: 0.7892
	21/48 [===========>..................] - ETA: 40s - loss: 0.6009 - accuracy: 0.7896
	22/48 [============>.................] - ETA: 39s - loss: 0.5986 - accuracy: 0.7908
	23/48 [=============>................] - ETA: 37s - loss: 0.5983 - accuracy: 0.7903
	24/48 [=============>................] - ETA: 35s - loss: 0.5991 - accuracy: 0.7898
	25/48 [==============>...............] - ETA: 34s - loss: 0.5985 - accuracy: 0.7897
	26/48 [==============>...............] - ETA: 33s - loss: 0.5988 - accuracy: 0.7895
	27/48 [===============>..............] - ETA: 31s - loss: 0.5968 - accuracy: 0.7896
	28/48 [================>.............] - ETA: 30s - loss: 0.5975 - accuracy: 0.7898
	29/48 [================>.............] - ETA: 28s - loss: 0.5999 - accuracy: 0.7895
	30/48 [=================>............] - ETA: 26s - loss: 0.5997 - accuracy: 0.7896
	31/48 [==================>...........] - ETA: 25s - loss: 0.5991 - accuracy: 0.7897
	32/48 [==================>...........] - ETA: 24s - loss: 0.5991 - accuracy: 0.7895
	33/48 [===================>..........] - ETA: 22s - loss: 0.5986 - accuracy: 0.7896
	34/48 [===================>..........] - ETA: 21s - loss: 0.5977 - accuracy: 0.7902
	35/48 [====================>.........] - ETA: 19s - loss: 0.5970 - accuracy: 0.7905
	36/48 [=====================>........] - ETA: 18s - loss: 0.5976 - accuracy: 0.7900
	37/48 [=====================>........] - ETA: 16s - loss: 0.5980 - accuracy: 0.7898
	38/48 [======================>.......] - ETA: 15s - loss: 0.5987 - accuracy: 0.7895
	39/48 [======================>.......] - ETA: 13s - loss: 0.6002 - accuracy: 0.7891
	40/48 [=======================>......] - ETA: 12s - loss: 0.5997 - accuracy: 0.7893
	41/48 [========================>.....] - ETA: 11s - loss: 0.6004 - accuracy: 0.7889
	42/48 [========================>.....] - ETA: 9s - loss: 0.6017 - accuracy: 0.7881
	43/48 [=========================>....] - ETA: 8s - loss: 0.6025 - accuracy: 0.7879
	44/48 [==========================>...] - ETA: 6s - loss: 0.6023 - accuracy: 0.7879
	45/48 [==========================>...] - ETA: 5s - loss: 0.6036 - accuracy: 0.7874
	46/48 [===========================>..] - ETA: 4s - loss: 0.6038 - accuracy: 0.7875
	47/48 [===========================>..] - ETA: 2s - loss: 0.6037 - accuracy: 0.7877
	48/48 [============================>.] - ETA: 1s - loss: 0.6059 - accuracy: 0.7870
	49/48 [==============================] - 74s 2s/step - loss: 0.6060 - accuracy: 0.7871 - val_loss: 0.7848 - val_accuracy: 0.7284
	Epoch 75/100

	1/48 [..............................] - ETA: 55s - loss: 0.5626 - accuracy: 0.7925
	2/48 [>.............................] - ETA: 1:01 - loss: 0.5830 - accuracy: 0.7906
	3/48 [>.............................] - ETA: 1:00 - loss: 0.5842 - accuracy: 0.7894
	4/48 [=>............................] - ETA: 59s - loss: 0.5808 - accuracy: 0.7916
	5/48 [==>...........................] - ETA: 59s - loss: 0.5805 - accuracy: 0.7947
	6/48 [==>...........................] - ETA: 58s - loss: 0.5860 - accuracy: 0.7939
	7/48 [===>..........................] - ETA: 57s - loss: 0.6034 - accuracy: 0.7876
	8/48 [===>..........................] - ETA: 55s - loss: 0.6015 - accuracy: 0.7880
	9/48 [====>.........................] - ETA: 54s - loss: 0.6056 - accuracy: 0.7871
	10/48 [=====>........................] - ETA: 52s - loss: 0.6051 - accuracy: 0.7886
	11/48 [=====>........................] - ETA: 51s - loss: 0.6055 - accuracy: 0.7890
	12/48 [======>.......................] - ETA: 50s - loss: 0.6056 - accuracy: 0.7886
	13/48 [======>.......................] - ETA: 49s - loss: 0.6033 - accuracy: 0.7898
	14/48 [=======>......................] - ETA: 48s - loss: 0.6022 - accuracy: 0.7900
	15/48 [========>.....................] - ETA: 47s - loss: 0.6013 - accuracy: 0.7900
	16/48 [========>.....................] - ETA: 46s - loss: 0.5996 - accuracy: 0.7910
	17/48 [=========>....................] - ETA: 44s - loss: 0.5974 - accuracy: 0.7917
	18/48 [==========>...................] - ETA: 43s - loss: 0.5964 - accuracy: 0.7924
	19/48 [==========>...................] - ETA: 41s - loss: 0.5944 - accuracy: 0.7929
	20/48 [===========>..................] - ETA: 40s - loss: 0.5921 - accuracy: 0.7934
	21/48 [===========>..................] - ETA: 38s - loss: 0.5917 - accuracy: 0.7935
	22/48 [============>.................] - ETA: 37s - loss: 0.5922 - accuracy: 0.7934
	23/48 [=============>................] - ETA: 35s - loss: 0.5918 - accuracy: 0.7930
	24/48 [=============>................] - ETA: 34s - loss: 0.5937 - accuracy: 0.7932
	25/48 [==============>...............] - ETA: 33s - loss: 0.5918 - accuracy: 0.7939
	26/48 [==============>...............] - ETA: 31s - loss: 0.5922 - accuracy: 0.7938
	27/48 [===============>..............] - ETA: 30s - loss: 0.5921 - accuracy: 0.7939
	28/48 [================>.............] - ETA: 28s - loss: 0.5921 - accuracy: 0.7939
	29/48 [================>.............] - ETA: 27s - loss: 0.5904 - accuracy: 0.7947
	30/48 [=================>............] - ETA: 26s - loss: 0.5920 - accuracy: 0.7942
	31/48 [==================>...........] - ETA: 24s - loss: 0.5900 - accuracy: 0.7951
	32/48 [==================>...........] - ETA: 23s - loss: 0.5906 - accuracy: 0.7948
	33/48 [===================>..........] - ETA: 21s - loss: 0.5909 - accuracy: 0.7947
	34/48 [===================>..........] - ETA: 20s - loss: 0.5926 - accuracy: 0.7941
	35/48 [====================>.........] - ETA: 19s - loss: 0.5926 - accuracy: 0.7941
	36/48 [=====================>........] - ETA: 17s - loss: 0.5931 - accuracy: 0.7940
	37/48 [=====================>........] - ETA: 16s - loss: 0.5941 - accuracy: 0.7939
	38/48 [======================>.......] - ETA: 14s - loss: 0.5964 - accuracy: 0.7934
	39/48 [======================>.......] - ETA: 13s - loss: 0.5960 - accuracy: 0.7934
	40/48 [=======================>......] - ETA: 12s - loss: 0.5962 - accuracy: 0.7933
	41/48 [========================>.....] - ETA: 10s - loss: 0.5958 - accuracy: 0.7935
	42/48 [========================>.....] - ETA: 9s - loss: 0.5962 - accuracy: 0.7933
	43/48 [=========================>....] - ETA: 8s - loss: 0.5970 - accuracy: 0.7928
	44/48 [==========================>...] - ETA: 6s - loss: 0.5968 - accuracy: 0.7931
	45/48 [==========================>...] - ETA: 5s - loss: 0.5965 - accuracy: 0.7932
	46/48 [===========================>..] - ETA: 3s - loss: 0.5965 - accuracy: 0.7932
	47/48 [===========================>..] - ETA: 2s - loss: 0.5957 - accuracy: 0.7938
	48/48 [============================>.] - ETA: 1s - loss: 0.5962 - accuracy: 0.7934
	49/48 [==============================] - 72s 1s/step - loss: 0.5971 - accuracy: 0.7931 - val_loss: 0.7804 - val_accuracy: 0.7315
	Epoch 76/100

	1/48 [..............................] - ETA: 1:12 - loss: 0.5802 - accuracy: 0.7891
	2/48 [>.............................] - ETA: 1:08 - loss: 0.5801 - accuracy: 0.7930
	3/48 [>.............................] - ETA: 1:05 - loss: 0.5695 - accuracy: 0.7998
	4/48 [=>............................] - ETA: 1:05 - loss: 0.5664 - accuracy: 0.8037
	5/48 [==>...........................] - ETA: 1:04 - loss: 0.5705 - accuracy: 0.8020
	6/48 [==>...........................] - ETA: 1:02 - loss: 0.5674 - accuracy: 0.8027
	7/48 [===>..........................] - ETA: 1:00 - loss: 0.5638 - accuracy: 0.8043
	8/48 [===>..........................] - ETA: 58s - loss: 0.5679 - accuracy: 0.8035
	9/48 [====>.........................] - ETA: 56s - loss: 0.5764 - accuracy: 0.8003
	10/48 [=====>........................] - ETA: 54s - loss: 0.5782 - accuracy: 0.7974
	11/48 [=====>........................] - ETA: 53s - loss: 0.5844 - accuracy: 0.7947
	12/48 [======>.......................] - ETA: 52s - loss: 0.5883 - accuracy: 0.7926
	13/48 [======>.......................] - ETA: 50s - loss: 0.5891 - accuracy: 0.7924
	14/48 [=======>......................] - ETA: 48s - loss: 0.5894 - accuracy: 0.7935
	15/48 [========>.....................] - ETA: 47s - loss: 0.5907 - accuracy: 0.7930
	16/48 [========>.....................] - ETA: 45s - loss: 0.5888 - accuracy: 0.7932
	17/48 [=========>....................] - ETA: 44s - loss: 0.5878 - accuracy: 0.7938
	18/48 [==========>...................] - ETA: 42s - loss: 0.5888 - accuracy: 0.7938
	19/48 [==========>...................] - ETA: 41s - loss: 0.5875 - accuracy: 0.7952
	20/48 [===========>..................] - ETA: 39s - loss: 0.5869 - accuracy: 0.7957
	21/48 [===========>..................] - ETA: 38s - loss: 0.5877 - accuracy: 0.7950
	22/48 [============>.................] - ETA: 36s - loss: 0.5880 - accuracy: 0.7947
	23/48 [=============>................] - ETA: 35s - loss: 0.5896 - accuracy: 0.7945
	24/48 [=============>................] - ETA: 34s - loss: 0.5886 - accuracy: 0.7947
	25/48 [==============>...............] - ETA: 32s - loss: 0.5900 - accuracy: 0.7943
	26/48 [==============>...............] - ETA: 31s - loss: 0.5897 - accuracy: 0.7940
	27/48 [===============>..............] - ETA: 29s - loss: 0.5885 - accuracy: 0.7944
	28/48 [================>.............] - ETA: 28s - loss: 0.5893 - accuracy: 0.7940
	29/48 [================>.............] - ETA: 27s - loss: 0.5897 - accuracy: 0.7940
	30/48 [=================>............] - ETA: 25s - loss: 0.5898 - accuracy: 0.7939
	31/48 [==================>...........] - ETA: 24s - loss: 0.5916 - accuracy: 0.7932
	32/48 [==================>...........] - ETA: 23s - loss: 0.5932 - accuracy: 0.7922
	33/48 [===================>..........] - ETA: 22s - loss: 0.5933 - accuracy: 0.7924
	34/48 [===================>..........] - ETA: 20s - loss: 0.5934 - accuracy: 0.7923
	35/48 [====================>.........] - ETA: 19s - loss: 0.5941 - accuracy: 0.7923
	36/48 [=====================>........] - ETA: 17s - loss: 0.5956 - accuracy: 0.7918
	37/48 [=====================>........] - ETA: 16s - loss: 0.5959 - accuracy: 0.7914
	38/48 [======================>.......] - ETA: 15s - loss: 0.5967 - accuracy: 0.7916
	39/48 [======================>.......] - ETA: 13s - loss: 0.5955 - accuracy: 0.7921
	40/48 [=======================>......] - ETA: 12s - loss: 0.5956 - accuracy: 0.7921
	41/48 [========================>.....] - ETA: 10s - loss: 0.5953 - accuracy: 0.7922
	42/48 [========================>.....] - ETA: 9s - loss: 0.5966 - accuracy: 0.7920
	43/48 [=========================>....] - ETA: 8s - loss: 0.5967 - accuracy: 0.7920
	44/48 [==========================>...] - ETA: 6s - loss: 0.5985 - accuracy: 0.7915
	45/48 [==========================>...] - ETA: 5s - loss: 0.5986 - accuracy: 0.7916
	46/48 [===========================>..] - ETA: 3s - loss: 0.5991 - accuracy: 0.7911
	47/48 [===========================>..] - ETA: 2s - loss: 0.5994 - accuracy: 0.7910
	48/48 [============================>.] - ETA: 1s - loss: 0.5999 - accuracy: 0.7909
	49/48 [==============================] - 72s 1s/step - loss: 0.5994 - accuracy: 0.7910 - val_loss: 0.7961 - val_accuracy: 0.7245
	Epoch 77/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.6147 - accuracy: 0.7842
	2/48 [>.............................] - ETA: 1:01 - loss: 0.6099 - accuracy: 0.7944
	3/48 [>.............................] - ETA: 1:01 - loss: 0.6069 - accuracy: 0.7943
	4/48 [=>............................] - ETA: 59s - loss: 0.6030 - accuracy: 0.7954
	5/48 [==>...........................] - ETA: 58s - loss: 0.5956 - accuracy: 0.7961
	6/48 [==>...........................] - ETA: 56s - loss: 0.5917 - accuracy: 0.7954
	7/48 [===>..........................] - ETA: 55s - loss: 0.5880 - accuracy: 0.7967
	8/48 [===>..........................] - ETA: 54s - loss: 0.5975 - accuracy: 0.7905
	9/48 [====>.........................] - ETA: 53s - loss: 0.5957 - accuracy: 0.7909
	10/48 [=====>........................] - ETA: 51s - loss: 0.5915 - accuracy: 0.7915
	11/48 [=====>........................] - ETA: 50s - loss: 0.5951 - accuracy: 0.7903
	12/48 [======>.......................] - ETA: 49s - loss: 0.5963 - accuracy: 0.7904
	13/48 [======>.......................] - ETA: 47s - loss: 0.5941 - accuracy: 0.7914
	14/48 [=======>......................] - ETA: 46s - loss: 0.5956 - accuracy: 0.7908
	15/48 [========>.....................] - ETA: 45s - loss: 0.5927 - accuracy: 0.7910
	16/48 [========>.....................] - ETA: 43s - loss: 0.5933 - accuracy: 0.7909
	17/48 [=========>....................] - ETA: 42s - loss: 0.5913 - accuracy: 0.7922
	18/48 [==========>...................] - ETA: 41s - loss: 0.5907 - accuracy: 0.7919
	19/48 [==========>...................] - ETA: 39s - loss: 0.5894 - accuracy: 0.7933
	20/48 [===========>..................] - ETA: 38s - loss: 0.5903 - accuracy: 0.7925
	21/48 [===========>..................] - ETA: 37s - loss: 0.5900 - accuracy: 0.7926
	22/48 [============>.................] - ETA: 35s - loss: 0.5901 - accuracy: 0.7924
	23/48 [=============>................] - ETA: 34s - loss: 0.5908 - accuracy: 0.7920
	24/48 [=============>................] - ETA: 33s - loss: 0.5920 - accuracy: 0.7915
	25/48 [==============>...............] - ETA: 32s - loss: 0.5908 - accuracy: 0.7915
	26/48 [==============>...............] - ETA: 30s - loss: 0.5906 - accuracy: 0.7919
	27/48 [===============>..............] - ETA: 29s - loss: 0.5910 - accuracy: 0.7917
	28/48 [================>.............] - ETA: 28s - loss: 0.5922 - accuracy: 0.7913
	29/48 [================>.............] - ETA: 27s - loss: 0.5921 - accuracy: 0.7915
	30/48 [=================>............] - ETA: 25s - loss: 0.5930 - accuracy: 0.7914
	31/48 [==================>...........] - ETA: 24s - loss: 0.5918 - accuracy: 0.7918
	32/48 [==================>...........] - ETA: 22s - loss: 0.5915 - accuracy: 0.7922
	33/48 [===================>..........] - ETA: 21s - loss: 0.5915 - accuracy: 0.7920
	34/48 [===================>..........] - ETA: 20s - loss: 0.5921 - accuracy: 0.7917
	35/48 [====================>.........] - ETA: 18s - loss: 0.5927 - accuracy: 0.7915
	36/48 [=====================>........] - ETA: 17s - loss: 0.5928 - accuracy: 0.7919
	37/48 [=====================>........] - ETA: 16s - loss: 0.5920 - accuracy: 0.7922
	38/48 [======================>.......] - ETA: 14s - loss: 0.5922 - accuracy: 0.7918
	39/48 [======================>.......] - ETA: 13s - loss: 0.5908 - accuracy: 0.7924
	40/48 [=======================>......] - ETA: 11s - loss: 0.5916 - accuracy: 0.7923
	41/48 [========================>.....] - ETA: 10s - loss: 0.5923 - accuracy: 0.7919
	42/48 [========================>.....] - ETA: 9s - loss: 0.5928 - accuracy: 0.7920
	43/48 [=========================>....] - ETA: 7s - loss: 0.5925 - accuracy: 0.7926
	44/48 [==========================>...] - ETA: 6s - loss: 0.5919 - accuracy: 0.7927
	45/48 [==========================>...] - ETA: 5s - loss: 0.5917 - accuracy: 0.7930
	46/48 [===========================>..] - ETA: 3s - loss: 0.5922 - accuracy: 0.7931
	47/48 [===========================>..] - ETA: 2s - loss: 0.5927 - accuracy: 0.7928
	48/48 [============================>.] - ETA: 1s - loss: 0.5925 - accuracy: 0.7930
	49/48 [==============================] - 71s 1s/step - loss: 0.5919 - accuracy: 0.7930 - val_loss: 0.7868 - val_accuracy: 0.7287
	Epoch 78/100

	1/48 [..............................] - ETA: 1:10 - loss: 0.5759 - accuracy: 0.7988
	2/48 [>.............................] - ETA: 1:05 - loss: 0.5975 - accuracy: 0.7866
	3/48 [>.............................] - ETA: 1:02 - loss: 0.5910 - accuracy: 0.7910
	4/48 [=>............................] - ETA: 1:00 - loss: 0.5860 - accuracy: 0.7932
	5/48 [==>...........................] - ETA: 1:00 - loss: 0.5848 - accuracy: 0.7943
	6/48 [==>...........................] - ETA: 58s - loss: 0.5828 - accuracy: 0.7933
	7/48 [===>..........................] - ETA: 56s - loss: 0.5869 - accuracy: 0.7926
	8/48 [===>..........................] - ETA: 55s - loss: 0.5826 - accuracy: 0.7947
	9/48 [====>.........................] - ETA: 53s - loss: 0.5817 - accuracy: 0.7942
	10/48 [=====>........................] - ETA: 52s - loss: 0.5808 - accuracy: 0.7966
	11/48 [=====>........................] - ETA: 51s - loss: 0.5764 - accuracy: 0.7977
	12/48 [======>.......................] - ETA: 49s - loss: 0.5755 - accuracy: 0.7979
	13/48 [======>.......................] - ETA: 48s - loss: 0.5771 - accuracy: 0.7963
	14/48 [=======>......................] - ETA: 46s - loss: 0.5809 - accuracy: 0.7946
	15/48 [========>.....................] - ETA: 45s - loss: 0.5820 - accuracy: 0.7939
	16/48 [========>.....................] - ETA: 43s - loss: 0.5863 - accuracy: 0.7922
	17/48 [=========>....................] - ETA: 42s - loss: 0.5844 - accuracy: 0.7935
	18/48 [==========>...................] - ETA: 41s - loss: 0.5838 - accuracy: 0.7936
	19/48 [==========>...................] - ETA: 39s - loss: 0.5839 - accuracy: 0.7929
	20/48 [===========>..................] - ETA: 38s - loss: 0.5851 - accuracy: 0.7928
	21/48 [===========>..................] - ETA: 37s - loss: 0.5860 - accuracy: 0.7935
	22/48 [============>.................] - ETA: 36s - loss: 0.5848 - accuracy: 0.7939
	23/48 [=============>................] - ETA: 34s - loss: 0.5858 - accuracy: 0.7941
	24/48 [=============>................] - ETA: 33s - loss: 0.5864 - accuracy: 0.7939
	25/48 [==============>...............] - ETA: 32s - loss: 0.5861 - accuracy: 0.7944
	26/48 [==============>...............] - ETA: 30s - loss: 0.5885 - accuracy: 0.7937
	27/48 [===============>..............] - ETA: 29s - loss: 0.5880 - accuracy: 0.7941
	28/48 [================>.............] - ETA: 27s - loss: 0.5871 - accuracy: 0.7943
	29/48 [================>.............] - ETA: 26s - loss: 0.5878 - accuracy: 0.7941
	30/48 [=================>............] - ETA: 25s - loss: 0.5885 - accuracy: 0.7943
	31/48 [==================>...........] - ETA: 23s - loss: 0.5863 - accuracy: 0.7949
	32/48 [==================>...........] - ETA: 22s - loss: 0.5874 - accuracy: 0.7948
	33/48 [===================>..........] - ETA: 21s - loss: 0.5865 - accuracy: 0.7952
	34/48 [===================>..........] - ETA: 20s - loss: 0.5875 - accuracy: 0.7947
	35/48 [====================>.........] - ETA: 18s - loss: 0.5876 - accuracy: 0.7943
	36/48 [=====================>........] - ETA: 17s - loss: 0.5877 - accuracy: 0.7943
	37/48 [=====================>........] - ETA: 16s - loss: 0.5880 - accuracy: 0.7940
	38/48 [======================>.......] - ETA: 14s - loss: 0.5879 - accuracy: 0.7938
	39/48 [======================>.......] - ETA: 13s - loss: 0.5879 - accuracy: 0.7937
	40/48 [=======================>......] - ETA: 11s - loss: 0.5887 - accuracy: 0.7937
	41/48 [========================>.....] - ETA: 10s - loss: 0.5886 - accuracy: 0.7940
	42/48 [========================>.....] - ETA: 9s - loss: 0.5893 - accuracy: 0.7936
	43/48 [=========================>....] - ETA: 7s - loss: 0.5904 - accuracy: 0.7931
	44/48 [==========================>...] - ETA: 6s - loss: 0.5900 - accuracy: 0.7927
	45/48 [==========================>...] - ETA: 5s - loss: 0.5890 - accuracy: 0.7933
	46/48 [===========================>..] - ETA: 3s - loss: 0.5890 - accuracy: 0.7933
	47/48 [===========================>..] - ETA: 2s - loss: 0.5887 - accuracy: 0.7934
	48/48 [============================>.] - ETA: 1s - loss: 0.5876 - accuracy: 0.7937
	49/48 [==============================] - 71s 1s/step - loss: 0.5876 - accuracy: 0.7936 - val_loss: 0.7935 - val_accuracy: 0.7299
	Epoch 79/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.6195 - accuracy: 0.7920
	2/48 [>.............................] - ETA: 1:03 - loss: 0.5907 - accuracy: 0.7974
	3/48 [>.............................] - ETA: 1:01 - loss: 0.5937 - accuracy: 0.7933
	4/48 [=>............................] - ETA: 1:00 - loss: 0.5810 - accuracy: 0.7983
	5/48 [==>...........................] - ETA: 59s - loss: 0.5857 - accuracy: 0.7941
	6/48 [==>...........................] - ETA: 1:00 - loss: 0.5788 - accuracy: 0.7965
	7/48 [===>..........................] - ETA: 59s - loss: 0.5787 - accuracy: 0.7966
	8/48 [===>..........................] - ETA: 57s - loss: 0.5804 - accuracy: 0.7959
	9/48 [====>.........................] - ETA: 55s - loss: 0.5849 - accuracy: 0.7937
	10/48 [=====>........................] - ETA: 54s - loss: 0.5845 - accuracy: 0.7947
	11/48 [=====>........................] - ETA: 52s - loss: 0.5905 - accuracy: 0.7935
	12/48 [======>.......................] - ETA: 51s - loss: 0.5887 - accuracy: 0.7939
	13/48 [======>.......................] - ETA: 49s - loss: 0.5882 - accuracy: 0.7945
	14/48 [=======>......................] - ETA: 48s - loss: 0.5891 - accuracy: 0.7942
	15/48 [========>.....................] - ETA: 46s - loss: 0.5919 - accuracy: 0.7930
	16/48 [========>.....................] - ETA: 45s - loss: 0.5908 - accuracy: 0.7938
	17/48 [=========>....................] - ETA: 43s - loss: 0.5906 - accuracy: 0.7943
	18/48 [==========>...................] - ETA: 42s - loss: 0.5941 - accuracy: 0.7929
	19/48 [==========>...................] - ETA: 41s - loss: 0.5929 - accuracy: 0.7928
	20/48 [===========>..................] - ETA: 39s - loss: 0.5930 - accuracy: 0.7920
	21/48 [===========>..................] - ETA: 38s - loss: 0.5947 - accuracy: 0.7918
	22/48 [============>.................] - ETA: 37s - loss: 0.5934 - accuracy: 0.7923
	23/48 [=============>................] - ETA: 35s - loss: 0.5930 - accuracy: 0.7925
	24/48 [=============>................] - ETA: 34s - loss: 0.5916 - accuracy: 0.7928
	25/48 [==============>...............] - ETA: 33s - loss: 0.5923 - accuracy: 0.7925
	26/48 [==============>...............] - ETA: 31s - loss: 0.5917 - accuracy: 0.7927
	27/48 [===============>..............] - ETA: 30s - loss: 0.5909 - accuracy: 0.7931
	28/48 [================>.............] - ETA: 28s - loss: 0.5906 - accuracy: 0.7927
	29/48 [================>.............] - ETA: 27s - loss: 0.5902 - accuracy: 0.7924
	30/48 [=================>............] - ETA: 26s - loss: 0.5913 - accuracy: 0.7925
	31/48 [==================>...........] - ETA: 24s - loss: 0.5912 - accuracy: 0.7924
	32/48 [==================>...........] - ETA: 23s - loss: 0.5902 - accuracy: 0.7932
	33/48 [===================>..........] - ETA: 21s - loss: 0.5897 - accuracy: 0.7931
	34/48 [===================>..........] - ETA: 20s - loss: 0.5893 - accuracy: 0.7930
	35/48 [====================>.........] - ETA: 19s - loss: 0.5901 - accuracy: 0.7933
	36/48 [=====================>........] - ETA: 18s - loss: 0.5898 - accuracy: 0.7934
	37/48 [=====================>........] - ETA: 16s - loss: 0.5891 - accuracy: 0.7937
	38/48 [======================>.......] - ETA: 15s - loss: 0.5892 - accuracy: 0.7936
	39/48 [======================>.......] - ETA: 13s - loss: 0.5896 - accuracy: 0.7933
	40/48 [=======================>......] - ETA: 12s - loss: 0.5898 - accuracy: 0.7933
	41/48 [========================>.....] - ETA: 11s - loss: 0.5892 - accuracy: 0.7932
	42/48 [========================>.....] - ETA: 9s - loss: 0.5878 - accuracy: 0.7936
	43/48 [=========================>....] - ETA: 8s - loss: 0.5879 - accuracy: 0.7934
	44/48 [==========================>...] - ETA: 6s - loss: 0.5877 - accuracy: 0.7935
	45/48 [==========================>...] - ETA: 5s - loss: 0.5872 - accuracy: 0.7936
	46/48 [===========================>..] - ETA: 4s - loss: 0.5859 - accuracy: 0.7941
	47/48 [===========================>..] - ETA: 2s - loss: 0.5859 - accuracy: 0.7941
	48/48 [============================>.] - ETA: 1s - loss: 0.5860 - accuracy: 0.7940
	49/48 [==============================] - 74s 2s/step - loss: 0.5864 - accuracy: 0.7939 - val_loss: 0.7790 - val_accuracy: 0.7322
	Epoch 80/100

	1/48 [..............................] - ETA: 1:07 - loss: 0.5966 - accuracy: 0.7871
	2/48 [>.............................] - ETA: 1:05 - loss: 0.5785 - accuracy: 0.7939
	3/48 [>.............................] - ETA: 1:03 - loss: 0.5733 - accuracy: 0.8031
	4/48 [=>............................] - ETA: 1:02 - loss: 0.5751 - accuracy: 0.8047
	5/48 [==>...........................] - ETA: 1:02 - loss: 0.5773 - accuracy: 0.8033
	6/48 [==>...........................] - ETA: 1:01 - loss: 0.5759 - accuracy: 0.8037
	7/48 [===>..........................] - ETA: 58s - loss: 0.5775 - accuracy: 0.8030
	8/48 [===>..........................] - ETA: 57s - loss: 0.5713 - accuracy: 0.8052
	9/48 [====>.........................] - ETA: 56s - loss: 0.5692 - accuracy: 0.8060
	10/48 [=====>........................] - ETA: 55s - loss: 0.5664 - accuracy: 0.8070
	11/48 [=====>........................] - ETA: 54s - loss: 0.5645 - accuracy: 0.8080
	12/48 [======>.......................] - ETA: 53s - loss: 0.5662 - accuracy: 0.8057
	13/48 [======>.......................] - ETA: 51s - loss: 0.5640 - accuracy: 0.8051
	14/48 [=======>......................] - ETA: 49s - loss: 0.5664 - accuracy: 0.8034
	15/48 [========>.....................] - ETA: 48s - loss: 0.5682 - accuracy: 0.8021
	16/48 [========>.....................] - ETA: 46s - loss: 0.5701 - accuracy: 0.8015
	17/48 [=========>....................] - ETA: 45s - loss: 0.5710 - accuracy: 0.8020
	18/48 [==========>...................] - ETA: 43s - loss: 0.5736 - accuracy: 0.8010
	19/48 [==========>...................] - ETA: 42s - loss: 0.5745 - accuracy: 0.8002
	20/48 [===========>..................] - ETA: 40s - loss: 0.5769 - accuracy: 0.8000
	21/48 [===========>..................] - ETA: 39s - loss: 0.5757 - accuracy: 0.7997
	22/48 [============>.................] - ETA: 37s - loss: 0.5752 - accuracy: 0.8002
	23/48 [=============>................] - ETA: 36s - loss: 0.5758 - accuracy: 0.7997
	24/48 [=============>................] - ETA: 34s - loss: 0.5760 - accuracy: 0.7994
	25/48 [==============>...............] - ETA: 33s - loss: 0.5756 - accuracy: 0.7996
	26/48 [==============>...............] - ETA: 32s - loss: 0.5784 - accuracy: 0.7988
	27/48 [===============>..............] - ETA: 30s - loss: 0.5808 - accuracy: 0.7984
	28/48 [================>.............] - ETA: 29s - loss: 0.5824 - accuracy: 0.7984
	29/48 [================>.............] - ETA: 27s - loss: 0.5812 - accuracy: 0.7987
	30/48 [=================>............] - ETA: 26s - loss: 0.5794 - accuracy: 0.7992
	31/48 [==================>...........] - ETA: 25s - loss: 0.5789 - accuracy: 0.7994
	32/48 [==================>...........] - ETA: 23s - loss: 0.5795 - accuracy: 0.7991
	33/48 [===================>..........] - ETA: 22s - loss: 0.5801 - accuracy: 0.7986
	34/48 [===================>..........] - ETA: 20s - loss: 0.5805 - accuracy: 0.7984
	35/48 [====================>.........] - ETA: 19s - loss: 0.5833 - accuracy: 0.7973
	36/48 [=====================>........] - ETA: 17s - loss: 0.5830 - accuracy: 0.7975
	37/48 [=====================>........] - ETA: 16s - loss: 0.5847 - accuracy: 0.7970
	38/48 [======================>.......] - ETA: 15s - loss: 0.5857 - accuracy: 0.7966
	39/48 [======================>.......] - ETA: 13s - loss: 0.5842 - accuracy: 0.7968
	40/48 [=======================>......] - ETA: 12s - loss: 0.5850 - accuracy: 0.7963
	41/48 [========================>.....] - ETA: 10s - loss: 0.5855 - accuracy: 0.7961
	42/48 [========================>.....] - ETA: 9s - loss: 0.5864 - accuracy: 0.7958
	43/48 [=========================>....] - ETA: 8s - loss: 0.5860 - accuracy: 0.7957
	44/48 [==========================>...] - ETA: 6s - loss: 0.5865 - accuracy: 0.7955
	45/48 [==========================>...] - ETA: 5s - loss: 0.5876 - accuracy: 0.7949
	46/48 [===========================>..] - ETA: 4s - loss: 0.5860 - accuracy: 0.7957
	47/48 [===========================>..] - ETA: 2s - loss: 0.5869 - accuracy: 0.7955
	48/48 [============================>.] - ETA: 1s - loss: 0.5869 - accuracy: 0.7958
	49/48 [==============================] - 75s 2s/step - loss: 0.5870 - accuracy: 0.7957 - val_loss: 0.8075 - val_accuracy: 0.7283
	Epoch 81/100

	1/48 [..............................] - ETA: 1:09 - loss: 0.5840 - accuracy: 0.7969
	2/48 [>.............................] - ETA: 1:05 - loss: 0.5725 - accuracy: 0.7969
	3/48 [>.............................] - ETA: 1:02 - loss: 0.5868 - accuracy: 0.7933
	4/48 [=>............................] - ETA: 58s - loss: 0.5953 - accuracy: 0.7893
	5/48 [==>...........................] - ETA: 57s - loss: 0.5916 - accuracy: 0.7921
	6/48 [==>...........................] - ETA: 56s - loss: 0.6016 - accuracy: 0.7869
	7/48 [===>..........................] - ETA: 54s - loss: 0.5984 - accuracy: 0.7890
	8/48 [===>..........................] - ETA: 53s - loss: 0.5965 - accuracy: 0.7888
	9/48 [====>.........................] - ETA: 52s - loss: 0.6008 - accuracy: 0.7876
	10/48 [=====>........................] - ETA: 51s - loss: 0.5992 - accuracy: 0.7870
	11/48 [=====>........................] - ETA: 50s - loss: 0.6027 - accuracy: 0.7857
	12/48 [======>.......................] - ETA: 48s - loss: 0.5967 - accuracy: 0.7869
	13/48 [======>.......................] - ETA: 47s - loss: 0.5960 - accuracy: 0.7883
	14/48 [=======>......................] - ETA: 46s - loss: 0.5969 - accuracy: 0.7883
	15/48 [========>.....................] - ETA: 44s - loss: 0.5933 - accuracy: 0.7899
	16/48 [========>.....................] - ETA: 43s - loss: 0.5957 - accuracy: 0.7894
	17/48 [=========>....................] - ETA: 42s - loss: 0.5934 - accuracy: 0.7904
	18/48 [==========>...................] - ETA: 40s - loss: 0.5915 - accuracy: 0.7916
	19/48 [==========>...................] - ETA: 39s - loss: 0.5932 - accuracy: 0.7909
	20/48 [===========>..................] - ETA: 38s - loss: 0.5929 - accuracy: 0.7913
	21/48 [===========>..................] - ETA: 36s - loss: 0.5929 - accuracy: 0.7918
	22/48 [============>.................] - ETA: 35s - loss: 0.5927 - accuracy: 0.7912
	23/48 [=============>................] - ETA: 34s - loss: 0.5926 - accuracy: 0.7917
	24/48 [=============>................] - ETA: 32s - loss: 0.5918 - accuracy: 0.7919
	25/48 [==============>...............] - ETA: 31s - loss: 0.5910 - accuracy: 0.7926
	26/48 [==============>...............] - ETA: 30s - loss: 0.5908 - accuracy: 0.7920
	27/48 [===============>..............] - ETA: 28s - loss: 0.5895 - accuracy: 0.7928
	28/48 [================>.............] - ETA: 27s - loss: 0.5893 - accuracy: 0.7934
	29/48 [================>.............] - ETA: 26s - loss: 0.5896 - accuracy: 0.7932
	30/48 [=================>............] - ETA: 24s - loss: 0.5875 - accuracy: 0.7940
	31/48 [==================>...........] - ETA: 23s - loss: 0.5879 - accuracy: 0.7940
	32/48 [==================>...........] - ETA: 22s - loss: 0.5872 - accuracy: 0.7941
	33/48 [===================>..........] - ETA: 20s - loss: 0.5880 - accuracy: 0.7937
	34/48 [===================>..........] - ETA: 19s - loss: 0.5879 - accuracy: 0.7937
	35/48 [====================>.........] - ETA: 18s - loss: 0.5862 - accuracy: 0.7945
	36/48 [=====================>........] - ETA: 16s - loss: 0.5871 - accuracy: 0.7944
	37/48 [=====================>........] - ETA: 15s - loss: 0.5866 - accuracy: 0.7952
	38/48 [======================>.......] - ETA: 14s - loss: 0.5875 - accuracy: 0.7948
	39/48 [======================>.......] - ETA: 12s - loss: 0.5892 - accuracy: 0.7941
	40/48 [=======================>......] - ETA: 11s - loss: 0.5888 - accuracy: 0.7943
	41/48 [========================>.....] - ETA: 10s - loss: 0.5878 - accuracy: 0.7945
	42/48 [========================>.....] - ETA: 8s - loss: 0.5878 - accuracy: 0.7946
	43/48 [=========================>....] - ETA: 7s - loss: 0.5889 - accuracy: 0.7943
	44/48 [==========================>...] - ETA: 6s - loss: 0.5886 - accuracy: 0.7948
	45/48 [==========================>...] - ETA: 5s - loss: 0.5871 - accuracy: 0.7952
	46/48 [===========================>..] - ETA: 3s - loss: 0.5879 - accuracy: 0.7947
	47/48 [===========================>..] - ETA: 2s - loss: 0.5875 - accuracy: 0.7950
	48/48 [============================>.] - ETA: 1s - loss: 0.5870 - accuracy: 0.7953
	49/48 [==============================] - 70s 1s/step - loss: 0.5863 - accuracy: 0.7954 - val_loss: 0.7754 - val_accuracy: 0.7326
	Epoch 82/100

	1/48 [..............................] - ETA: 1:08 - loss: 0.5539 - accuracy: 0.8096
	2/48 [>.............................] - ETA: 1:06 - loss: 0.5367 - accuracy: 0.8145
	3/48 [>.............................] - ETA: 1:04 - loss: 0.5453 - accuracy: 0.8083
	4/48 [=>............................] - ETA: 1:02 - loss: 0.5466 - accuracy: 0.8103
	5/48 [==>...........................] - ETA: 59s - loss: 0.5498 - accuracy: 0.8095
	6/48 [==>...........................] - ETA: 58s - loss: 0.5550 - accuracy: 0.8076
	7/48 [===>..........................] - ETA: 57s - loss: 0.5590 - accuracy: 0.8064
	8/48 [===>..........................] - ETA: 56s - loss: 0.5546 - accuracy: 0.8083
	9/48 [====>.........................] - ETA: 55s - loss: 0.5590 - accuracy: 0.8060
	10/48 [=====>........................] - ETA: 54s - loss: 0.5596 - accuracy: 0.8058
	11/48 [=====>........................] - ETA: 52s - loss: 0.5587 - accuracy: 0.8067
	12/48 [======>.......................] - ETA: 51s - loss: 0.5561 - accuracy: 0.8084
	13/48 [======>.......................] - ETA: 50s - loss: 0.5578 - accuracy: 0.8084
	14/48 [=======>......................] - ETA: 48s - loss: 0.5603 - accuracy: 0.8068
	15/48 [========>.....................] - ETA: 47s - loss: 0.5640 - accuracy: 0.8064
	16/48 [========>.....................] - ETA: 45s - loss: 0.5658 - accuracy: 0.8048
	17/48 [=========>....................] - ETA: 44s - loss: 0.5635 - accuracy: 0.8057
	18/48 [==========>...................] - ETA: 42s - loss: 0.5644 - accuracy: 0.8053
	19/48 [==========>...................] - ETA: 41s - loss: 0.5658 - accuracy: 0.8050
	20/48 [===========>..................] - ETA: 40s - loss: 0.5649 - accuracy: 0.8053
	21/48 [===========>..................] - ETA: 38s - loss: 0.5658 - accuracy: 0.8050
	22/48 [============>.................] - ETA: 37s - loss: 0.5676 - accuracy: 0.8040
	23/48 [=============>................] - ETA: 35s - loss: 0.5704 - accuracy: 0.8036
	24/48 [=============>................] - ETA: 34s - loss: 0.5691 - accuracy: 0.8043
	25/48 [==============>...............] - ETA: 33s - loss: 0.5691 - accuracy: 0.8041
	26/48 [==============>...............] - ETA: 31s - loss: 0.5690 - accuracy: 0.8033
	27/48 [===============>..............] - ETA: 30s - loss: 0.5694 - accuracy: 0.8035
	28/48 [================>.............] - ETA: 28s - loss: 0.5703 - accuracy: 0.8032
	29/48 [================>.............] - ETA: 27s - loss: 0.5697 - accuracy: 0.8034
	30/48 [=================>............] - ETA: 26s - loss: 0.5690 - accuracy: 0.8039
	31/48 [==================>...........] - ETA: 24s - loss: 0.5681 - accuracy: 0.8043
	32/48 [==================>...........] - ETA: 23s - loss: 0.5672 - accuracy: 0.8042
	33/48 [===================>..........] - ETA: 22s - loss: 0.5677 - accuracy: 0.8042
	34/48 [===================>..........] - ETA: 20s - loss: 0.5677 - accuracy: 0.8040
	35/48 [====================>.........] - ETA: 19s - loss: 0.5692 - accuracy: 0.8029
	36/48 [=====================>........] - ETA: 18s - loss: 0.5698 - accuracy: 0.8027
	37/48 [=====================>........] - ETA: 17s - loss: 0.5713 - accuracy: 0.8022
	38/48 [======================>.......] - ETA: 15s - loss: 0.5721 - accuracy: 0.8021
	39/48 [======================>.......] - ETA: 14s - loss: 0.5716 - accuracy: 0.8019
	40/48 [=======================>......] - ETA: 13s - loss: 0.5705 - accuracy: 0.8025
	41/48 [========================>.....] - ETA: 11s - loss: 0.5689 - accuracy: 0.8032
	42/48 [========================>.....] - ETA: 10s - loss: 0.5685 - accuracy: 0.8033
	43/48 [=========================>....] - ETA: 8s - loss: 0.5684 - accuracy: 0.8035
	44/48 [==========================>...] - ETA: 7s - loss: 0.5685 - accuracy: 0.8035
	45/48 [==========================>...] - ETA: 5s - loss: 0.5680 - accuracy: 0.8034
	46/48 [===========================>..] - ETA: 4s - loss: 0.5690 - accuracy: 0.8028
	47/48 [===========================>..] - ETA: 2s - loss: 0.5698 - accuracy: 0.8026
	48/48 [============================>.] - ETA: 1s - loss: 0.5692 - accuracy: 0.8027
	49/48 [==============================] - 78s 2s/step - loss: 0.5690 - accuracy: 0.8029 - val_loss: 0.7691 - val_accuracy: 0.7357
	Epoch 83/100

	1/48 [..............................] - ETA: 1:11 - loss: 0.5538 - accuracy: 0.8125
	2/48 [>.............................] - ETA: 1:08 - loss: 0.5251 - accuracy: 0.8179
	3/48 [>.............................] - ETA: 1:06 - loss: 0.5364 - accuracy: 0.8193
	4/48 [=>............................] - ETA: 1:04 - loss: 0.5391 - accuracy: 0.8169
	5/48 [==>...........................] - ETA: 1:02 - loss: 0.5528 - accuracy: 0.8115
	6/48 [==>...........................] - ETA: 1:00 - loss: 0.5560 - accuracy: 0.8097
	7/48 [===>..........................] - ETA: 57s - loss: 0.5544 - accuracy: 0.8082
	8/48 [===>..........................] - ETA: 56s - loss: 0.5513 - accuracy: 0.8089
	9/48 [====>.........................] - ETA: 55s - loss: 0.5519 - accuracy: 0.8081
	10/48 [=====>........................] - ETA: 53s - loss: 0.5536 - accuracy: 0.8061
	11/48 [=====>........................] - ETA: 52s - loss: 0.5563 - accuracy: 0.8056
	12/48 [======>.......................] - ETA: 50s - loss: 0.5568 - accuracy: 0.8056
	13/48 [======>.......................] - ETA: 49s - loss: 0.5560 - accuracy: 0.8059
	14/48 [=======>......................] - ETA: 48s - loss: 0.5583 - accuracy: 0.8057
	15/48 [========>.....................] - ETA: 46s - loss: 0.5555 - accuracy: 0.8077
	16/48 [========>.....................] - ETA: 45s - loss: 0.5579 - accuracy: 0.8073
	17/48 [=========>....................] - ETA: 44s - loss: 0.5578 - accuracy: 0.8069
	18/48 [==========>...................] - ETA: 42s - loss: 0.5571 - accuracy: 0.8072
	19/48 [==========>...................] - ETA: 41s - loss: 0.5591 - accuracy: 0.8066
	20/48 [===========>..................] - ETA: 40s - loss: 0.5579 - accuracy: 0.8066
	21/48 [===========>..................] - ETA: 38s - loss: 0.5568 - accuracy: 0.8066
	22/48 [============>.................] - ETA: 37s - loss: 0.5553 - accuracy: 0.8074
	23/48 [=============>................] - ETA: 35s - loss: 0.5554 - accuracy: 0.8072
	24/48 [=============>................] - ETA: 34s - loss: 0.5549 - accuracy: 0.8077
	25/48 [==============>...............] - ETA: 33s - loss: 0.5527 - accuracy: 0.8085
	26/48 [==============>...............] - ETA: 31s - loss: 0.5540 - accuracy: 0.8074
	27/48 [===============>..............] - ETA: 30s - loss: 0.5531 - accuracy: 0.8078
	28/48 [================>.............] - ETA: 29s - loss: 0.5548 - accuracy: 0.8067
	29/48 [================>.............] - ETA: 27s - loss: 0.5547 - accuracy: 0.8067
	30/48 [=================>............] - ETA: 26s - loss: 0.5562 - accuracy: 0.8064
	31/48 [==================>...........] - ETA: 24s - loss: 0.5564 - accuracy: 0.8061
	32/48 [==================>...........] - ETA: 23s - loss: 0.5585 - accuracy: 0.8059
	33/48 [===================>..........] - ETA: 22s - loss: 0.5578 - accuracy: 0.8057
	34/48 [===================>..........] - ETA: 20s - loss: 0.5587 - accuracy: 0.8057
	35/48 [====================>.........] - ETA: 19s - loss: 0.5601 - accuracy: 0.8049
	36/48 [=====================>........] - ETA: 17s - loss: 0.5588 - accuracy: 0.8053
	37/48 [=====================>........] - ETA: 16s - loss: 0.5590 - accuracy: 0.8049
	38/48 [======================>.......] - ETA: 15s - loss: 0.5591 - accuracy: 0.8051
	39/48 [======================>.......] - ETA: 13s - loss: 0.5597 - accuracy: 0.8049
	40/48 [=======================>......] - ETA: 12s - loss: 0.5607 - accuracy: 0.8045
	41/48 [========================>.....] - ETA: 10s - loss: 0.5613 - accuracy: 0.8044
	42/48 [========================>.....] - ETA: 9s - loss: 0.5624 - accuracy: 0.8039
	43/48 [=========================>....] - ETA: 8s - loss: 0.5630 - accuracy: 0.8036
	44/48 [==========================>...] - ETA: 6s - loss: 0.5633 - accuracy: 0.8035
	45/48 [==========================>...] - ETA: 5s - loss: 0.5630 - accuracy: 0.8037
	46/48 [===========================>..] - ETA: 3s - loss: 0.5631 - accuracy: 0.8037
	47/48 [===========================>..] - ETA: 2s - loss: 0.5634 - accuracy: 0.8036
	48/48 [============================>.] - ETA: 1s - loss: 0.5633 - accuracy: 0.8033
	49/48 [==============================] - 73s 1s/step - loss: 0.5635 - accuracy: 0.8033 - val_loss: 0.7792 - val_accuracy: 0.7346
	Epoch 84/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.5138 - accuracy: 0.8145
	2/48 [>.............................] - ETA: 1:00 - loss: 0.5288 - accuracy: 0.8154
	3/48 [>.............................] - ETA: 59s - loss: 0.5278 - accuracy: 0.8193
	4/48 [=>............................] - ETA: 58s - loss: 0.5444 - accuracy: 0.8110
	5/48 [==>...........................] - ETA: 57s - loss: 0.5506 - accuracy: 0.8084
	6/48 [==>...........................] - ETA: 55s - loss: 0.5558 - accuracy: 0.8057
	7/48 [===>..........................] - ETA: 54s - loss: 0.5637 - accuracy: 0.8009
	8/48 [===>..........................] - ETA: 52s - loss: 0.5615 - accuracy: 0.8018
	9/48 [====>.........................] - ETA: 51s - loss: 0.5650 - accuracy: 0.8000
	10/48 [=====>........................] - ETA: 50s - loss: 0.5597 - accuracy: 0.8031
	11/48 [=====>........................] - ETA: 48s - loss: 0.5637 - accuracy: 0.8004
	12/48 [======>.......................] - ETA: 47s - loss: 0.5606 - accuracy: 0.8022
	13/48 [======>.......................] - ETA: 46s - loss: 0.5592 - accuracy: 0.8033
	14/48 [=======>......................] - ETA: 44s - loss: 0.5583 - accuracy: 0.8034
	15/48 [========>.....................] - ETA: 43s - loss: 0.5572 - accuracy: 0.8035
	16/48 [========>.....................] - ETA: 42s - loss: 0.5579 - accuracy: 0.8038
	17/48 [=========>....................] - ETA: 41s - loss: 0.5586 - accuracy: 0.8037
	18/48 [==========>...................] - ETA: 39s - loss: 0.5600 - accuracy: 0.8033
	19/48 [==========>...................] - ETA: 38s - loss: 0.5611 - accuracy: 0.8038
	20/48 [===========>..................] - ETA: 37s - loss: 0.5607 - accuracy: 0.8045
	21/48 [===========>..................] - ETA: 36s - loss: 0.5599 - accuracy: 0.8045
	22/48 [============>.................] - ETA: 35s - loss: 0.5604 - accuracy: 0.8046
	23/48 [=============>................] - ETA: 33s - loss: 0.5600 - accuracy: 0.8046
	24/48 [=============>................] - ETA: 32s - loss: 0.5585 - accuracy: 0.8048
	25/48 [==============>...............] - ETA: 31s - loss: 0.5586 - accuracy: 0.8051
	26/48 [==============>...............] - ETA: 30s - loss: 0.5594 - accuracy: 0.8054
	27/48 [===============>..............] - ETA: 28s - loss: 0.5580 - accuracy: 0.8057
	28/48 [================>.............] - ETA: 27s - loss: 0.5573 - accuracy: 0.8057
	29/48 [================>.............] - ETA: 26s - loss: 0.5566 - accuracy: 0.8061
	30/48 [=================>............] - ETA: 25s - loss: 0.5577 - accuracy: 0.8062
	31/48 [==================>...........] - ETA: 24s - loss: 0.5565 - accuracy: 0.8065
	32/48 [==================>...........] - ETA: 23s - loss: 0.5562 - accuracy: 0.8065
	33/48 [===================>..........] - ETA: 22s - loss: 0.5563 - accuracy: 0.8063
	34/48 [===================>..........] - ETA: 20s - loss: 0.5562 - accuracy: 0.8065
	35/48 [====================>.........] - ETA: 19s - loss: 0.5564 - accuracy: 0.8064
	36/48 [=====================>........] - ETA: 18s - loss: 0.5549 - accuracy: 0.8067
	37/48 [=====================>........] - ETA: 16s - loss: 0.5547 - accuracy: 0.8066
	38/48 [======================>.......] - ETA: 15s - loss: 0.5557 - accuracy: 0.8064
	39/48 [======================>.......] - ETA: 13s - loss: 0.5564 - accuracy: 0.8059
	40/48 [=======================>......] - ETA: 12s - loss: 0.5563 - accuracy: 0.8058
	41/48 [========================>.....] - ETA: 11s - loss: 0.5566 - accuracy: 0.8057
	42/48 [========================>.....] - ETA: 9s - loss: 0.5561 - accuracy: 0.8059
	43/48 [=========================>....] - ETA: 8s - loss: 0.5566 - accuracy: 0.8059
	44/48 [==========================>...] - ETA: 6s - loss: 0.5566 - accuracy: 0.8060
	45/48 [==========================>...] - ETA: 5s - loss: 0.5570 - accuracy: 0.8056
	46/48 [===========================>..] - ETA: 4s - loss: 0.5575 - accuracy: 0.8055
	47/48 [===========================>..] - ETA: 2s - loss: 0.5586 - accuracy: 0.8049
	48/48 [============================>.] - ETA: 1s - loss: 0.5594 - accuracy: 0.8045
	49/48 [==============================] - 74s 2s/step - loss: 0.5600 - accuracy: 0.8044 - val_loss: 0.7932 - val_accuracy: 0.7269
	Epoch 85/100

	1/48 [..............................] - ETA: 1:06 - loss: 0.5570 - accuracy: 0.8008
	2/48 [>.............................] - ETA: 1:02 - loss: 0.5658 - accuracy: 0.8013
	3/48 [>.............................] - ETA: 1:01 - loss: 0.5623 - accuracy: 0.8008
	4/48 [=>............................] - ETA: 1:00 - loss: 0.5582 - accuracy: 0.8042
	5/48 [==>...........................] - ETA: 59s - loss: 0.5588 - accuracy: 0.8029
	6/48 [==>...........................] - ETA: 58s - loss: 0.5639 - accuracy: 0.8009
	7/48 [===>..........................] - ETA: 56s - loss: 0.5625 - accuracy: 0.8027
	8/48 [===>..........................] - ETA: 55s - loss: 0.5641 - accuracy: 0.8036
	9/48 [====>.........................] - ETA: 54s - loss: 0.5597 - accuracy: 0.8043
	10/48 [=====>........................] - ETA: 52s - loss: 0.5546 - accuracy: 0.8066
	11/48 [=====>........................] - ETA: 50s - loss: 0.5536 - accuracy: 0.8067
	12/48 [======>.......................] - ETA: 49s - loss: 0.5535 - accuracy: 0.8065
	13/48 [======>.......................] - ETA: 48s - loss: 0.5547 - accuracy: 0.8057
	14/48 [=======>......................] - ETA: 46s - loss: 0.5544 - accuracy: 0.8061
	15/48 [========>.....................] - ETA: 45s - loss: 0.5544 - accuracy: 0.8057
	16/48 [========>.....................] - ETA: 44s - loss: 0.5542 - accuracy: 0.8056
	17/48 [=========>....................] - ETA: 42s - loss: 0.5545 - accuracy: 0.8053
	18/48 [==========>...................] - ETA: 41s - loss: 0.5544 - accuracy: 0.8047
	19/48 [==========>...................] - ETA: 40s - loss: 0.5530 - accuracy: 0.8053
	20/48 [===========>..................] - ETA: 38s - loss: 0.5517 - accuracy: 0.8056
	21/48 [===========>..................] - ETA: 37s - loss: 0.5514 - accuracy: 0.8055
	22/48 [============>.................] - ETA: 36s - loss: 0.5494 - accuracy: 0.8066
	23/48 [=============>................] - ETA: 35s - loss: 0.5500 - accuracy: 0.8061
	24/48 [=============>................] - ETA: 33s - loss: 0.5493 - accuracy: 0.8064
	25/48 [==============>...............] - ETA: 32s - loss: 0.5506 - accuracy: 0.8064
	26/48 [==============>...............] - ETA: 31s - loss: 0.5513 - accuracy: 0.8060
	27/48 [===============>..............] - ETA: 29s - loss: 0.5504 - accuracy: 0.8061
	28/48 [================>.............] - ETA: 28s - loss: 0.5513 - accuracy: 0.8056
	29/48 [================>.............] - ETA: 27s - loss: 0.5530 - accuracy: 0.8047
	30/48 [=================>............] - ETA: 25s - loss: 0.5539 - accuracy: 0.8046
	31/48 [==================>...........] - ETA: 24s - loss: 0.5549 - accuracy: 0.8041
	32/48 [==================>...........] - ETA: 23s - loss: 0.5525 - accuracy: 0.8054
	33/48 [===================>..........] - ETA: 21s - loss: 0.5543 - accuracy: 0.8045
	34/48 [===================>..........] - ETA: 20s - loss: 0.5544 - accuracy: 0.8046
	35/48 [====================>.........] - ETA: 19s - loss: 0.5559 - accuracy: 0.8040
	36/48 [=====================>........] - ETA: 17s - loss: 0.5557 - accuracy: 0.8038
	37/48 [=====================>........] - ETA: 16s - loss: 0.5547 - accuracy: 0.8042
	38/48 [======================>.......] - ETA: 14s - loss: 0.5538 - accuracy: 0.8047
	39/48 [======================>.......] - ETA: 13s - loss: 0.5550 - accuracy: 0.8047
	40/48 [=======================>......] - ETA: 12s - loss: 0.5557 - accuracy: 0.8049
	41/48 [========================>.....] - ETA: 10s - loss: 0.5550 - accuracy: 0.8051
	42/48 [========================>.....] - ETA: 9s - loss: 0.5547 - accuracy: 0.8052
	43/48 [=========================>....] - ETA: 7s - loss: 0.5543 - accuracy: 0.8055
	44/48 [==========================>...] - ETA: 6s - loss: 0.5544 - accuracy: 0.8055
	45/48 [==========================>...] - ETA: 5s - loss: 0.5542 - accuracy: 0.8058
	46/48 [===========================>..] - ETA: 3s - loss: 0.5546 - accuracy: 0.8059
	47/48 [===========================>..] - ETA: 2s - loss: 0.5538 - accuracy: 0.8065
	48/48 [============================>.] - ETA: 1s - loss: 0.5550 - accuracy: 0.8062
	49/48 [==============================] - 75s 2s/step - loss: 0.5546 - accuracy: 0.8063 - val_loss: 0.7924 - val_accuracy: 0.7317
	Epoch 86/100

	1/48 [..............................] - ETA: 1:21 - loss: 0.5441 - accuracy: 0.7988
	2/48 [>.............................] - ETA: 1:22 - loss: 0.5557 - accuracy: 0.8062
	3/48 [>.............................] - ETA: 1:16 - loss: 0.5510 - accuracy: 0.8086
	4/48 [=>............................] - ETA: 1:11 - loss: 0.5649 - accuracy: 0.8035
	5/48 [==>...........................] - ETA: 1:10 - loss: 0.5521 - accuracy: 0.8078
	6/48 [==>...........................] - ETA: 1:07 - loss: 0.5505 - accuracy: 0.8079
	7/48 [===>..........................] - ETA: 1:04 - loss: 0.5468 - accuracy: 0.8086
	8/48 [===>..........................] - ETA: 1:01 - loss: 0.5416 - accuracy: 0.8110
	9/48 [====>.........................] - ETA: 59s - loss: 0.5417 - accuracy: 0.8102
	10/48 [=====>........................] - ETA: 57s - loss: 0.5427 - accuracy: 0.8111
	11/48 [=====>........................] - ETA: 56s - loss: 0.5467 - accuracy: 0.8093
	12/48 [======>.......................] - ETA: 54s - loss: 0.5492 - accuracy: 0.8092
	13/48 [======>.......................] - ETA: 52s - loss: 0.5453 - accuracy: 0.8105
	14/48 [=======>......................] - ETA: 51s - loss: 0.5440 - accuracy: 0.8113
	15/48 [========>.....................] - ETA: 49s - loss: 0.5425 - accuracy: 0.8122
	16/48 [========>.....................] - ETA: 47s - loss: 0.5419 - accuracy: 0.8124
	17/48 [=========>....................] - ETA: 46s - loss: 0.5413 - accuracy: 0.8122
	18/48 [==========>...................] - ETA: 44s - loss: 0.5420 - accuracy: 0.8114
	19/48 [==========>...................] - ETA: 43s - loss: 0.5427 - accuracy: 0.8106
	20/48 [===========>..................] - ETA: 41s - loss: 0.5452 - accuracy: 0.8098
	21/48 [===========>..................] - ETA: 40s - loss: 0.5444 - accuracy: 0.8100
	22/48 [============>.................] - ETA: 38s - loss: 0.5440 - accuracy: 0.8099
	23/48 [=============>................] - ETA: 37s - loss: 0.5464 - accuracy: 0.8096
	24/48 [=============>................] - ETA: 35s - loss: 0.5466 - accuracy: 0.8091
	25/48 [==============>...............] - ETA: 34s - loss: 0.5455 - accuracy: 0.8096
	26/48 [==============>...............] - ETA: 32s - loss: 0.5468 - accuracy: 0.8091
	27/48 [===============>..............] - ETA: 31s - loss: 0.5474 - accuracy: 0.8084
	28/48 [================>.............] - ETA: 29s - loss: 0.5475 - accuracy: 0.8080
	29/48 [================>.............] - ETA: 28s - loss: 0.5492 - accuracy: 0.8071
	30/48 [=================>............] - ETA: 26s - loss: 0.5496 - accuracy: 0.8070
	31/48 [==================>...........] - ETA: 25s - loss: 0.5481 - accuracy: 0.8079
	32/48 [==================>...........] - ETA: 23s - loss: 0.5484 - accuracy: 0.8075
	33/48 [===================>..........] - ETA: 22s - loss: 0.5480 - accuracy: 0.8078
	34/48 [===================>..........] - ETA: 20s - loss: 0.5492 - accuracy: 0.8074
	35/48 [====================>.........] - ETA: 19s - loss: 0.5493 - accuracy: 0.8074
	36/48 [=====================>........] - ETA: 18s - loss: 0.5506 - accuracy: 0.8067
	37/48 [=====================>........] - ETA: 16s - loss: 0.5507 - accuracy: 0.8064
	38/48 [======================>.......] - ETA: 15s - loss: 0.5516 - accuracy: 0.8055
	39/48 [======================>.......] - ETA: 13s - loss: 0.5524 - accuracy: 0.8050
	40/48 [=======================>......] - ETA: 12s - loss: 0.5525 - accuracy: 0.8048
	41/48 [========================>.....] - ETA: 10s - loss: 0.5529 - accuracy: 0.8051
	42/48 [========================>.....] - ETA: 9s - loss: 0.5534 - accuracy: 0.8048
	43/48 [=========================>....] - ETA: 8s - loss: 0.5547 - accuracy: 0.8044
	44/48 [==========================>...] - ETA: 6s - loss: 0.5558 - accuracy: 0.8042
	45/48 [==========================>...] - ETA: 5s - loss: 0.5564 - accuracy: 0.8040
	46/48 [===========================>..] - ETA: 3s - loss: 0.5561 - accuracy: 0.8041
	47/48 [===========================>..] - ETA: 2s - loss: 0.5563 - accuracy: 0.8040
	48/48 [============================>.] - ETA: 1s - loss: 0.5557 - accuracy: 0.8042
	49/48 [==============================] - 73s 1s/step - loss: 0.5554 - accuracy: 0.8043 - val_loss: 0.7889 - val_accuracy: 0.7300
	Epoch 87/100

	1/48 [..............................] - ETA: 1:06 - loss: 0.5451 - accuracy: 0.8223
	2/48 [>.............................] - ETA: 1:05 - loss: 0.5442 - accuracy: 0.8188
	3/48 [>.............................] - ETA: 1:02 - loss: 0.5398 - accuracy: 0.8167
	4/48 [=>............................] - ETA: 1:00 - loss: 0.5430 - accuracy: 0.8174
	5/48 [==>...........................] - ETA: 58s - loss: 0.5412 - accuracy: 0.8201
	6/48 [==>...........................] - ETA: 57s - loss: 0.5467 - accuracy: 0.8148
	7/48 [===>..........................] - ETA: 55s - loss: 0.5540 - accuracy: 0.8125
	8/48 [===>..........................] - ETA: 54s - loss: 0.5561 - accuracy: 0.8108
	9/48 [====>.........................] - ETA: 52s - loss: 0.5481 - accuracy: 0.8115
	10/48 [=====>........................] - ETA: 51s - loss: 0.5440 - accuracy: 0.8121
	11/48 [=====>........................] - ETA: 50s - loss: 0.5430 - accuracy: 0.8120
	12/48 [======>.......................] - ETA: 49s - loss: 0.5450 - accuracy: 0.8118
	13/48 [======>.......................] - ETA: 47s - loss: 0.5476 - accuracy: 0.8105
	14/48 [=======>......................] - ETA: 46s - loss: 0.5465 - accuracy: 0.8115
	15/48 [========>.....................] - ETA: 45s - loss: 0.5446 - accuracy: 0.8121
	16/48 [========>.....................] - ETA: 44s - loss: 0.5482 - accuracy: 0.8104
	17/48 [=========>....................] - ETA: 42s - loss: 0.5459 - accuracy: 0.8111
	18/48 [==========>...................] - ETA: 41s - loss: 0.5469 - accuracy: 0.8103
	19/48 [==========>...................] - ETA: 40s - loss: 0.5492 - accuracy: 0.8092
	20/48 [===========>..................] - ETA: 39s - loss: 0.5471 - accuracy: 0.8102
	21/48 [===========>..................] - ETA: 37s - loss: 0.5455 - accuracy: 0.8112
	22/48 [============>.................] - ETA: 36s - loss: 0.5444 - accuracy: 0.8113
	23/48 [=============>................] - ETA: 35s - loss: 0.5452 - accuracy: 0.8114
	24/48 [=============>................] - ETA: 33s - loss: 0.5482 - accuracy: 0.8099
	25/48 [==============>...............] - ETA: 32s - loss: 0.5504 - accuracy: 0.8088
	26/48 [==============>...............] - ETA: 31s - loss: 0.5512 - accuracy: 0.8083
	27/48 [===============>..............] - ETA: 29s - loss: 0.5498 - accuracy: 0.8086
	28/48 [================>.............] - ETA: 28s - loss: 0.5482 - accuracy: 0.8093
	29/48 [================>.............] - ETA: 27s - loss: 0.5500 - accuracy: 0.8086
	30/48 [=================>............] - ETA: 25s - loss: 0.5500 - accuracy: 0.8090
	31/48 [==================>...........] - ETA: 24s - loss: 0.5480 - accuracy: 0.8097
	32/48 [==================>...........] - ETA: 22s - loss: 0.5473 - accuracy: 0.8099
	33/48 [===================>..........] - ETA: 21s - loss: 0.5468 - accuracy: 0.8101
	34/48 [===================>..........] - ETA: 20s - loss: 0.5455 - accuracy: 0.8108
	35/48 [====================>.........] - ETA: 18s - loss: 0.5449 - accuracy: 0.8110
	36/48 [=====================>........] - ETA: 17s - loss: 0.5440 - accuracy: 0.8115
	37/48 [=====================>........] - ETA: 16s - loss: 0.5432 - accuracy: 0.8114
	38/48 [======================>.......] - ETA: 14s - loss: 0.5421 - accuracy: 0.8117
	39/48 [======================>.......] - ETA: 13s - loss: 0.5434 - accuracy: 0.8114
	40/48 [=======================>......] - ETA: 12s - loss: 0.5419 - accuracy: 0.8118
	41/48 [========================>.....] - ETA: 10s - loss: 0.5427 - accuracy: 0.8119
	42/48 [========================>.....] - ETA: 9s - loss: 0.5439 - accuracy: 0.8115
	43/48 [=========================>....] - ETA: 7s - loss: 0.5435 - accuracy: 0.8114
	44/48 [==========================>...] - ETA: 6s - loss: 0.5433 - accuracy: 0.8115
	45/48 [==========================>...] - ETA: 5s - loss: 0.5433 - accuracy: 0.8113
	46/48 [===========================>..] - ETA: 3s - loss: 0.5431 - accuracy: 0.8113
	47/48 [===========================>..] - ETA: 2s - loss: 0.5426 - accuracy: 0.8114
	48/48 [============================>.] - ETA: 1s - loss: 0.5430 - accuracy: 0.8111
	49/48 [==============================] - 71s 1s/step - loss: 0.5436 - accuracy: 0.8110 - val_loss: 0.7775 - val_accuracy: 0.7401
	Epoch 88/100

	1/48 [..............................] - ETA: 1:08 - loss: 0.5023 - accuracy: 0.8203
	2/48 [>.............................] - ETA: 1:03 - loss: 0.5089 - accuracy: 0.8271
	3/48 [>.............................] - ETA: 59s - loss: 0.4999 - accuracy: 0.8277
	4/48 [=>............................] - ETA: 1:00 - loss: 0.5153 - accuracy: 0.8209
	5/48 [==>...........................] - ETA: 59s - loss: 0.5139 - accuracy: 0.8246
	6/48 [==>...........................] - ETA: 58s - loss: 0.5283 - accuracy: 0.8175
	7/48 [===>..........................] - ETA: 56s - loss: 0.5365 - accuracy: 0.8155
	8/48 [===>..........................] - ETA: 55s - loss: 0.5407 - accuracy: 0.8135
	9/48 [====>.........................] - ETA: 54s - loss: 0.5450 - accuracy: 0.8121
	10/48 [=====>........................] - ETA: 52s - loss: 0.5449 - accuracy: 0.8105
	11/48 [=====>........................] - ETA: 51s - loss: 0.5452 - accuracy: 0.8098
	12/48 [======>.......................] - ETA: 49s - loss: 0.5451 - accuracy: 0.8088
	13/48 [======>.......................] - ETA: 48s - loss: 0.5480 - accuracy: 0.8085
	14/48 [=======>......................] - ETA: 47s - loss: 0.5460 - accuracy: 0.8078
	15/48 [========>.....................] - ETA: 45s - loss: 0.5451 - accuracy: 0.8088
	16/48 [========>.....................] - ETA: 44s - loss: 0.5451 - accuracy: 0.8092
	17/48 [=========>....................] - ETA: 43s - loss: 0.5499 - accuracy: 0.8075
	18/48 [==========>...................] - ETA: 41s - loss: 0.5494 - accuracy: 0.8069
	19/48 [==========>...................] - ETA: 40s - loss: 0.5478 - accuracy: 0.8075
	20/48 [===========>..................] - ETA: 39s - loss: 0.5473 - accuracy: 0.8073
	21/48 [===========>..................] - ETA: 38s - loss: 0.5459 - accuracy: 0.8079
	22/48 [============>.................] - ETA: 36s - loss: 0.5456 - accuracy: 0.8086
	23/48 [=============>................] - ETA: 35s - loss: 0.5456 - accuracy: 0.8086
	24/48 [=============>................] - ETA: 34s - loss: 0.5451 - accuracy: 0.8082
	25/48 [==============>...............] - ETA: 33s - loss: 0.5454 - accuracy: 0.8077
	26/48 [==============>...............] - ETA: 31s - loss: 0.5432 - accuracy: 0.8086
	27/48 [===============>..............] - ETA: 30s - loss: 0.5447 - accuracy: 0.8082
	28/48 [================>.............] - ETA: 28s - loss: 0.5449 - accuracy: 0.8080
	29/48 [================>.............] - ETA: 27s - loss: 0.5445 - accuracy: 0.8083
	30/48 [=================>............] - ETA: 26s - loss: 0.5452 - accuracy: 0.8080
	31/48 [==================>...........] - ETA: 24s - loss: 0.5474 - accuracy: 0.8078
	32/48 [==================>...........] - ETA: 23s - loss: 0.5468 - accuracy: 0.8079
	33/48 [===================>..........] - ETA: 21s - loss: 0.5462 - accuracy: 0.8078
	34/48 [===================>..........] - ETA: 20s - loss: 0.5460 - accuracy: 0.8079
	35/48 [====================>.........] - ETA: 19s - loss: 0.5458 - accuracy: 0.8079
	36/48 [=====================>........] - ETA: 17s - loss: 0.5460 - accuracy: 0.8076
	37/48 [=====================>........] - ETA: 16s - loss: 0.5475 - accuracy: 0.8074
	38/48 [======================>.......] - ETA: 14s - loss: 0.5476 - accuracy: 0.8073
	39/48 [======================>.......] - ETA: 13s - loss: 0.5476 - accuracy: 0.8076
	40/48 [=======================>......] - ETA: 12s - loss: 0.5468 - accuracy: 0.8079
	41/48 [========================>.....] - ETA: 10s - loss: 0.5466 - accuracy: 0.8079
	42/48 [========================>.....] - ETA: 9s - loss: 0.5473 - accuracy: 0.8075
	43/48 [=========================>....] - ETA: 7s - loss: 0.5483 - accuracy: 0.8073
	44/48 [==========================>...] - ETA: 6s - loss: 0.5479 - accuracy: 0.8074
	45/48 [==========================>...] - ETA: 5s - loss: 0.5469 - accuracy: 0.8079
	46/48 [===========================>..] - ETA: 3s - loss: 0.5472 - accuracy: 0.8077
	47/48 [===========================>..] - ETA: 2s - loss: 0.5482 - accuracy: 0.8076
	48/48 [============================>.] - ETA: 1s - loss: 0.5478 - accuracy: 0.8076
	49/48 [==============================] - 72s 1s/step - loss: 0.5473 - accuracy: 0.8077 - val_loss: 0.7872 - val_accuracy: 0.7325
	Epoch 89/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.4927 - accuracy: 0.8252
	2/48 [>.............................] - ETA: 1:01 - loss: 0.5166 - accuracy: 0.8159
	3/48 [>.............................] - ETA: 59s - loss: 0.5232 - accuracy: 0.8102
	4/48 [=>............................] - ETA: 58s - loss: 0.5310 - accuracy: 0.8086
	5/48 [==>...........................] - ETA: 57s - loss: 0.5318 - accuracy: 0.8082
	6/48 [==>...........................] - ETA: 55s - loss: 0.5296 - accuracy: 0.8122
	7/48 [===>..........................] - ETA: 54s - loss: 0.5248 - accuracy: 0.8156
	8/48 [===>..........................] - ETA: 53s - loss: 0.5224 - accuracy: 0.8153
	9/48 [====>.........................] - ETA: 50s - loss: 0.5196 - accuracy: 0.8163
	10/48 [=====>........................] - ETA: 49s - loss: 0.5246 - accuracy: 0.8143
	11/48 [=====>........................] - ETA: 48s - loss: 0.5248 - accuracy: 0.8147
	12/48 [======>.......................] - ETA: 47s - loss: 0.5292 - accuracy: 0.8124
	13/48 [======>.......................] - ETA: 45s - loss: 0.5321 - accuracy: 0.8119
	14/48 [=======>......................] - ETA: 44s - loss: 0.5327 - accuracy: 0.8121
	15/48 [========>.....................] - ETA: 44s - loss: 0.5309 - accuracy: 0.8130
	16/48 [========>.....................] - ETA: 43s - loss: 0.5311 - accuracy: 0.8126
	17/48 [=========>....................] - ETA: 42s - loss: 0.5299 - accuracy: 0.8138
	18/48 [==========>...................] - ETA: 41s - loss: 0.5293 - accuracy: 0.8143
	19/48 [==========>...................] - ETA: 40s - loss: 0.5285 - accuracy: 0.8140
	20/48 [===========>..................] - ETA: 38s - loss: 0.5304 - accuracy: 0.8134
	21/48 [===========>..................] - ETA: 37s - loss: 0.5324 - accuracy: 0.8128
	22/48 [============>.................] - ETA: 35s - loss: 0.5323 - accuracy: 0.8128
	23/48 [=============>................] - ETA: 34s - loss: 0.5312 - accuracy: 0.8134
	24/48 [=============>................] - ETA: 33s - loss: 0.5338 - accuracy: 0.8127
	25/48 [==============>...............] - ETA: 31s - loss: 0.5354 - accuracy: 0.8119
	26/48 [==============>...............] - ETA: 30s - loss: 0.5358 - accuracy: 0.8116
	27/48 [===============>..............] - ETA: 29s - loss: 0.5364 - accuracy: 0.8116
	28/48 [================>.............] - ETA: 27s - loss: 0.5354 - accuracy: 0.8119
	29/48 [================>.............] - ETA: 26s - loss: 0.5376 - accuracy: 0.8113
	30/48 [=================>............] - ETA: 25s - loss: 0.5381 - accuracy: 0.8115
	31/48 [==================>...........] - ETA: 23s - loss: 0.5382 - accuracy: 0.8112
	32/48 [==================>...........] - ETA: 22s - loss: 0.5382 - accuracy: 0.8109
	33/48 [===================>..........] - ETA: 21s - loss: 0.5385 - accuracy: 0.8108
	34/48 [===================>..........] - ETA: 19s - loss: 0.5378 - accuracy: 0.8111
	35/48 [====================>.........] - ETA: 18s - loss: 0.5383 - accuracy: 0.8108
	36/48 [=====================>........] - ETA: 17s - loss: 0.5384 - accuracy: 0.8105
	37/48 [=====================>........] - ETA: 15s - loss: 0.5388 - accuracy: 0.8106
	38/48 [======================>.......] - ETA: 14s - loss: 0.5383 - accuracy: 0.8110
	39/48 [======================>.......] - ETA: 13s - loss: 0.5400 - accuracy: 0.8106
	40/48 [=======================>......] - ETA: 11s - loss: 0.5394 - accuracy: 0.8109
	41/48 [========================>.....] - ETA: 10s - loss: 0.5405 - accuracy: 0.8104
	42/48 [========================>.....] - ETA: 9s - loss: 0.5423 - accuracy: 0.8098
	43/48 [=========================>....] - ETA: 7s - loss: 0.5428 - accuracy: 0.8094
	44/48 [==========================>...] - ETA: 6s - loss: 0.5432 - accuracy: 0.8093
	45/48 [==========================>...] - ETA: 5s - loss: 0.5442 - accuracy: 0.8089
	46/48 [===========================>..] - ETA: 3s - loss: 0.5461 - accuracy: 0.8083
	47/48 [===========================>..] - ETA: 2s - loss: 0.5476 - accuracy: 0.8076
	48/48 [============================>.] - ETA: 1s - loss: 0.5481 - accuracy: 0.8075
	49/48 [==============================] - 70s 1s/step - loss: 0.5481 - accuracy: 0.8076 - val_loss: 0.7881 - val_accuracy: 0.7317
	Epoch 90/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.5869 - accuracy: 0.7969
	2/48 [>.............................] - ETA: 1:00 - loss: 0.5500 - accuracy: 0.8042
	3/48 [>.............................] - ETA: 59s - loss: 0.5447 - accuracy: 0.8057
	4/48 [=>............................] - ETA: 58s - loss: 0.5371 - accuracy: 0.8098
	5/48 [==>...........................] - ETA: 57s - loss: 0.5425 - accuracy: 0.8094
	6/48 [==>...........................] - ETA: 55s - loss: 0.5435 - accuracy: 0.8101
	7/48 [===>..........................] - ETA: 54s - loss: 0.5466 - accuracy: 0.8097
	8/48 [===>..........................] - ETA: 53s - loss: 0.5471 - accuracy: 0.8101
	9/48 [====>.........................] - ETA: 51s - loss: 0.5461 - accuracy: 0.8099
	10/48 [=====>........................] - ETA: 50s - loss: 0.5432 - accuracy: 0.8108
	11/48 [=====>........................] - ETA: 49s - loss: 0.5409 - accuracy: 0.8112
	12/48 [======>.......................] - ETA: 47s - loss: 0.5435 - accuracy: 0.8103
	13/48 [======>.......................] - ETA: 46s - loss: 0.5429 - accuracy: 0.8118
	14/48 [=======>......................] - ETA: 45s - loss: 0.5420 - accuracy: 0.8113
	15/48 [========>.....................] - ETA: 44s - loss: 0.5414 - accuracy: 0.8102
	16/48 [========>.....................] - ETA: 42s - loss: 0.5429 - accuracy: 0.8091
	17/48 [=========>....................] - ETA: 41s - loss: 0.5451 - accuracy: 0.8081
	18/48 [==========>...................] - ETA: 40s - loss: 0.5422 - accuracy: 0.8087
	19/48 [==========>...................] - ETA: 39s - loss: 0.5437 - accuracy: 0.8081
	20/48 [===========>..................] - ETA: 37s - loss: 0.5465 - accuracy: 0.8074
	21/48 [===========>..................] - ETA: 36s - loss: 0.5450 - accuracy: 0.8080
	22/48 [============>.................] - ETA: 35s - loss: 0.5456 - accuracy: 0.8075
	23/48 [=============>................] - ETA: 34s - loss: 0.5468 - accuracy: 0.8070
	24/48 [=============>................] - ETA: 32s - loss: 0.5481 - accuracy: 0.8071
	25/48 [==============>...............] - ETA: 31s - loss: 0.5471 - accuracy: 0.8074
	26/48 [==============>...............] - ETA: 30s - loss: 0.5470 - accuracy: 0.8077
	27/48 [===============>..............] - ETA: 29s - loss: 0.5468 - accuracy: 0.8075
	28/48 [================>.............] - ETA: 28s - loss: 0.5471 - accuracy: 0.8075
	29/48 [================>.............] - ETA: 26s - loss: 0.5465 - accuracy: 0.8077
	30/48 [=================>............] - ETA: 25s - loss: 0.5466 - accuracy: 0.8075
	31/48 [==================>...........] - ETA: 24s - loss: 0.5475 - accuracy: 0.8071
	32/48 [==================>...........] - ETA: 22s - loss: 0.5463 - accuracy: 0.8073
	33/48 [===================>..........] - ETA: 21s - loss: 0.5478 - accuracy: 0.8076
	34/48 [===================>..........] - ETA: 20s - loss: 0.5491 - accuracy: 0.8067
	35/48 [====================>.........] - ETA: 18s - loss: 0.5493 - accuracy: 0.8067
	36/48 [=====================>........] - ETA: 17s - loss: 0.5492 - accuracy: 0.8070
	37/48 [=====================>........] - ETA: 16s - loss: 0.5488 - accuracy: 0.8069
	38/48 [======================>.......] - ETA: 14s - loss: 0.5471 - accuracy: 0.8076
	39/48 [======================>.......] - ETA: 13s - loss: 0.5480 - accuracy: 0.8076
	40/48 [=======================>......] - ETA: 12s - loss: 0.5469 - accuracy: 0.8082
	41/48 [========================>.....] - ETA: 10s - loss: 0.5476 - accuracy: 0.8078
	42/48 [========================>.....] - ETA: 9s - loss: 0.5466 - accuracy: 0.8084
	43/48 [=========================>....] - ETA: 7s - loss: 0.5474 - accuracy: 0.8084
	44/48 [==========================>...] - ETA: 6s - loss: 0.5466 - accuracy: 0.8085
	45/48 [==========================>...] - ETA: 5s - loss: 0.5465 - accuracy: 0.8084
	46/48 [===========================>..] - ETA: 3s - loss: 0.5456 - accuracy: 0.8085
	47/48 [===========================>..] - ETA: 2s - loss: 0.5456 - accuracy: 0.8082
	48/48 [============================>.] - ETA: 1s - loss: 0.5453 - accuracy: 0.8082
	49/48 [==============================] - 74s 2s/step - loss: 0.5455 - accuracy: 0.8083 - val_loss: 0.7883 - val_accuracy: 0.7318
	Epoch 91/100

	1/48 [..............................] - ETA: 1:46 - loss: 0.5665 - accuracy: 0.7842
	2/48 [>.............................] - ETA: 1:41 - loss: 0.6006 - accuracy: 0.7866
	3/48 [>.............................] - ETA: 1:37 - loss: 0.5837 - accuracy: 0.7920
	4/48 [=>............................] - ETA: 1:35 - loss: 0.5741 - accuracy: 0.7969
	5/48 [==>...........................] - ETA: 1:32 - loss: 0.5661 - accuracy: 0.7992
	6/48 [==>...........................] - ETA: 1:29 - loss: 0.5622 - accuracy: 0.7987
	7/48 [===>..........................] - ETA: 1:23 - loss: 0.5589 - accuracy: 0.8015
	8/48 [===>..........................] - ETA: 1:20 - loss: 0.5591 - accuracy: 0.8010
	9/48 [====>.........................] - ETA: 1:16 - loss: 0.5590 - accuracy: 0.8013
	10/48 [=====>........................] - ETA: 1:13 - loss: 0.5616 - accuracy: 0.8012
	11/48 [=====>........................] - ETA: 1:09 - loss: 0.5617 - accuracy: 0.8008
	12/48 [======>.......................] - ETA: 1:06 - loss: 0.5583 - accuracy: 0.8022
	13/48 [======>.......................] - ETA: 1:03 - loss: 0.5582 - accuracy: 0.8025
	14/48 [=======>......................] - ETA: 1:00 - loss: 0.5598 - accuracy: 0.8020
	15/48 [========>.....................] - ETA: 58s - loss: 0.5594 - accuracy: 0.8022
	16/48 [========>.....................] - ETA: 55s - loss: 0.5580 - accuracy: 0.8025
	17/48 [=========>....................] - ETA: 53s - loss: 0.5612 - accuracy: 0.8022
	18/48 [==========>...................] - ETA: 51s - loss: 0.5610 - accuracy: 0.8022
	19/48 [==========>...................] - ETA: 49s - loss: 0.5593 - accuracy: 0.8033
	20/48 [===========>..................] - ETA: 47s - loss: 0.5587 - accuracy: 0.8033
	21/48 [===========>..................] - ETA: 45s - loss: 0.5564 - accuracy: 0.8041
	22/48 [============>.................] - ETA: 43s - loss: 0.5572 - accuracy: 0.8038
	23/48 [=============>................] - ETA: 42s - loss: 0.5570 - accuracy: 0.8034
	24/48 [=============>................] - ETA: 40s - loss: 0.5553 - accuracy: 0.8043
	25/48 [==============>...............] - ETA: 38s - loss: 0.5549 - accuracy: 0.8046
	26/48 [==============>...............] - ETA: 37s - loss: 0.5523 - accuracy: 0.8065
	27/48 [===============>..............] - ETA: 35s - loss: 0.5502 - accuracy: 0.8077
	28/48 [================>.............] - ETA: 33s - loss: 0.5472 - accuracy: 0.8090
	29/48 [================>.............] - ETA: 32s - loss: 0.5479 - accuracy: 0.8086
	30/48 [=================>............] - ETA: 30s - loss: 0.5469 - accuracy: 0.8085
	31/48 [==================>...........] - ETA: 28s - loss: 0.5470 - accuracy: 0.8086
	32/48 [==================>...........] - ETA: 27s - loss: 0.5483 - accuracy: 0.8082
	33/48 [===================>..........] - ETA: 25s - loss: 0.5472 - accuracy: 0.8086
	34/48 [===================>..........] - ETA: 23s - loss: 0.5469 - accuracy: 0.8085
	35/48 [====================>.........] - ETA: 22s - loss: 0.5473 - accuracy: 0.8086
	36/48 [=====================>........] - ETA: 20s - loss: 0.5470 - accuracy: 0.8083
	37/48 [=====================>........] - ETA: 19s - loss: 0.5465 - accuracy: 0.8084
	38/48 [======================>.......] - ETA: 17s - loss: 0.5461 - accuracy: 0.8090
	39/48 [======================>.......] - ETA: 15s - loss: 0.5463 - accuracy: 0.8088
	40/48 [=======================>......] - ETA: 13s - loss: 0.5446 - accuracy: 0.8094
	41/48 [========================>.....] - ETA: 12s - loss: 0.5444 - accuracy: 0.8093
	42/48 [========================>.....] - ETA: 10s - loss: 0.5434 - accuracy: 0.8097
	43/48 [=========================>....] - ETA: 9s - loss: 0.5436 - accuracy: 0.8096
	44/48 [==========================>...] - ETA: 7s - loss: 0.5425 - accuracy: 0.8100
	45/48 [==========================>...] - ETA: 6s - loss: 0.5422 - accuracy: 0.8103
	46/48 [===========================>..] - ETA: 4s - loss: 0.5418 - accuracy: 0.8105
	47/48 [===========================>..] - ETA: 2s - loss: 0.5418 - accuracy: 0.8106
	48/48 [============================>.] - ETA: 1s - loss: 0.5412 - accuracy: 0.8109
	49/48 [==============================] - 81s 2s/step - loss: 0.5413 - accuracy: 0.8109 - val_loss: 0.7646 - val_accuracy: 0.7440
	Epoch 92/100

	1/48 [..............................] - ETA: 1:02 - loss: 0.5053 - accuracy: 0.8125
	2/48 [>.............................] - ETA: 1:00 - loss: 0.5104 - accuracy: 0.8174
	3/48 [>.............................] - ETA: 59s - loss: 0.5131 - accuracy: 0.8190
	4/48 [=>............................] - ETA: 58s - loss: 0.5007 - accuracy: 0.8262
	5/48 [==>...........................] - ETA: 56s - loss: 0.5006 - accuracy: 0.8256
	6/48 [==>...........................] - ETA: 58s - loss: 0.5016 - accuracy: 0.8245
	7/48 [===>..........................] - ETA: 56s - loss: 0.5069 - accuracy: 0.8225
	8/48 [===>..........................] - ETA: 56s - loss: 0.5124 - accuracy: 0.8214
	9/48 [====>.........................] - ETA: 54s - loss: 0.5174 - accuracy: 0.8188
	10/48 [=====>........................] - ETA: 53s - loss: 0.5161 - accuracy: 0.8196
	11/48 [=====>........................] - ETA: 52s - loss: 0.5199 - accuracy: 0.8174
	12/48 [======>.......................] - ETA: 50s - loss: 0.5125 - accuracy: 0.8209
	13/48 [======>.......................] - ETA: 49s - loss: 0.5136 - accuracy: 0.8201
	14/48 [=======>......................] - ETA: 47s - loss: 0.5163 - accuracy: 0.8179
	15/48 [========>.....................] - ETA: 46s - loss: 0.5179 - accuracy: 0.8178
	16/48 [========>.....................] - ETA: 44s - loss: 0.5188 - accuracy: 0.8176
	17/48 [=========>....................] - ETA: 43s - loss: 0.5181 - accuracy: 0.8178
	18/48 [==========>...................] - ETA: 42s - loss: 0.5206 - accuracy: 0.8171
	19/48 [==========>...................] - ETA: 40s - loss: 0.5200 - accuracy: 0.8167
	20/48 [===========>..................] - ETA: 39s - loss: 0.5211 - accuracy: 0.8162
	21/48 [===========>..................] - ETA: 38s - loss: 0.5237 - accuracy: 0.8156
	22/48 [============>.................] - ETA: 36s - loss: 0.5226 - accuracy: 0.8160
	23/48 [=============>................] - ETA: 35s - loss: 0.5244 - accuracy: 0.8156
	24/48 [=============>................] - ETA: 34s - loss: 0.5247 - accuracy: 0.8156
	25/48 [==============>...............] - ETA: 34s - loss: 0.5273 - accuracy: 0.8146
	26/48 [==============>...............] - ETA: 32s - loss: 0.5289 - accuracy: 0.8141
	27/48 [===============>..............] - ETA: 31s - loss: 0.5302 - accuracy: 0.8139
	28/48 [================>.............] - ETA: 30s - loss: 0.5315 - accuracy: 0.8137
	29/48 [================>.............] - ETA: 29s - loss: 0.5332 - accuracy: 0.8134
	30/48 [=================>............] - ETA: 28s - loss: 0.5327 - accuracy: 0.8135
	31/48 [==================>...........] - ETA: 26s - loss: 0.5325 - accuracy: 0.8131
	32/48 [==================>...........] - ETA: 25s - loss: 0.5321 - accuracy: 0.8134
	33/48 [===================>..........] - ETA: 23s - loss: 0.5305 - accuracy: 0.8142
	34/48 [===================>..........] - ETA: 22s - loss: 0.5294 - accuracy: 0.8143
	35/48 [====================>.........] - ETA: 20s - loss: 0.5303 - accuracy: 0.8142
	36/48 [=====================>........] - ETA: 19s - loss: 0.5329 - accuracy: 0.8134
	37/48 [=====================>........] - ETA: 17s - loss: 0.5331 - accuracy: 0.8133
	38/48 [======================>.......] - ETA: 16s - loss: 0.5328 - accuracy: 0.8134
	39/48 [======================>.......] - ETA: 14s - loss: 0.5332 - accuracy: 0.8134
	40/48 [=======================>......] - ETA: 13s - loss: 0.5316 - accuracy: 0.8144
	41/48 [========================>.....] - ETA: 11s - loss: 0.5316 - accuracy: 0.8147
	42/48 [========================>.....] - ETA: 10s - loss: 0.5316 - accuracy: 0.8146
	43/48 [=========================>....] - ETA: 8s - loss: 0.5310 - accuracy: 0.8147
	44/48 [==========================>...] - ETA: 7s - loss: 0.5314 - accuracy: 0.8146
	45/48 [==========================>...] - ETA: 5s - loss: 0.5312 - accuracy: 0.8148
	46/48 [===========================>..] - ETA: 4s - loss: 0.5311 - accuracy: 0.8148
	47/48 [===========================>..] - ETA: 2s - loss: 0.5317 - accuracy: 0.8145
	48/48 [============================>.] - ETA: 1s - loss: 0.5319 - accuracy: 0.8146
	49/48 [==============================] - 81s 2s/step - loss: 0.5323 - accuracy: 0.8144 - val_loss: 0.7801 - val_accuracy: 0.7366
	Epoch 93/100

	1/48 [..............................] - ETA: 1:10 - loss: 0.5349 - accuracy: 0.8232
	2/48 [>.............................] - ETA: 1:10 - loss: 0.5301 - accuracy: 0.8115
	3/48 [>.............................] - ETA: 1:09 - loss: 0.5199 - accuracy: 0.8197
	4/48 [=>............................] - ETA: 1:09 - loss: 0.5082 - accuracy: 0.8250
	5/48 [==>...........................] - ETA: 1:09 - loss: 0.5109 - accuracy: 0.8217
	6/48 [==>...........................] - ETA: 1:07 - loss: 0.5121 - accuracy: 0.8210
	7/48 [===>..........................] - ETA: 1:07 - loss: 0.5166 - accuracy: 0.8203
	8/48 [===>..........................] - ETA: 1:06 - loss: 0.5193 - accuracy: 0.8192
	9/48 [====>.........................] - ETA: 1:05 - loss: 0.5179 - accuracy: 0.8192
	10/48 [=====>........................] - ETA: 1:02 - loss: 0.5161 - accuracy: 0.8192
	11/48 [=====>........................] - ETA: 1:00 - loss: 0.5150 - accuracy: 0.8185
	12/48 [======>.......................] - ETA: 57s - loss: 0.5167 - accuracy: 0.8176
	13/48 [======>.......................] - ETA: 55s - loss: 0.5158 - accuracy: 0.8179
	14/48 [=======>......................] - ETA: 53s - loss: 0.5179 - accuracy: 0.8175
	15/48 [========>.....................] - ETA: 51s - loss: 0.5171 - accuracy: 0.8176
	16/48 [========>.....................] - ETA: 49s - loss: 0.5158 - accuracy: 0.8177
	17/48 [=========>....................] - ETA: 47s - loss: 0.5153 - accuracy: 0.8184
	18/48 [==========>...................] - ETA: 46s - loss: 0.5168 - accuracy: 0.8173
	19/48 [==========>...................] - ETA: 44s - loss: 0.5165 - accuracy: 0.8173
	20/48 [===========>..................] - ETA: 42s - loss: 0.5178 - accuracy: 0.8170
	21/48 [===========>..................] - ETA: 40s - loss: 0.5190 - accuracy: 0.8164
	22/48 [============>.................] - ETA: 39s - loss: 0.5213 - accuracy: 0.8156
	23/48 [=============>................] - ETA: 37s - loss: 0.5229 - accuracy: 0.8154
	24/48 [=============>................] - ETA: 36s - loss: 0.5237 - accuracy: 0.8153
	25/48 [==============>...............] - ETA: 34s - loss: 0.5252 - accuracy: 0.8151
	26/48 [==============>...............] - ETA: 33s - loss: 0.5264 - accuracy: 0.8147
	27/48 [===============>..............] - ETA: 31s - loss: 0.5256 - accuracy: 0.8153
	28/48 [================>.............] - ETA: 29s - loss: 0.5254 - accuracy: 0.8153
	29/48 [================>.............] - ETA: 28s - loss: 0.5240 - accuracy: 0.8157
	30/48 [=================>............] - ETA: 26s - loss: 0.5237 - accuracy: 0.8156
	31/48 [==================>...........] - ETA: 25s - loss: 0.5254 - accuracy: 0.8151
	32/48 [==================>...........] - ETA: 24s - loss: 0.5250 - accuracy: 0.8153
	33/48 [===================>..........] - ETA: 22s - loss: 0.5252 - accuracy: 0.8154
	34/48 [===================>..........] - ETA: 21s - loss: 0.5270 - accuracy: 0.8150
	35/48 [====================>.........] - ETA: 19s - loss: 0.5268 - accuracy: 0.8151
	36/48 [=====================>........] - ETA: 18s - loss: 0.5268 - accuracy: 0.8153
	37/48 [=====================>........] - ETA: 16s - loss: 0.5258 - accuracy: 0.8158
	38/48 [======================>.......] - ETA: 15s - loss: 0.5243 - accuracy: 0.8165
	39/48 [======================>.......] - ETA: 13s - loss: 0.5246 - accuracy: 0.8166
	40/48 [=======================>......] - ETA: 12s - loss: 0.5246 - accuracy: 0.8165
	41/48 [========================>.....] - ETA: 11s - loss: 0.5248 - accuracy: 0.8165
	42/48 [========================>.....] - ETA: 9s - loss: 0.5241 - accuracy: 0.8168
	43/48 [=========================>....] - ETA: 8s - loss: 0.5239 - accuracy: 0.8167
	44/48 [==========================>...] - ETA: 6s - loss: 0.5251 - accuracy: 0.8161
	45/48 [==========================>...] - ETA: 5s - loss: 0.5249 - accuracy: 0.8162
	46/48 [===========================>..] - ETA: 3s - loss: 0.5242 - accuracy: 0.8164
	47/48 [===========================>..] - ETA: 2s - loss: 0.5241 - accuracy: 0.8164
	48/48 [============================>.] - ETA: 1s - loss: 0.5240 - accuracy: 0.8165
	49/48 [==============================] - 74s 2s/step - loss: 0.5249 - accuracy: 0.8162 - val_loss: 0.8137 - val_accuracy: 0.7345
	Epoch 94/100

	1/48 [..............................] - ETA: 1:10 - loss: 0.5628 - accuracy: 0.8027
	2/48 [>.............................] - ETA: 1:08 - loss: 0.5549 - accuracy: 0.8022
	3/48 [>.............................] - ETA: 1:04 - loss: 0.5348 - accuracy: 0.8092
	4/48 [=>............................] - ETA: 1:02 - loss: 0.5253 - accuracy: 0.8130
	5/48 [==>...........................] - ETA: 1:01 - loss: 0.5193 - accuracy: 0.8160
	6/48 [==>...........................] - ETA: 1:00 - loss: 0.5247 - accuracy: 0.8132
	7/48 [===>..........................] - ETA: 57s - loss: 0.5135 - accuracy: 0.8178
	8/48 [===>..........................] - ETA: 56s - loss: 0.5123 - accuracy: 0.8197
	9/48 [====>.........................] - ETA: 54s - loss: 0.5082 - accuracy: 0.8190
	10/48 [=====>........................] - ETA: 52s - loss: 0.5097 - accuracy: 0.8184
	11/48 [=====>........................] - ETA: 51s - loss: 0.5122 - accuracy: 0.8180
	12/48 [======>.......................] - ETA: 50s - loss: 0.5119 - accuracy: 0.8184
	13/48 [======>.......................] - ETA: 48s - loss: 0.5118 - accuracy: 0.8196
	14/48 [=======>......................] - ETA: 47s - loss: 0.5120 - accuracy: 0.8191
	15/48 [========>.....................] - ETA: 45s - loss: 0.5190 - accuracy: 0.8164
	16/48 [========>.....................] - ETA: 44s - loss: 0.5202 - accuracy: 0.8166
	17/48 [=========>....................] - ETA: 43s - loss: 0.5220 - accuracy: 0.8166
	18/48 [==========>...................] - ETA: 41s - loss: 0.5242 - accuracy: 0.8154
	19/48 [==========>...................] - ETA: 40s - loss: 0.5249 - accuracy: 0.8152
	20/48 [===========>..................] - ETA: 38s - loss: 0.5243 - accuracy: 0.8157
	21/48 [===========>..................] - ETA: 37s - loss: 0.5258 - accuracy: 0.8156
	22/48 [============>.................] - ETA: 36s - loss: 0.5265 - accuracy: 0.8161
	23/48 [=============>................] - ETA: 35s - loss: 0.5281 - accuracy: 0.8156
	24/48 [=============>................] - ETA: 34s - loss: 0.5278 - accuracy: 0.8157
	25/48 [==============>...............] - ETA: 33s - loss: 0.5285 - accuracy: 0.8156
	26/48 [==============>...............] - ETA: 31s - loss: 0.5289 - accuracy: 0.8155
	27/48 [===============>..............] - ETA: 30s - loss: 0.5295 - accuracy: 0.8153
	28/48 [================>.............] - ETA: 29s - loss: 0.5299 - accuracy: 0.8152
	29/48 [================>.............] - ETA: 28s - loss: 0.5309 - accuracy: 0.8147
	30/48 [=================>............] - ETA: 27s - loss: 0.5320 - accuracy: 0.8142
	31/48 [==================>...........] - ETA: 25s - loss: 0.5315 - accuracy: 0.8146
	32/48 [==================>...........] - ETA: 24s - loss: 0.5308 - accuracy: 0.8148
	33/48 [===================>..........] - ETA: 23s - loss: 0.5316 - accuracy: 0.8146
	34/48 [===================>..........] - ETA: 21s - loss: 0.5304 - accuracy: 0.8149
	35/48 [====================>.........] - ETA: 20s - loss: 0.5308 - accuracy: 0.8151
	36/48 [=====================>........] - ETA: 18s - loss: 0.5303 - accuracy: 0.8151
	37/48 [=====================>........] - ETA: 17s - loss: 0.5301 - accuracy: 0.8152
	38/48 [======================>.......] - ETA: 15s - loss: 0.5297 - accuracy: 0.8153
	39/48 [======================>.......] - ETA: 14s - loss: 0.5295 - accuracy: 0.8154
	40/48 [=======================>......] - ETA: 12s - loss: 0.5289 - accuracy: 0.8155
	41/48 [========================>.....] - ETA: 11s - loss: 0.5281 - accuracy: 0.8158
	42/48 [========================>.....] - ETA: 9s - loss: 0.5282 - accuracy: 0.8161
	43/48 [=========================>....] - ETA: 8s - loss: 0.5281 - accuracy: 0.8166
	44/48 [==========================>...] - ETA: 6s - loss: 0.5285 - accuracy: 0.8162
	45/48 [==========================>...] - ETA: 5s - loss: 0.5271 - accuracy: 0.8165
	46/48 [===========================>..] - ETA: 4s - loss: 0.5267 - accuracy: 0.8167
	47/48 [===========================>..] - ETA: 2s - loss: 0.5269 - accuracy: 0.8165
	48/48 [============================>.] - ETA: 1s - loss: 0.5269 - accuracy: 0.8167
	49/48 [==============================] - 74s 2s/step - loss: 0.5259 - accuracy: 0.8171 - val_loss: 0.8083 - val_accuracy: 0.7286
	Epoch 95/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.5298 - accuracy: 0.8115
	2/48 [>.............................] - ETA: 1:05 - loss: 0.5424 - accuracy: 0.8125
	3/48 [>.............................] - ETA: 1:05 - loss: 0.5446 - accuracy: 0.8151
	4/48 [=>............................] - ETA: 1:03 - loss: 0.5264 - accuracy: 0.8213
	5/48 [==>...........................] - ETA: 1:03 - loss: 0.5220 - accuracy: 0.8195
	6/48 [==>...........................] - ETA: 1:01 - loss: 0.5175 - accuracy: 0.8206
	7/48 [===>..........................] - ETA: 59s - loss: 0.5134 - accuracy: 0.8203
	8/48 [===>..........................] - ETA: 57s - loss: 0.5150 - accuracy: 0.8208
	9/48 [====>.........................] - ETA: 56s - loss: 0.5094 - accuracy: 0.8227
	10/48 [=====>........................] - ETA: 54s - loss: 0.5115 - accuracy: 0.8224
	11/48 [=====>........................] - ETA: 53s - loss: 0.5140 - accuracy: 0.8210
	12/48 [======>.......................] - ETA: 51s - loss: 0.5159 - accuracy: 0.8208
	13/48 [======>.......................] - ETA: 50s - loss: 0.5152 - accuracy: 0.8213
	14/48 [=======>......................] - ETA: 48s - loss: 0.5123 - accuracy: 0.8211
	15/48 [========>.....................] - ETA: 46s - loss: 0.5123 - accuracy: 0.8215
	16/48 [========>.....................] - ETA: 45s - loss: 0.5126 - accuracy: 0.8217
	17/48 [=========>....................] - ETA: 43s - loss: 0.5141 - accuracy: 0.8215
	18/48 [==========>...................] - ETA: 42s - loss: 0.5144 - accuracy: 0.8213
	19/48 [==========>...................] - ETA: 40s - loss: 0.5141 - accuracy: 0.8222
	20/48 [===========>..................] - ETA: 38s - loss: 0.5145 - accuracy: 0.8217
	21/48 [===========>..................] - ETA: 37s - loss: 0.5151 - accuracy: 0.8213
	22/48 [============>.................] - ETA: 36s - loss: 0.5137 - accuracy: 0.8220
	23/48 [=============>................] - ETA: 34s - loss: 0.5138 - accuracy: 0.8218
	24/48 [=============>................] - ETA: 33s - loss: 0.5127 - accuracy: 0.8214
	25/48 [==============>...............] - ETA: 31s - loss: 0.5110 - accuracy: 0.8221
	26/48 [==============>...............] - ETA: 30s - loss: 0.5123 - accuracy: 0.8213
	27/48 [===============>..............] - ETA: 29s - loss: 0.5138 - accuracy: 0.8203
	28/48 [================>.............] - ETA: 27s - loss: 0.5143 - accuracy: 0.8206
	29/48 [================>.............] - ETA: 26s - loss: 0.5156 - accuracy: 0.8200
	30/48 [=================>............] - ETA: 25s - loss: 0.5149 - accuracy: 0.8201
	31/48 [==================>...........] - ETA: 23s - loss: 0.5173 - accuracy: 0.8192
	32/48 [==================>...........] - ETA: 22s - loss: 0.5188 - accuracy: 0.8183
	33/48 [===================>..........] - ETA: 21s - loss: 0.5199 - accuracy: 0.8182
	34/48 [===================>..........] - ETA: 19s - loss: 0.5205 - accuracy: 0.8176
	35/48 [====================>.........] - ETA: 18s - loss: 0.5208 - accuracy: 0.8177
	36/48 [=====================>........] - ETA: 17s - loss: 0.5213 - accuracy: 0.8172
	37/48 [=====================>........] - ETA: 15s - loss: 0.5198 - accuracy: 0.8177
	38/48 [======================>.......] - ETA: 14s - loss: 0.5197 - accuracy: 0.8178
	39/48 [======================>.......] - ETA: 13s - loss: 0.5204 - accuracy: 0.8174
	40/48 [=======================>......] - ETA: 11s - loss: 0.5215 - accuracy: 0.8169
	41/48 [========================>.....] - ETA: 10s - loss: 0.5224 - accuracy: 0.8165
	42/48 [========================>.....] - ETA: 9s - loss: 0.5229 - accuracy: 0.8166
	43/48 [=========================>....] - ETA: 7s - loss: 0.5235 - accuracy: 0.8167
	44/48 [==========================>...] - ETA: 6s - loss: 0.5238 - accuracy: 0.8167
	45/48 [==========================>...] - ETA: 5s - loss: 0.5226 - accuracy: 0.8172
	46/48 [===========================>..] - ETA: 3s - loss: 0.5226 - accuracy: 0.8174
	47/48 [===========================>..] - ETA: 2s - loss: 0.5235 - accuracy: 0.8171
	48/48 [============================>.] - ETA: 1s - loss: 0.5245 - accuracy: 0.8167
	49/48 [==============================] - 71s 1s/step - loss: 0.5247 - accuracy: 0.8162 - val_loss: 0.7666 - val_accuracy: 0.7422
	Epoch 96/100

	1/48 [..............................] - ETA: 1:04 - loss: 0.4848 - accuracy: 0.8379
	2/48 [>.............................] - ETA: 1:05 - loss: 0.5186 - accuracy: 0.8223
	3/48 [>.............................] - ETA: 1:05 - loss: 0.5131 - accuracy: 0.8252
	4/48 [=>............................] - ETA: 1:03 - loss: 0.5091 - accuracy: 0.8225
	5/48 [==>...........................] - ETA: 1:02 - loss: 0.5147 - accuracy: 0.8197
	6/48 [==>...........................] - ETA: 1:01 - loss: 0.5172 - accuracy: 0.8182
	7/48 [===>..........................] - ETA: 1:00 - loss: 0.5233 - accuracy: 0.8139
	8/48 [===>..........................] - ETA: 58s - loss: 0.5286 - accuracy: 0.8124
	9/48 [====>.........................] - ETA: 57s - loss: 0.5280 - accuracy: 0.8130
	10/48 [=====>........................] - ETA: 55s - loss: 0.5304 - accuracy: 0.8133
	11/48 [=====>........................] - ETA: 53s - loss: 0.5308 - accuracy: 0.8125
	12/48 [======>.......................] - ETA: 52s - loss: 0.5310 - accuracy: 0.8132
	13/48 [======>.......................] - ETA: 50s - loss: 0.5277 - accuracy: 0.8142
	14/48 [=======>......................] - ETA: 49s - loss: 0.5272 - accuracy: 0.8152
	15/48 [========>.....................] - ETA: 48s - loss: 0.5312 - accuracy: 0.8140
	16/48 [========>.....................] - ETA: 47s - loss: 0.5300 - accuracy: 0.8146
	17/48 [=========>....................] - ETA: 46s - loss: 0.5293 - accuracy: 0.8158
	18/48 [==========>...................] - ETA: 44s - loss: 0.5299 - accuracy: 0.8146
	19/48 [==========>...................] - ETA: 43s - loss: 0.5287 - accuracy: 0.8155
	20/48 [===========>..................] - ETA: 41s - loss: 0.5304 - accuracy: 0.8149
	21/48 [===========>..................] - ETA: 40s - loss: 0.5294 - accuracy: 0.8156
	22/48 [============>.................] - ETA: 38s - loss: 0.5277 - accuracy: 0.8165
	23/48 [=============>................] - ETA: 36s - loss: 0.5250 - accuracy: 0.8175
	24/48 [=============>................] - ETA: 35s - loss: 0.5253 - accuracy: 0.8173
	25/48 [==============>...............] - ETA: 34s - loss: 0.5252 - accuracy: 0.8173
	26/48 [==============>...............] - ETA: 32s - loss: 0.5259 - accuracy: 0.8173
	27/48 [===============>..............] - ETA: 31s - loss: 0.5246 - accuracy: 0.8175
	28/48 [================>.............] - ETA: 29s - loss: 0.5237 - accuracy: 0.8177
	29/48 [================>.............] - ETA: 28s - loss: 0.5235 - accuracy: 0.8178
	30/48 [=================>............] - ETA: 27s - loss: 0.5230 - accuracy: 0.8178
	31/48 [==================>...........] - ETA: 25s - loss: 0.5231 - accuracy: 0.8180
	32/48 [==================>...........] - ETA: 24s - loss: 0.5238 - accuracy: 0.8178
	33/48 [===================>..........] - ETA: 22s - loss: 0.5244 - accuracy: 0.8177
	34/48 [===================>..........] - ETA: 21s - loss: 0.5230 - accuracy: 0.8181
	35/48 [====================>.........] - ETA: 19s - loss: 0.5233 - accuracy: 0.8178
	36/48 [=====================>........] - ETA: 18s - loss: 0.5240 - accuracy: 0.8177
	37/48 [=====================>........] - ETA: 16s - loss: 0.5236 - accuracy: 0.8180
	38/48 [======================>.......] - ETA: 15s - loss: 0.5235 - accuracy: 0.8179
	39/48 [======================>.......] - ETA: 14s - loss: 0.5233 - accuracy: 0.8181
	40/48 [=======================>......] - ETA: 12s - loss: 0.5253 - accuracy: 0.8176
	41/48 [========================>.....] - ETA: 11s - loss: 0.5253 - accuracy: 0.8173
	42/48 [========================>.....] - ETA: 9s - loss: 0.5258 - accuracy: 0.8168
	43/48 [=========================>....] - ETA: 8s - loss: 0.5250 - accuracy: 0.8169
	44/48 [==========================>...] - ETA: 6s - loss: 0.5245 - accuracy: 0.8170
	45/48 [==========================>...] - ETA: 5s - loss: 0.5239 - accuracy: 0.8171
	46/48 [===========================>..] - ETA: 3s - loss: 0.5242 - accuracy: 0.8170
	47/48 [===========================>..] - ETA: 2s - loss: 0.5240 - accuracy: 0.8169
	48/48 [============================>.] - ETA: 1s - loss: 0.5242 - accuracy: 0.8170
	49/48 [==============================] - 74s 2s/step - loss: 0.5237 - accuracy: 0.8173 - val_loss: 0.8092 - val_accuracy: 0.7333
	Epoch 97/100

	1/48 [..............................] - ETA: 1:06 - loss: 0.5440 - accuracy: 0.8057
	2/48 [>.............................] - ETA: 1:05 - loss: 0.5283 - accuracy: 0.8130
	3/48 [>.............................] - ETA: 1:05 - loss: 0.5284 - accuracy: 0.8141
	4/48 [=>............................] - ETA: 1:03 - loss: 0.5176 - accuracy: 0.8184
	5/48 [==>...........................] - ETA: 1:01 - loss: 0.5122 - accuracy: 0.8211
	6/48 [==>...........................] - ETA: 59s - loss: 0.5186 - accuracy: 0.8195
	7/48 [===>..........................] - ETA: 57s - loss: 0.5176 - accuracy: 0.8205
	8/48 [===>..........................] - ETA: 56s - loss: 0.5140 - accuracy: 0.8210
	9/48 [====>.........................] - ETA: 54s - loss: 0.5080 - accuracy: 0.8235
	10/48 [=====>........................] - ETA: 53s - loss: 0.5131 - accuracy: 0.8222
	11/48 [=====>........................] - ETA: 50s - loss: 0.5134 - accuracy: 0.8222
	12/48 [======>.......................] - ETA: 49s - loss: 0.5130 - accuracy: 0.8216
	13/48 [======>.......................] - ETA: 48s - loss: 0.5110 - accuracy: 0.8211
	14/48 [=======>......................] - ETA: 47s - loss: 0.5111 - accuracy: 0.8213
	15/48 [========>.....................] - ETA: 45s - loss: 0.5107 - accuracy: 0.8213
	16/48 [========>.....................] - ETA: 44s - loss: 0.5099 - accuracy: 0.8205
	17/48 [=========>....................] - ETA: 43s - loss: 0.5078 - accuracy: 0.8216
	18/48 [==========>...................] - ETA: 42s - loss: 0.5091 - accuracy: 0.8216
	19/48 [==========>...................] - ETA: 40s - loss: 0.5092 - accuracy: 0.8220
	20/48 [===========>..................] - ETA: 39s - loss: 0.5102 - accuracy: 0.8218
	21/48 [===========>..................] - ETA: 38s - loss: 0.5112 - accuracy: 0.8213
	22/48 [============>.................] - ETA: 36s - loss: 0.5108 - accuracy: 0.8218
	23/48 [=============>................] - ETA: 35s - loss: 0.5112 - accuracy: 0.8215
	24/48 [=============>................] - ETA: 33s - loss: 0.5107 - accuracy: 0.8214
	25/48 [==============>...............] - ETA: 32s - loss: 0.5122 - accuracy: 0.8208
	26/48 [==============>...............] - ETA: 31s - loss: 0.5119 - accuracy: 0.8211
	27/48 [===============>..............] - ETA: 29s - loss: 0.5128 - accuracy: 0.8211
	28/48 [================>.............] - ETA: 28s - loss: 0.5135 - accuracy: 0.8211
	29/48 [================>.............] - ETA: 27s - loss: 0.5163 - accuracy: 0.8200
	30/48 [=================>............] - ETA: 25s - loss: 0.5170 - accuracy: 0.8199
	31/48 [==================>...........] - ETA: 24s - loss: 0.5178 - accuracy: 0.8199
	32/48 [==================>...........] - ETA: 22s - loss: 0.5187 - accuracy: 0.8190
	33/48 [===================>..........] - ETA: 21s - loss: 0.5181 - accuracy: 0.8190
	34/48 [===================>..........] - ETA: 20s - loss: 0.5200 - accuracy: 0.8180
	35/48 [====================>.........] - ETA: 18s - loss: 0.5189 - accuracy: 0.8187
	36/48 [=====================>........] - ETA: 17s - loss: 0.5182 - accuracy: 0.8188
	37/48 [=====================>........] - ETA: 16s - loss: 0.5184 - accuracy: 0.8184
	38/48 [======================>.......] - ETA: 14s - loss: 0.5172 - accuracy: 0.8187
	39/48 [======================>.......] - ETA: 13s - loss: 0.5168 - accuracy: 0.8191
	40/48 [=======================>......] - ETA: 12s - loss: 0.5166 - accuracy: 0.8195
	41/48 [========================>.....] - ETA: 10s - loss: 0.5161 - accuracy: 0.8197
	42/48 [========================>.....] - ETA: 9s - loss: 0.5152 - accuracy: 0.8199
	43/48 [=========================>....] - ETA: 7s - loss: 0.5142 - accuracy: 0.8202
	44/48 [==========================>...] - ETA: 6s - loss: 0.5131 - accuracy: 0.8207
	45/48 [==========================>...] - ETA: 5s - loss: 0.5131 - accuracy: 0.8206
	46/48 [===========================>..] - ETA: 3s - loss: 0.5132 - accuracy: 0.8207
	47/48 [===========================>..] - ETA: 2s - loss: 0.5135 - accuracy: 0.8207
	48/48 [============================>.] - ETA: 1s - loss: 0.5128 - accuracy: 0.8210
	49/48 [==============================] - 72s 1s/step - loss: 0.5132 - accuracy: 0.8209 - val_loss: 0.7767 - val_accuracy: 0.7350
	Epoch 98/100

	1/48 [..............................] - ETA: 1:03 - loss: 0.5026 - accuracy: 0.8164
	2/48 [>.............................] - ETA: 1:03 - loss: 0.4759 - accuracy: 0.8291
	3/48 [>.............................] - ETA: 1:01 - loss: 0.4858 - accuracy: 0.8265
	4/48 [=>............................] - ETA: 1:00 - loss: 0.5056 - accuracy: 0.8201
	5/48 [==>...........................] - ETA: 59s - loss: 0.4964 - accuracy: 0.8248
	6/48 [==>...........................] - ETA: 57s - loss: 0.4997 - accuracy: 0.8232
	7/48 [===>..........................] - ETA: 55s - loss: 0.4905 - accuracy: 0.8285
	8/48 [===>..........................] - ETA: 54s - loss: 0.4902 - accuracy: 0.8300
	9/48 [====>.........................] - ETA: 53s - loss: 0.4970 - accuracy: 0.8263
	10/48 [=====>........................] - ETA: 51s - loss: 0.4928 - accuracy: 0.8281
	11/48 [=====>........................] - ETA: 50s - loss: 0.4948 - accuracy: 0.8262
	12/48 [======>.......................] - ETA: 49s - loss: 0.4940 - accuracy: 0.8261
	13/48 [======>.......................] - ETA: 48s - loss: 0.4930 - accuracy: 0.8271
	14/48 [=======>......................] - ETA: 46s - loss: 0.4948 - accuracy: 0.8271
	15/48 [========>.....................] - ETA: 45s - loss: 0.4942 - accuracy: 0.8273
	16/48 [========>.....................] - ETA: 44s - loss: 0.4935 - accuracy: 0.8282
	17/48 [=========>....................] - ETA: 43s - loss: 0.4965 - accuracy: 0.8267
	18/48 [==========>...................] - ETA: 41s - loss: 0.4948 - accuracy: 0.8280
	19/48 [==========>...................] - ETA: 40s - loss: 0.4948 - accuracy: 0.8276
	20/48 [===========>..................] - ETA: 38s - loss: 0.4930 - accuracy: 0.8277
	21/48 [===========>..................] - ETA: 37s - loss: 0.4935 - accuracy: 0.8278
	22/48 [============>.................] - ETA: 36s - loss: 0.4943 - accuracy: 0.8274
	23/48 [=============>................] - ETA: 34s - loss: 0.4934 - accuracy: 0.8274
	24/48 [=============>................] - ETA: 33s - loss: 0.4959 - accuracy: 0.8269
	25/48 [==============>...............] - ETA: 32s - loss: 0.4970 - accuracy: 0.8263
	26/48 [==============>...............] - ETA: 31s - loss: 0.4974 - accuracy: 0.8259
	27/48 [===============>..............] - ETA: 30s - loss: 0.4991 - accuracy: 0.8258
	28/48 [================>.............] - ETA: 29s - loss: 0.4998 - accuracy: 0.8251
	29/48 [================>.............] - ETA: 28s - loss: 0.5009 - accuracy: 0.8244
	30/48 [=================>............] - ETA: 27s - loss: 0.5012 - accuracy: 0.8246
	31/48 [==================>...........] - ETA: 26s - loss: 0.5004 - accuracy: 0.8249
	32/48 [==================>...........] - ETA: 25s - loss: 0.5014 - accuracy: 0.8246
	33/48 [===================>..........] - ETA: 23s - loss: 0.5020 - accuracy: 0.8240
	34/48 [===================>..........] - ETA: 22s - loss: 0.5022 - accuracy: 0.8239
	35/48 [====================>.........] - ETA: 20s - loss: 0.5032 - accuracy: 0.8234
	36/48 [=====================>........] - ETA: 19s - loss: 0.5029 - accuracy: 0.8234
	37/48 [=====================>........] - ETA: 17s - loss: 0.5045 - accuracy: 0.8231
	38/48 [======================>.......] - ETA: 16s - loss: 0.5045 - accuracy: 0.8230
	39/48 [======================>.......] - ETA: 14s - loss: 0.5037 - accuracy: 0.8233
	40/48 [=======================>......] - ETA: 13s - loss: 0.5048 - accuracy: 0.8229
	41/48 [========================>.....] - ETA: 11s - loss: 0.5045 - accuracy: 0.8231
	42/48 [========================>.....] - ETA: 10s - loss: 0.5056 - accuracy: 0.8225
	43/48 [=========================>....] - ETA: 8s - loss: 0.5059 - accuracy: 0.8225
	44/48 [==========================>...] - ETA: 7s - loss: 0.5072 - accuracy: 0.8219
	45/48 [==========================>...] - ETA: 5s - loss: 0.5081 - accuracy: 0.8216
	46/48 [===========================>..] - ETA: 4s - loss: 0.5088 - accuracy: 0.8215
	47/48 [===========================>..] - ETA: 2s - loss: 0.5085 - accuracy: 0.8216
	48/48 [============================>.] - ETA: 1s - loss: 0.5096 - accuracy: 0.8209
	49/48 [==============================] - 80s 2s/step - loss: 0.5107 - accuracy: 0.8205 - val_loss: 0.8044 - val_accuracy: 0.7326
	Epoch 99/100

	1/48 [..............................] - ETA: 1:11 - loss: 0.5292 - accuracy: 0.8242
	2/48 [>.............................] - ETA: 1:09 - loss: 0.4979 - accuracy: 0.8306
	3/48 [>.............................] - ETA: 1:08 - loss: 0.4869 - accuracy: 0.8337
	4/48 [=>............................] - ETA: 1:07 - loss: 0.4965 - accuracy: 0.8281
	5/48 [==>...........................] - ETA: 1:07 - loss: 0.5073 - accuracy: 0.8236
	6/48 [==>...........................] - ETA: 1:07 - loss: 0.5086 - accuracy: 0.8218
	7/48 [===>..........................] - ETA: 1:05 - loss: 0.5114 - accuracy: 0.8216
	8/48 [===>..........................] - ETA: 1:04 - loss: 0.5072 - accuracy: 0.8240
	9/48 [====>.........................] - ETA: 1:02 - loss: 0.5052 - accuracy: 0.8242
	10/48 [=====>........................] - ETA: 1:01 - loss: 0.5055 - accuracy: 0.8239
	11/48 [=====>........................] - ETA: 1:00 - loss: 0.5066 - accuracy: 0.8237
	12/48 [======>.......................] - ETA: 59s - loss: 0.5088 - accuracy: 0.8227
	13/48 [======>.......................] - ETA: 57s - loss: 0.5106 - accuracy: 0.8219
	14/48 [=======>......................] - ETA: 56s - loss: 0.5112 - accuracy: 0.8225
	15/48 [========>.....................] - ETA: 54s - loss: 0.5087 - accuracy: 0.8241
	16/48 [========>.....................] - ETA: 52s - loss: 0.5108 - accuracy: 0.8233
	17/48 [=========>....................] - ETA: 50s - loss: 0.5084 - accuracy: 0.8232
	18/48 [==========>...................] - ETA: 49s - loss: 0.5105 - accuracy: 0.8224
	19/48 [==========>...................] - ETA: 47s - loss: 0.5102 - accuracy: 0.8229
	20/48 [===========>..................] - ETA: 45s - loss: 0.5120 - accuracy: 0.8224
	21/48 [===========>..................] - ETA: 44s - loss: 0.5097 - accuracy: 0.8235
	22/48 [============>.................] - ETA: 42s - loss: 0.5114 - accuracy: 0.8229
	23/48 [=============>................] - ETA: 41s - loss: 0.5109 - accuracy: 0.8229
	24/48 [=============>................] - ETA: 39s - loss: 0.5091 - accuracy: 0.8236
	25/48 [==============>...............] - ETA: 37s - loss: 0.5088 - accuracy: 0.8232
	26/48 [==============>...............] - ETA: 35s - loss: 0.5091 - accuracy: 0.8229
	27/48 [===============>..............] - ETA: 34s - loss: 0.5066 - accuracy: 0.8239
	28/48 [================>.............] - ETA: 32s - loss: 0.5049 - accuracy: 0.8245
	29/48 [================>.............] - ETA: 30s - loss: 0.5061 - accuracy: 0.8239
	30/48 [=================>............] - ETA: 28s - loss: 0.5061 - accuracy: 0.8242
	31/48 [==================>...........] - ETA: 27s - loss: 0.5053 - accuracy: 0.8244
	32/48 [==================>...........] - ETA: 25s - loss: 0.5060 - accuracy: 0.8245
	33/48 [===================>..........] - ETA: 24s - loss: 0.5064 - accuracy: 0.8244
	34/48 [===================>..........] - ETA: 22s - loss: 0.5072 - accuracy: 0.8239
	35/48 [====================>.........] - ETA: 20s - loss: 0.5083 - accuracy: 0.8233
	36/48 [=====================>........] - ETA: 19s - loss: 0.5080 - accuracy: 0.8232
	37/48 [=====================>........] - ETA: 17s - loss: 0.5083 - accuracy: 0.8227
	38/48 [======================>.......] - ETA: 16s - loss: 0.5083 - accuracy: 0.8227
	39/48 [======================>.......] - ETA: 14s - loss: 0.5091 - accuracy: 0.8225
	40/48 [=======================>......] - ETA: 13s - loss: 0.5080 - accuracy: 0.8231
	41/48 [========================>.....] - ETA: 11s - loss: 0.5076 - accuracy: 0.8229
	42/48 [========================>.....] - ETA: 10s - loss: 0.5071 - accuracy: 0.8231
	43/48 [=========================>....] - ETA: 8s - loss: 0.5075 - accuracy: 0.8232
	44/48 [==========================>...] - ETA: 7s - loss: 0.5075 - accuracy: 0.8230
	45/48 [==========================>...] - ETA: 5s - loss: 0.5073 - accuracy: 0.8232
	46/48 [===========================>..] - ETA: 4s - loss: 0.5069 - accuracy: 0.8231
	47/48 [===========================>..] - ETA: 2s - loss: 0.5069 - accuracy: 0.8230
	48/48 [============================>.] - ETA: 1s - loss: 0.5068 - accuracy: 0.8230
	49/48 [==============================] - 78s 2s/step - loss: 0.5071 - accuracy: 0.8230 - val_loss: 0.8071 - val_accuracy: 0.7323
	Epoch 100/100

	1/48 [..............................] - ETA: 1:01 - loss: 0.5028 - accuracy: 0.8145
	2/48 [>.............................] - ETA: 1:02 - loss: 0.4857 - accuracy: 0.8237
	3/48 [>.............................] - ETA: 1:01 - loss: 0.4958 - accuracy: 0.8236
	4/48 [=>............................] - ETA: 59s - loss: 0.4899 - accuracy: 0.8267
	5/48 [==>...........................] - ETA: 57s - loss: 0.5002 - accuracy: 0.8223
	6/48 [==>...........................] - ETA: 56s - loss: 0.5011 - accuracy: 0.8211
	7/48 [===>..........................] - ETA: 55s - loss: 0.5137 - accuracy: 0.8184
	8/48 [===>..........................] - ETA: 54s - loss: 0.5224 - accuracy: 0.8156
	9/48 [====>.........................] - ETA: 52s - loss: 0.5195 - accuracy: 0.8183
	10/48 [=====>........................] - ETA: 51s - loss: 0.5135 - accuracy: 0.8205
	11/48 [=====>........................] - ETA: 50s - loss: 0.5128 - accuracy: 0.8200
	12/48 [======>.......................] - ETA: 48s - loss: 0.5093 - accuracy: 0.8218
	13/48 [======>.......................] - ETA: 47s - loss: 0.5094 - accuracy: 0.8213
	14/48 [=======>......................] - ETA: 45s - loss: 0.5057 - accuracy: 0.8223
	15/48 [========>.....................] - ETA: 45s - loss: 0.5036 - accuracy: 0.8235
	16/48 [========>.....................] - ETA: 43s - loss: 0.5033 - accuracy: 0.8232
	17/48 [=========>....................] - ETA: 42s - loss: 0.5031 - accuracy: 0.8233
	18/48 [==========>...................] - ETA: 42s - loss: 0.5031 - accuracy: 0.8231
	19/48 [==========>...................] - ETA: 41s - loss: 0.5031 - accuracy: 0.8234
	20/48 [===========>..................] - ETA: 40s - loss: 0.5043 - accuracy: 0.8225
	21/48 [===========>..................] - ETA: 39s - loss: 0.5025 - accuracy: 0.8236
	22/48 [============>.................] - ETA: 39s - loss: 0.5030 - accuracy: 0.8236
	23/48 [=============>................] - ETA: 38s - loss: 0.5024 - accuracy: 0.8237
	24/48 [=============>................] - ETA: 37s - loss: 0.5011 - accuracy: 0.8243
	25/48 [==============>...............] - ETA: 35s - loss: 0.5020 - accuracy: 0.8243
	26/48 [==============>...............] - ETA: 34s - loss: 0.5036 - accuracy: 0.8236
	27/48 [===============>..............] - ETA: 32s - loss: 0.5022 - accuracy: 0.8244
	28/48 [================>.............] - ETA: 31s - loss: 0.5025 - accuracy: 0.8247
	29/48 [================>.............] - ETA: 29s - loss: 0.5033 - accuracy: 0.8240
	30/48 [=================>............] - ETA: 28s - loss: 0.5020 - accuracy: 0.8241
	31/48 [==================>...........] - ETA: 26s - loss: 0.5010 - accuracy: 0.8244
	32/48 [==================>...........] - ETA: 25s - loss: 0.5008 - accuracy: 0.8247
	33/48 [===================>..........] - ETA: 23s - loss: 0.5014 - accuracy: 0.8246
	34/48 [===================>..........] - ETA: 21s - loss: 0.5020 - accuracy: 0.8244
	35/48 [====================>.........] - ETA: 20s - loss: 0.5014 - accuracy: 0.8244
	36/48 [=====================>........] - ETA: 18s - loss: 0.5012 - accuracy: 0.8246
	37/48 [=====================>........] - ETA: 17s - loss: 0.5015 - accuracy: 0.8246
	38/48 [======================>.......] - ETA: 15s - loss: 0.4996 - accuracy: 0.8255
	39/48 [======================>.......] - ETA: 14s - loss: 0.5012 - accuracy: 0.8246
	40/48 [=======================>......] - ETA: 12s - loss: 0.5003 - accuracy: 0.8250
	41/48 [========================>.....] - ETA: 11s - loss: 0.5018 - accuracy: 0.8243
	42/48 [========================>.....] - ETA: 10s - loss: 0.5024 - accuracy: 0.8242
	43/48 [=========================>....] - ETA: 8s - loss: 0.5033 - accuracy: 0.8238
	44/48 [==========================>...] - ETA: 7s - loss: 0.5041 - accuracy: 0.8236
	45/48 [==========================>...] - ETA: 5s - loss: 0.5027 - accuracy: 0.8242
	46/48 [===========================>..] - ETA: 4s - loss: 0.5031 - accuracy: 0.8240
	47/48 [===========================>..] - ETA: 2s - loss: 0.5041 - accuracy: 0.8234
	48/48 [============================>.] - ETA: 1s - loss: 0.5060 - accuracy: 0.8227
	49/48 [==============================] - 76s 2s/step - loss: 0.5078 - accuracy: 0.8221 - val_loss: 0.8025 - val_accuracy: 0.7290
	loss accuracy val_loss val_accuracy
	99 0.507862 0.82208 0.802463 0.729

	Process finished with exit code 0

view raw data_augmentation.log hosted with ❤ by GitHub

rteak

return to experience and knowledge

Menu

キカガク（KIKAGAKU）で「データ拡張」を学ぶ

学習内容

ベースモデルの作成

モデルの定義と学習

各処理の確認

各処理適用後の画像の保存

データ拡張による精度の変化

ソースコード

実行結果

実行ログ

Welcome

Popular Posts

Links

OTHERS

note

VIEWS

学習内容

ベースモデルの作成

モデルの定義と学習

各処理の確認

各処理適用後の画像の保存

データ拡張による精度の変化

ソースコード

実行結果

実行ログ

関連記事

Welcome

Popular Posts

Links

OTHERS

note

VIEWS