深度学习之利用TensorFlow实现简单的卷积神经网络（MNIST数据集）
生活随笔
收集整理的這篇文章主要介紹了
深度学习之利用TensorFlow实现简单的卷积神经网络（MNIST数据集）
小編覺得挺不錯的,現在分享給大家,幫大家做個參考.
卷積神經網絡（Convolutional Neural Networks, CNN）是一類包含卷積計算且具有深度結構的前饋神經網絡（Feedforward Neural Networks），是深度學習（Deep Learning）的代表算法之一。
示例代碼：
#!/usr/bin/env python import os os.environ["TF_CPP_MIN_LOG_LEVEL"]='2'import tensorflow as tf# 打印TensorFlow版本號 print(tf.__name__, tf.__version__)# 下載MNIST數據集 (x_train_all, y_train_all), (x_test, y_test) = tf.keras.datasets.mnist.load_data()# 預處理數據 [0, 255] => [0.0, 1.0] x_train_all, x_test = x_train_all / 255.0, x_test / 255.0 x_train_all = x_train_all.reshape((60000, 28, 28, 1)) x_test = x_test.reshape((10000, 28, 28, 1))# 分割數據60000條數據，前5000條為驗證數據，后55000條為訓練數據 x_valid, x_train = x_train_all[:5000], x_train_all[5000:] y_valid, y_train = y_train_all[:5000], y_train_all[5000:]# 構建卷積神經網絡模型 model = tf.keras.models.Sequential() model.add(tf.keras.layers.Conv2D(filters=32, kernel_size=3, padding='same', activation='relu', input_shape=(28, 28, 1))) model.add(tf.keras.layers.MaxPool2D(pool_size=2)) model.add(tf.keras.layers.Conv2D(filters=64, kernel_size=3, padding='same', activation='relu')) model.add(tf.keras.layers.MaxPool2D(pool_size=2)) model.add(tf.keras.layers.Conv2D(filters=128, kernel_size=3, padding='same', activation='relu')) model.add(tf.keras.layers.MaxPool2D(pool_size=2)) model.add(tf.keras.layers.Flatten()) model.add(tf.keras.layers.Dense(128, activation='relu')) model.add(tf.keras.layers.Dropout(0.2)) model.add(tf.keras.layers.Dense(10, activation='softmax'))# 編譯模型 model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])# 訓練模型 model.fit(x_train, y_train, epochs=10, validation_data=(x_valid, y_valid))# 評估模型 model.evaluate(x_test, y_test)運行結果如下：
tensorflow 2.0.0-rc0 Train on 55000 samples, validate on 5000 samples Epoch 1/1032/55000 [..............................] - ETA: 16:00 - loss: 2.3299 - accuracy: 0.031296/55000 [..............................] - ETA: 5:51 - loss: 2.3108 - accuracy: 0.0729 160/55000 [..............................] - ETA: 3:48 - loss: 2.3107 - accuracy: 0.1000224/55000 [..............................] - ETA: 2:56 - loss: 2.2949 - accuracy: 0.1205288/55000 [..............................] - ETA: 2:29 - loss: 2.2881 - accuracy: 0.1250352/55000 [..............................] - ETA: 2:11 - loss: 2.2749 - accuracy: 0.1477416/55000 [..............................] - ETA: 1:58 - loss: 2.2606 - accuracy: 0.1755480/55000 [..............................] - ETA: 1:48 - loss: 2.2405 - accuracy: 0.2125544/55000 [..............................] - ETA: 1:41 - loss: 2.2223 - accuracy: 0.2371608/55000 [..............................] - ETA: 1:35 - loss: 2.1971 - accuracy: 0.2615672/55000 [..............................] - ETA: 1:31 - loss: 2.1566 - accuracy: 0.2812736/55000 [..............................] - ETA: 1:27 - loss: 2.1170 - accuracy: 0.3016800/55000 [..............................] - ETA: 1:23 - loss: 2.0690 - accuracy: 0.3212864/55000 [..............................] - ETA: 1:21 - loss: 2.0244 - accuracy: 0.3333928/55000 [..............................] - ETA: 1:18 - loss: 1.9913 - accuracy: 0.3438992/55000 [..............................] - ETA: 1:16 - loss: 1.9474 - accuracy: 0.35891056/55000 [..............................] - ETA: 1:14 - loss: 1.9004 - accuracy: 0.37691120/55000 [..............................] - ETA: 1:13 - loss: 1.8608 - accuracy: 0.39111184/55000 [..............................] - ETA: 1:11 - loss: 1.8209 - accuracy: 0.40541248/55000 [..............................] - ETA: 1:10 - loss: 1.7797 - accuracy: 0.41831312/55000 [..............................] - ETA: 1:09 - loss: 1.7328 - accuracy: 0.43451376/55000 [..............................] - ETA: 1:08 - loss: 1.6894 - accuracy: 0.44911440/55000 [..............................] - ETA: 1:07 - loss: 1.6438 - accuracy: 0.46321504/55000 [..............................] - ETA: 1:06 - loss: 1.6069 - accuracy: 0.47471568/55000 [..............................] - ETA: 1:05 - loss: 1.5676 - accuracy: 0.48531632/55000 [..............................] - ETA: 1:04 - loss: 1.5396 - accuracy: 0.49631696/55000 [..............................] - ETA: 1:03 - loss: 1.4993 - accuracy: 0.50881760/55000 [..............................] - ETA: 1:03 - loss: 1.4658 - accuracy: 0.52051824/55000 [..............................] - ETA: 1:02 - loss: 1.4329 - accuracy: 0.53121888/55000 [>.............................] - ETA: 1:01 - loss: 1.4029 - accuracy: 0.54031952/55000 [>.............................] - ETA: 1:01 - loss: 1.3717 - accuracy: 0.55072016/55000 [>.............................] - ETA: 1:00 - loss: 1.3411 - accuracy: 0.56252080/55000 [>.............................] - ETA: 1:00 - loss: 1.3149 - accuracy: 0.57072144/55000 [>.............................] - ETA: 59s - loss: 1.2871 - accuracy: 0.5802 2208/55000 [>.............................] - ETA: 59s - loss: 1.2615 - accuracy: 0.58882272/55000 [>.............................] - ETA: 58s - loss: 1.2474 - accuracy: 0.59202336/55000 [>.............................] - ETA: 58s - loss: 1.2272 - accuracy: 0.59972400/55000 [>.............................] - ETA: 58s - loss: 1.2054 - accuracy: 0.60752464/55000 [>.............................] - ETA: 57s - loss: 1.1900 - accuracy: 0.61202528/55000 [>.............................] - ETA: 57s - loss: 1.1729 - accuracy: 0.61752592/55000 [>.............................] - ETA: 57s - loss: 1.1519 - accuracy: 0.62352656/55000 [>.............................] - ETA: 56s - loss: 1.1374 - accuracy: 0.62802720/55000 [>.............................] - ETA: 56s - loss: 1.1187 - accuracy: 0.63462784/55000 [>.............................] - ETA: 56s - loss: 1.1014 - accuracy: 0.64082848/55000 [>.............................] - ETA: 55s - loss: 1.0881 - accuracy: 0.64612912/55000 [>.............................] - ETA: 55s - loss: 1.0723 - accuracy: 0.65112976/55000 [>.............................] - ETA: 55s - loss: 1.0547 - accuracy: 0.65733040/55000 [>.............................] - ETA: 55s - loss: 1.0374 - accuracy: 0.66253104/55000 [>.............................] - ETA: 54s - loss: 1.0248 - accuracy: 0.66623168/55000 [>.............................] - ETA: 54s - loss: 1.0091 - accuracy: 0.67173232/55000 [>.............................] - ETA: 54s - loss: 0.9956 - accuracy: 0.67643296/55000 [>.............................] - ETA: 54s - loss: 0.9825 - accuracy: 0.68113360/55000 [>.............................] - ETA: 53s - loss: 0.9707 - accuracy: 0.68513424/55000 [>.............................] - ETA: 53s - loss: 0.9576 - accuracy: 0.68983488/55000 [>.............................] - ETA: 53s - loss: 0.9484 - accuracy: 0.69293552/55000 [>.............................] - ETA: 53s - loss: 0.9355 - accuracy: 0.69763616/55000 [>.............................] - ETA: 53s - loss: 0.9247 - accuracy: 0.70133680/55000 [=>............................] - ETA: 52s - loss: 0.9159 - accuracy: 0.70413744/55000 [=>............................] - ETA: 52s - loss: 0.9065 - accuracy: 0.70703808/55000 [=>............................] - ETA: 52s - loss: 0.8958 - accuracy: 0.71093872/55000 [=>............................] - ETA: 52s - loss: 0.8867 - accuracy: 0.71413936/55000 [=>............................] - ETA: 52s - loss: 0.8760 - accuracy: 0.71754000/55000 [=>............................] - ETA: 51s - loss: 0.8673 - accuracy: 0.72034064/55000 [=>............................] - ETA: 51s - loss: 0.8603 - accuracy: 0.72294128/55000 [=>............................] - ETA: 51s - loss: 0.8497 - accuracy: 0.72634192/55000 [=>............................] - ETA: 51s - loss: 0.8410 - accuracy: 0.72884256/55000 [=>............................] - ETA: 51s - loss: 0.8332 - accuracy: 0.73144320/55000 [=>............................] - ETA: 51s - loss: 0.8254 - accuracy: 0.73404384/55000 [=>............................] - ETA: 50s - loss: 0.8193 - accuracy: 0.73564448/55000 [=>............................] - ETA: 50s - loss: 0.8093 - accuracy: 0.73904512/55000 [=>............................] - ETA: 50s - loss: 0.8021 - accuracy: 0.74144576/55000 [=>............................] - ETA: 50s - loss: 0.7976 - accuracy: 0.74304640/55000 [=>............................] - ETA: 50s - loss: 0.7898 - accuracy: 0.74594704/55000 [=>............................] - ETA: 50s - loss: 0.7836 - accuracy: 0.74814768/55000 [=>............................] - ETA: 49s - loss: 0.7769 - accuracy: 0.75044832/55000 [=>............................] - ETA: 49s - loss: 0.7724 - accuracy: 0.75214896/55000 [=>............................] - ETA: 49s - loss: 0.7661 - accuracy: 0.75434960/55000 [=>............................] - ETA: 49s - loss: 0.7585 - accuracy: 0.75675024/55000 [=>............................] - ETA: 49s - loss: 0.7508 - accuracy: 0.75905088/55000 [=>............................] - ETA: 49s - loss: 0.7464 - accuracy: 0.76065152/55000 [=>............................] - ETA: 49s - loss: 0.7393 - accuracy: 0.76285216/55000 [=>............................] - ETA: 49s - loss: 0.7349 - accuracy: 0.76425280/55000 [=>............................] - ETA: 48s - loss: 0.7297 - accuracy: 0.76615344/55000 [=>............................] - ETA: 48s - loss: 0.7236 - accuracy: 0.76835408/55000 [=>............................] - ETA: 48s - loss: 0.7179 - accuracy: 0.77025472/55000 [=>............................] - ETA: 48s - loss: 0.7130 - accuracy: 0.77165536/55000 [==>...........................] - ETA: 48s - loss: 0.7079 - accuracy: 0.77335600/55000 [==>...........................] - ETA: 48s - loss: 0.7020 - accuracy: 0.77485664/55000 [==>...........................] - ETA: 48s - loss: 0.6972 - accuracy: 0.77655728/55000 [==>...........................] - ETA: 48s - loss: 0.6910 - accuracy: 0.77865792/55000 [==>...........................] - ETA: 47s - loss: 0.6869 - accuracy: 0.78025856/55000 [==>...........................] - ETA: 47s - loss: 0.6843 - accuracy: 0.78125920/55000 [==>...........................] - ETA: 47s - loss: 0.6804 - accuracy: 0.78245984/55000 [==>...........................] - ETA: 47s - loss: 0.6752 - accuracy: 0.78416048/55000 [==>...........................] - ETA: 47s - loss: 0.6725 - accuracy: 0.78516112/55000 [==>...........................] - ETA: 47s - loss: 0.6670 - accuracy: 0.78686176/55000 [==>...........................] - ETA: 47s - loss: 0.6633 - accuracy: 0.78776240/55000 [==>...........................] - ETA: 47s - loss: 0.6588 - accuracy: 0.78966304/55000 [==>...........................] - ETA: 46s - loss: 0.6548 - accuracy: 0.79116368/55000 [==>...........................] - ETA: 46s - loss: 0.6517 - accuracy: 0.79266432/55000 [==>...........................] - ETA: 46s - loss: 0.6481 - accuracy: 0.79386496/55000 [==>...........................] - ETA: 46s - loss: 0.6449 - accuracy: 0.79466560/55000 [==>...........................] - ETA: 46s - loss: 0.6419 - accuracy: 0.79596624/55000 [==>...........................] - ETA: 46s - loss: 0.6395 - accuracy: 0.79686688/55000 [==>...........................] - ETA: 46s - loss: 0.6356 - accuracy: 0.79806752/55000 [==>...........................] - ETA: 46s - loss: 0.6309 - accuracy: 0.79966816/55000 [==>...........................] - ETA: 46s - loss: 0.6275 - accuracy: 0.80096880/55000 [==>...........................] - ETA: 46s - loss: 0.6234 - accuracy: 0.80256944/55000 [==>...........................] - ETA: 45s - loss: 0.6199 - accuracy: 0.80407008/55000 [==>...........................] - ETA: 45s - loss: 0.6154 - accuracy: 0.80547072/55000 [==>...........................] - ETA: 45s - loss: 0.6127 - accuracy: 0.80617136/55000 [==>...........................] - ETA: 45s - loss: 0.6079 - accuracy: 0.80797200/55000 [==>...........................] - ETA: 45s - loss: 0.6044 - accuracy: 0.80877264/55000 [==>...........................] - ETA: 45s - loss: 0.6013 - accuracy: 0.80977328/55000 [==>...........................] - ETA: 45s - loss: 0.5982 - accuracy: 0.81097392/55000 [===>..........................] - ETA: 45s - loss: 0.5944 - accuracy: 0.81217456/55000 [===>..........................] - ETA: 45s - loss: 0.5907 - accuracy: 0.81337520/55000 [===>..........................] - ETA: 45s - loss: 0.5874 - accuracy: 0.81467584/55000 [===>..........................] - ETA: 45s - loss: 0.5832 - accuracy: 0.81617648/55000 [===>..........................] - ETA: 44s - loss: 0.5796 - accuracy: 0.81737712/55000 [===>..........................] - ETA: 44s - loss: 0.5760 - accuracy: 0.81837776/55000 [===>..........................] - ETA: 44s - loss: 0.5718 - accuracy: 0.81967840/55000 [===>..........................] - ETA: 44s - loss: 0.5689 - accuracy: 0.82047904/55000 [===>..........................] - ETA: 44s - loss: 0.5667 - accuracy: 0.82127968/55000 [===>..........................] - ETA: 44s - loss: 0.5626 - accuracy: 0.82258032/55000 [===>..........................] - ETA: 44s - loss: 0.5601 - accuracy: 0.82338096/55000 [===>..........................] - ETA: 44s - loss: 0.5568 - accuracy: 0.82458160/55000 [===>..........................] - ETA: 44s - loss: 0.5534 - accuracy: 0.82568224/55000 [===>..........................] - ETA: 44s - loss: 0.5507 - accuracy: 0.82648288/55000 [===>..........................] - ETA: 44s - loss: 0.5474 - accuracy: 0.82738352/55000 [===>..........................] - ETA: 43s - loss: 0.5465 - accuracy: 0.82818416/55000 [===>..........................] - ETA: 43s - loss: 0.5434 - accuracy: 0.82898480/55000 [===>..........................] - ETA: 43s - loss: 0.5406 - accuracy: 0.82978544/55000 [===>..........................] - ETA: 43s - loss: 0.5381 - accuracy: 0.83058608/55000 [===>..........................] - ETA: 43s - loss: 0.5366 - accuracy: 0.83108672/55000 [===>..........................] - ETA: 43s - loss: 0.5340 - accuracy: 0.83198736/55000 [===>..........................] - ETA: 43s - loss: 0.5318 - accuracy: 0.83238800/55000 [===>..........................] - ETA: 43s - loss: 0.5301 - accuracy: 0.83278864/55000 [===>..........................] - ETA: 43s - loss: 0.5293 - accuracy: 0.83308928/55000 [===>..........................] - ETA: 43s - loss: 0.5268 - accuracy: 0.83398992/55000 [===>..........................] - ETA: 43s - loss: 0.5252 - accuracy: 0.83439056/55000 [===>..........................] - ETA: 43s - loss: 0.5236 - accuracy: 0.83499120/55000 [===>..........................] - ETA: 42s - loss: 0.5215 - accuracy: 0.83559184/55000 [====>.........................] - ETA: 42s - loss: 0.5195 - accuracy: 0.83629248/55000 [====>.........................] - ETA: 42s - loss: 0.5166 - accuracy: 0.83729312/55000 [====>.........................] - ETA: 42s - loss: 0.5143 - accuracy: 0.83789376/55000 [====>.........................] - ETA: 42s - loss: 0.5123 - accuracy: 0.83879440/55000 [====>.........................] - ETA: 42s - loss: 0.5097 - accuracy: 0.83959504/55000 [====>.........................] - ETA: 42s - loss: 0.5074 - accuracy: 0.84039568/55000 [====>.........................] - ETA: 42s - loss: 0.5046 - accuracy: 0.84109632/55000 [====>.........................] - ETA: 42s - loss: 0.5019 - accuracy: 0.84199696/55000 [====>.........................] - ETA: 42s - loss: 0.5000 - accuracy: 0.84269760/55000 [====>.........................] - ETA: 42s - loss: 0.4988 - accuracy: 0.84309824/55000 [====>.........................] - ETA: 42s - loss: 0.4966 - accuracy: 0.84389888/55000 [====>.........................] - ETA: 42s - loss: 0.4942 - accuracy: 0.84469952/55000 [====>.........................] - ETA: 41s - loss: 0.4920 - accuracy: 0.8452 10016/55000 [====>.........................] - ETA: 41s - loss: 0.4906 - accuracy: 0.8458 10080/55000 [====>.........................] - ETA: 41s - loss: 0.4883 - accuracy: 0.8465 10144/55000 [====>.........................] - ETA: 41s - loss: 0.4858 - accuracy: 0.8474 10208/55000 [====>.........................] - ETA: 41s - loss: 0.4839 - accuracy: 0.8483 10272/55000 [====>.........................] - ETA: 41s - loss: 0.4815 - accuracy: 0.8490 10336/55000 [====>.........................] - ETA: 41s - loss: 0.4802 - accuracy: 0.8495 10400/55000 [====>.........................] - ETA: 41s - loss: 0.4790 - accuracy: 0.8496 10464/55000 [====>.........................] - ETA: 41s - loss: 0.4764 - accuracy: 0.8504 10528/55000 [====>.........................] - ETA: 41s - loss: 0.4744 - accuracy: 0.8511 10592/55000 [====>.........................] - ETA: 41s - loss: 0.4723 - accuracy: 0.8518 10656/55000 [====>.........................] - ETA: 41s - loss: 0.4699 - accuracy: 0.8527 10720/55000 [====>.........................] - ETA: 41s - loss: 0.4678 - accuracy: 0.8534 10784/55000 [====>.........................] - ETA: 40s - loss: 0.4657 - accuracy: 0.8539 10848/55000 [====>.........................] - ETA: 40s - loss: 0.4634 - accuracy: 0.8546 10912/55000 [====>.........................] - ETA: 40s - loss: 0.4628 - accuracy: 0.8549 10976/55000 [====>.........................] - ETA: 40s - loss: 0.4608 - accuracy: 0.8555 11040/55000 [=====>........................] - ETA: 40s - loss: 0.4588 - accuracy: 0.8562 11104/55000 [=====>........................] - ETA: 40s - loss: 0.4575 - accuracy: 0.8567 11168/55000 [=====>........................] - ETA: 40s - loss: 0.4554 - accuracy: 0.8574 11232/55000 [=====>........................] - ETA: 40s - loss: 0.4535 - accuracy: 0.8580 11296/55000 [=====>........................] - ETA: 40s - loss: 0.4517 - accuracy: 0.8586 11360/55000 [=====>........................] - ETA: 40s - loss: 0.4498 - accuracy: 0.8592 11424/55000 [=====>........................] - ETA: 40s - loss: 0.4474 - accuracy: 0.8600 11488/55000 [=====>........................] - ETA: 40s - loss: 0.4455 - accuracy: 0.8607 11552/55000 [=====>........................] - ETA: 40s - loss: 0.4440 - accuracy: 0.8612 11616/55000 [=====>........................] - ETA: 39s - loss: 0.4423 - accuracy: 0.8617 11680/55000 [=====>........................] - ETA: 39s - loss: 0.4414 - accuracy: 0.8622 11744/55000 [=====>........................] - ETA: 39s - loss: 0.4394 - accuracy: 0.8628 11808/55000 [=====>........................] - ETA: 39s - loss: 0.4381 - accuracy: 0.8632 11872/55000 [=====>........................] - ETA: 39s - loss: 0.4364 - accuracy: 0.8637 11936/55000 [=====>........................] - ETA: 39s - loss: 0.4347 - accuracy: 0.8643 12000/55000 [=====>........................] - ETA: 39s - loss: 0.4332 - accuracy: 0.8648 12064/55000 [=====>........................] - ETA: 39s - loss: 0.4317 - accuracy: 0.8651 12128/55000 [=====>........................] - ETA: 39s - loss: 0.4300 - accuracy: 0.8656 12192/55000 [=====>........................] - ETA: 39s - loss: 0.4286 - accuracy: 0.8660 12256/55000 [=====>........................] - ETA: 39s - loss: 0.4282 - accuracy: 0.8665 12320/55000 [=====>........................] - ETA: 39s - loss: 0.4270 - accuracy: 0.8669 12384/55000 [=====>........................] - ETA: 39s - loss: 0.4253 - accuracy: 0.8674 12448/55000 [=====>........................] - ETA: 39s - loss: 0.4233 - accuracy: 0.8680 12512/55000 [=====>........................] - ETA: 39s - loss: 0.4222 - accuracy: 0.8685 12576/55000 [=====>........................] - ETA: 38s - loss: 0.4210 - accuracy: 0.8689 12640/55000 [=====>........................] - ETA: 38s - loss: 0.4191 - accuracy: 0.8695 12704/55000 [=====>........................] - ETA: 38s - loss: 0.4175 - accuracy: 0.8701 12768/55000 [=====>........................] - ETA: 38s - loss: 0.4157 - accuracy: 0.8707 12832/55000 [=====>........................] - ETA: 38s - loss: 0.4143 - accuracy: 0.8712 12896/55000 [======>.......................] - ETA: 38s - loss: 0.4128 - accuracy: 0.8717 12960/55000 [======>.......................] - ETA: 38s - loss: 0.4111 - accuracy: 0.8722 13024/55000 [======>.......................] - ETA: 38s - loss: 0.4096 - accuracy: 0.8728 13088/55000 [======>.......................] - ETA: 38s - loss: 0.4083 - accuracy: 0.8732 13152/55000 [======>.......................] - ETA: 38s - loss: 0.4071 - accuracy: 0.8736 13216/55000 [======>.......................] - ETA: 38s - loss: 0.4053 - accuracy: 0.8742 13280/55000 [======>.......................] - ETA: 38s - loss: 0.4038 - accuracy: 0.8747 13344/55000 [======>.......................] - ETA: 38s - loss: 0.4025 - accuracy: 0.8751 13408/55000 [======>.......................] - ETA: 38s - loss: 0.4009 - accuracy: 0.8755 13472/55000 [======>.......................] - ETA: 37s - loss: 0.3992 - accuracy: 0.8760 13536/55000 [======>.......................] - ETA: 37s - loss: 0.3977 - accuracy: 0.8766 13600/55000 [======>.......................] - ETA: 37s - loss: 0.3961 - accuracy: 0.8771 13664/55000 [======>.......................] - ETA: 37s - loss: 0.3950 - accuracy: 0.8776 13728/55000 [======>.......................] - ETA: 37s - loss: 0.3941 - accuracy: 0.8779 13792/55000 [======>.......................] - ETA: 37s - loss: 0.3925 - accuracy: 0.8784 13856/55000 [======>.......................] - ETA: 37s - loss: 0.3913 - accuracy: 0.8788 13920/55000 [======>.......................] - ETA: 37s - loss: 0.3912 - accuracy: 0.8789 13984/55000 [======>.......................] - ETA: 37s - loss: 0.3898 - accuracy: 0.8793 14048/55000 [======>.......................] - ETA: 37s - loss: 0.3885 - accuracy: 0.8796 14112/55000 [======>.......................] - ETA: 37s - loss: 0.3874 - accuracy: 0.8799 14176/55000 [======>.......................] - ETA: 37s - loss: 0.3859 - accuracy: 0.8804 14240/55000 [======>.......................] - ETA: 37s - loss: 0.3848 - accuracy: 0.8807 14304/55000 [======>.......................] - ETA: 37s - loss: 0.3848 - accuracy: 0.8809 14368/55000 [======>.......................] - ETA: 37s - loss: 0.3832 - accuracy: 0.8814 14432/55000 [======>.......................] - ETA: 36s - loss: 0.3820 - accuracy: 0.8817 14496/55000 [======>.......................] - ETA: 36s - loss: 0.3809 - accuracy: 0.8821 14560/55000 [======>.......................] - ETA: 36s - loss: 0.3801 - accuracy: 0.8824 14624/55000 [======>.......................] - ETA: 36s - loss: 0.3791 - accuracy: 0.8827 14688/55000 [=======>......................] - ETA: 36s - loss: 0.3787 - accuracy: 0.8830 14752/55000 [=======>......................] - ETA: 36s - loss: 0.3775 - accuracy: 0.8834 14816/55000 [=======>......................] - ETA: 36s - loss: 0.3760 - accuracy: 0.8839 14880/55000 [=======>......................] - ETA: 36s - loss: 0.3748 - accuracy: 0.8843 14944/55000 [=======>......................] - ETA: 36s - loss: 0.3740 - accuracy: 0.8846 15008/55000 [=======>......................] - ETA: 36s - loss: 0.3727 - accuracy: 0.8850 15072/55000 [=======>......................] - ETA: 36s - loss: 0.3718 - accuracy: 0.8852 15136/55000 [=======>......................] - ETA: 36s - loss: 0.3707 - accuracy: 0.8856 15200/55000 [=======>......................] - ETA: 36s - loss: 0.3694 - accuracy: 0.8859 15264/55000 [=======>......................] - ETA: 36s - loss: 0.3693 - accuracy: 0.8861 15328/55000 [=======>......................] - ETA: 36s - loss: 0.3681 - accuracy: 0.8865 15392/55000 [=======>......................] - ETA: 36s - loss: 0.3668 - accuracy: 0.8869 15456/55000 [=======>......................] - ETA: 35s - loss: 0.3657 - accuracy: 0.8872 15520/55000 [=======>......................] - ETA: 35s - loss: 0.3645 - accuracy: 0.8876 15584/55000 [=======>......................] - ETA: 35s - loss: 0.3631 - accuracy: 0.8880 15648/55000 [=======>......................] - ETA: 35s - loss: 0.3619 - accuracy: 0.8884 15712/55000 [=======>......................] - ETA: 35s - loss: 0.3612 - accuracy: 0.8886 15776/55000 [=======>......................] - ETA: 35s - loss: 0.3602 - accuracy: 0.8889 15840/55000 [=======>......................] - ETA: 35s - loss: 0.3595 - accuracy: 0.8891 15904/55000 [=======>......................] - ETA: 35s - loss: 0.3587 - accuracy: 0.8894 15968/55000 [=======>......................] - ETA: 35s - loss: 0.3578 - accuracy: 0.8896 16032/55000 [=======>......................] - ETA: 35s - loss: 0.3566 - accuracy: 0.8900 16096/55000 [=======>......................] - ETA: 35s - loss: 0.3556 - accuracy: 0.8902 16160/55000 [=======>......................] - ETA: 35s - loss: 0.3544 - accuracy: 0.8906 16224/55000 [=======>......................] - ETA: 35s - loss: 0.3532 - accuracy: 0.8909 16288/55000 [=======>......................] - ETA: 35s - loss: 0.3526 - accuracy: 0.8911 16352/55000 [=======>......................] - ETA: 35s - loss: 0.3519 - accuracy: 0.8914 16416/55000 [=======>......................] - ETA: 34s - loss: 0.3506 - accuracy: 0.8918 16480/55000 [=======>......................] - ETA: 34s - loss: 0.3497 - accuracy: 0.8920 16544/55000 [========>.....................] - ETA: 34s - loss: 0.3488 - accuracy: 0.8923 16608/55000 [========>.....................] - ETA: 34s - loss: 0.3483 - accuracy: 0.8924 16672/55000 [========>.....................] - ETA: 34s - loss: 0.3473 - accuracy: 0.8926 16736/55000 [========>.....................] - ETA: 34s - loss: 0.3463 - accuracy: 0.8929 16800/55000 [========>.....................] - ETA: 34s - loss: 0.3453 - accuracy: 0.8933 16864/55000 [========>.....................] - ETA: 34s - loss: 0.3444 - accuracy: 0.8934 16928/55000 [========>.....................] - ETA: 34s - loss: 0.3432 - accuracy: 0.8938 16992/55000 [========>.....................] - ETA: 34s - loss: 0.3422 - accuracy: 0.8941 17056/55000 [========>.....................] - ETA: 34s - loss: 0.3414 - accuracy: 0.8944 17120/55000 [========>.....................] - ETA: 34s - loss: 0.3407 - accuracy: 0.8947 17184/55000 [========>.....................] - ETA: 34s - loss: 0.3395 - accuracy: 0.8950 17248/55000 [========>.....................] - ETA: 34s - loss: 0.3386 - accuracy: 0.8953 17312/55000 [========>.....................] - ETA: 34s - loss: 0.3378 - accuracy: 0.8955 17376/55000 [========>.....................] - ETA: 34s - loss: 0.3372 - accuracy: 0.8957 17440/55000 [========>.....................] - ETA: 33s - loss: 0.3365 - accuracy: 0.8959 17504/55000 [========>.....................] - ETA: 33s - loss: 0.3356 - accuracy: 0.8961 17568/55000 [========>.....................] - ETA: 33s - loss: 0.3348 - accuracy: 0.8964 17632/55000 [========>.....................] - ETA: 33s - loss: 0.3342 - accuracy: 0.8967 17696/55000 [========>.....................] - ETA: 33s - loss: 0.3334 - accuracy: 0.8969 17760/55000 [========>.....................] - ETA: 33s - loss: 0.3324 - accuracy: 0.8972 17824/55000 [========>.....................] - ETA: 33s - loss: 0.3324 - accuracy: 0.8974 17888/55000 [========>.....................] - ETA: 33s - loss: 0.3318 - accuracy: 0.8975 17952/55000 [========>.....................] - ETA: 33s - loss: 0.3313 - accuracy: 0.8977 18016/55000 [========>.....................] - ETA: 33s - loss: 0.3309 - accuracy: 0.8978 18080/55000 [========>.....................] - ETA: 33s - loss: 0.3300 - accuracy: 0.8980 18144/55000 [========>.....................] - ETA: 33s - loss: 0.3294 - accuracy: 0.8982 18208/55000 [========>.....................] - ETA: 33s - loss: 0.3285 - accuracy: 0.8985 18272/55000 [========>.....................] - ETA: 33s - loss: 0.3280 - accuracy: 0.8986 18336/55000 [=========>....................] - ETA: 33s - loss: 0.3272 - accuracy: 0.8989 18400/55000 [=========>....................] - ETA: 33s - loss: 0.3263 - accuracy: 0.8991 18464/55000 [=========>....................] - ETA: 32s - loss: 0.3257 - accuracy: 0.8993 18528/55000 [=========>....................] - ETA: 32s - loss: 0.3251 - accuracy: 0.8994 18592/55000 [=========>....................] - ETA: 32s - loss: 0.3247 - accuracy: 0.8995 18656/55000 [=========>....................] - ETA: 32s - loss: 0.3238 - accuracy: 0.8997 18720/55000 [=========>....................] - ETA: 32s - loss: 0.3230 - accuracy: 0.8999 18784/55000 [=========>....................] - ETA: 32s - loss: 0.3224 - accuracy: 0.9001 18848/55000 [=========>....................] - ETA: 32s - loss: 0.3215 - accuracy: 0.9004 18912/55000 [=========>....................] - ETA: 32s - loss: 0.3209 - accuracy: 0.9006 18976/55000 [=========>....................] - ETA: 32s - loss: 0.3201 - accuracy: 0.9009 19040/55000 [=========>....................] - ETA: 32s - loss: 0.3192 - accuracy: 0.9011 19104/55000 [=========>....................] - ETA: 32s - loss: 0.3187 - accuracy: 0.9013 19168/55000 [=========>....................] - ETA: 32s - loss: 0.3184 - accuracy: 0.9014 19232/55000 [=========>....................] - ETA: 32s - loss: 0.3175 - accuracy: 0.9017 19296/55000 [=========>....................] - ETA: 32s - loss: 0.3168 - accuracy: 0.9020 19360/55000 [=========>....................] - ETA: 32s - loss: 0.3167 - accuracy: 0.9021 19424/55000 [=========>....................] - ETA: 32s - loss: 0.3159 - accuracy: 0.9024 19488/55000 [=========>....................] - ETA: 31s - loss: 0.3150 - accuracy: 0.9027 19552/55000 [=========>....................] - ETA: 31s - loss: 0.3143 - accuracy: 0.9029 19616/55000 [=========>....................] - ETA: 31s - loss: 0.3137 - accuracy: 0.9031 19680/55000 [=========>....................] - ETA: 31s - loss: 0.3129 - accuracy: 0.9034 19744/55000 [=========>....................] - ETA: 31s - loss: 0.3122 - accuracy: 0.9035 19808/55000 [=========>....................] - ETA: 31s - loss: 0.3115 - accuracy: 0.9038 19872/55000 [=========>....................] - ETA: 31s - loss: 0.3110 - accuracy: 0.9039 19936/55000 [=========>....................] - ETA: 31s - loss: 0.3102 - accuracy: 0.9042 20000/55000 [=========>....................] - ETA: 31s - loss: 0.3094 - accuracy: 0.9045 20064/55000 [=========>....................] - ETA: 31s - loss: 0.3087 - accuracy: 0.9048 20128/55000 [=========>....................] - ETA: 31s - loss: 0.3082 - accuracy: 0.9049 20192/55000 [==========>...................] - ETA: 31s - loss: 0.3076 - accuracy: 0.9051 20256/55000 [==========>...................] - ETA: 31s - loss: 0.3069 - accuracy: 0.9053 20320/55000 [==========>...................] - ETA: 31s - loss: 0.3061 - accuracy: 0.9055 20384/55000 [==========>...................] - ETA: 31s - loss: 0.3055 - accuracy: 0.9057 20448/55000 [==========>...................] - ETA: 31s - loss: 0.3047 - accuracy: 0.9059 20512/55000 [==========>...................] - ETA: 31s - loss: 0.3044 - accuracy: 0.9061 20576/55000 [==========>...................] - ETA: 30s - loss: 0.3037 - accuracy: 0.9063 20640/55000 [==========>...................] - ETA: 30s - loss: 0.3033 - accuracy: 0.9065 20704/55000 [==========>...................] - ETA: 30s - loss: 0.3027 - accuracy: 0.9067 20768/55000 [==========>...................] - ETA: 30s - loss: 0.3022 - accuracy: 0.9068 20832/55000 [==========>...................] - ETA: 30s - loss: 0.3014 - accuracy: 0.9071 20896/55000 [==========>...................] - ETA: 30s - loss: 0.3008 - accuracy: 0.9072 20960/55000 [==========>...................] - ETA: 30s - loss: 0.3001 - accuracy: 0.9074 21024/55000 [==========>...................] - ETA: 30s - loss: 0.2994 - accuracy: 0.9075 21088/55000 [==========>...................] - ETA: 30s - loss: 0.2987 - accuracy: 0.9078 21152/55000 [==========>...................] - ETA: 30s - loss: 0.2980 - accuracy: 0.9080 21216/55000 [==========>...................] - ETA: 30s - loss: 0.2974 - accuracy: 0.9082 21280/55000 [==========>...................] - ETA: 30s - loss: 0.2972 - accuracy: 0.9082 21344/55000 [==========>...................] - ETA: 30s - loss: 0.2964 - accuracy: 0.9084 21408/55000 [==========>...................] - ETA: 30s - loss: 0.2957 - accuracy: 0.9086 21472/55000 [==========>...................] - ETA: 30s - loss: 0.2949 - accuracy: 0.9089 21536/55000 [==========>...................] - ETA: 30s - loss: 0.2945 - accuracy: 0.9090 21600/55000 [==========>...................] - ETA: 30s - loss: 0.2943 - accuracy: 0.9090 21664/55000 [==========>...................] - ETA: 29s - loss: 0.2937 - accuracy: 0.9093 21728/55000 [==========>...................] - ETA: 29s - loss: 0.2932 - accuracy: 0.9094 21792/55000 [==========>...................] - ETA: 29s - loss: 0.2932 - accuracy: 0.9094 21856/55000 [==========>...................] - ETA: 29s - loss: 0.2927 - accuracy: 0.9096 21920/55000 [==========>...................] - ETA: 29s - loss: 0.2920 - accuracy: 0.9098 21984/55000 [==========>...................] - ETA: 29s - loss: 0.2915 - accuracy: 0.9099 22048/55000 [===========>..................] - ETA: 29s - loss: 0.2910 - accuracy: 0.9101 22112/55000 [===========>..................] - ETA: 29s - loss: 0.2905 - accuracy: 0.9102 22176/55000 [===========>..................] - ETA: 29s - loss: 0.2899 - accuracy: 0.9104 22240/55000 [===========>..................] - ETA: 29s - loss: 0.2893 - accuracy: 0.9106 22304/55000 [===========>..................] - ETA: 29s - loss: 0.2886 - accuracy: 0.9108 22368/55000 [===========>..................] - ETA: 29s - loss: 0.2882 - accuracy: 0.9108 22432/55000 [===========>..................] - ETA: 29s - loss: 0.2881 - accuracy: 0.9108 22496/55000 [===========>..................] - ETA: 29s - loss: 0.2879 - accuracy: 0.9110 22560/55000 [===========>..................] - ETA: 29s - loss: 0.2872 - accuracy: 0.9113 22624/55000 [===========>..................] - ETA: 29s - loss: 0.2868 - accuracy: 0.9113 22688/55000 [===========>..................] - ETA: 29s - loss: 0.2863 - accuracy: 0.9115 22752/55000 [===========>..................] - ETA: 28s - loss: 0.2857 - accuracy: 0.9117 22816/55000 [===========>..................] - ETA: 28s - loss: 0.2853 - accuracy: 0.9119 22880/55000 [===========>..................] - ETA: 28s - loss: 0.2852 - accuracy: 0.9121 22944/55000 [===========>..................] - ETA: 28s - loss: 0.2850 - accuracy: 0.9122 23008/55000 [===========>..................] - ETA: 28s - loss: 0.2850 - accuracy: 0.9122 23072/55000 [===========>..................] - ETA: 28s - loss: 0.2848 - accuracy: 0.9123 23136/55000 [===========>..................] - ETA: 28s - loss: 0.2843 - accuracy: 0.9125 23200/55000 [===========>..................] - ETA: 28s - loss: 0.2842 - accuracy: 0.9125 23264/55000 [===========>..................] - ETA: 28s - loss: 0.2840 - accuracy: 0.9126 23328/55000 [===========>..................] - ETA: 28s - loss: 0.2836 - accuracy: 0.9127 23392/55000 [===========>..................] - ETA: 28s - loss: 0.2831 - accuracy: 0.9129 23456/55000 [===========>..................] - ETA: 28s - loss: 0.2826 - accuracy: 0.9130 23520/55000 [===========>..................] - ETA: 28s - loss: 0.2819 - accuracy: 0.9133 23584/55000 [===========>..................] - ETA: 28s - loss: 0.2813 - accuracy: 0.9135 23648/55000 [===========>..................] - ETA: 28s - loss: 0.2808 - accuracy: 0.9137 23712/55000 [===========>..................] - ETA: 28s - loss: 0.2803 - accuracy: 0.9138 23776/55000 [===========>..................] - ETA: 27s - loss: 0.2797 - accuracy: 0.9139 23840/55000 [============>.................] - ETA: 27s - loss: 0.2791 - accuracy: 0.9142 23904/55000 [============>.................] - ETA: 27s - loss: 0.2786 - accuracy: 0.9144 23968/55000 [============>.................] - ETA: 27s - loss: 0.2781 - accuracy: 0.9145 24032/55000 [============>.................] - ETA: 27s - loss: 0.2774 - accuracy: 0.9147 24096/55000 [============>.................] - ETA: 27s - loss: 0.2769 - accuracy: 0.9149 24160/55000 [============>.................] - ETA: 27s - loss: 0.2765 - accuracy: 0.9150 24224/55000 [============>.................] - ETA: 27s - loss: 0.2760 - accuracy: 0.9152 24288/55000 [============>.................] - ETA: 27s - loss: 0.2753 - accuracy: 0.9153 24352/55000 [============>.................] - ETA: 27s - loss: 0.2749 - accuracy: 0.9155 24416/55000 [============>.................] - ETA: 27s - loss: 0.2744 - accuracy: 0.9156 24480/55000 [============>.................] - ETA: 27s - loss: 0.2742 - accuracy: 0.9157 24544/55000 [============>.................] - ETA: 27s - loss: 0.2736 - accuracy: 0.9159 24608/55000 [============>.................] - ETA: 27s - loss: 0.2730 - accuracy: 0.9161 24672/55000 [============>.................] - ETA: 27s - loss: 0.2724 - accuracy: 0.9162 24736/55000 [============>.................] - ETA: 27s - loss: 0.2721 - accuracy: 0.9163 24800/55000 [============>.................] - ETA: 27s - loss: 0.2716 - accuracy: 0.9164 24864/55000 [============>.................] - ETA: 27s - loss: 0.2711 - accuracy: 0.9166 24928/55000 [============>.................] - ETA: 26s - loss: 0.2714 - accuracy: 0.9165 24992/55000 [============>.................] - ETA: 26s - loss: 0.2710 - accuracy: 0.9165 25056/55000 [============>.................] - ETA: 26s - loss: 0.2707 - accuracy: 0.9165 25120/55000 [============>.................] - ETA: 26s - loss: 0.2705 - accuracy: 0.9166 25184/55000 [============>.................] - ETA: 26s - loss: 0.2698 - accuracy: 0.9169 25248/55000 [============>.................] - ETA: 26s - loss: 0.2693 - accuracy: 0.9170 25312/55000 [============>.................] - ETA: 26s - loss: 0.2687 - accuracy: 0.9172 25376/55000 [============>.................] - ETA: 26s - loss: 0.2685 - accuracy: 0.9173 25440/55000 [============>.................] - ETA: 26s - loss: 0.2680 - accuracy: 0.9175 25504/55000 [============>.................] - ETA: 26s - loss: 0.2673 - accuracy: 0.9177 25568/55000 [============>.................] - ETA: 26s - loss: 0.2669 - accuracy: 0.9178 25632/55000 [============>.................] - ETA: 26s - loss: 0.2663 - accuracy: 0.9180 25696/55000 [=============>................] - ETA: 26s - loss: 0.2661 - accuracy: 0.9181 25760/55000 [=============>................] - ETA: 26s - loss: 0.2657 - accuracy: 0.9182 25824/55000 [=============>................] - ETA: 26s - loss: 0.2653 - accuracy: 0.9183 25888/55000 [=============>................] - ETA: 26s - loss: 0.2647 - accuracy: 0.9185 25952/55000 [=============>................] - ETA: 26s - loss: 0.2643 - accuracy: 0.9187 26016/55000 [=============>................] - ETA: 26s - loss: 0.2637 - accuracy: 0.9189 26080/55000 [=============>................] - ETA: 25s - loss: 0.2632 - accuracy: 0.9190 26144/55000 [=============>................] - ETA: 25s - loss: 0.2630 - accuracy: 0.9191 26208/55000 [=============>................] - ETA: 25s - loss: 0.2624 - accuracy: 0.9193 26272/55000 [=============>................] - ETA: 25s - loss: 0.2618 - accuracy: 0.9195 26336/55000 [=============>................] - ETA: 25s - loss: 0.2613 - accuracy: 0.9197 26400/55000 [=============>................] - ETA: 25s - loss: 0.2611 - accuracy: 0.9198 26464/55000 [=============>................] - ETA: 25s - loss: 0.2608 - accuracy: 0.9199 26528/55000 [=============>................] - ETA: 25s - loss: 0.2603 - accuracy: 0.9200 26592/55000 [=============>................] - ETA: 25s - loss: 0.2599 - accuracy: 0.9202 26656/55000 [=============>................] - ETA: 25s - loss: 0.2594 - accuracy: 0.9203 26720/55000 [=============>................] - ETA: 25s - loss: 0.2591 - accuracy: 0.9204 26784/55000 [=============>................] - ETA: 25s - loss: 0.2587 - accuracy: 0.9205 26848/55000 [=============>................] - ETA: 25s - loss: 0.2584 - accuracy: 0.9206 26912/55000 [=============>................] - ETA: 25s - loss: 0.2580 - accuracy: 0.9207 26976/55000 [=============>................] - ETA: 25s - loss: 0.2575 - accuracy: 0.9209 27040/55000 [=============>................] - ETA: 25s - loss: 0.2573 - accuracy: 0.9210 27104/55000 [=============>................] - ETA: 25s - loss: 0.2567 - accuracy: 0.9212 27168/55000 [=============>................] - ETA: 25s - loss: 0.2564 - accuracy: 0.9213 27232/55000 [=============>................] - ETA: 25s - loss: 0.2568 - accuracy: 0.9212 27296/55000 [=============>................] - ETA: 24s - loss: 0.2565 - accuracy: 0.9213 27360/55000 [=============>................] - ETA: 24s - loss: 0.2561 - accuracy: 0.9215 27424/55000 [=============>................] - ETA: 24s - loss: 0.2558 - accuracy: 0.9216 27488/55000 [=============>................] - ETA: 24s - loss: 0.2554 - accuracy: 0.9217 27552/55000 [==============>...............] - ETA: 24s - loss: 0.2549 - accuracy: 0.9218 27616/55000 [==============>...............] - ETA: 24s - loss: 0.2546 - accuracy: 0.9219 27680/55000 [==============>...............] - ETA: 24s - loss: 0.2541 - accuracy: 0.9220 27744/55000 [==============>...............] - ETA: 24s - loss: 0.2536 - accuracy: 0.9222 27808/55000 [==============>...............] - ETA: 24s - loss: 0.2533 - accuracy: 0.9223 27872/55000 [==============>...............] - ETA: 24s - loss: 0.2529 - accuracy: 0.9224 27936/55000 [==============>...............] - ETA: 24s - loss: 0.2524 - accuracy: 0.9226 28000/55000 [==============>...............] - ETA: 24s - loss: 0.2519 - accuracy: 0.9227 28064/55000 [==============>...............] - ETA: 24s - loss: 0.2515 - accuracy: 0.9229 28128/55000 [==============>...............] - ETA: 24s - loss: 0.2512 - accuracy: 0.9230 28192/55000 [==============>...............] - ETA: 24s - loss: 0.2509 - accuracy: 0.9230 28256/55000 [==============>...............] - ETA: 24s - loss: 0.2504 - accuracy: 0.9232 28320/55000 [==============>...............] - ETA: 24s - loss: 0.2500 - accuracy: 0.9233 28384/55000 [==============>...............] - ETA: 24s - loss: 0.2496 - accuracy: 0.9234 28448/55000 [==============>...............] - ETA: 24s - loss: 0.2495 - accuracy: 0.9234 28512/55000 [==============>...............] - ETA: 24s - loss: 0.2491 - accuracy: 0.9235 28576/55000 [==============>...............] - ETA: 24s - loss: 0.2487 - accuracy: 0.9236 28640/55000 [==============>...............] - ETA: 23s - loss: 0.2484 - accuracy: 0.9237 28704/55000 [==============>...............] - ETA: 23s - loss: 0.2481 - accuracy: 0.9237 28768/55000 [==============>...............] - ETA: 23s - loss: 0.2477 - accuracy: 0.9238 28832/55000 [==============>...............] - ETA: 23s - loss: 0.2473 - accuracy: 0.9239 28896/55000 [==============>...............] - ETA: 23s - loss: 0.2470 - accuracy: 0.9240 28960/55000 [==============>...............] - ETA: 23s - loss: 0.2467 - accuracy: 0.9241 29024/55000 [==============>...............] - ETA: 23s - loss: 0.2467 - accuracy: 0.9241 29088/55000 [==============>...............] - ETA: 23s - loss: 0.2463 - accuracy: 0.9242 29152/55000 [==============>...............] - ETA: 23s - loss: 0.2459 - accuracy: 0.9243 29216/55000 [==============>...............] - ETA: 23s - loss: 0.2455 - accuracy: 0.9245 29280/55000 [==============>...............] - ETA: 23s - loss: 0.2451 - accuracy: 0.9246 29344/55000 [===============>..............] - ETA: 23s - loss: 0.2447 - accuracy: 0.9247 29408/55000 [===============>..............] - ETA: 23s - loss: 0.2443 - accuracy: 0.9248 29472/55000 [===============>..............] - ETA: 23s - loss: 0.2438 - accuracy: 0.9249 29536/55000 [===============>..............] - ETA: 23s - loss: 0.2434 - accuracy: 0.9251 29600/55000 [===============>..............] - ETA: 23s - loss: 0.2434 - accuracy: 0.9251 29664/55000 [===============>..............] - ETA: 23s - loss: 0.2432 - accuracy: 0.9252 29728/55000 [===============>..............] - ETA: 22s - loss: 0.2427 - accuracy: 0.9254 29792/55000 [===============>..............] - ETA: 22s - loss: 0.2425 - accuracy: 0.9255 29856/55000 [===============>..............] - ETA: 22s - loss: 0.2421 - accuracy: 0.9256 29920/55000 [===============>..............] - ETA: 22s - loss: 0.2418 - accuracy: 0.9257 29984/55000 [===============>..............] - ETA: 22s - loss: 0.2414 - accuracy: 0.9259 30048/55000 [===============>..............] - ETA: 22s - loss: 0.2411 - accuracy: 0.9260 30112/55000 [===============>..............] - ETA: 22s - loss: 0.2407 - accuracy: 0.9260 30176/55000 [===============>..............] - ETA: 22s - loss: 0.2404 - accuracy: 0.9261 30240/55000 [===============>..............] - ETA: 22s - loss: 0.2403 - accuracy: 0.9261 30304/55000 [===============>..............] - ETA: 22s - loss: 0.2399 - accuracy: 0.9262 30368/55000 [===============>..............] - ETA: 22s - loss: 0.2396 - accuracy: 0.9263 30432/55000 [===============>..............] - ETA: 22s - loss: 0.2394 - accuracy: 0.9264 30496/55000 [===============>..............] - ETA: 22s - loss: 0.2390 - accuracy: 0.9265 30560/55000 [===============>..............] - ETA: 22s - loss: 0.2386 - accuracy: 0.9266 30624/55000 [===============>..............] - ETA: 22s - loss: 0.2381 - accuracy: 0.9268 30688/55000 [===============>..............] - ETA: 22s - loss: 0.2379 - accuracy: 0.9268 30752/55000 [===============>..............] - ETA: 22s - loss: 0.2376 - accuracy: 0.9269 30816/55000 [===============>..............] - ETA: 22s - loss: 0.2374 - accuracy: 0.9270 30880/55000 [===============>..............] - ETA: 21s - loss: 0.2372 - accuracy: 0.9271 30944/55000 [===============>..............] - ETA: 21s - loss: 0.2367 - accuracy: 0.9273 31008/55000 [===============>..............] - ETA: 21s - loss: 0.2363 - accuracy: 0.9274 31072/55000 [===============>..............] - ETA: 21s - loss: 0.2360 - accuracy: 0.9275 31136/55000 [===============>..............] - ETA: 21s - loss: 0.2355 - accuracy: 0.9277 31200/55000 [================>.............] - ETA: 21s - loss: 0.2351 - accuracy: 0.9278 31264/55000 [================>.............] - ETA: 21s - loss: 0.2347 - accuracy: 0.9279 31328/55000 [================>.............] - ETA: 21s - loss: 0.2344 - accuracy: 0.9281 31392/55000 [================>.............] - ETA: 21s - loss: 0.2342 - accuracy: 0.9281 31456/55000 [================>.............] - ETA: 21s - loss: 0.2337 - accuracy: 0.9282 31520/55000 [================>.............] - ETA: 21s - loss: 0.2338 - accuracy: 0.9283 31584/55000 [================>.............] - ETA: 21s - loss: 0.2337 - accuracy: 0.9284 31648/55000 [================>.............] - ETA: 21s - loss: 0.2333 - accuracy: 0.9285 31712/55000 [================>.............] - ETA: 21s - loss: 0.2331 - accuracy: 0.9285 31776/55000 [================>.............] - ETA: 21s - loss: 0.2329 - accuracy: 0.9285 31840/55000 [================>.............] - ETA: 21s - loss: 0.2327 - accuracy: 0.9285 31904/55000 [================>.............] - ETA: 21s - loss: 0.2322 - accuracy: 0.9287 31968/55000 [================>.............] - ETA: 20s - loss: 0.2321 - accuracy: 0.9287 32032/55000 [================>.............] - ETA: 20s - loss: 0.2319 - accuracy: 0.9288 32096/55000 [================>.............] - ETA: 20s - loss: 0.2316 - accuracy: 0.9289 32160/55000 [================>.............] - ETA: 20s - loss: 0.2312 - accuracy: 0.9290 32224/55000 [================>.............] - ETA: 20s - loss: 0.2310 - accuracy: 0.9291 32288/55000 [================>.............] - ETA: 20s - loss: 0.2308 - accuracy: 0.9291 32352/55000 [================>.............] - ETA: 20s - loss: 0.2305 - accuracy: 0.9292 32416/55000 [================>.............] - ETA: 20s - loss: 0.2302 - accuracy: 0.9293 32480/55000 [================>.............] - ETA: 20s - loss: 0.2298 - accuracy: 0.9295 32544/55000 [================>.............] - ETA: 20s - loss: 0.2295 - accuracy: 0.9295 32608/55000 [================>.............] - ETA: 20s - loss: 0.2292 - accuracy: 0.9296 32672/55000 [================>.............] - ETA: 20s - loss: 0.2289 - accuracy: 0.9297 32736/55000 [================>.............] - ETA: 20s - loss: 0.2285 - accuracy: 0.9299 32800/55000 [================>.............] - ETA: 20s - loss: 0.2281 - accuracy: 0.9300 32864/55000 [================>.............] - ETA: 20s - loss: 0.2280 - accuracy: 0.9300 32928/55000 [================>.............] - ETA: 20s - loss: 0.2278 - accuracy: 0.9301 32992/55000 [================>.............] - ETA: 20s - loss: 0.2274 - accuracy: 0.9301 33056/55000 [=================>............] - ETA: 19s - loss: 0.2272 - accuracy: 0.9302 33120/55000 [=================>............] - ETA: 19s - loss: 0.2269 - accuracy: 0.9303 33184/55000 [=================>............] - ETA: 19s - loss: 0.2266 - accuracy: 0.9303 33248/55000 [=================>............] - ETA: 19s - loss: 0.2262 - accuracy: 0.9305 33312/55000 [=================>............] - ETA: 19s - loss: 0.2259 - accuracy: 0.9306 33376/55000 [=================>............] - ETA: 19s - loss: 0.2256 - accuracy: 0.9307 33440/55000 [=================>............] - ETA: 19s - loss: 0.2253 - accuracy: 0.9307 33504/55000 [=================>............] - ETA: 19s - loss: 0.2250 - accuracy: 0.9308 33568/55000 [=================>............] - ETA: 19s - loss: 0.2246 - accuracy: 0.9309 33632/55000 [=================>............] - ETA: 19s - loss: 0.2243 - accuracy: 0.9310 33696/55000 [=================>............] - ETA: 19s - loss: 0.2240 - accuracy: 0.9311 33760/55000 [=================>............] - ETA: 19s - loss: 0.2236 - accuracy: 0.9312 33824/55000 [=================>............] - ETA: 19s - loss: 0.2232 - accuracy: 0.9314 33888/55000 [=================>............] - ETA: 19s - loss: 0.2230 - accuracy: 0.9315 33952/55000 [=================>............] - ETA: 19s - loss: 0.2227 - accuracy: 0.9315 34016/55000 [=================>............] - ETA: 19s - loss: 0.2223 - accuracy: 0.9316 34080/55000 [=================>............] - ETA: 19s - loss: 0.2222 - accuracy: 0.9317 34144/55000 [=================>............] - ETA: 19s - loss: 0.2221 - accuracy: 0.9317 34208/55000 [=================>............] - ETA: 18s - loss: 0.2220 - accuracy: 0.9317 34272/55000 [=================>............] - ETA: 18s - loss: 0.2216 - accuracy: 0.9319 34336/55000 [=================>............] - ETA: 18s - loss: 0.2217 - accuracy: 0.9318 34400/55000 [=================>............] - ETA: 18s - loss: 0.2214 - accuracy: 0.9320 34464/55000 [=================>............] - ETA: 18s - loss: 0.2211 - accuracy: 0.9320 34528/55000 [=================>............] - ETA: 18s - loss: 0.2210 - accuracy: 0.9321 34592/55000 [=================>............] - ETA: 18s - loss: 0.2208 - accuracy: 0.9322 34656/55000 [=================>............] - ETA: 18s - loss: 0.2205 - accuracy: 0.9322 34720/55000 [=================>............] - ETA: 18s - loss: 0.2203 - accuracy: 0.9323 34784/55000 [=================>............] - ETA: 18s - loss: 0.2201 - accuracy: 0.9324 34848/55000 [==================>...........] - ETA: 18s - loss: 0.2198 - accuracy: 0.9325 34912/55000 [==================>...........] - ETA: 18s - loss: 0.2195 - accuracy: 0.9326 34976/55000 [==================>...........] - ETA: 18s - loss: 0.2193 - accuracy: 0.9326 35040/55000 [==================>...........] - ETA: 18s - loss: 0.2191 - accuracy: 0.9327 35104/55000 [==================>...........] - ETA: 18s - loss: 0.2188 - accuracy: 0.9327 35168/55000 [==================>...........] - ETA: 18s - loss: 0.2185 - accuracy: 0.9328 35232/55000 [==================>...........] - ETA: 18s - loss: 0.2183 - accuracy: 0.9329 35296/55000 [==================>...........] - ETA: 17s - loss: 0.2181 - accuracy: 0.9330 35360/55000 [==================>...........] - ETA: 17s - loss: 0.2178 - accuracy: 0.9331 35424/55000 [==================>...........] - ETA: 17s - loss: 0.2174 - accuracy: 0.9332 35488/55000 [==================>...........] - ETA: 17s - loss: 0.2171 - accuracy: 0.9333 35552/55000 [==================>...........] - ETA: 17s - loss: 0.2168 - accuracy: 0.9334 35616/55000 [==================>...........] - ETA: 17s - loss: 0.2165 - accuracy: 0.9334 35680/55000 [==================>...........] - ETA: 17s - loss: 0.2165 - accuracy: 0.9335 35744/55000 [==================>...........] - ETA: 17s - loss: 0.2163 - accuracy: 0.9336 35808/55000 [==================>...........] - ETA: 17s - loss: 0.2162 - accuracy: 0.9336 35872/55000 [==================>...........] - ETA: 17s - loss: 0.2158 - accuracy: 0.9337 35936/55000 [==================>...........] - ETA: 17s - loss: 0.2156 - accuracy: 0.9338 36000/55000 [==================>...........] - ETA: 17s - loss: 0.2154 - accuracy: 0.9338 36064/55000 [==================>...........] - ETA: 17s - loss: 0.2152 - accuracy: 0.9339 36128/55000 [==================>...........] - ETA: 17s - loss: 0.2149 - accuracy: 0.9340 36192/55000 [==================>...........] - ETA: 17s - loss: 0.2145 - accuracy: 0.9341 36256/55000 [==================>...........] - ETA: 17s - loss: 0.2147 - accuracy: 0.9342 36320/55000 [==================>...........] - ETA: 17s - loss: 0.2145 - accuracy: 0.9343 36384/55000 [==================>...........] - ETA: 17s - loss: 0.2143 - accuracy: 0.9343 36448/55000 [==================>...........] - ETA: 16s - loss: 0.2141 - accuracy: 0.9343 36512/55000 [==================>...........] - ETA: 16s - loss: 0.2140 - accuracy: 0.9344 36576/55000 [==================>...........] - ETA: 16s - loss: 0.2136 - accuracy: 0.9345 36640/55000 [==================>...........] - ETA: 16s - loss: 0.2133 - accuracy: 0.9346 36704/55000 [===================>..........] - ETA: 16s - loss: 0.2130 - accuracy: 0.9347 36768/55000 [===================>..........] - ETA: 16s - loss: 0.2130 - accuracy: 0.9347 36832/55000 [===================>..........] - ETA: 16s - loss: 0.2126 - accuracy: 0.9348 36896/55000 [===================>..........] - ETA: 16s - loss: 0.2126 - accuracy: 0.9349 36960/55000 [===================>..........] - ETA: 16s - loss: 0.2123 - accuracy: 0.9350 37024/55000 [===================>..........] - ETA: 16s - loss: 0.2121 - accuracy: 0.9350 37088/55000 [===================>..........] - ETA: 16s - loss: 0.2119 - accuracy: 0.9351 37152/55000 [===================>..........] - ETA: 16s - loss: 0.2118 - accuracy: 0.9351 37216/55000 [===================>..........] - ETA: 16s - loss: 0.2118 - accuracy: 0.9351 37280/55000 [===================>..........] - ETA: 16s - loss: 0.2115 - accuracy: 0.9352 37344/55000 [===================>..........] - ETA: 16s - loss: 0.2113 - accuracy: 0.9353 37408/55000 [===================>..........] - ETA: 16s - loss: 0.2110 - accuracy: 0.9353 37472/55000 [===================>..........] - ETA: 16s - loss: 0.2108 - accuracy: 0.9354 37536/55000 [===================>..........] - ETA: 15s - loss: 0.2105 - accuracy: 0.9355 37600/55000 [===================>..........] - ETA: 15s - loss: 0.2102 - accuracy: 0.9355 37664/55000 [===================>..........] - ETA: 15s - loss: 0.2101 - accuracy: 0.9356 37728/55000 [===================>..........] - ETA: 15s - loss: 0.2099 - accuracy: 0.9356 37792/55000 [===================>..........] - ETA: 15s - loss: 0.2096 - accuracy: 0.9357 37856/55000 [===================>..........] - ETA: 15s - loss: 0.2094 - accuracy: 0.9358 37920/55000 [===================>..........] - ETA: 15s - loss: 0.2091 - accuracy: 0.9358 37984/55000 [===================>..........] - ETA: 15s - loss: 0.2088 - accuracy: 0.9359 38048/55000 [===================>..........] - ETA: 15s - loss: 0.2087 - accuracy: 0.9359 38112/55000 [===================>..........] - ETA: 15s - loss: 0.2084 - accuracy: 0.9360 38176/55000 [===================>..........] - ETA: 15s - loss: 0.2082 - accuracy: 0.9361 38240/55000 [===================>..........] - ETA: 15s - loss: 0.2080 - accuracy: 0.9362 38304/55000 [===================>..........] - ETA: 15s - loss: 0.2078 - accuracy: 0.9362 38368/55000 [===================>..........] - ETA: 15s - loss: 0.2077 - accuracy: 0.9362 38432/55000 [===================>..........] - ETA: 15s - loss: 0.2075 - accuracy: 0.9363 38496/55000 [===================>..........] - ETA: 15s - loss: 0.2072 - accuracy: 0.9364 38560/55000 [====================>.........] - ETA: 15s - loss: 0.2071 - accuracy: 0.9364 38624/55000 [====================>.........] - ETA: 14s - loss: 0.2069 - accuracy: 0.9365 38688/55000 [====================>.........] - ETA: 14s - loss: 0.2067 - accuracy: 0.9365 38752/55000 [====================>.........] - ETA: 14s - loss: 0.2064 - accuracy: 0.9366 38816/55000 [====================>.........] - ETA: 14s - loss: 0.2062 - accuracy: 0.9366 38880/55000 [====================>.........] - ETA: 14s - loss: 0.2061 - accuracy: 0.9367 38944/55000 [====================>.........] - ETA: 14s - loss: 0.2059 - accuracy: 0.9368 39008/55000 [====================>.........] - ETA: 14s - loss: 0.2056 - accuracy: 0.9369 39072/55000 [====================>.........] - ETA: 14s - loss: 0.2054 - accuracy: 0.9369 39136/55000 [====================>.........] - ETA: 14s - loss: 0.2052 - accuracy: 0.9370 39200/55000 [====================>.........] - ETA: 14s - loss: 0.2049 - accuracy: 0.9371 39264/55000 [====================>.........] - ETA: 14s - loss: 0.2047 - accuracy: 0.9371 39328/55000 [====================>.........] - ETA: 14s - loss: 0.2045 - accuracy: 0.9371 39392/55000 [====================>.........] - ETA: 14s - loss: 0.2044 - accuracy: 0.9372 39456/55000 [====================>.........] - ETA: 14s - loss: 0.2042 - accuracy: 0.9373 39520/55000 [====================>.........] - ETA: 14s - loss: 0.2040 - accuracy: 0.9373 39584/55000 [====================>.........] - ETA: 14s - loss: 0.2037 - accuracy: 0.9374 39648/55000 [====================>.........] - ETA: 14s - loss: 0.2036 - accuracy: 0.9375 39712/55000 [====================>.........] - ETA: 13s - loss: 0.2033 - accuracy: 0.9376 39776/55000 [====================>.........] - ETA: 13s - loss: 0.2030 - accuracy: 0.9377 39840/55000 [====================>.........] - ETA: 13s - loss: 0.2027 - accuracy: 0.9378 39904/55000 [====================>.........] - ETA: 13s - loss: 0.2026 - accuracy: 0.9378 39968/55000 [====================>.........] - ETA: 13s - loss: 0.2024 - accuracy: 0.9379 40032/55000 [====================>.........] - ETA: 13s - loss: 0.2021 - accuracy: 0.9379 40096/55000 [====================>.........] - ETA: 13s - loss: 0.2018 - accuracy: 0.9380 40160/55000 [====================>.........] - ETA: 13s - loss: 0.2017 - accuracy: 0.9380 40224/55000 [====================>.........] - ETA: 13s - loss: 0.2014 - accuracy: 0.9381 40288/55000 [====================>.........] - ETA: 13s - loss: 0.2012 - accuracy: 0.9382 40352/55000 [=====================>........] - ETA: 13s - loss: 0.2011 - accuracy: 0.9382 40416/55000 [=====================>........] - ETA: 13s - loss: 0.2011 - accuracy: 0.9383 40480/55000 [=====================>........] - ETA: 13s - loss: 0.2008 - accuracy: 0.9384 40544/55000 [=====================>........] - ETA: 13s - loss: 0.2005 - accuracy: 0.9385 40608/55000 [=====================>........] - ETA: 13s - loss: 0.2003 - accuracy: 0.9386 40672/55000 [=====================>........] - ETA: 13s - loss: 0.2000 - accuracy: 0.9386 40736/55000 [=====================>........] - ETA: 13s - loss: 0.1998 - accuracy: 0.9387 40800/55000 [=====================>........] - ETA: 12s - loss: 0.1995 - accuracy: 0.9388 40864/55000 [=====================>........] - ETA: 12s - loss: 0.1993 - accuracy: 0.9388 40928/55000 [=====================>........] - ETA: 12s - loss: 0.1991 - accuracy: 0.9389 40992/55000 [=====================>........] - ETA: 12s - loss: 0.1988 - accuracy: 0.9390 41056/55000 [=====================>........] - ETA: 12s - loss: 0.1986 - accuracy: 0.9390 41120/55000 [=====================>........] - ETA: 12s - loss: 0.1983 - accuracy: 0.9391 41184/55000 [=====================>........] - ETA: 12s - loss: 0.1981 - accuracy: 0.9392 41248/55000 [=====================>........] - ETA: 12s - loss: 0.1979 - accuracy: 0.9392 41312/55000 [=====================>........] - ETA: 12s - loss: 0.1976 - accuracy: 0.9393 41376/55000 [=====================>........] - ETA: 12s - loss: 0.1975 - accuracy: 0.9393 41440/55000 [=====================>........] - ETA: 12s - loss: 0.1973 - accuracy: 0.9394 41504/55000 [=====================>........] - ETA: 12s - loss: 0.1971 - accuracy: 0.9395 41568/55000 [=====================>........] - ETA: 12s - loss: 0.1969 - accuracy: 0.9395 41632/55000 [=====================>........] - ETA: 12s - loss: 0.1966 - accuracy: 0.9396 41696/55000 [=====================>........] - ETA: 12s - loss: 0.1967 - accuracy: 0.9396 41760/55000 [=====================>........] - ETA: 12s - loss: 0.1965 - accuracy: 0.9397 41824/55000 [=====================>........] - ETA: 12s - loss: 0.1962 - accuracy: 0.9398 41888/55000 [=====================>........] - ETA: 11s - loss: 0.1961 - accuracy: 0.9398 41952/55000 [=====================>........] - ETA: 11s - loss: 0.1960 - accuracy: 0.9398 42016/55000 [=====================>........] - ETA: 11s - loss: 0.1958 - accuracy: 0.9398 42080/55000 [=====================>........] - ETA: 11s - loss: 0.1957 - accuracy: 0.9398 42144/55000 [=====================>........] - ETA: 11s - loss: 0.1955 - accuracy: 0.9399 42208/55000 [======================>.......] - ETA: 11s - loss: 0.1953 - accuracy: 0.9400 42272/55000 [======================>.......] - ETA: 11s - loss: 0.1953 - accuracy: 0.9400 42336/55000 [======================>.......] - ETA: 11s - loss: 0.1950 - accuracy: 0.9401 42400/55000 [======================>.......] - ETA: 11s - loss: 0.1948 - accuracy: 0.9401 42464/55000 [======================>.......] - ETA: 11s - loss: 0.1945 - accuracy: 0.9402 42528/55000 [======================>.......] - ETA: 11s - loss: 0.1943 - accuracy: 0.9403 42592/55000 [======================>.......] - ETA: 11s - loss: 0.1941 - accuracy: 0.9404 42656/55000 [======================>.......] - ETA: 11s - loss: 0.1938 - accuracy: 0.9404 42720/55000 [======================>.......] - ETA: 11s - loss: 0.1937 - accuracy: 0.9405 42784/55000 [======================>.......] - ETA: 11s - loss: 0.1936 - accuracy: 0.9405 42848/55000 [======================>.......] - ETA: 11s - loss: 0.1934 - accuracy: 0.9406 42912/55000 [======================>.......] - ETA: 11s - loss: 0.1932 - accuracy: 0.9407 42976/55000 [======================>.......] - ETA: 10s - loss: 0.1931 - accuracy: 0.9407 43040/55000 [======================>.......] - ETA: 10s - loss: 0.1930 - accuracy: 0.9407 43104/55000 [======================>.......] - ETA: 10s - loss: 0.1930 - accuracy: 0.9407 43168/55000 [======================>.......] - ETA: 10s - loss: 0.1929 - accuracy: 0.9408 43232/55000 [======================>.......] - ETA: 10s - loss: 0.1928 - accuracy: 0.9408 43296/55000 [======================>.......] - ETA: 10s - loss: 0.1927 - accuracy: 0.9409 43360/55000 [======================>.......] - ETA: 10s - loss: 0.1924 - accuracy: 0.9410 43424/55000 [======================>.......] - ETA: 10s - loss: 0.1923 - accuracy: 0.9410 43488/55000 [======================>.......] - ETA: 10s - loss: 0.1920 - accuracy: 0.9411 43552/55000 [======================>.......] - ETA: 10s - loss: 0.1919 - accuracy: 0.9411 43616/55000 [======================>.......] - ETA: 10s - loss: 0.1917 - accuracy: 0.9412 43680/55000 [======================>.......] - ETA: 10s - loss: 0.1916 - accuracy: 0.9412 43744/55000 [======================>.......] - ETA: 10s - loss: 0.1916 - accuracy: 0.9412 43808/55000 [======================>.......] - ETA: 10s - loss: 0.1916 - accuracy: 0.9412 43872/55000 [======================>.......] - ETA: 10s - loss: 0.1914 - accuracy: 0.9413 43936/55000 [======================>.......] - ETA: 10s - loss: 0.1912 - accuracy: 0.9413 44000/55000 [=======================>......] - ETA: 10s - loss: 0.1910 - accuracy: 0.9414 44064/55000 [=======================>......] - ETA: 9s - loss: 0.1910 - accuracy: 0.9414 44128/55000 [=======================>......] - ETA: 9s - loss: 0.1908 - accuracy: 0.9415 44192/55000 [=======================>......] - ETA: 9s - loss: 0.1905 - accuracy: 0.9416 44256/55000 [=======================>......] - ETA: 9s - loss: 0.1904 - accuracy: 0.9416 44320/55000 [=======================>......] - ETA: 9s - loss: 0.1901 - accuracy: 0.9417 44384/55000 [=======================>......] - ETA: 9s - loss: 0.1900 - accuracy: 0.9418 44448/55000 [=======================>......] - ETA: 9s - loss: 0.1898 - accuracy: 0.9418 44512/55000 [=======================>......] - ETA: 9s - loss: 0.1896 - accuracy: 0.9419 44576/55000 [=======================>......] - ETA: 9s - loss: 0.1894 - accuracy: 0.9419 44640/55000 [=======================>......] - ETA: 9s - loss: 0.1893 - accuracy: 0.9420 44704/55000 [=======================>......] - ETA: 9s - loss: 0.1890 - accuracy: 0.9420 44768/55000 [=======================>......] - ETA: 9s - loss: 0.1888 - accuracy: 0.9421 44832/55000 [=======================>......] - ETA: 9s - loss: 0.1888 - accuracy: 0.9422 44896/55000 [=======================>......] - ETA: 9s - loss: 0.1887 - accuracy: 0.9422 44960/55000 [=======================>......] - ETA: 9s - loss: 0.1887 - accuracy: 0.9422 45024/55000 [=======================>......] - ETA: 9s - loss: 0.1885 - accuracy: 0.9422 45088/55000 [=======================>......] - ETA: 9s - loss: 0.1883 - accuracy: 0.9423 45152/55000 [=======================>......] - ETA: 8s - loss: 0.1880 - accuracy: 0.9424 45216/55000 [=======================>......] - ETA: 8s - loss: 0.1880 - accuracy: 0.9424 45280/55000 [=======================>......] - ETA: 8s - loss: 0.1877 - accuracy: 0.9424 45344/55000 [=======================>......] - ETA: 8s - loss: 0.1876 - accuracy: 0.9425 45408/55000 [=======================>......] - ETA: 8s - loss: 0.1874 - accuracy: 0.9425 45472/55000 [=======================>......] - ETA: 8s - loss: 0.1873 - accuracy: 0.9426 45536/55000 [=======================>......] - ETA: 8s - loss: 0.1872 - accuracy: 0.9426 45600/55000 [=======================>......] - ETA: 8s - loss: 0.1870 - accuracy: 0.9426 45664/55000 [=======================>......] - ETA: 8s - loss: 0.1868 - accuracy: 0.9427 45728/55000 [=======================>......] - ETA: 8s - loss: 0.1867 - accuracy: 0.9427 45792/55000 [=======================>......] - ETA: 8s - loss: 0.1865 - accuracy: 0.9428 45856/55000 [========================>.....] - ETA: 8s - loss: 0.1863 - accuracy: 0.9428 45920/55000 [========================>.....] - ETA: 8s - loss: 0.1860 - accuracy: 0.9429 45984/55000 [========================>.....] - ETA: 8s - loss: 0.1858 - accuracy: 0.9429 46048/55000 [========================>.....] - ETA: 8s - loss: 0.1858 - accuracy: 0.9430 46112/55000 [========================>.....] - ETA: 8s - loss: 0.1856 - accuracy: 0.9431 46176/55000 [========================>.....] - ETA: 8s - loss: 0.1853 - accuracy: 0.9431 46240/55000 [========================>.....] - ETA: 7s - loss: 0.1852 - accuracy: 0.9432 46304/55000 [========================>.....] - ETA: 7s - loss: 0.1849 - accuracy: 0.9432 46368/55000 [========================>.....] - ETA: 7s - loss: 0.1849 - accuracy: 0.9432 46432/55000 [========================>.....] - ETA: 7s - loss: 0.1847 - accuracy: 0.9433 46496/55000 [========================>.....] - ETA: 7s - loss: 0.1845 - accuracy: 0.9433 46560/55000 [========================>.....] - ETA: 7s - loss: 0.1843 - accuracy: 0.9434 46624/55000 [========================>.....] - ETA: 7s - loss: 0.1841 - accuracy: 0.9435 46688/55000 [========================>.....] - ETA: 7s - loss: 0.1839 - accuracy: 0.9435 46752/55000 [========================>.....] - ETA: 7s - loss: 0.1839 - accuracy: 0.9436 46816/55000 [========================>.....] - ETA: 7s - loss: 0.1837 - accuracy: 0.9436 46880/55000 [========================>.....] - ETA: 7s - loss: 0.1834 - accuracy: 0.9437 46944/55000 [========================>.....] - ETA: 7s - loss: 0.1833 - accuracy: 0.9437 47008/55000 [========================>.....] - ETA: 7s - loss: 0.1830 - accuracy: 0.9438 47072/55000 [========================>.....] - ETA: 7s - loss: 0.1828 - accuracy: 0.9439 47136/55000 [========================>.....] - ETA: 7s - loss: 0.1827 - accuracy: 0.9439 47200/55000 [========================>.....] - ETA: 7s - loss: 0.1826 - accuracy: 0.9439 47264/55000 [========================>.....] - ETA: 7s - loss: 0.1824 - accuracy: 0.9440 47296/55000 [========================>.....] - ETA: 7s - loss: 0.1823 - accuracy: 0.9440 47360/55000 [========================>.....] - ETA: 6s - loss: 0.1821 - accuracy: 0.9440 47424/55000 [========================>.....] - ETA: 6s - loss: 0.1820 - accuracy: 0.9441 47488/55000 [========================>.....] - ETA: 6s - loss: 0.1818 - accuracy: 0.9442 47552/55000 [========================>.....] - ETA: 6s - loss: 0.1817 - accuracy: 0.9442 47616/55000 [========================>.....] - ETA: 6s - loss: 0.1815 - accuracy: 0.9443 47680/55000 [=========================>....] - ETA: 6s - loss: 0.1814 - accuracy: 0.9443 47744/55000 [=========================>....] - ETA: 6s - loss: 0.1813 - accuracy: 0.9443 47808/55000 [=========================>....] - ETA: 6s - loss: 0.1810 - accuracy: 0.9444 47840/55000 [=========================>....] - ETA: 6s - loss: 0.1809 - accuracy: 0.9445 47904/55000 [=========================>....] - ETA: 6s - loss: 0.1808 - accuracy: 0.9445 47968/55000 [=========================>....] - ETA: 6s - loss: 0.1806 - accuracy: 0.9446 48032/55000 [=========================>....] - ETA: 6s - loss: 0.1804 - accuracy: 0.9446 48096/55000 [=========================>....] - ETA: 6s - loss: 0.1802 - accuracy: 0.9447 48160/55000 [=========================>....] - ETA: 6s - loss: 0.1800 - accuracy: 0.9447 48224/55000 [=========================>....] - ETA: 6s - loss: 0.1798 - accuracy: 0.9448 48288/55000 [=========================>....] - ETA: 6s - loss: 0.1796 - accuracy: 0.9449 48352/55000 [=========================>....] - ETA: 6s - loss: 0.1795 - accuracy: 0.9449 48416/55000 [=========================>....] - ETA: 6s - loss: 0.1794 - accuracy: 0.9449 48480/55000 [=========================>....] - ETA: 5s - loss: 0.1793 - accuracy: 0.9450 48544/55000 [=========================>....] - ETA: 5s - loss: 0.1792 - accuracy: 0.9450 48608/55000 [=========================>....] - ETA: 5s - loss: 0.1790 - accuracy: 0.9451 48672/55000 [=========================>....] - ETA: 5s - loss: 0.1788 - accuracy: 0.9451 48736/55000 [=========================>....] - ETA: 5s - loss: 0.1787 - accuracy: 0.9452 48800/55000 [=========================>....] - ETA: 5s - loss: 0.1785 - accuracy: 0.9452 48864/55000 [=========================>....] - ETA: 5s - loss: 0.1783 - accuracy: 0.9453 48928/55000 [=========================>....] - ETA: 5s - loss: 0.1782 - accuracy: 0.9453 48992/55000 [=========================>....] - ETA: 5s - loss: 0.1780 - accuracy: 0.9453 49056/55000 [=========================>....] - ETA: 5s - loss: 0.1778 - accuracy: 0.9454 49120/55000 [=========================>....] - ETA: 5s - loss: 0.1776 - accuracy: 0.9455 49184/55000 [=========================>....] - ETA: 5s - loss: 0.1775 - accuracy: 0.9455 49248/55000 [=========================>....] - ETA: 5s - loss: 0.1773 - accuracy: 0.9455 49312/55000 [=========================>....] - ETA: 5s - loss: 0.1772 - accuracy: 0.9456 49376/55000 [=========================>....] - ETA: 5s - loss: 0.1771 - accuracy: 0.9456 49440/55000 [=========================>....] - ETA: 5s - loss: 0.1769 - accuracy: 0.9457 49504/55000 [==========================>...] - ETA: 5s - loss: 0.1767 - accuracy: 0.9457 49568/55000 [==========================>...] - ETA: 4s - loss: 0.1765 - accuracy: 0.9458 49632/55000 [==========================>...] - ETA: 4s - loss: 0.1763 - accuracy: 0.9459 49696/55000 [==========================>...] - ETA: 4s - loss: 0.1761 - accuracy: 0.9459 49760/55000 [==========================>...] - ETA: 4s - loss: 0.1759 - accuracy: 0.9460 49824/55000 [==========================>...] - ETA: 4s - loss: 0.1758 - accuracy: 0.9461 49888/55000 [==========================>...] - ETA: 4s - loss: 0.1756 - accuracy: 0.9461 49952/55000 [==========================>...] - ETA: 4s - loss: 0.1756 - accuracy: 0.9461 50016/55000 [==========================>...] - ETA: 4s - loss: 0.1754 - accuracy: 0.9462 50080/55000 [==========================>...] - ETA: 4s - loss: 0.1753 - accuracy: 0.9462 50144/55000 [==========================>...] - ETA: 4s - loss: 0.1751 - accuracy: 0.9463 50208/55000 [==========================>...] - ETA: 4s - loss: 0.1749 - accuracy: 0.9463 50272/55000 [==========================>...] - ETA: 4s - loss: 0.1748 - accuracy: 0.9463 50336/55000 [==========================>...] - ETA: 4s - loss: 0.1747 - accuracy: 0.9464 50400/55000 [==========================>...] - ETA: 4s - loss: 0.1746 - accuracy: 0.9464 50464/55000 [==========================>...] - ETA: 4s - loss: 0.1746 - accuracy: 0.9464 50528/55000 [==========================>...] - ETA: 4s - loss: 0.1745 - accuracy: 0.9464 50592/55000 [==========================>...] - ETA: 4s - loss: 0.1744 - accuracy: 0.9465 50656/55000 [==========================>...] - ETA: 3s - loss: 0.1743 - accuracy: 0.9465 50720/55000 [==========================>...] - ETA: 3s - loss: 0.1741 - accuracy: 0.9466 50784/55000 [==========================>...] - ETA: 3s - loss: 0.1741 - accuracy: 0.9466 50848/55000 [==========================>...] - ETA: 3s - loss: 0.1739 - accuracy: 0.9466 50912/55000 [==========================>...] - ETA: 3s - loss: 0.1739 - accuracy: 0.9467 50976/55000 [==========================>...] - ETA: 3s - loss: 0.1737 - accuracy: 0.9467 51040/55000 [==========================>...] - ETA: 3s - loss: 0.1736 - accuracy: 0.9467 51104/55000 [==========================>...] - ETA: 3s - loss: 0.1735 - accuracy: 0.9468 51168/55000 [==========================>...] - ETA: 3s - loss: 0.1733 - accuracy: 0.9469 51232/55000 [==========================>...] - ETA: 3s - loss: 0.1731 - accuracy: 0.9469 51296/55000 [==========================>...] - ETA: 3s - loss: 0.1729 - accuracy: 0.9470 51360/55000 [===========================>..] - ETA: 3s - loss: 0.1728 - accuracy: 0.9470 51424/55000 [===========================>..] - ETA: 3s - loss: 0.1727 - accuracy: 0.9470 51488/55000 [===========================>..] - ETA: 3s - loss: 0.1725 - accuracy: 0.9471 51552/55000 [===========================>..] - ETA: 3s - loss: 0.1723 - accuracy: 0.9472 51616/55000 [===========================>..] - ETA: 3s - loss: 0.1722 - accuracy: 0.9472 51680/55000 [===========================>..] - ETA: 3s - loss: 0.1720 - accuracy: 0.9473 51744/55000 [===========================>..] - ETA: 2s - loss: 0.1719 - accuracy: 0.9473 51808/55000 [===========================>..] - ETA: 2s - loss: 0.1719 - accuracy: 0.9473 51872/55000 [===========================>..] - ETA: 2s - loss: 0.1717 - accuracy: 0.9473 51936/55000 [===========================>..] - ETA: 2s - loss: 0.1716 - accuracy: 0.9474 52000/55000 [===========================>..] - ETA: 2s - loss: 0.1714 - accuracy: 0.9474 52064/55000 [===========================>..] - ETA: 2s - loss: 0.1712 - accuracy: 0.9474 52128/55000 [===========================>..] - ETA: 2s - loss: 0.1711 - accuracy: 0.9475 52192/55000 [===========================>..] - ETA: 2s - loss: 0.1712 - accuracy: 0.9475 52256/55000 [===========================>..] - ETA: 2s - loss: 0.1710 - accuracy: 0.9475 52320/55000 [===========================>..] - ETA: 2s - loss: 0.1709 - accuracy: 0.9476 52384/55000 [===========================>..] - ETA: 2s - loss: 0.1707 - accuracy: 0.9477 52448/55000 [===========================>..] - ETA: 2s - loss: 0.1705 - accuracy: 0.9477 52512/55000 [===========================>..] - ETA: 2s - loss: 0.1703 - accuracy: 0.9477 52576/55000 [===========================>..] - ETA: 2s - loss: 0.1702 - accuracy: 0.9478 52640/55000 [===========================>..] - ETA: 2s - loss: 0.1700 - accuracy: 0.9478 52704/55000 [===========================>..] - ETA: 2s - loss: 0.1698 - accuracy: 0.9479 52768/55000 [===========================>..] - ETA: 2s - loss: 0.1696 - accuracy: 0.9480 52832/55000 [===========================>..] - ETA: 1s - loss: 0.1696 - accuracy: 0.9480 52896/55000 [===========================>..] - ETA: 1s - loss: 0.1694 - accuracy: 0.9481 52960/55000 [===========================>..] - ETA: 1s - loss: 0.1692 - accuracy: 0.9481 53024/55000 [===========================>..] - ETA: 1s - loss: 0.1691 - accuracy: 0.9482 53088/55000 [===========================>..] - ETA: 1s - loss: 0.1689 - accuracy: 0.9482 53152/55000 [===========================>..] - ETA: 1s - loss: 0.1688 - accuracy: 0.9482 53216/55000 [============================>.] - ETA: 1s - loss: 0.1687 - accuracy: 0.9483 53280/55000 [============================>.] - ETA: 1s - loss: 0.1685 - accuracy: 0.9483 53344/55000 [============================>.] - ETA: 1s - loss: 0.1684 - accuracy: 0.9484 53408/55000 [============================>.] - ETA: 1s - loss: 0.1682 - accuracy: 0.9484 53472/55000 [============================>.] - ETA: 1s - loss: 0.1681 - accuracy: 0.9485 53536/55000 [============================>.] - ETA: 1s - loss: 0.1679 - accuracy: 0.9485 53600/55000 [============================>.] - ETA: 1s - loss: 0.1678 - accuracy: 0.9485 53664/55000 [============================>.] - ETA: 1s - loss: 0.1676 - accuracy: 0.9486 53728/55000 [============================>.] - ETA: 1s - loss: 0.1675 - accuracy: 0.9486 53792/55000 [============================>.] - ETA: 1s - loss: 0.1673 - accuracy: 0.9486 53856/55000 [============================>.] - ETA: 1s - loss: 0.1672 - accuracy: 0.9487 53920/55000 [============================>.] - ETA: 0s - loss: 0.1670 - accuracy: 0.9488 53984/55000 [============================>.] - ETA: 0s - loss: 0.1669 - accuracy: 0.9488 54048/55000 [============================>.] - ETA: 0s - loss: 0.1667 - accuracy: 0.9488 54112/55000 [============================>.] - ETA: 0s - loss: 0.1665 - accuracy: 0.9489 54176/55000 [============================>.] - ETA: 0s - loss: 0.1664 - accuracy: 0.9489 54240/55000 [============================>.] - ETA: 0s - loss: 0.1663 - accuracy: 0.9489 54304/55000 [============================>.] - ETA: 0s - loss: 0.1661 - accuracy: 0.9490 54368/55000 [============================>.] - ETA: 0s - loss: 0.1659 - accuracy: 0.9491 54432/55000 [============================>.] - ETA: 0s - loss: 0.1657 - accuracy: 0.9491 54496/55000 [============================>.] - ETA: 0s - loss: 0.1655 - accuracy: 0.9492 54560/55000 [============================>.] - ETA: 0s - loss: 0.1655 - accuracy: 0.9492 54624/55000 [============================>.] - ETA: 0s - loss: 0.1654 - accuracy: 0.9492 54688/55000 [============================>.] - ETA: 0s - loss: 0.1653 - accuracy: 0.9492 54752/55000 [============================>.] - ETA: 0s - loss: 0.1651 - accuracy: 0.9493 54816/55000 [============================>.] - ETA: 0s - loss: 0.1651 - accuracy: 0.9493 54880/55000 [============================>.] - ETA: 0s - loss: 0.1650 - accuracy: 0.9493 54944/55000 [============================>.] - ETA: 0s - loss: 0.1648 - accuracy: 0.9493 55000/55000 [==============================] - 51s 936us/sample - loss: 0.1647 - accuracy: 0.9494 - val_loss: 0.0608 - val_accuracy: 0.9832 Epoch 2/1032/55000 [..............................] - ETA: 54s - loss: 0.0848 - accuracy: 0.968896/55000 [..............................] - ETA: 50s - loss: 0.0746 - accuracy: 0.9792160/55000 [..............................] - ETA: 49s - loss: 0.1102 - accuracy: 0.9750224/55000 [..............................] - ETA: 48s - loss: 0.1191 - accuracy: 0.9732288/55000 [..............................] - ETA: 48s - loss: 0.0992 - accuracy: 0.9757352/55000 [..............................] - ETA: 48s - loss: 0.0826 - accuracy: 0.9801416/55000 [..............................] - ETA: 48s - loss: 0.0705 - accuracy: 0.9832480/55000 [..............................] - ETA: 48s - loss: 0.0654 - accuracy: 0.9833544/55000 [..............................] - ETA: 47s - loss: 0.0652 - accuracy: 0.9835608/55000 [..............................] - ETA: 47s - loss: 0.0704 - accuracy: 0.9803672/55000 [..............................] - ETA: 47s - loss: 0.0641 - accuracy: 0.9821736/55000 [..............................] - ETA: 47s - loss: 0.0611 - accuracy: 0.9823800/55000 [..............................] - ETA: 47s - loss: 0.0612 - accuracy: 0.9825864/55000 [..............................] - ETA: 47s - loss: 0.0654 - accuracy: 0.9803928/55000 [..............................] - ETA: 47s - loss: 0.0638 - accuracy: 0.9806992/55000 [..............................] - ETA: 47s - loss: 0.0618 - accuracy: 0.98191056/55000 [..............................] - ETA: 47s - loss: 0.0607 - accuracy: 0.98201120/55000 [..............................] - ETA: 46s - loss: 0.0578 - accuracy: 0.98301184/55000 [..............................] - ETA: 46s - loss: 0.0551 - accuracy: 0.98401248/55000 [..............................] - ETA: 46s - loss: 0.0547 - accuracy: 0.98481312/55000 [..............................] - ETA: 46s - loss: 0.0573 - accuracy: 0.98401376/55000 [..............................] - ETA: 46s - loss: 0.0548 - accuracy: 0.98471440/55000 [..............................] - ETA: 46s - loss: 0.0527 - accuracy: 0.98541504/55000 [..............................] - ETA: 46s - loss: 0.0519 - accuracy: 0.98541568/55000 [..............................] - ETA: 46s - loss: 0.0504 - accuracy: 0.98531632/55000 [..............................] - ETA: 46s - loss: 0.0550 - accuracy: 0.98411696/55000 [..............................] - ETA: 46s - loss: 0.0550 - accuracy: 0.98411760/55000 [..............................] - ETA: 46s - loss: 0.0562 - accuracy: 0.98301824/55000 [..............................] - ETA: 47s - loss: 0.0574 - accuracy: 0.98251888/55000 [>.............................] - ETA: 47s - loss: 0.0573 - accuracy: 0.98251952/55000 [>.............................] - ETA: 47s - loss: 0.0575 - accuracy: 0.98262016/55000 [>.............................] - ETA: 47s - loss: 0.0584 - accuracy: 0.98262080/55000 [>.............................] - ETA: 47s - loss: 0.0618 - accuracy: 0.98172144/55000 [>.............................] - ETA: 47s - loss: 0.0634 - accuracy: 0.98092208/55000 [>.............................] - ETA: 47s - loss: 0.0618 - accuracy: 0.98142272/55000 [>.............................] - ETA: 47s - loss: 0.0610 - accuracy: 0.98202336/55000 [>.............................] - ETA: 46s - loss: 0.0595 - accuracy: 0.98242400/55000 [>.............................] - ETA: 46s - loss: 0.0598 - accuracy: 0.98212464/55000 [>.............................] - ETA: 46s - loss: 0.0589 - accuracy: 0.98252528/55000 [>.............................] - ETA: 46s - loss: 0.0597 - accuracy: 0.98222592/55000 [>.............................] - ETA: 46s - loss: 0.0598 - accuracy: 0.98192656/55000 [>.............................] - ETA: 46s - loss: 0.0588 - accuracy: 0.98232720/55000 [>.............................] - ETA: 46s - loss: 0.0595 - accuracy: 0.98162784/55000 [>.............................] - ETA: 46s - loss: 0.0600 - accuracy: 0.98172848/55000 [>.............................] - ETA: 46s - loss: 0.0592 - accuracy: 0.98172912/55000 [>.............................] - ETA: 46s - loss: 0.0615 - accuracy: 0.98082976/55000 [>.............................] - ETA: 46s - loss: 0.0631 - accuracy: 0.97983040/55000 [>.............................] - ETA: 46s - loss: 0.0644 - accuracy: 0.97933104/55000 [>.............................] - ETA: 46s - loss: 0.0649 - accuracy: 0.97943168/55000 [>.............................] - ETA: 45s - loss: 0.0644 - accuracy: 0.97953232/55000 [>.............................] - ETA: 45s - loss: 0.0646 - accuracy: 0.97963296/55000 [>.............................] - ETA: 45s - loss: 0.0659 - accuracy: 0.97913360/55000 [>.............................] - ETA: 45s - loss: 0.0656 - accuracy: 0.97923424/55000 [>.............................] - ETA: 45s - loss: 0.0650 - accuracy: 0.97933488/55000 [>.............................] - ETA: 45s - loss: 0.0643 - accuracy: 0.97963552/55000 [>.............................] - ETA: 45s - loss: 0.0641 - accuracy: 0.97943616/55000 [>.............................] - ETA: 45s - loss: 0.0652 - accuracy: 0.97953680/55000 [=>............................] - ETA: 45s - loss: 0.0646 - accuracy: 0.97963744/55000 [=>............................] - ETA: 45s - loss: 0.0638 - accuracy: 0.98003808/55000 [=>............................] - ETA: 45s - loss: 0.0638 - accuracy: 0.98003872/55000 [=>............................] - ETA: 45s - loss: 0.0630 - accuracy: 0.98043936/55000 [=>............................] - ETA: 45s - loss: 0.0627 - accuracy: 0.98044000/55000 [=>............................] - ETA: 44s - loss: 0.0639 - accuracy: 0.98004064/55000 [=>............................] - ETA: 44s - loss: 0.0631 - accuracy: 0.98034128/55000 [=>............................] - ETA: 44s - loss: 0.0624 - accuracy: 0.98064192/55000 [=>............................] - ETA: 44s - loss: 0.0618 - accuracy: 0.98094256/55000 [=>............................] - ETA: 44s - loss: 0.0649 - accuracy: 0.98034320/55000 [=>............................] - ETA: 44s - loss: 0.0648 - accuracy: 0.98034384/55000 [=>............................] - ETA: 44s - loss: 0.0640 - accuracy: 0.98064448/55000 [=>............................] - ETA: 44s - loss: 0.0644 - accuracy: 0.98024512/55000 [=>............................] - ETA: 44s - loss: 0.0642 - accuracy: 0.98014576/55000 [=>............................] - ETA: 44s - loss: 0.0640 - accuracy: 0.98014640/55000 [=>............................] - ETA: 44s - loss: 0.0643 - accuracy: 0.97974704/55000 [=>............................] - ETA: 44s - loss: 0.0660 - accuracy: 0.97964768/55000 [=>............................] - ETA: 44s - loss: 0.0656 - accuracy: 0.97994832/55000 [=>............................] - ETA: 44s - loss: 0.0649 - accuracy: 0.98014896/55000 [=>............................] - ETA: 44s - loss: 0.0644 - accuracy: 0.98044960/55000 [=>............................] - ETA: 44s - loss: 0.0640 - accuracy: 0.98045024/55000 [=>............................] - ETA: 43s - loss: 0.0638 - accuracy: 0.98035088/55000 [=>............................] - ETA: 43s - loss: 0.0634 - accuracy: 0.98055152/55000 [=>............................] - ETA: 43s - loss: 0.0629 - accuracy: 0.98085216/55000 [=>............................] - ETA: 43s - loss: 0.0627 - accuracy: 0.98105280/55000 [=>............................] - ETA: 43s - loss: 0.0621 - accuracy: 0.98125344/55000 [=>............................] - ETA: 43s - loss: 0.0618 - accuracy: 0.98135408/55000 [=>............................] - ETA: 43s - loss: 0.0619 - accuracy: 0.98135472/55000 [=>............................] - ETA: 43s - loss: 0.0618 - accuracy: 0.98145536/55000 [==>...........................] - ETA: 43s - loss: 0.0612 - accuracy: 0.98165600/55000 [==>...........................] - ETA: 43s - loss: 0.0608 - accuracy: 0.98185664/55000 [==>...........................] - ETA: 43s - loss: 0.0603 - accuracy: 0.98205728/55000 [==>...........................] - ETA: 43s - loss: 0.0597 - accuracy: 0.98225792/55000 [==>...........................] - ETA: 43s - loss: 0.0593 - accuracy: 0.98245856/55000 [==>...........................] - ETA: 43s - loss: 0.0587 - accuracy: 0.98265920/55000 [==>...........................] - ETA: 43s - loss: 0.0586 - accuracy: 0.98265984/55000 [==>...........................] - ETA: 43s - loss: 0.0588 - accuracy: 0.98256048/55000 [==>...........................] - ETA: 42s - loss: 0.0583 - accuracy: 0.98266112/55000 [==>...........................] - ETA: 42s - loss: 0.0583 - accuracy: 0.98256176/55000 [==>...........................] - ETA: 42s - loss: 0.0585 - accuracy: 0.98256240/55000 [==>...........................] - ETA: 42s - loss: 0.0581 - accuracy: 0.98276304/55000 [==>...........................] - ETA: 42s - loss: 0.0576 - accuracy: 0.98296368/55000 [==>...........................] - ETA: 42s - loss: 0.0571 - accuracy: 0.98306432/55000 [==>...........................] - ETA: 42s - loss: 0.0566 - accuracy: 0.98326496/55000 [==>...........................] - ETA: 42s - loss: 0.0564 - accuracy: 0.98326560/55000 [==>...........................] - ETA: 42s - loss: 0.0559 - accuracy: 0.98346624/55000 [==>...........................] - ETA: 42s - loss: 0.0559 - accuracy: 0.98346688/55000 [==>...........................] - ETA: 42s - loss: 0.0562 - accuracy: 0.98336752/55000 [==>...........................] - ETA: 42s - loss: 0.0558 - accuracy: 0.98336816/55000 [==>...........................] - ETA: 42s - loss: 0.0556 - accuracy: 0.98336880/55000 [==>...........................] - ETA: 42s - loss: 0.0552 - accuracy: 0.98346944/55000 [==>...........................] - ETA: 42s - loss: 0.0552 - accuracy: 0.98347008/55000 [==>...........................] - ETA: 42s - loss: 0.0566 - accuracy: 0.98307072/55000 [==>...........................] - ETA: 41s - loss: 0.0572 - accuracy: 0.98307136/55000 [==>...........................] - ETA: 41s - loss: 0.0568 - accuracy: 0.98327200/55000 [==>...........................] - ETA: 41s - loss: 0.0570 - accuracy: 0.98317264/55000 [==>...........................] - ETA: 41s - loss: 0.0576 - accuracy: 0.98297328/55000 [==>...........................] - ETA: 41s - loss: 0.0584 - accuracy: 0.98277392/55000 [===>..........................] - ETA: 41s - loss: 0.0590 - accuracy: 0.98247456/55000 [===>..........................] - ETA: 41s - loss: 0.0586 - accuracy: 0.98267520/55000 [===>..........................] - ETA: 41s - loss: 0.0608 - accuracy: 0.98267584/55000 [===>..........................] - ETA: 41s - loss: 0.0613 - accuracy: 0.98237648/55000 [===>..........................] - ETA: 41s - loss: 0.0614 - accuracy: 0.98227712/55000 [===>..........................] - ETA: 41s - loss: 0.0616 - accuracy: 0.98227776/55000 [===>..........................] - ETA: 41s - loss: 0.0611 - accuracy: 0.98247840/55000 [===>..........................] - ETA: 41s - loss: 0.0609 - accuracy: 0.98257904/55000 [===>..........................] - ETA: 41s - loss: 0.0613 - accuracy: 0.98237968/55000 [===>..........................] - ETA: 41s - loss: 0.0617 - accuracy: 0.98218032/55000 [===>..........................] - ETA: 41s - loss: 0.0614 - accuracy: 0.98228096/55000 [===>..........................] - ETA: 40s - loss: 0.0616 - accuracy: 0.98208160/55000 [===>..........................] - ETA: 40s - loss: 0.0616 - accuracy: 0.98208224/55000 [===>..........................] - ETA: 40s - loss: 0.0612 - accuracy: 0.98218288/55000 [===>..........................] - ETA: 40s - loss: 0.0610 - accuracy: 0.98218352/55000 [===>..........................] - ETA: 40s - loss: 0.0613 - accuracy: 0.98228416/55000 [===>..........................] - ETA: 40s - loss: 0.0611 - accuracy: 0.98228480/55000 [===>..........................] - ETA: 40s - loss: 0.0610 - accuracy: 0.98228544/55000 [===>..........................] - ETA: 40s - loss: 0.0611 - accuracy: 0.98228608/55000 [===>..........................] - ETA: 40s - loss: 0.0609 - accuracy: 0.98238672/55000 [===>..........................] - ETA: 40s - loss: 0.0609 - accuracy: 0.98218736/55000 [===>..........................] - ETA: 40s - loss: 0.0608 - accuracy: 0.98218800/55000 [===>..........................] - ETA: 40s - loss: 0.0606 - accuracy: 0.98238864/55000 [===>..........................] - ETA: 40s - loss: 0.0609 - accuracy: 0.98218928/55000 [===>..........................] - ETA: 40s - loss: 0.0611 - accuracy: 0.98218992/55000 [===>..........................] - ETA: 40s - loss: 0.0609 - accuracy: 0.98219056/55000 [===>..........................] - ETA: 40s - loss: 0.0607 - accuracy: 0.98219120/55000 [===>..........................] - ETA: 40s - loss: 0.0604 - accuracy: 0.98219184/55000 [====>.........................] - ETA: 39s - loss: 0.0604 - accuracy: 0.98209248/55000 [====>.........................] - ETA: 39s - loss: 0.0600 - accuracy: 0.98229312/55000 [====>.........................] - ETA: 39s - loss: 0.0598 - accuracy: 0.98239376/55000 [====>.........................] - ETA: 39s - loss: 0.0604 - accuracy: 0.98229440/55000 [====>.........................] - ETA: 39s - loss: 0.0602 - accuracy: 0.98239504/55000 [====>.........................] - ETA: 39s - loss: 0.0599 - accuracy: 0.98249568/55000 [====>.........................] - ETA: 39s - loss: 0.0607 - accuracy: 0.98249632/55000 [====>.........................] - ETA: 39s - loss: 0.0609 - accuracy: 0.98259696/55000 [====>.........................] - ETA: 39s - loss: 0.0605 - accuracy: 0.98269760/55000 [====>.........................] - ETA: 39s - loss: 0.0607 - accuracy: 0.98259824/55000 [====>.........................] - ETA: 39s - loss: 0.0606 - accuracy: 0.98249888/55000 [====>.........................] - ETA: 39s - loss: 0.0605 - accuracy: 0.98249952/55000 [====>.........................] - ETA: 39s - loss: 0.0606 - accuracy: 0.9824 10016/55000 [====>.........................] - ETA: 39s - loss: 0.0603 - accuracy: 0.9825 10080/55000 [====>.........................] - ETA: 39s - loss: 0.0602 - accuracy: 0.9825 10144/55000 [====>.........................] - ETA: 39s - loss: 0.0603 - accuracy: 0.9824 10208/55000 [====>.........................] - ETA: 39s - loss: 0.0600 - accuracy: 0.9825 10272/55000 [====>.........................] - ETA: 39s - loss: 0.0597 - accuracy: 0.9826 10336/55000 [====>.........................] - ETA: 38s - loss: 0.0600 - accuracy: 0.9826 10400/55000 [====>.........................] - ETA: 38s - loss: 0.0599 - accuracy: 0.9826 10464/55000 [====>.........................] - ETA: 38s - loss: 0.0606 - accuracy: 0.9825 10528/55000 [====>.........................] - ETA: 38s - loss: 0.0605 - accuracy: 0.9825 10592/55000 [====>.........................] - ETA: 38s - loss: 0.0602 - accuracy: 0.9826 10656/55000 [====>.........................] - ETA: 38s - loss: 0.0600 - accuracy: 0.9826 10720/55000 [====>.........................] - ETA: 38s - loss: 0.0603 - accuracy: 0.9826 10784/55000 [====>.........................] - ETA: 38s - loss: 0.0600 - accuracy: 0.9827 10848/55000 [====>.........................] - ETA: 38s - loss: 0.0598 - accuracy: 0.9827 10912/55000 [====>.........................] - ETA: 38s - loss: 0.0595 - accuracy: 0.9828 10976/55000 [====>.........................] - ETA: 38s - loss: 0.0598 - accuracy: 0.9828 11040/55000 [=====>........................] - ETA: 38s - loss: 0.0598 - accuracy: 0.9828 11104/55000 [=====>........................] - ETA: 38s - loss: 0.0606 - accuracy: 0.9825 11168/55000 [=====>........................] - ETA: 38s - loss: 0.0604 - accuracy: 0.9824 11232/55000 [=====>........................] - ETA: 38s - loss: 0.0603 - accuracy: 0.9825 11296/55000 [=====>........................] - ETA: 38s - loss: 0.0603 - accuracy: 0.9824 11360/55000 [=====>........................] - ETA: 38s - loss: 0.0601 - accuracy: 0.9824 11424/55000 [=====>........................] - ETA: 38s - loss: 0.0599 - accuracy: 0.9825 11488/55000 [=====>........................] - ETA: 38s - loss: 0.0598 - accuracy: 0.9824 11552/55000 [=====>........................] - ETA: 37s - loss: 0.0597 - accuracy: 0.9824 11616/55000 [=====>........................] - ETA: 37s - loss: 0.0602 - accuracy: 0.9824 11680/55000 [=====>........................] - ETA: 37s - loss: 0.0601 - accuracy: 0.9824 11744/55000 [=====>........................] - ETA: 37s - loss: 0.0598 - accuracy: 0.9825 11808/55000 [=====>........................] - ETA: 37s - loss: 0.0596 - accuracy: 0.9826 11872/55000 [=====>........................] - ETA: 37s - loss: 0.0601 - accuracy: 0.9825 11936/55000 [=====>........................] - ETA: 37s - loss: 0.0599 - accuracy: 0.9826 12000/55000 [=====>........................] - ETA: 37s - loss: 0.0596 - accuracy: 0.9827 12064/55000 [=====>........................] - ETA: 37s - loss: 0.0599 - accuracy: 0.9827 12128/55000 [=====>........................] - ETA: 37s - loss: 0.0599 - accuracy: 0.9825 12192/55000 [=====>........................] - ETA: 37s - loss: 0.0606 - accuracy: 0.9823 12256/55000 [=====>........................] - ETA: 37s - loss: 0.0606 - accuracy: 0.9823 12320/55000 [=====>........................] - ETA: 37s - loss: 0.0604 - accuracy: 0.9823 12384/55000 [=====>........................] - ETA: 37s - loss: 0.0605 - accuracy: 0.9822 12448/55000 [=====>........................] - ETA: 37s - loss: 0.0607 - accuracy: 0.9821 12512/55000 [=====>........................] - ETA: 37s - loss: 0.0611 - accuracy: 0.9820 12576/55000 [=====>........................] - ETA: 37s - loss: 0.0609 - accuracy: 0.9821 12640/55000 [=====>........................] - ETA: 37s - loss: 0.0613 - accuracy: 0.9821 12704/55000 [=====>........................] - ETA: 36s - loss: 0.0614 - accuracy: 0.9821 12768/55000 [=====>........................] - ETA: 36s - loss: 0.0612 - accuracy: 0.9821 12832/55000 [=====>........................] - ETA: 36s - loss: 0.0614 - accuracy: 0.9821 12896/55000 [======>.......................] - ETA: 36s - loss: 0.0614 - accuracy: 0.9820 12960/55000 [======>.......................] - ETA: 36s - loss: 0.0612 - accuracy: 0.9821 13024/55000 [======>.......................] - ETA: 36s - loss: 0.0611 - accuracy: 0.9822 13088/55000 [======>.......................] - ETA: 36s - loss: 0.0610 - accuracy: 0.9822 13152/55000 [======>.......................] - ETA: 36s - loss: 0.0610 - accuracy: 0.9822 13216/55000 [======>.......................] - ETA: 36s - loss: 0.0609 - accuracy: 0.9822 13280/55000 [======>.......................] - ETA: 36s - loss: 0.0607 - accuracy: 0.9823 13344/55000 [======>.......................] - ETA: 36s - loss: 0.0604 - accuracy: 0.9824 13408/55000 [======>.......................] - ETA: 36s - loss: 0.0606 - accuracy: 0.9824 13472/55000 [======>.......................] - ETA: 36s - loss: 0.0603 - accuracy: 0.9825 13536/55000 [======>.......................] - ETA: 36s - loss: 0.0603 - accuracy: 0.9826 13600/55000 [======>.......................] - ETA: 36s - loss: 0.0603 - accuracy: 0.9825 13664/55000 [======>.......................] - ETA: 36s - loss: 0.0601 - accuracy: 0.9826 13728/55000 [======>.......................] - ETA: 36s - loss: 0.0598 - accuracy: 0.9827 13792/55000 [======>.......................] - ETA: 36s - loss: 0.0598 - accuracy: 0.9827 13856/55000 [======>.......................] - ETA: 35s - loss: 0.0596 - accuracy: 0.9828 13920/55000 [======>.......................] - ETA: 35s - loss: 0.0593 - accuracy: 0.9828 13984/55000 [======>.......................] - ETA: 35s - loss: 0.0591 - accuracy: 0.9829 14048/55000 [======>.......................] - ETA: 35s - loss: 0.0592 - accuracy: 0.9828 14112/55000 [======>.......................] - ETA: 35s - loss: 0.0592 - accuracy: 0.9829 14176/55000 [======>.......................] - ETA: 35s - loss: 0.0590 - accuracy: 0.9829 14240/55000 [======>.......................] - ETA: 35s - loss: 0.0587 - accuracy: 0.9830 14304/55000 [======>.......................] - ETA: 35s - loss: 0.0589 - accuracy: 0.9830 14368/55000 [======>.......................] - ETA: 35s - loss: 0.0588 - accuracy: 0.9831 14432/55000 [======>.......................] - ETA: 35s - loss: 0.0592 - accuracy: 0.9829 14496/55000 [======>.......................] - ETA: 35s - loss: 0.0593 - accuracy: 0.9828 14560/55000 [======>.......................] - ETA: 35s - loss: 0.0593 - accuracy: 0.9826 14624/55000 [======>.......................] - ETA: 35s - loss: 0.0594 - accuracy: 0.9826 14688/55000 [=======>......................] - ETA: 35s - loss: 0.0595 - accuracy: 0.9826 14752/55000 [=======>......................] - ETA: 35s - loss: 0.0593 - accuracy: 0.9826 14816/55000 [=======>......................] - ETA: 35s - loss: 0.0592 - accuracy: 0.9827 14880/55000 [=======>......................] - ETA: 35s - loss: 0.0592 - accuracy: 0.9827 14944/55000 [=======>......................] - ETA: 35s - loss: 0.0597 - accuracy: 0.9825 15008/55000 [=======>......................] - ETA: 34s - loss: 0.0601 - accuracy: 0.9824 15072/55000 [=======>......................] - ETA: 34s - loss: 0.0600 - accuracy: 0.9824 15136/55000 [=======>......................] - ETA: 34s - loss: 0.0601 - accuracy: 0.9824 15200/55000 [=======>......................] - ETA: 34s - loss: 0.0602 - accuracy: 0.9823 15264/55000 [=======>......................] - ETA: 34s - loss: 0.0602 - accuracy: 0.9822 15328/55000 [=======>......................] - ETA: 34s - loss: 0.0602 - accuracy: 0.9823 15392/55000 [=======>......................] - ETA: 34s - loss: 0.0601 - accuracy: 0.9823 15456/55000 [=======>......................] - ETA: 34s - loss: 0.0603 - accuracy: 0.9822 15520/55000 [=======>......................] - ETA: 34s - loss: 0.0601 - accuracy: 0.9823 15584/55000 [=======>......................] - ETA: 34s - loss: 0.0601 - accuracy: 0.9823 15648/55000 [=======>......................] - ETA: 34s - loss: 0.0600 - accuracy: 0.9823 15712/55000 [=======>......................] - ETA: 34s - loss: 0.0603 - accuracy: 0.9822 15776/55000 [=======>......................] - ETA: 34s - loss: 0.0603 - accuracy: 0.9821 15840/55000 [=======>......................] - ETA: 34s - loss: 0.0603 - accuracy: 0.9820 15904/55000 [=======>......................] - ETA: 34s - loss: 0.0601 - accuracy: 0.9820 15968/55000 [=======>......................] - ETA: 34s - loss: 0.0600 - accuracy: 0.9820 16032/55000 [=======>......................] - ETA: 34s - loss: 0.0602 - accuracy: 0.9820 16096/55000 [=======>......................] - ETA: 34s - loss: 0.0600 - accuracy: 0.9820 16160/55000 [=======>......................] - ETA: 33s - loss: 0.0601 - accuracy: 0.9820 16224/55000 [=======>......................] - ETA: 33s - loss: 0.0600 - accuracy: 0.9820 16288/55000 [=======>......................] - ETA: 33s - loss: 0.0599 - accuracy: 0.9821 16352/55000 [=======>......................] - ETA: 33s - loss: 0.0601 - accuracy: 0.9820 16416/55000 [=======>......................] - ETA: 33s - loss: 0.0602 - accuracy: 0.9820 16480/55000 [=======>......................] - ETA: 33s - loss: 0.0601 - accuracy: 0.9820 16544/55000 [========>.....................] - ETA: 33s - loss: 0.0601 - accuracy: 0.9819 16608/55000 [========>.....................] - ETA: 33s - loss: 0.0600 - accuracy: 0.9820 16672/55000 [========>.....................] - ETA: 33s - loss: 0.0600 - accuracy: 0.9820 16736/55000 [========>.....................] - ETA: 33s - loss: 0.0598 - accuracy: 0.9821 16800/55000 [========>.....................] - ETA: 33s - loss: 0.0599 - accuracy: 0.9821 16864/55000 [========>.....................] - ETA: 33s - loss: 0.0597 - accuracy: 0.9822 16928/55000 [========>.....................] - ETA: 33s - loss: 0.0598 - accuracy: 0.9820 16992/55000 [========>.....................] - ETA: 33s - loss: 0.0598 - accuracy: 0.9821 17056/55000 [========>.....................] - ETA: 33s - loss: 0.0598 - accuracy: 0.9820 17120/55000 [========>.....................] - ETA: 33s - loss: 0.0598 - accuracy: 0.9820 17184/55000 [========>.....................] - ETA: 32s - loss: 0.0597 - accuracy: 0.9820 17248/55000 [========>.....................] - ETA: 32s - loss: 0.0601 - accuracy: 0.9819 17312/55000 [========>.....................] - ETA: 32s - loss: 0.0601 - accuracy: 0.9819 17376/55000 [========>.....................] - ETA: 32s - loss: 0.0600 - accuracy: 0.9819 17440/55000 [========>.....................] - ETA: 32s - loss: 0.0599 - accuracy: 0.9819 17504/55000 [========>.....................] - ETA: 32s - loss: 0.0598 - accuracy: 0.9820 17568/55000 [========>.....................] - ETA: 32s - loss: 0.0601 - accuracy: 0.9820 17632/55000 [========>.....................] - ETA: 32s - loss: 0.0601 - accuracy: 0.9819 17696/55000 [========>.....................] - ETA: 32s - loss: 0.0601 - accuracy: 0.9819 17760/55000 [========>.....................] - ETA: 32s - loss: 0.0600 - accuracy: 0.9819 17824/55000 [========>.....................] - ETA: 32s - loss: 0.0598 - accuracy: 0.9819 17888/55000 [========>.....................] - ETA: 32s - loss: 0.0599 - accuracy: 0.9819 17952/55000 [========>.....................] - ETA: 32s - loss: 0.0599 - accuracy: 0.9819 18016/55000 [========>.....................] - ETA: 32s - loss: 0.0602 - accuracy: 0.9819 18080/55000 [========>.....................] - ETA: 32s - loss: 0.0603 - accuracy: 0.9819 18144/55000 [========>.....................] - ETA: 32s - loss: 0.0601 - accuracy: 0.9819 18208/55000 [========>.....................] - ETA: 32s - loss: 0.0600 - accuracy: 0.9820 18272/55000 [========>.....................] - ETA: 32s - loss: 0.0598 - accuracy: 0.9820 18336/55000 [=========>....................] - ETA: 31s - loss: 0.0596 - accuracy: 0.9821 18400/55000 [=========>....................] - ETA: 31s - loss: 0.0595 - accuracy: 0.9821 18464/55000 [=========>....................] - ETA: 31s - loss: 0.0594 - accuracy: 0.9822 18528/55000 [=========>....................] - ETA: 31s - loss: 0.0593 - accuracy: 0.9822 18592/55000 [=========>....................] - ETA: 31s - loss: 0.0595 - accuracy: 0.9822 18656/55000 [=========>....................] - ETA: 31s - loss: 0.0594 - accuracy: 0.9822 18720/55000 [=========>....................] - ETA: 31s - loss: 0.0595 - accuracy: 0.9821 18784/55000 [=========>....................] - ETA: 31s - loss: 0.0596 - accuracy: 0.9821 18848/55000 [=========>....................] - ETA: 31s - loss: 0.0595 - accuracy: 0.9821 18912/55000 [=========>....................] - ETA: 31s - loss: 0.0594 - accuracy: 0.9821 18976/55000 [=========>....................] - ETA: 31s - loss: 0.0592 - accuracy: 0.9822 19040/55000 [=========>....................] - ETA: 31s - loss: 0.0595 - accuracy: 0.9821 19104/55000 [=========>....................] - ETA: 31s - loss: 0.0593 - accuracy: 0.9822 19168/55000 [=========>....................] - ETA: 31s - loss: 0.0593 - accuracy: 0.9821 19232/55000 [=========>....................] - ETA: 31s - loss: 0.0592 - accuracy: 0.9821 19296/55000 [=========>....................] - ETA: 31s - loss: 0.0591 - accuracy: 0.9821 19360/55000 [=========>....................] - ETA: 31s - loss: 0.0590 - accuracy: 0.9821 19424/55000 [=========>....................] - ETA: 31s - loss: 0.0589 - accuracy: 0.9821 19488/55000 [=========>....................] - ETA: 30s - loss: 0.0588 - accuracy: 0.9821 19552/55000 [=========>....................] - ETA: 30s - loss: 0.0587 - accuracy: 0.9822 19616/55000 [=========>....................] - ETA: 30s - loss: 0.0587 - accuracy: 0.9822 19680/55000 [=========>....................] - ETA: 30s - loss: 0.0585 - accuracy: 0.9822 19744/55000 [=========>....................] - ETA: 30s - loss: 0.0585 - accuracy: 0.9823 19808/55000 [=========>....................] - ETA: 30s - loss: 0.0589 - accuracy: 0.9822 19872/55000 [=========>....................] - ETA: 30s - loss: 0.0587 - accuracy: 0.9822 19936/55000 [=========>....................] - ETA: 30s - loss: 0.0586 - accuracy: 0.9823 20000/55000 [=========>....................] - ETA: 30s - loss: 0.0586 - accuracy: 0.9822 20064/55000 [=========>....................] - ETA: 30s - loss: 0.0586 - accuracy: 0.9822 20128/55000 [=========>....................] - ETA: 30s - loss: 0.0589 - accuracy: 0.9821 20192/55000 [==========>...................] - ETA: 30s - loss: 0.0588 - accuracy: 0.9822 20256/55000 [==========>...................] - ETA: 30s - loss: 0.0589 - accuracy: 0.9822 20320/55000 [==========>...................] - ETA: 30s - loss: 0.0587 - accuracy: 0.9822 20384/55000 [==========>...................] - ETA: 30s - loss: 0.0587 - accuracy: 0.9822 20448/55000 [==========>...................] - ETA: 30s - loss: 0.0586 - accuracy: 0.9822 20512/55000 [==========>...................] - ETA: 30s - loss: 0.0588 - accuracy: 0.9821 20576/55000 [==========>...................] - ETA: 29s - loss: 0.0587 - accuracy: 0.9822 20640/55000 [==========>...................] - ETA: 29s - loss: 0.0586 - accuracy: 0.9822 20704/55000 [==========>...................] - ETA: 29s - loss: 0.0585 - accuracy: 0.9822 20768/55000 [==========>...................] - ETA: 29s - loss: 0.0586 - accuracy: 0.9822 20832/55000 [==========>...................] - ETA: 29s - loss: 0.0584 - accuracy: 0.9823 20896/55000 [==========>...................] - ETA: 29s - loss: 0.0584 - accuracy: 0.9822 20960/55000 [==========>...................] - ETA: 29s - loss: 0.0583 - accuracy: 0.9823 21024/55000 [==========>...................] - ETA: 29s - loss: 0.0588 - accuracy: 0.9821 21088/55000 [==========>...................] - ETA: 29s - loss: 0.0587 - accuracy: 0.9821 21152/55000 [==========>...................] - ETA: 29s - loss: 0.0586 - accuracy: 0.9821 21216/55000 [==========>...................] - ETA: 29s - loss: 0.0586 - accuracy: 0.9821 21280/55000 [==========>...................] - ETA: 29s - loss: 0.0584 - accuracy: 0.9822 21344/55000 [==========>...................] - ETA: 29s - loss: 0.0584 - accuracy: 0.9822 21408/55000 [==========>...................] - ETA: 29s - loss: 0.0585 - accuracy: 0.9822 21472/55000 [==========>...................] - ETA: 29s - loss: 0.0584 - accuracy: 0.9823 21536/55000 [==========>...................] - ETA: 29s - loss: 0.0583 - accuracy: 0.9823 21600/55000 [==========>...................] - ETA: 29s - loss: 0.0583 - accuracy: 0.9823 21664/55000 [==========>...................] - ETA: 29s - loss: 0.0582 - accuracy: 0.9823 21728/55000 [==========>...................] - ETA: 28s - loss: 0.0583 - accuracy: 0.9822 21792/55000 [==========>...................] - ETA: 28s - loss: 0.0582 - accuracy: 0.9822 21856/55000 [==========>...................] - ETA: 28s - loss: 0.0583 - accuracy: 0.9822 21920/55000 [==========>...................] - ETA: 28s - loss: 0.0586 - accuracy: 0.9821 21984/55000 [==========>...................] - ETA: 28s - loss: 0.0584 - accuracy: 0.9822 22048/55000 [===========>..................] - ETA: 28s - loss: 0.0583 - accuracy: 0.9822 22112/55000 [===========>..................] - ETA: 28s - loss: 0.0584 - accuracy: 0.9822 22176/55000 [===========>..................] - ETA: 28s - loss: 0.0583 - accuracy: 0.9822 22240/55000 [===========>..................] - ETA: 28s - loss: 0.0582 - accuracy: 0.9822 22304/55000 [===========>..................] - ETA: 28s - loss: 0.0581 - accuracy: 0.9822 22368/55000 [===========>..................] - ETA: 28s - loss: 0.0583 - accuracy: 0.9821 22432/55000 [===========>..................] - ETA: 28s - loss: 0.0582 - accuracy: 0.9822 22496/55000 [===========>..................] - ETA: 28s - loss: 0.0580 - accuracy: 0.9822 22560/55000 [===========>..................] - ETA: 28s - loss: 0.0579 - accuracy: 0.9823 22624/55000 [===========>..................] - ETA: 28s - loss: 0.0581 - accuracy: 0.9822 22688/55000 [===========>..................] - ETA: 28s - loss: 0.0582 - accuracy: 0.9821 22752/55000 [===========>..................] - ETA: 28s - loss: 0.0581 - accuracy: 0.9822 22816/55000 [===========>..................] - ETA: 28s - loss: 0.0580 - accuracy: 0.9822 22880/55000 [===========>..................] - ETA: 27s - loss: 0.0578 - accuracy: 0.9823 22944/55000 [===========>..................] - ETA: 27s - loss: 0.0581 - accuracy: 0.9822 23008/55000 [===========>..................] - ETA: 27s - loss: 0.0580 - accuracy: 0.9822 23072/55000 [===========>..................] - ETA: 27s - loss: 0.0580 - accuracy: 0.9823 23136/55000 [===========>..................] - ETA: 27s - loss: 0.0579 - accuracy: 0.9822 23200/55000 [===========>..................] - ETA: 27s - loss: 0.0580 - accuracy: 0.9821 23264/55000 [===========>..................] - ETA: 27s - loss: 0.0579 - accuracy: 0.9822 23328/55000 [===========>..................] - ETA: 27s - loss: 0.0583 - accuracy: 0.9822 23392/55000 [===========>..................] - ETA: 27s - loss: 0.0584 - accuracy: 0.9821 23456/55000 [===========>..................] - ETA: 27s - loss: 0.0583 - accuracy: 0.9822 23520/55000 [===========>..................] - ETA: 27s - loss: 0.0583 - accuracy: 0.9821 23584/55000 [===========>..................] - ETA: 27s - loss: 0.0583 - accuracy: 0.9821 23648/55000 [===========>..................] - ETA: 27s - loss: 0.0582 - accuracy: 0.9822 23712/55000 [===========>..................] - ETA: 27s - loss: 0.0581 - accuracy: 0.9822 23776/55000 [===========>..................] - ETA: 27s - loss: 0.0581 - accuracy: 0.9823 23840/55000 [============>.................] - ETA: 27s - loss: 0.0582 - accuracy: 0.9822 23904/55000 [============>.................] - ETA: 27s - loss: 0.0583 - accuracy: 0.9822 23968/55000 [============>.................] - ETA: 27s - loss: 0.0584 - accuracy: 0.9821 24032/55000 [============>.................] - ETA: 26s - loss: 0.0583 - accuracy: 0.9822 24096/55000 [============>.................] - ETA: 26s - loss: 0.0583 - accuracy: 0.9822 24160/55000 [============>.................] - ETA: 26s - loss: 0.0582 - accuracy: 0.9822 24224/55000 [============>.................] - ETA: 26s - loss: 0.0588 - accuracy: 0.9820 24288/55000 [============>.................] - ETA: 26s - loss: 0.0588 - accuracy: 0.9821 24352/55000 [============>.................] - ETA: 26s - loss: 0.0586 - accuracy: 0.9821 24416/55000 [============>.................] - ETA: 26s - loss: 0.0587 - accuracy: 0.9821 24480/55000 [============>.................] - ETA: 26s - loss: 0.0587 - accuracy: 0.9821 24544/55000 [============>.................] - ETA: 26s - loss: 0.0586 - accuracy: 0.9821 24608/55000 [============>.................] - ETA: 26s - loss: 0.0585 - accuracy: 0.9821 24672/55000 [============>.................] - ETA: 26s - loss: 0.0585 - accuracy: 0.9821 24736/55000 [============>.................] - ETA: 26s - loss: 0.0585 - accuracy: 0.9821 24800/55000 [============>.................] - ETA: 26s - loss: 0.0584 - accuracy: 0.9821 24864/55000 [============>.................] - ETA: 26s - loss: 0.0583 - accuracy: 0.9821 24928/55000 [============>.................] - ETA: 26s - loss: 0.0584 - accuracy: 0.9821 24992/55000 [============>.................] - ETA: 26s - loss: 0.0582 - accuracy: 0.9822 25056/55000 [============>.................] - ETA: 26s - loss: 0.0581 - accuracy: 0.9822 25120/55000 [============>.................] - ETA: 25s - loss: 0.0580 - accuracy: 0.9823 25184/55000 [============>.................] - ETA: 25s - loss: 0.0579 - accuracy: 0.9823 25248/55000 [============>.................] - ETA: 25s - loss: 0.0578 - accuracy: 0.9823 25312/55000 [============>.................] - ETA: 25s - loss: 0.0577 - accuracy: 0.9824 25376/55000 [============>.................] - ETA: 25s - loss: 0.0577 - accuracy: 0.9824 25440/55000 [============>.................] - ETA: 25s - loss: 0.0577 - accuracy: 0.9824 25504/55000 [============>.................] - ETA: 25s - loss: 0.0576 - accuracy: 0.9824 25568/55000 [============>.................] - ETA: 25s - loss: 0.0575 - accuracy: 0.9824 25632/55000 [============>.................] - ETA: 25s - loss: 0.0576 - accuracy: 0.9824 25696/55000 [=============>................] - ETA: 25s - loss: 0.0575 - accuracy: 0.9824 25760/55000 [=============>................] - ETA: 25s - loss: 0.0574 - accuracy: 0.9825 25824/55000 [=============>................] - ETA: 25s - loss: 0.0575 - accuracy: 0.9824 25888/55000 [=============>................] - ETA: 25s - loss: 0.0575 - accuracy: 0.9824 25952/55000 [=============>................] - ETA: 25s - loss: 0.0578 - accuracy: 0.9824 26016/55000 [=============>................] - ETA: 25s - loss: 0.0577 - accuracy: 0.9824 26080/55000 [=============>................] - ETA: 25s - loss: 0.0578 - accuracy: 0.9824 26144/55000 [=============>................] - ETA: 25s - loss: 0.0578 - accuracy: 0.9824 26208/55000 [=============>................] - ETA: 25s - loss: 0.0578 - accuracy: 0.9824 26272/55000 [=============>................] - ETA: 24s - loss: 0.0577 - accuracy: 0.9823 26336/55000 [=============>................] - ETA: 24s - loss: 0.0576 - accuracy: 0.9824 26400/55000 [=============>................] - ETA: 24s - loss: 0.0576 - accuracy: 0.9824 26464/55000 [=============>................] - ETA: 24s - loss: 0.0575 - accuracy: 0.9824 26528/55000 [=============>................] - ETA: 24s - loss: 0.0574 - accuracy: 0.9824 26592/55000 [=============>................] - ETA: 24s - loss: 0.0573 - accuracy: 0.9825 26656/55000 [=============>................] - ETA: 24s - loss: 0.0573 - accuracy: 0.9824 26720/55000 [=============>................] - ETA: 24s - loss: 0.0573 - accuracy: 0.9824 26784/55000 [=============>................] - ETA: 24s - loss: 0.0572 - accuracy: 0.9825 26848/55000 [=============>................] - ETA: 24s - loss: 0.0572 - accuracy: 0.9825 26912/55000 [=============>................] - ETA: 24s - loss: 0.0571 - accuracy: 0.9825 26976/55000 [=============>................] - ETA: 24s - loss: 0.0570 - accuracy: 0.9825 27040/55000 [=============>................] - ETA: 24s - loss: 0.0571 - accuracy: 0.9825 27104/55000 [=============>................] - ETA: 24s - loss: 0.0572 - accuracy: 0.9825 27168/55000 [=============>................] - ETA: 24s - loss: 0.0572 - accuracy: 0.9825 27232/55000 [=============>................] - ETA: 24s - loss: 0.0571 - accuracy: 0.9825 27296/55000 [=============>................] - ETA: 24s - loss: 0.0570 - accuracy: 0.9825 27360/55000 [=============>................] - ETA: 24s - loss: 0.0570 - accuracy: 0.9825 27424/55000 [=============>................] - ETA: 23s - loss: 0.0572 - accuracy: 0.9825 27488/55000 [=============>................] - ETA: 23s - loss: 0.0572 - accuracy: 0.9825 27552/55000 [==============>...............] - ETA: 23s - loss: 0.0572 - accuracy: 0.9824 27616/55000 [==============>...............] - ETA: 23s - loss: 0.0571 - accuracy: 0.9825 27680/55000 [==============>...............] - ETA: 23s - loss: 0.0570 - accuracy: 0.9825 27744/55000 [==============>...............] - ETA: 23s - loss: 0.0569 - accuracy: 0.9826 27808/55000 [==============>...............] - ETA: 23s - loss: 0.0568 - accuracy: 0.9826 27872/55000 [==============>...............] - ETA: 23s - loss: 0.0573 - accuracy: 0.9825 27936/55000 [==============>...............] - ETA: 23s - loss: 0.0572 - accuracy: 0.9826 28000/55000 [==============>...............] - ETA: 23s - loss: 0.0571 - accuracy: 0.9826 28064/55000 [==============>...............] - ETA: 23s - loss: 0.0570 - accuracy: 0.9826 28128/55000 [==============>...............] - ETA: 23s - loss: 0.0570 - accuracy: 0.9827 28192/55000 [==============>...............] - ETA: 23s - loss: 0.0570 - accuracy: 0.9827 28256/55000 [==============>...............] - ETA: 23s - loss: 0.0570 - accuracy: 0.9827 28320/55000 [==============>...............] - ETA: 23s - loss: 0.0569 - accuracy: 0.9827 28384/55000 [==============>...............] - ETA: 23s - loss: 0.0569 - accuracy: 0.9827 28448/55000 [==============>...............] - ETA: 23s - loss: 0.0569 - accuracy: 0.9827 28512/55000 [==============>...............] - ETA: 23s - loss: 0.0568 - accuracy: 0.9827 28576/55000 [==============>...............] - ETA: 22s - loss: 0.0568 - accuracy: 0.9827 28640/55000 [==============>...............] - ETA: 22s - loss: 0.0568 - accuracy: 0.9827 28704/55000 [==============>...............] - ETA: 22s - loss: 0.0566 - accuracy: 0.9828 28768/55000 [==============>...............] - ETA: 22s - loss: 0.0565 - accuracy: 0.9828 28832/55000 [==============>...............] - ETA: 22s - loss: 0.0566 - accuracy: 0.9828 28896/55000 [==============>...............] - ETA: 22s - loss: 0.0565 - accuracy: 0.9828 28960/55000 [==============>...............] - ETA: 22s - loss: 0.0564 - accuracy: 0.9828 29024/55000 [==============>...............] - ETA: 22s - loss: 0.0565 - accuracy: 0.9828 29088/55000 [==============>...............] - ETA: 22s - loss: 0.0564 - accuracy: 0.9828 29152/55000 [==============>...............] - ETA: 22s - loss: 0.0563 - accuracy: 0.9829 29216/55000 [==============>...............] - ETA: 22s - loss: 0.0565 - accuracy: 0.9828 29280/55000 [==============>...............] - ETA: 22s - loss: 0.0564 - accuracy: 0.9828 29344/55000 [===============>..............] - ETA: 22s - loss: 0.0564 - accuracy: 0.9828 29408/55000 [===============>..............] - ETA: 22s - loss: 0.0563 - accuracy: 0.9828 29472/55000 [===============>..............] - ETA: 22s - loss: 0.0562 - accuracy: 0.9829 29536/55000 [===============>..............] - ETA: 22s - loss: 0.0561 - accuracy: 0.9829 29600/55000 [===============>..............] - ETA: 22s - loss: 0.0560 - accuracy: 0.9829 29664/55000 [===============>..............] - ETA: 22s - loss: 0.0559 - accuracy: 0.9829 29728/55000 [===============>..............] - ETA: 21s - loss: 0.0559 - accuracy: 0.9829 29792/55000 [===============>..............] - ETA: 21s - loss: 0.0558 - accuracy: 0.9829 29856/55000 [===============>..............] - ETA: 21s - loss: 0.0557 - accuracy: 0.9830 29920/55000 [===============>..............] - ETA: 21s - loss: 0.0556 - accuracy: 0.9830 29984/55000 [===============>..............] - ETA: 21s - loss: 0.0559 - accuracy: 0.9830 30048/55000 [===============>..............] - ETA: 21s - loss: 0.0558 - accuracy: 0.9830 30112/55000 [===============>..............] - ETA: 21s - loss: 0.0557 - accuracy: 0.9830 30176/55000 [===============>..............] - ETA: 21s - loss: 0.0556 - accuracy: 0.9830 30240/55000 [===============>..............] - ETA: 21s - loss: 0.0556 - accuracy: 0.9830 30304/55000 [===============>..............] - ETA: 21s - loss: 0.0556 - accuracy: 0.9830 30368/55000 [===============>..............] - ETA: 21s - loss: 0.0555 - accuracy: 0.9831 30432/55000 [===============>..............] - ETA: 21s - loss: 0.0554 - accuracy: 0.9831 30496/55000 [===============>..............] - ETA: 21s - loss: 0.0554 - accuracy: 0.9831 30560/55000 [===============>..............] - ETA: 21s - loss: 0.0553 - accuracy: 0.9832 30624/55000 [===============>..............] - ETA: 21s - loss: 0.0554 - accuracy: 0.9832 30688/55000 [===============>..............] - ETA: 21s - loss: 0.0554 - accuracy: 0.9831 30752/55000 [===============>..............] - ETA: 21s - loss: 0.0553 - accuracy: 0.9831 30816/55000 [===============>..............] - ETA: 21s - loss: 0.0553 - accuracy: 0.9831 30880/55000 [===============>..............] - ETA: 20s - loss: 0.0553 - accuracy: 0.9831 30944/55000 [===============>..............] - ETA: 20s - loss: 0.0553 - accuracy: 0.9831 31008/55000 [===============>..............] - ETA: 20s - loss: 0.0552 - accuracy: 0.9832 31072/55000 [===============>..............] - ETA: 20s - loss: 0.0557 - accuracy: 0.9831 31136/55000 [===============>..............] - ETA: 20s - loss: 0.0556 - accuracy: 0.9831 31200/55000 [================>.............] - ETA: 20s - loss: 0.0555 - accuracy: 0.9831 31264/55000 [================>.............] - ETA: 20s - loss: 0.0555 - accuracy: 0.9831 31328/55000 [================>.............] - ETA: 20s - loss: 0.0554 - accuracy: 0.9831 31392/55000 [================>.............] - ETA: 20s - loss: 0.0554 - accuracy: 0.9831 31456/55000 [================>.............] - ETA: 20s - loss: 0.0554 - accuracy: 0.9831 31520/55000 [================>.............] - ETA: 20s - loss: 0.0553 - accuracy: 0.9832 31584/55000 [================>.............] - ETA: 20s - loss: 0.0554 - accuracy: 0.9831 31648/55000 [================>.............] - ETA: 20s - loss: 0.0554 - accuracy: 0.9831 31712/55000 [================>.............] - ETA: 20s - loss: 0.0554 - accuracy: 0.9831 31776/55000 [================>.............] - ETA: 20s - loss: 0.0556 - accuracy: 0.9831 31840/55000 [================>.............] - ETA: 20s - loss: 0.0558 - accuracy: 0.9830 31904/55000 [================>.............] - ETA: 20s - loss: 0.0557 - accuracy: 0.9830 31968/55000 [================>.............] - ETA: 20s - loss: 0.0559 - accuracy: 0.9830 32032/55000 [================>.............] - ETA: 19s - loss: 0.0558 - accuracy: 0.9830 32096/55000 [================>.............] - ETA: 19s - loss: 0.0557 - accuracy: 0.9831 32160/55000 [================>.............] - ETA: 19s - loss: 0.0557 - accuracy: 0.9831 32224/55000 [================>.............] - ETA: 19s - loss: 0.0558 - accuracy: 0.9831 32288/55000 [================>.............] - ETA: 19s - loss: 0.0557 - accuracy: 0.9831 32352/55000 [================>.............] - ETA: 19s - loss: 0.0556 - accuracy: 0.9831 32416/55000 [================>.............] - ETA: 19s - loss: 0.0556 - accuracy: 0.9831 32480/55000 [================>.............] - ETA: 19s - loss: 0.0556 - accuracy: 0.9831 32544/55000 [================>.............] - ETA: 19s - loss: 0.0555 - accuracy: 0.9832 32608/55000 [================>.............] - ETA: 19s - loss: 0.0555 - accuracy: 0.9832 32672/55000 [================>.............] - ETA: 19s - loss: 0.0555 - accuracy: 0.9831 32736/55000 [================>.............] - ETA: 19s - loss: 0.0554 - accuracy: 0.9832 32800/55000 [================>.............] - ETA: 19s - loss: 0.0553 - accuracy: 0.9832 32864/55000 [================>.............] - ETA: 19s - loss: 0.0552 - accuracy: 0.9832 32928/55000 [================>.............] - ETA: 19s - loss: 0.0554 - accuracy: 0.9831 32992/55000 [================>.............] - ETA: 19s - loss: 0.0554 - accuracy: 0.9831 33056/55000 [=================>............] - ETA: 19s - loss: 0.0556 - accuracy: 0.9831 33120/55000 [=================>............] - ETA: 18s - loss: 0.0556 - accuracy: 0.9831 33184/55000 [=================>............] - ETA: 18s - loss: 0.0556 - accuracy: 0.9831 33248/55000 [=================>............] - ETA: 18s - loss: 0.0556 - accuracy: 0.9831 33312/55000 [=================>............] - ETA: 18s - loss: 0.0555 - accuracy: 0.9832 33376/55000 [=================>............] - ETA: 18s - loss: 0.0555 - accuracy: 0.9831 33440/55000 [=================>............] - ETA: 18s - loss: 0.0554 - accuracy: 0.9832 33504/55000 [=================>............] - ETA: 18s - loss: 0.0553 - accuracy: 0.9832 33568/55000 [=================>............] - ETA: 18s - loss: 0.0554 - accuracy: 0.9832 33632/55000 [=================>............] - ETA: 18s - loss: 0.0554 - accuracy: 0.9831 33696/55000 [=================>............] - ETA: 18s - loss: 0.0554 - accuracy: 0.9831 33760/55000 [=================>............] - ETA: 18s - loss: 0.0555 - accuracy: 0.9831 33824/55000 [=================>............] - ETA: 18s - loss: 0.0554 - accuracy: 0.9831 33888/55000 [=================>............] - ETA: 18s - loss: 0.0554 - accuracy: 0.9831 33952/55000 [=================>............] - ETA: 18s - loss: 0.0553 - accuracy: 0.9832 34016/55000 [=================>............] - ETA: 18s - loss: 0.0554 - accuracy: 0.9831 34080/55000 [=================>............] - ETA: 18s - loss: 0.0554 - accuracy: 0.9831 34144/55000 [=================>............] - ETA: 18s - loss: 0.0553 - accuracy: 0.9831 34208/55000 [=================>............] - ETA: 18s - loss: 0.0553 - accuracy: 0.9831 34272/55000 [=================>............] - ETA: 17s - loss: 0.0554 - accuracy: 0.9831 34336/55000 [=================>............] - ETA: 17s - loss: 0.0553 - accuracy: 0.9831 34400/55000 [=================>............] - ETA: 17s - loss: 0.0552 - accuracy: 0.9831 34464/55000 [=================>............] - ETA: 17s - loss: 0.0553 - accuracy: 0.9831 34528/55000 [=================>............] - ETA: 17s - loss: 0.0553 - accuracy: 0.9831 34592/55000 [=================>............] - ETA: 17s - loss: 0.0553 - accuracy: 0.9831 34656/55000 [=================>............] - ETA: 17s - loss: 0.0553 - accuracy: 0.9831 34720/55000 [=================>............] - ETA: 17s - loss: 0.0552 - accuracy: 0.9832 34784/55000 [=================>............] - ETA: 17s - loss: 0.0553 - accuracy: 0.9832 34848/55000 [==================>...........] - ETA: 17s - loss: 0.0553 - accuracy: 0.9832 34912/55000 [==================>...........] - ETA: 17s - loss: 0.0553 - accuracy: 0.9832 34976/55000 [==================>...........] - ETA: 17s - loss: 0.0552 - accuracy: 0.9832 35040/55000 [==================>...........] - ETA: 17s - loss: 0.0552 - accuracy: 0.9832 35104/55000 [==================>...........] - ETA: 17s - loss: 0.0551 - accuracy: 0.9832 35168/55000 [==================>...........] - ETA: 17s - loss: 0.0551 - accuracy: 0.9832 35232/55000 [==================>...........] - ETA: 17s - loss: 0.0551 - accuracy: 0.9832 35296/55000 [==================>...........] - ETA: 17s - loss: 0.0551 - accuracy: 0.9832 35360/55000 [==================>...........] - ETA: 17s - loss: 0.0551 - accuracy: 0.9832 35424/55000 [==================>...........] - ETA: 16s - loss: 0.0551 - accuracy: 0.9832 35488/55000 [==================>...........] - ETA: 16s - loss: 0.0550 - accuracy: 0.9832 35552/55000 [==================>...........] - ETA: 16s - loss: 0.0551 - accuracy: 0.9832 35616/55000 [==================>...........] - ETA: 16s - loss: 0.0551 - accuracy: 0.9831 35680/55000 [==================>...........] - ETA: 16s - loss: 0.0551 - accuracy: 0.9831 35744/55000 [==================>...........] - ETA: 16s - loss: 0.0550 - accuracy: 0.9832 35808/55000 [==================>...........] - ETA: 16s - loss: 0.0549 - accuracy: 0.9832 35872/55000 [==================>...........] - ETA: 16s - loss: 0.0550 - accuracy: 0.9831 35936/55000 [==================>...........] - ETA: 16s - loss: 0.0550 - accuracy: 0.9832 36000/55000 [==================>...........] - ETA: 16s - loss: 0.0551 - accuracy: 0.9831 36064/55000 [==================>...........] - ETA: 16s - loss: 0.0550 - accuracy: 0.9832 36128/55000 [==================>...........] - ETA: 16s - loss: 0.0549 - accuracy: 0.9832 36192/55000 [==================>...........] - ETA: 16s - loss: 0.0549 - accuracy: 0.9832 36256/55000 [==================>...........] - ETA: 16s - loss: 0.0551 - accuracy: 0.9832 36320/55000 [==================>...........] - ETA: 16s - loss: 0.0550 - accuracy: 0.9832 36384/55000 [==================>...........] - ETA: 16s - loss: 0.0550 - accuracy: 0.9832 36448/55000 [==================>...........] - ETA: 16s - loss: 0.0549 - accuracy: 0.9832 36512/55000 [==================>...........] - ETA: 16s - loss: 0.0548 - accuracy: 0.9832 36576/55000 [==================>...........] - ETA: 15s - loss: 0.0548 - accuracy: 0.9832 36640/55000 [==================>...........] - ETA: 15s - loss: 0.0550 - accuracy: 0.9832 36704/55000 [===================>..........] - ETA: 15s - loss: 0.0550 - accuracy: 0.9832 36768/55000 [===================>..........] - ETA: 15s - loss: 0.0552 - accuracy: 0.9831 36832/55000 [===================>..........] - ETA: 15s - loss: 0.0552 - accuracy: 0.9831 36896/55000 [===================>..........] - ETA: 15s - loss: 0.0552 - accuracy: 0.9831 36960/55000 [===================>..........] - ETA: 15s - loss: 0.0551 - accuracy: 0.9831 37024/55000 [===================>..........] - ETA: 15s - loss: 0.0553 - accuracy: 0.9831 37088/55000 [===================>..........] - ETA: 15s - loss: 0.0552 - accuracy: 0.9831 37152/55000 [===================>..........] - ETA: 15s - loss: 0.0551 - accuracy: 0.9832 37216/55000 [===================>..........] - ETA: 15s - loss: 0.0551 - accuracy: 0.9832 37280/55000 [===================>..........] - ETA: 15s - loss: 0.0551 - accuracy: 0.9832 37344/55000 [===================>..........] - ETA: 15s - loss: 0.0550 - accuracy: 0.9832 37408/55000 [===================>..........] - ETA: 15s - loss: 0.0549 - accuracy: 0.9832 37472/55000 [===================>..........] - ETA: 15s - loss: 0.0550 - accuracy: 0.9832 37536/55000 [===================>..........] - ETA: 15s - loss: 0.0550 - accuracy: 0.9832 37600/55000 [===================>..........] - ETA: 15s - loss: 0.0549 - accuracy: 0.9832 37664/55000 [===================>..........] - ETA: 15s - loss: 0.0548 - accuracy: 0.9833 37728/55000 [===================>..........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9833 37792/55000 [===================>..........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9833 37856/55000 [===================>..........] - ETA: 14s - loss: 0.0546 - accuracy: 0.9833 37920/55000 [===================>..........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9833 37984/55000 [===================>..........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9833 38048/55000 [===================>..........] - ETA: 14s - loss: 0.0546 - accuracy: 0.9833 38112/55000 [===================>..........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9833 38176/55000 [===================>..........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9833 38240/55000 [===================>..........] - ETA: 14s - loss: 0.0546 - accuracy: 0.9833 38304/55000 [===================>..........] - ETA: 14s - loss: 0.0546 - accuracy: 0.9833 38368/55000 [===================>..........] - ETA: 14s - loss: 0.0545 - accuracy: 0.9833 38432/55000 [===================>..........] - ETA: 14s - loss: 0.0545 - accuracy: 0.9833 38496/55000 [===================>..........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9832 38560/55000 [====================>.........] - ETA: 14s - loss: 0.0547 - accuracy: 0.9832 38624/55000 [====================>.........] - ETA: 14s - loss: 0.0546 - accuracy: 0.9833 38688/55000 [====================>.........] - ETA: 14s - loss: 0.0546 - accuracy: 0.9833 38752/55000 [====================>.........] - ETA: 14s - loss: 0.0546 - accuracy: 0.9833 38816/55000 [====================>.........] - ETA: 14s - loss: 0.0545 - accuracy: 0.9833 38880/55000 [====================>.........] - ETA: 13s - loss: 0.0545 - accuracy: 0.9833 38944/55000 [====================>.........] - ETA: 13s - loss: 0.0544 - accuracy: 0.9833 39008/55000 [====================>.........] - ETA: 13s - loss: 0.0543 - accuracy: 0.9834 39072/55000 [====================>.........] - ETA: 13s - loss: 0.0542 - accuracy: 0.9834 39136/55000 [====================>.........] - ETA: 13s - loss: 0.0542 - accuracy: 0.9834 39200/55000 [====================>.........] - ETA: 13s - loss: 0.0541 - accuracy: 0.9834 39264/55000 [====================>.........] - ETA: 13s - loss: 0.0541 - accuracy: 0.9834 39328/55000 [====================>.........] - ETA: 13s - loss: 0.0541 - accuracy: 0.9834 39392/55000 [====================>.........] - ETA: 13s - loss: 0.0542 - accuracy: 0.9834 39456/55000 [====================>.........] - ETA: 13s - loss: 0.0542 - accuracy: 0.9834 39520/55000 [====================>.........] - ETA: 13s - loss: 0.0542 - accuracy: 0.9834 39584/55000 [====================>.........] - ETA: 13s - loss: 0.0542 - accuracy: 0.9834 39648/55000 [====================>.........] - ETA: 13s - loss: 0.0541 - accuracy: 0.9835 39712/55000 [====================>.........] - ETA: 13s - loss: 0.0540 - accuracy: 0.9835 39776/55000 [====================>.........] - ETA: 13s - loss: 0.0540 - accuracy: 0.9835 39840/55000 [====================>.........] - ETA: 13s - loss: 0.0541 - accuracy: 0.9835 39904/55000 [====================>.........] - ETA: 13s - loss: 0.0541 - accuracy: 0.9834 39968/55000 [====================>.........] - ETA: 13s - loss: 0.0541 - accuracy: 0.9835 40032/55000 [====================>.........] - ETA: 12s - loss: 0.0541 - accuracy: 0.9834 40096/55000 [====================>.........] - ETA: 12s - loss: 0.0541 - accuracy: 0.9834 40160/55000 [====================>.........] - ETA: 12s - loss: 0.0541 - accuracy: 0.9834 40224/55000 [====================>.........] - ETA: 12s - loss: 0.0541 - accuracy: 0.9834 40288/55000 [====================>.........] - ETA: 12s - loss: 0.0541 - accuracy: 0.9834 40352/55000 [=====================>........] - ETA: 12s - loss: 0.0540 - accuracy: 0.9834 40416/55000 [=====================>........] - ETA: 12s - loss: 0.0539 - accuracy: 0.9834 40480/55000 [=====================>........] - ETA: 12s - loss: 0.0539 - accuracy: 0.9834 40544/55000 [=====================>........] - ETA: 12s - loss: 0.0539 - accuracy: 0.9835 40608/55000 [=====================>........] - ETA: 12s - loss: 0.0538 - accuracy: 0.9835 40672/55000 [=====================>........] - ETA: 12s - loss: 0.0537 - accuracy: 0.9835 40736/55000 [=====================>........] - ETA: 12s - loss: 0.0537 - accuracy: 0.9835 40800/55000 [=====================>........] - ETA: 12s - loss: 0.0536 - accuracy: 0.9835 40864/55000 [=====================>........] - ETA: 12s - loss: 0.0539 - accuracy: 0.9834 40928/55000 [=====================>........] - ETA: 12s - loss: 0.0538 - accuracy: 0.9835 40992/55000 [=====================>........] - ETA: 12s - loss: 0.0538 - accuracy: 0.9835 41056/55000 [=====================>........] - ETA: 12s - loss: 0.0539 - accuracy: 0.9835 41120/55000 [=====================>........] - ETA: 12s - loss: 0.0540 - accuracy: 0.9835 41184/55000 [=====================>........] - ETA: 11s - loss: 0.0541 - accuracy: 0.9834 41248/55000 [=====================>........] - ETA: 11s - loss: 0.0541 - accuracy: 0.9834 41312/55000 [=====================>........] - ETA: 11s - loss: 0.0541 - accuracy: 0.9834 41376/55000 [=====================>........] - ETA: 11s - loss: 0.0540 - accuracy: 0.9834 41440/55000 [=====================>........] - ETA: 11s - loss: 0.0540 - accuracy: 0.9834 41504/55000 [=====================>........] - ETA: 11s - loss: 0.0540 - accuracy: 0.9834 41568/55000 [=====================>........] - ETA: 11s - loss: 0.0540 - accuracy: 0.9834 41632/55000 [=====================>........] - ETA: 11s - loss: 0.0539 - accuracy: 0.9834 41696/55000 [=====================>........] - ETA: 11s - loss: 0.0539 - accuracy: 0.9834 41760/55000 [=====================>........] - ETA: 11s - loss: 0.0539 - accuracy: 0.9834 41824/55000 [=====================>........] - ETA: 11s - loss: 0.0539 - accuracy: 0.9834 41888/55000 [=====================>........] - ETA: 11s - loss: 0.0541 - accuracy: 0.9834 41952/55000 [=====================>........] - ETA: 11s - loss: 0.0542 - accuracy: 0.9833 42016/55000 [=====================>........] - ETA: 11s - loss: 0.0543 - accuracy: 0.9833 42080/55000 [=====================>........] - ETA: 11s - loss: 0.0543 - accuracy: 0.9833 42144/55000 [=====================>........] - ETA: 11s - loss: 0.0543 - accuracy: 0.9834 42208/55000 [======================>.......] - ETA: 11s - loss: 0.0542 - accuracy: 0.9833 42272/55000 [======================>.......] - ETA: 11s - loss: 0.0542 - accuracy: 0.9833 42336/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9833 42400/55000 [======================>.......] - ETA: 10s - loss: 0.0543 - accuracy: 0.9833 42464/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9834 42528/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9834 42592/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9834 42656/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9834 42720/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9833 42784/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9833 42848/55000 [======================>.......] - ETA: 10s - loss: 0.0541 - accuracy: 0.9834 42912/55000 [======================>.......] - ETA: 10s - loss: 0.0541 - accuracy: 0.9833 42976/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9833 43040/55000 [======================>.......] - ETA: 10s - loss: 0.0543 - accuracy: 0.9833 43104/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9833 43168/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9833 43232/55000 [======================>.......] - ETA: 10s - loss: 0.0541 - accuracy: 0.9834 43296/55000 [======================>.......] - ETA: 10s - loss: 0.0542 - accuracy: 0.9833 43360/55000 [======================>.......] - ETA: 10s - loss: 0.0544 - accuracy: 0.9833 43424/55000 [======================>.......] - ETA: 10s - loss: 0.0543 - accuracy: 0.9833 43488/55000 [======================>.......] - ETA: 9s - loss: 0.0543 - accuracy: 0.9833 43552/55000 [======================>.......] - ETA: 9s - loss: 0.0542 - accuracy: 0.9833 43616/55000 [======================>.......] - ETA: 9s - loss: 0.0544 - accuracy: 0.9833 43680/55000 [======================>.......] - ETA: 9s - loss: 0.0543 - accuracy: 0.9833 43744/55000 [======================>.......] - ETA: 9s - loss: 0.0543 - accuracy: 0.9833 43808/55000 [======================>.......] - ETA: 9s - loss: 0.0542 - accuracy: 0.9833 43872/55000 [======================>.......] - ETA: 9s - loss: 0.0541 - accuracy: 0.9834 43936/55000 [======================>.......] - ETA: 9s - loss: 0.0541 - accuracy: 0.9834 44000/55000 [=======================>......] - ETA: 9s - loss: 0.0540 - accuracy: 0.9834 44064/55000 [=======================>......] - ETA: 9s - loss: 0.0540 - accuracy: 0.9834 44128/55000 [=======================>......] - ETA: 9s - loss: 0.0539 - accuracy: 0.9834 44192/55000 [=======================>......] - ETA: 9s - loss: 0.0539 - accuracy: 0.9834 44256/55000 [=======================>......] - ETA: 9s - loss: 0.0541 - accuracy: 0.9834 44320/55000 [=======================>......] - ETA: 9s - loss: 0.0541 - accuracy: 0.9834 44384/55000 [=======================>......] - ETA: 9s - loss: 0.0540 - accuracy: 0.9834 44448/55000 [=======================>......] - ETA: 9s - loss: 0.0540 - accuracy: 0.9834 44512/55000 [=======================>......] - ETA: 9s - loss: 0.0540 - accuracy: 0.9834 44576/55000 [=======================>......] - ETA: 9s - loss: 0.0539 - accuracy: 0.9834 44640/55000 [=======================>......] - ETA: 8s - loss: 0.0540 - accuracy: 0.9834 44704/55000 [=======================>......] - ETA: 8s - loss: 0.0540 - accuracy: 0.9834 44768/55000 [=======================>......] - ETA: 8s - loss: 0.0540 - accuracy: 0.9834 44832/55000 [=======================>......] - ETA: 8s - loss: 0.0541 - accuracy: 0.9834 44896/55000 [=======================>......] - ETA: 8s - loss: 0.0541 - accuracy: 0.9834 44960/55000 [=======================>......] - ETA: 8s - loss: 0.0541 - accuracy: 0.9833 45024/55000 [=======================>......] - ETA: 8s - loss: 0.0541 - accuracy: 0.9834 45088/55000 [=======================>......] - ETA: 8s - loss: 0.0542 - accuracy: 0.9833 45152/55000 [=======================>......] - ETA: 8s - loss: 0.0542 - accuracy: 0.9833 45216/55000 [=======================>......] - ETA: 8s - loss: 0.0542 - accuracy: 0.9833 45280/55000 [=======================>......] - ETA: 8s - loss: 0.0542 - accuracy: 0.9833 45344/55000 [=======================>......] - ETA: 8s - loss: 0.0543 - accuracy: 0.9833 45408/55000 [=======================>......] - ETA: 8s - loss: 0.0542 - accuracy: 0.9833 45472/55000 [=======================>......] - ETA: 8s - loss: 0.0542 - accuracy: 0.9833 45536/55000 [=======================>......] - ETA: 8s - loss: 0.0542 - accuracy: 0.9833 45600/55000 [=======================>......] - ETA: 8s - loss: 0.0543 - accuracy: 0.9832 45664/55000 [=======================>......] - ETA: 8s - loss: 0.0542 - accuracy: 0.9832 45728/55000 [=======================>......] - ETA: 8s - loss: 0.0543 - accuracy: 0.9832 45792/55000 [=======================>......] - ETA: 7s - loss: 0.0542 - accuracy: 0.9833 45856/55000 [========================>.....] - ETA: 7s - loss: 0.0543 - accuracy: 0.9832 45920/55000 [========================>.....] - ETA: 7s - loss: 0.0542 - accuracy: 0.9832 45984/55000 [========================>.....] - ETA: 7s - loss: 0.0542 - accuracy: 0.9832 46048/55000 [========================>.....] - ETA: 7s - loss: 0.0541 - accuracy: 0.9832 46112/55000 [========================>.....] - ETA: 7s - loss: 0.0541 - accuracy: 0.9832 46176/55000 [========================>.....] - ETA: 7s - loss: 0.0542 - accuracy: 0.9832 46240/55000 [========================>.....] - ETA: 7s - loss: 0.0543 - accuracy: 0.9832 46304/55000 [========================>.....] - ETA: 7s - loss: 0.0543 - accuracy: 0.9832 46368/55000 [========================>.....] - ETA: 7s - loss: 0.0544 - accuracy: 0.9831 46432/55000 [========================>.....] - ETA: 7s - loss: 0.0544 - accuracy: 0.9832 46496/55000 [========================>.....] - ETA: 7s - loss: 0.0544 - accuracy: 0.9832 46560/55000 [========================>.....] - ETA: 7s - loss: 0.0543 - accuracy: 0.9832 46624/55000 [========================>.....] - ETA: 7s - loss: 0.0543 - accuracy: 0.9832 46688/55000 [========================>.....] - ETA: 7s - loss: 0.0543 - accuracy: 0.9832 46752/55000 [========================>.....] - ETA: 7s - loss: 0.0542 - accuracy: 0.9832 46816/55000 [========================>.....] - ETA: 7s - loss: 0.0543 - accuracy: 0.9832 46880/55000 [========================>.....] - ETA: 7s - loss: 0.0542 - accuracy: 0.9832 46944/55000 [========================>.....] - ETA: 6s - loss: 0.0543 - accuracy: 0.9832 47008/55000 [========================>.....] - ETA: 6s - loss: 0.0542 - accuracy: 0.9832 47072/55000 [========================>.....] - ETA: 6s - loss: 0.0541 - accuracy: 0.9833 47136/55000 [========================>.....] - ETA: 6s - loss: 0.0541 - accuracy: 0.9833 47200/55000 [========================>.....] - ETA: 6s - loss: 0.0540 - accuracy: 0.9833 47264/55000 [========================>.....] - ETA: 6s - loss: 0.0540 - accuracy: 0.9833 47328/55000 [========================>.....] - ETA: 6s - loss: 0.0540 - accuracy: 0.9833 47392/55000 [========================>.....] - ETA: 6s - loss: 0.0539 - accuracy: 0.9833 47456/55000 [========================>.....] - ETA: 6s - loss: 0.0539 - accuracy: 0.9833 47520/55000 [========================>.....] - ETA: 6s - loss: 0.0538 - accuracy: 0.9833 47584/55000 [========================>.....] - ETA: 6s - loss: 0.0539 - accuracy: 0.9833 47648/55000 [========================>.....] - ETA: 6s - loss: 0.0539 - accuracy: 0.9833 47712/55000 [=========================>....] - ETA: 6s - loss: 0.0538 - accuracy: 0.9833 47776/55000 [=========================>....] - ETA: 6s - loss: 0.0539 - accuracy: 0.9833 47840/55000 [=========================>....] - ETA: 6s - loss: 0.0540 - accuracy: 0.9833 47904/55000 [=========================>....] - ETA: 6s - loss: 0.0539 - accuracy: 0.9833 47968/55000 [=========================>....] - ETA: 6s - loss: 0.0539 - accuracy: 0.9834 48032/55000 [=========================>....] - ETA: 6s - loss: 0.0538 - accuracy: 0.9834 48096/55000 [=========================>....] - ETA: 5s - loss: 0.0538 - accuracy: 0.9834 48160/55000 [=========================>....] - ETA: 5s - loss: 0.0538 - accuracy: 0.9834 48224/55000 [=========================>....] - ETA: 5s - loss: 0.0538 - accuracy: 0.9834 48288/55000 [=========================>....] - ETA: 5s - loss: 0.0538 - accuracy: 0.9834 48352/55000 [=========================>....] - ETA: 5s - loss: 0.0537 - accuracy: 0.9834 48416/55000 [=========================>....] - ETA: 5s - loss: 0.0537 - accuracy: 0.9834 48480/55000 [=========================>....] - ETA: 5s - loss: 0.0536 - accuracy: 0.9835 48544/55000 [=========================>....] - ETA: 5s - loss: 0.0537 - accuracy: 0.9834 48608/55000 [=========================>....] - ETA: 5s - loss: 0.0536 - accuracy: 0.9834 48672/55000 [=========================>....] - ETA: 5s - loss: 0.0536 - accuracy: 0.9834 48736/55000 [=========================>....] - ETA: 5s - loss: 0.0536 - accuracy: 0.9834 48800/55000 [=========================>....] - ETA: 5s - loss: 0.0536 - accuracy: 0.9834 48864/55000 [=========================>....] - ETA: 5s - loss: 0.0535 - accuracy: 0.9834 48928/55000 [=========================>....] - ETA: 5s - loss: 0.0535 - accuracy: 0.9835 48992/55000 [=========================>....] - ETA: 5s - loss: 0.0535 - accuracy: 0.9835 49056/55000 [=========================>....] - ETA: 5s - loss: 0.0534 - accuracy: 0.9835 49120/55000 [=========================>....] - ETA: 5s - loss: 0.0536 - accuracy: 0.9834 49184/55000 [=========================>....] - ETA: 5s - loss: 0.0536 - accuracy: 0.9834 49248/55000 [=========================>....] - ETA: 4s - loss: 0.0536 - accuracy: 0.9835 49312/55000 [=========================>....] - ETA: 4s - loss: 0.0536 - accuracy: 0.9834 49376/55000 [=========================>....] - ETA: 4s - loss: 0.0536 - accuracy: 0.9835 49440/55000 [=========================>....] - ETA: 4s - loss: 0.0536 - accuracy: 0.9834 49504/55000 [==========================>...] - ETA: 4s - loss: 0.0536 - accuracy: 0.9835 49568/55000 [==========================>...] - ETA: 4s - loss: 0.0535 - accuracy: 0.9835 49632/55000 [==========================>...] - ETA: 4s - loss: 0.0535 - accuracy: 0.9835 49696/55000 [==========================>...] - ETA: 4s - loss: 0.0535 - accuracy: 0.9835 49760/55000 [==========================>...] - ETA: 4s - loss: 0.0535 - accuracy: 0.9835 49824/55000 [==========================>...] - ETA: 4s - loss: 0.0535 - accuracy: 0.9834 49888/55000 [==========================>...] - ETA: 4s - loss: 0.0534 - accuracy: 0.9835 49952/55000 [==========================>...] - ETA: 4s - loss: 0.0534 - accuracy: 0.9835 50016/55000 [==========================>...] - ETA: 4s - loss: 0.0534 - accuracy: 0.9835 50080/55000 [==========================>...] - ETA: 4s - loss: 0.0534 - accuracy: 0.9835 50144/55000 [==========================>...] - ETA: 4s - loss: 0.0534 - accuracy: 0.9835 50208/55000 [==========================>...] - ETA: 4s - loss: 0.0533 - accuracy: 0.9835 50272/55000 [==========================>...] - ETA: 4s - loss: 0.0534 - accuracy: 0.9835 50336/55000 [==========================>...] - ETA: 4s - loss: 0.0534 - accuracy: 0.9835 50400/55000 [==========================>...] - ETA: 3s - loss: 0.0534 - accuracy: 0.9834 50464/55000 [==========================>...] - ETA: 3s - loss: 0.0534 - accuracy: 0.9834 50528/55000 [==========================>...] - ETA: 3s - loss: 0.0534 - accuracy: 0.9834 50592/55000 [==========================>...] - ETA: 3s - loss: 0.0533 - accuracy: 0.9834 50656/55000 [==========================>...] - ETA: 3s - loss: 0.0533 - accuracy: 0.9834 50720/55000 [==========================>...] - ETA: 3s - loss: 0.0532 - accuracy: 0.9835 50784/55000 [==========================>...] - ETA: 3s - loss: 0.0532 - accuracy: 0.9834 50848/55000 [==========================>...] - ETA: 3s - loss: 0.0532 - accuracy: 0.9834 50912/55000 [==========================>...] - ETA: 3s - loss: 0.0531 - accuracy: 0.9835 50976/55000 [==========================>...] - ETA: 3s - loss: 0.0533 - accuracy: 0.9834 51040/55000 [==========================>...] - ETA: 3s - loss: 0.0532 - accuracy: 0.9835 51104/55000 [==========================>...] - ETA: 3s - loss: 0.0532 - accuracy: 0.9835 51168/55000 [==========================>...] - ETA: 3s - loss: 0.0531 - accuracy: 0.9835 51232/55000 [==========================>...] - ETA: 3s - loss: 0.0531 - accuracy: 0.9835 51296/55000 [==========================>...] - ETA: 3s - loss: 0.0532 - accuracy: 0.9834 51360/55000 [===========================>..] - ETA: 3s - loss: 0.0533 - accuracy: 0.9834 51424/55000 [===========================>..] - ETA: 3s - loss: 0.0533 - accuracy: 0.9834 51488/55000 [===========================>..] - ETA: 3s - loss: 0.0534 - accuracy: 0.9834 51552/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 51616/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 51680/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 51744/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 51808/55000 [===========================>..] - ETA: 2s - loss: 0.0535 - accuracy: 0.9833 51872/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 51936/55000 [===========================>..] - ETA: 2s - loss: 0.0535 - accuracy: 0.9833 52000/55000 [===========================>..] - ETA: 2s - loss: 0.0535 - accuracy: 0.9833 52064/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 52128/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 52192/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 52256/55000 [===========================>..] - ETA: 2s - loss: 0.0534 - accuracy: 0.9833 52320/55000 [===========================>..] - ETA: 2s - loss: 0.0533 - accuracy: 0.9833 52384/55000 [===========================>..] - ETA: 2s - loss: 0.0533 - accuracy: 0.9833 52448/55000 [===========================>..] - ETA: 2s - loss: 0.0533 - accuracy: 0.9834 52512/55000 [===========================>..] - ETA: 2s - loss: 0.0532 - accuracy: 0.9834 52576/55000 [===========================>..] - ETA: 2s - loss: 0.0532 - accuracy: 0.9834 52640/55000 [===========================>..] - ETA: 2s - loss: 0.0531 - accuracy: 0.9834 52704/55000 [===========================>..] - ETA: 1s - loss: 0.0531 - accuracy: 0.9834 52768/55000 [===========================>..] - ETA: 1s - loss: 0.0531 - accuracy: 0.9834 52832/55000 [===========================>..] - ETA: 1s - loss: 0.0531 - accuracy: 0.9834 52896/55000 [===========================>..] - ETA: 1s - loss: 0.0531 - accuracy: 0.9834 52960/55000 [===========================>..] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53024/55000 [===========================>..] - ETA: 1s - loss: 0.0531 - accuracy: 0.9834 53088/55000 [===========================>..] - ETA: 1s - loss: 0.0531 - accuracy: 0.9834 53152/55000 [===========================>..] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53216/55000 [============================>.] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53280/55000 [============================>.] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53344/55000 [============================>.] - ETA: 1s - loss: 0.0532 - accuracy: 0.9834 53408/55000 [============================>.] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53472/55000 [============================>.] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53536/55000 [============================>.] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53600/55000 [============================>.] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53664/55000 [============================>.] - ETA: 1s - loss: 0.0531 - accuracy: 0.9835 53728/55000 [============================>.] - ETA: 1s - loss: 0.0530 - accuracy: 0.9835 53792/55000 [============================>.] - ETA: 1s - loss: 0.0530 - accuracy: 0.9835 53856/55000 [============================>.] - ETA: 0s - loss: 0.0529 - accuracy: 0.9835 53920/55000 [============================>.] - ETA: 0s - loss: 0.0529 - accuracy: 0.9835 53984/55000 [============================>.] - ETA: 0s - loss: 0.0528 - accuracy: 0.9836 54048/55000 [============================>.] - ETA: 0s - loss: 0.0528 - accuracy: 0.9836 54112/55000 [============================>.] - ETA: 0s - loss: 0.0528 - accuracy: 0.9836 54176/55000 [============================>.] - ETA: 0s - loss: 0.0527 - accuracy: 0.9836 54240/55000 [============================>.] - ETA: 0s - loss: 0.0527 - accuracy: 0.9836 54304/55000 [============================>.] - ETA: 0s - loss: 0.0526 - accuracy: 0.9836 54368/55000 [============================>.] - ETA: 0s - loss: 0.0526 - accuracy: 0.9836 54432/55000 [============================>.] - ETA: 0s - loss: 0.0525 - accuracy: 0.9836 54496/55000 [============================>.] - ETA: 0s - loss: 0.0525 - accuracy: 0.9837 54560/55000 [============================>.] - ETA: 0s - loss: 0.0525 - accuracy: 0.9837 54624/55000 [============================>.] - ETA: 0s - loss: 0.0525 - accuracy: 0.9837 54688/55000 [============================>.] - ETA: 0s - loss: 0.0525 - accuracy: 0.9837 54752/55000 [============================>.] - ETA: 0s - loss: 0.0525 - accuracy: 0.9837 54816/55000 [============================>.] - ETA: 0s - loss: 0.0524 - accuracy: 0.9837 54880/55000 [============================>.] - ETA: 0s - loss: 0.0524 - accuracy: 0.9837 54944/55000 [============================>.] - ETA: 0s - loss: 0.0523 - accuracy: 0.9837 55000/55000 [==============================] - 49s 886us/sample - loss: 0.0523 - accuracy: 0.9837 - val_loss: 0.0444 - val_accuracy: 0.9896 ................................................................................ 10000/10000 [==============================] - 2s 229us/sample - loss: 0.0178 - accuracy: 0.9920 [Finished in 496.2s]測試數據集的準確率從全連接層網絡模型的98.16%上升到卷積神經網絡模型的99.20%，挺牛逼的啊。。鑒定完畢~~~
《新程序員》：云原生和全面數字化實踐50位技術專家共同創作，文字、視頻、音頻交互閱讀總結
以上是生活随笔為你收集整理的深度学习之利用TensorFlow实现简单的卷积神经网络（MNIST数据集）的全部內容，希望文章能夠幫你解決所遇到的問題。
- 上一篇： 深度学习之利用TensorFlow实现简
- 下一篇： 转行数据分析师后悔了？脱颖而出才是关键！