官網例項詳解4.15(imdb_cnn_lstm.py)-keras學習筆記四
阿新 • • 發佈:2019-01-01
程式碼註釋
'''Train a recurrent convolutional network on the IMDB sentiment classification task. 為IMDB(資料集)情感分類任務訓練迴圈卷積網路 Gets to 0.8498 test accuracy after 2 epochs. 41s/epoch on K520 GPU. 2個週期後0.8498測試準確率。用時41秒/週期(K520 GPU). ''' from __future__ import print_function from keras.preprocessing import sequence from keras.models import Sequential from keras.layers import Dense, Dropout, Activation from keras.layers import Embedding from keras.layers import LSTM from keras.layers import Conv1D, MaxPooling1D from keras.datasets import imdb # Embedding # (詞)嵌入 max_features = 20000 maxlen = 100 embedding_size = 128 # Convolution # 卷積 kernel_size = 5 filters = 64 pool_size = 4 # LSTM # 長短期記憶網路 lstm_output_size = 70 # Training # 訓練 batch_size = 30 epochs = 2 ''' Note: batch_size is highly sensitive. Only 2 epochs are needed as the dataset is very small. ''' print('Loading data...') (x_train, y_train), (x_test, y_test) = imdb.load_data(num_words=max_features) print(len(x_train), 'train sequences') print(len(x_test), 'test sequences') print('Pad sequences (samples x time)') x_train = sequence.pad_sequences(x_train, maxlen=maxlen) x_test = sequence.pad_sequences(x_test, maxlen=maxlen) print('x_train shape:', x_train.shape) print('x_test shape:', x_test.shape) print('Build model...') model = Sequential() model.add(Embedding(max_features, embedding_size, input_length=maxlen)) model.add(Dropout(0.25)) model.add(Conv1D(filters, kernel_size, padding='valid', activation='relu', strides=1)) model.add(MaxPooling1D(pool_size=pool_size)) model.add(LSTM(lstm_output_size)) model.add(Dense(1)) model.add(Activation('sigmoid')) model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy']) print('Train...') model.fit(x_train, y_train, batch_size=batch_size, epochs=epochs, validation_data=(x_test, y_test)) score, acc = model.evaluate(x_test, y_test, batch_size=batch_size) print('Test score:', score) print('Test accuracy:', acc)
程式碼執行
C:\ProgramData\Anaconda3\python.exe E:/keras-master/examples/imdb_cnn_lstm.py
Using TensorFlow backend.
Loading data...
25000 train sequences
25000 test sequences
Pad sequences (samples x time)
x_train shape: (25000, 100)
x_test shape: (25000, 100)
Build model...
Train...
Train on 25000 samples, validate on 25000 samples
Epoch 1/2
30/25000 [..............................] - ETA: 1:04:23 - loss: 0.6939 - acc: 0.4667
60/25000 [..............................] - ETA: 32:36 - loss: 0.6956 - acc: 0.4500
90/25000 [..............................] - ETA: 22:01 - loss: 0.6953 - acc: 0.4556
120/25000 [..............................] - ETA: 16:43 - loss: 0.6947 - acc: 0.4667
150/25000 [..............................] - ETA: 13:33 - loss: 0.6946 - acc: 0.4733
180/25000 [..............................] - ETA: 11:27 - loss: 0.6928 - acc: 0.5056
210/25000 [..............................] - ETA: 9:57 - loss: 0.6916 - acc: 0.5238
240/25000 [..............................] - ETA: 8:48 - loss: 0.6906 - acc: 0.5333
270/25000 [..............................] - ETA: 7:55 - loss: 0.6933 - acc: 0.5111
300/25000 [..............................] - ETA: 7:13 - loss: 0.6924 - acc: 0.5167
330/25000 [..............................] - ETA: 6:40 - loss: 0.6916 - acc: 0.5212
360/25000 [..............................] - ETA: 6:12 - loss: 0.6929 - acc: 0.5111
390/25000 [..............................] - ETA: 5:47 - loss: 0.6940 - acc: 0.5051
420/25000 [..............................] - ETA: 5:26 - loss: 0.6956 - acc: 0.4929
450/25000 [..............................] - ETA: 5:08 - loss: 0.6964 - acc: 0.4844
480/25000 [..............................] - ETA: 4:53 - loss: 0.6951 - acc: 0.4979
510/25000 [..............................] - ETA: 4:39 - loss: 0.6942 - acc: 0.5078
540/25000 [..............................] - ETA: 4:27 - loss: 0.6945 - acc: 0.5000
570/25000 [..............................] - ETA: 4:17 - loss: 0.6941 - acc: 0.5035
600/25000 [..............................] - ETA: 4:08 - loss: 0.6940 - acc: 0.5017
630/25000 [..............................] - ETA: 3:59 - loss: 0.6939 - acc: 0.5032
660/25000 [..............................] - ETA: 3:51 - loss: 0.6939 - acc: 0.5030
690/25000 [..............................] - ETA: 3:44 - loss: 0.6939 - acc: 0.5000
720/25000 [..............................] - ETA: 3:37 - loss: 0.6937 - acc: 0.5000
750/25000 [..............................] - ETA: 3:30 - loss: 0.6936 - acc: 0.5013
780/25000 [..............................] - ETA: 3:24 - loss: 0.6934 - acc: 0.5077
810/25000 [..............................] - ETA: 3:18 - loss: 0.6933 - acc: 0.5148
840/25000 [>.............................] - ETA: 3:13 - loss: 0.6932 - acc: 0.5155
870/25000 [>.............................] - ETA: 3:08 - loss: 0.6929 - acc: 0.5241
900/25000 [>.............................] - ETA: 3:04 - loss: 0.6927 - acc: 0.5278
930/25000 [>.............................] - ETA: 3:00 - loss: 0.6925 - acc: 0.5301
960/25000 [>.............................] - ETA: 2:56 - loss: 0.6926 - acc: 0.5281
990/25000 [>.............................] - ETA: 2:53 - loss: 0.6924 - acc: 0.5303
1020/25000 [>.............................] - ETA: 2:49 - loss: 0.6923 - acc: 0.5324
1050/25000 [>.............................] - ETA: 2:46 - loss: 0.6922 - acc: 0.5352
1080/25000 [>.............................] - ETA: 2:43 - loss: 0.6920 - acc: 0.5370
1110/25000 [>.............................] - ETA: 2:40 - loss: 0.6918 - acc: 0.5405
1140/25000 [>.............................] - ETA: 2:37 - loss: 0.6918 - acc: 0.5395
1170/25000 [>.............................] - ETA: 2:35 - loss: 0.6917 - acc: 0.5393
1200/25000 [>.............................] - ETA: 2:32 - loss: 0.6915 - acc: 0.5417
1230/25000 [>.............................] - ETA: 2:29 - loss: 0.6913 - acc: 0.5447
1260/25000 [>.............................] - ETA: 2:27 - loss: 0.6910 - acc: 0.5484
1290/25000 [>.............................] - ETA: 2:24 - loss: 0.6909 - acc: 0.5496
1320/25000 [>.............................] - ETA: 2:23 - loss: 0.6907 - acc: 0.5500
1350/25000 [>.............................] - ETA: 2:21 - loss: 0.6900 - acc: 0.5556
1380/25000 [>.............................] - ETA: 2:19 - loss: 0.6899 - acc: 0.5536
1410/25000 [>.............................] - ETA: 2:17 - loss: 0.6899 - acc: 0.5518
1440/25000 [>.............................] - ETA: 2:15 - loss: 0.6898 - acc: 0.5521
1470/25000 [>.............................] - ETA: 2:14 - loss: 0.6894 - acc: 0.5544
1500/25000 [>.............................] - ETA: 2:13 - loss: 0.6897 - acc: 0.5533
1530/25000 [>.............................] - ETA: 2:11 - loss: 0.6894 - acc: 0.5536
1560/25000 [>.............................] - ETA: 2:10 - loss: 0.6889 - acc: 0.5558
1590/25000 [>.............................] - ETA: 2:09 - loss: 0.6885 - acc: 0.5566
1620/25000 [>.............................] - ETA: 2:08 - loss: 0.6884 - acc: 0.5568
1650/25000 [>.............................] - ETA: 2:07 - loss: 0.6877 - acc: 0.5570
1680/25000 [=>............................] - ETA: 2:05 - loss: 0.6875 - acc: 0.5577
1710/25000 [=>............................] - ETA: 2:04 - loss: 0.6867 - acc: 0.5579
1740/25000 [=>............................] - ETA: 2:03 - loss: 0.6857 - acc: 0.5580
1770/25000 [=>............................] - ETA: 2:02 - loss: 0.6848 - acc: 0.5593
1800/25000 [=>............................] - ETA: 2:01 - loss: 0.6829 - acc: 0.5633
1830/25000 [=>............................] - ETA: 2:00 - loss: 0.6816 - acc: 0.5650
1860/25000 [=>............................] - ETA: 1:59 - loss: 0.6799 - acc: 0.5677
1890/25000 [=>............................] - ETA: 2:00 - loss: 0.6803 - acc: 0.5683
1920/25000 [=>............................] - ETA: 1:59 - loss: 0.6760 - acc: 0.5729
1950/25000 [=>............................] - ETA: 1:59 - loss: 0.6744 - acc: 0.5749
1980/25000 [=>............................] - ETA: 1:58 - loss: 0.6722 - acc: 0.5768
2010/25000 [=>............................] - ETA: 1:57 - loss: 0.6701 - acc: 0.5796
2040/25000 [=>............................] - ETA: 1:56 - loss: 0.6682 - acc: 0.5824
2070/25000 [=>............................] - ETA: 1:56 - loss: 0.6688 - acc: 0.5826
2100/25000 [=>............................] - ETA: 1:56 - loss: 0.6682 - acc: 0.5833
2130/25000 [=>............................] - ETA: 1:55 - loss: 0.6671 - acc: 0.5836
2160/25000 [=>............................] - ETA: 1:54 - loss: 0.6668 - acc: 0.5852
2190/25000 [=>............................] - ETA: 1:53 - loss: 0.6652 - acc: 0.5868
2220/25000 [=>............................] - ETA: 1:52 - loss: 0.6631 - acc: 0.5892
2250/25000 [=>............................] - ETA: 1:52 - loss: 0.6626 - acc: 0.5898
2280/25000 [=>............................] - ETA: 1:51 - loss: 0.6602 - acc: 0.5925
2310/25000 [=>............................] - ETA: 1:51 - loss: 0.6589 - acc: 0.5944
2340/25000 [=>............................] - ETA: 1:50 - loss: 0.6570 - acc: 0.5962
2370/25000 [=>............................] - ETA: 1:50 - loss: 0.6553 - acc: 0.5983
2400/25000 [=>............................] - ETA: 1:49 - loss: 0.6527 - acc: 0.6021
2430/25000 [=>............................] - ETA: 1:48 - loss: 0.6506 - acc: 0.6053
2460/25000 [=>............................] - ETA: 1:48 - loss: 0.6514 - acc: 0.6037
2490/25000 [=>............................] - ETA: 1:47 - loss: 0.6495 - acc: 0.6056
2520/25000 [==>...........................] - ETA: 1:47 - loss: 0.6500 - acc: 0.6052
2550/25000 [==>...........................] - ETA: 1:46 - loss: 0.6476 - acc: 0.6067
2580/25000 [==>...........................] - ETA: 1:46 - loss: 0.6470 - acc: 0.6074
2610/25000 [==>...........................] - ETA: 1:45 - loss: 0.6462 - acc: 0.6077
2640/25000 [==>...........................] - ETA: 1:45 - loss: 0.6460 - acc: 0.6087
2670/25000 [==>...........................] - ETA: 1:44 - loss: 0.6435 - acc: 0.6112
2700/25000 [==>...........................] - ETA: 1:44 - loss: 0.6416 - acc: 0.6130
2730/25000 [==>...........................] - ETA: 1:43 - loss: 0.6403 - acc: 0.6139
2760/25000 [==>...........................] - ETA: 1:43 - loss: 0.6380 - acc: 0.6167
2790/25000 [==>...........................] - ETA: 1:42 - loss: 0.6360 - acc: 0.6186
2820/25000 [==>...........................] - ETA: 1:42 - loss: 0.6345 - acc: 0.6199
2850/25000 [==>...........................] - ETA: 1:41 - loss: 0.6311 - acc: 0.6228
2880/25000 [==>...........................] - ETA: 1:41 - loss: 0.6318 - acc: 0.6229
2910/25000 [==>...........................] - ETA: 1:40 - loss: 0.6314 - acc: 0.6234
2940/25000 [==>...........................] - ETA: 1:40 - loss: 0.6304 - acc: 0.6241
2970/25000 [==>...........................] - ETA: 1:39 - loss: 0.6313 - acc: 0.6242
3000/25000 [==>...........................] - ETA: 1:39 - loss: 0.6303 - acc: 0.6253
3030/25000 [==>...........................] - ETA: 1:38 - loss: 0.6293 - acc: 0.6264
3060/25000 [==>...........................] - ETA: 1:38 - loss: 0.6284 - acc: 0.6275
3090/25000 [==>...........................] - ETA: 1:37 - loss: 0.6279 - acc: 0.6275
3120/25000 [==>...........................] - ETA: 1:36 - loss: 0.6270 - acc: 0.6282
3150/25000 [==>...........................] - ETA: 1:36 - loss: 0.6256 - acc: 0.6292
3180/25000 [==>...........................] - ETA: 1:35 - loss: 0.6236 - acc: 0.6314
3210/25000 [==>...........................] - ETA: 1:35 - loss: 0.6229 - acc: 0.6321
3240/25000 [==>...........................] - ETA: 1:35 - loss: 0.6214 - acc: 0.6333
3270/25000 [==>...........................] - ETA: 1:35 - loss: 0.6205 - acc: 0.6343
3300/25000 [==>...........................] - ETA: 1:34 - loss: 0.6196 - acc: 0.6352
3330/25000 [==>...........................] - ETA: 1:34 - loss: 0.6183 - acc: 0.6363
3360/25000 [===>..........................] - ETA: 1:34 - loss: 0.6173 - acc: 0.6375
3390/25000 [===>..........................] - ETA: 1:33 - loss: 0.6156 - acc: 0.6395
3420/25000 [===>..........................] - ETA: 1:33 - loss: 0.6136 - acc: 0.6415
3450/25000 [===>..........................] - ETA: 1:32 - loss: 0.6122 - acc: 0.6429
3480/25000 [===>..........................] - ETA: 1:32 - loss: 0.6101 - acc: 0.6451
3510/25000 [===>..........................] - ETA: 1:31 - loss: 0.6078 - acc: 0.6473
3540/25000 [===>..........................] - ETA: 1:31 - loss: 0.6067 - acc: 0.6483
3570/25000 [===>..........................] - ETA: 1:31 - loss: 0.6051 - acc: 0.6496
3600/25000 [===>..........................] - ETA: 1:30 - loss: 0.6028 - acc: 0.6517
3630/25000 [===>..........................] - ETA: 1:30 - loss: 0.6015 - acc: 0.6529
3660/25000 [===>..........................] - ETA: 1:29 - loss: 0.5987 - acc: 0.6549
3690/25000 [===>..........................] - ETA: 1:29 - loss: 0.5973 - acc: 0.6561
3720/25000 [===>..........................] - ETA: 1:29 - loss: 0.5947 - acc: 0.6578
3750/25000 [===>..........................] - ETA: 1:28 - loss: 0.5932 - acc: 0.6592
3780/25000 [===>..........................] - ETA: 1:28 - loss: 0.5923 - acc: 0.6603
3810/25000 [===>..........................] - ETA: 1:27 - loss: 0.5920 - acc: 0.6612
3840/25000 [===>..........................] - ETA: 1:27 - loss: 0.5895 - acc: 0.6630
3870/25000 [===>..........................] - ETA: 1:27 - loss: 0.5882 - acc: 0.6646
3900/25000 [===>..........................] - ETA: 1:26 - loss: 0.5878 - acc: 0.6654
3930/25000 [===>..........................] - ETA: 1:26 - loss: 0.5862 - acc: 0.6662
3960/25000 [===>..........................] - ETA: 1:26 - loss: 0.5849 - acc: 0.6672
3990/25000 [===>..........................] - ETA: 1:25 - loss: 0.5839 - acc: 0.6684
4020/25000 [===>..........................] - ETA: 1:25 - loss: 0.5829 - acc: 0.6694
4050/25000 [===>..........................] - ETA: 1:25 - loss: 0.5809 - acc: 0.6711
4080/25000 [===>..........................] - ETA: 1:24 - loss: 0.5794 - acc: 0.6728
4110/25000 [===>..........................] - ETA: 1:24 - loss: 0.5780 - acc: 0.6737
4140/25000 [===>..........................] - ETA: 1:24 - loss: 0.5774 - acc: 0.6744
4170/25000 [====>.........................] - ETA: 1:23 - loss: 0.5770 - acc: 0.6751
4200/25000 [====>.........................] - ETA: 1:23 - loss: 0.5766 - acc: 0.6755
4230/25000 [====>.........................] - ETA: 1:23 - loss: 0.5753 - acc: 0.6764
4260/25000 [====>.........................] - ETA: 1:22 - loss: 0.5746 - acc: 0.6770
4290/25000 [====>.........................] - ETA: 1:22 - loss: 0.5739 - acc: 0.6776
4320/25000 [====>.........................] - ETA: 1:21 - loss: 0.5727 - acc: 0.6787
4350/25000 [====>.........................] - ETA: 1:21 - loss: 0.5718 - acc: 0.6789
4380/25000 [====>.........................] - ETA: 1:21 - loss: 0.5703 - acc: 0.6799
4410/25000 [====>.........................] - ETA: 1:21 - loss: 0.5694 - acc: 0.6810
4440/25000 [====>.........................] - ETA: 1:20 - loss: 0.5674 - acc: 0.6827
4470/25000 [====>.........................] - ETA: 1:20 - loss: 0.5656 - acc: 0.6841
4500/25000 [====>.........................] - ETA: 1:20 - loss: 0.5644 - acc: 0.6851
4530/25000 [====>.........................] - ETA: 1:19 - loss: 0.5639 - acc: 0.6861
4560/25000 [====>.........................] - ETA: 1:19 - loss: 0.5634 - acc: 0.6868
4590/25000 [====>.........................] - ETA: 1:19 - loss: 0.5635 - acc: 0.6874
4620/25000 [====>.........................] - ETA: 1:19 - loss: 0.5614 - acc: 0.6890
4650/25000 [====>.........................] - ETA: 1:18 - loss: 0.5605 - acc: 0.6895
4680/25000 [====>.........................] - ETA: 1:18 - loss: 0.5592 - acc: 0.6904
4710/25000 [====>.........................] - ETA: 1:18 - loss: 0.5573 - acc: 0.6915
4740/25000 [====>.........................] - ETA: 1:17 - loss: 0.5573 - acc: 0.6918
4770/25000 [====>.........................] - ETA: 1:17 - loss: 0.5563 - acc: 0.6925
4800/25000 [====>.........................] - ETA: 1:17 - loss: 0.5550 - acc: 0.6933
4830/25000 [====>.........................] - ETA: 1:17 - loss: 0.5536 - acc: 0.6944
4860/25000 [====>.........................] - ETA: 1:16 - loss: 0.5521 - acc: 0.6955
4890/25000 [====>.........................] - ETA: 1:16 - loss: 0.5529 - acc: 0.6953
4920/25000 [====>.........................] - ETA: 1:16 - loss: 0.5527 - acc: 0.6957
4950/25000 [====>.........................] - ETA: 1:15 - loss: 0.5506 - acc: 0.6972
4980/25000 [====>.........................] - ETA: 1:15 - loss: 0.5501 - acc: 0.6978
5010/25000 [=====>........................] - ETA: 1:15 - loss: 0.5491 - acc: 0.6984
5040/25000 [=====>........................] - ETA: 1:15 - loss: 0.5489 - acc: 0.6984
5070/25000 [=====>........................] - ETA: 1:15 - loss: 0.5481 - acc: 0.6990
5100/25000 [=====>........................] - ETA: 1:14 - loss: 0.5481 - acc: 0.6994
5130/25000 [=====>........................] - ETA: 1:14 - loss: 0.5463 - acc: 0.7008
5160/25000 [=====>........................] - ETA: 1:14 - loss: 0.5462 - acc: 0.7010
5190/25000 [=====>........................] - ETA: 1:14 - loss: 0.5453 - acc: 0.7017
5220/25000 [=====>........................] - ETA: 1:13 - loss: 0.5445 - acc: 0.7025
5250/25000 [=====>........................] - ETA: 1:13 - loss: 0.5435 - acc: 0.7032
5280/25000 [=====>........................] - ETA: 1:13 - loss: 0.5421 - acc: 0.7042
5310/25000 [=====>........................] - ETA: 1:13 - loss: 0.5417 - acc: 0.7045
5340/25000 [=====>........................] - ETA: 1:13 - loss: 0.5406 - acc: 0.7054
5370/25000 [=====>........................] - ETA: 1:12 - loss: 0.5399 - acc: 0.7063
5400/25000 [=====>........................] - ETA: 1:12 - loss: 0.5385 - acc: 0.7072
5430/25000 [=====>........................] - ETA: 1:12 - loss: 0.5376 - acc: 0.7081
5460/25000 [=====>........................] - ETA: 1:12 - loss: 0.5377 - acc: 0.7082
5490/25000 [=====>........................] - ETA: 1:11 - loss: 0.5369 - acc: 0.7089
5520/25000 [=====>........................] - ETA: 1:11 - loss: 0.5369 - acc: 0.7092
5550/25000 [=====>........................] - ETA: 1:11 - loss: 0.5360 - acc: 0.7097
5580/25000 [=====>........................] - ETA: 1:11 - loss: 0.5349 - acc: 0.7108
5610/25000 [=====>........................] - ETA: 1:11 - loss: 0.5350 - acc: 0.7109
5640/25000 [=====>........................] - ETA: 1:11 - loss: 0.5346 - acc: 0.7112
5670/25000 [=====>........................] - ETA: 1:10 - loss: 0.5336 - acc: 0.7120
5700/25000 [=====>........................] - ETA: 1:10 - loss: 0.5340 - acc: 0.7119
5730/25000 [=====>........................] - ETA: 1:10 - loss: 0.5333 - acc: 0.7124
5760/25000 [=====>........................] - ETA: 1:10 - loss: 0.5337 - acc: 0.7123
5790/25000 [=====>........................] - ETA: 1:10 - loss: 0.5335 - acc: 0.7128
5820/25000 [=====>........................] - ETA: 1:09 - loss: 0.5329 - acc: 0.7131
5850/25000 [======>.......................] - ETA: 1:09 - loss: 0.5318 - acc: 0.7140
5880/25000 [======>.......................] - ETA: 1:09 - loss: 0.5318 - acc: 0.7143
5910/25000 [======>.......................] - ETA: 1:09 - loss: 0.5308 - acc: 0.7151
5940/25000 [======>.......................] - ETA: 1:09 - loss: 0.5301 - acc: 0.7155
5970/25000 [======>.......................] - ETA: 1:08 - loss: 0.5294 - acc: 0.7161
6000/25000 [======>.......................] - ETA: 1:08 - loss: 0.5290 - acc: 0.7163
6030/25000 [======>.......................] - ETA: 1:08 - loss: 0.5286 - acc: 0.7167
6060/25000 [======>.......................] - ETA: 1:08 - loss: 0.5280 - acc: 0.7178
6090/25000 [======>.......................] - ETA: 1:08 - loss: 0.5270 - acc: 0.7189
6120/25000 [======>.......................] - ETA: 1:07 - loss: 0.5261 - acc: 0.7196
6150/25000 [======>.......................] - ETA: 1:07 - loss: 0.5253 - acc: 0.7203
6180/25000 [======>.......................] - ETA: 1:07 - loss: 0.5245 - acc: 0.7210
6210/25000 [======>.......................] - ETA: 1:07 - loss: 0.5244 - acc: 0.7209
6240/25000 [======>.......................] - ETA: 1:07 - loss: 0.5239 - acc: 0.7213
6270/25000 [======>.......................] - ETA: 1:06 - loss: 0.5227 - acc: 0.7222
6300/25000 [======>.......................] - ETA: 1:06 - loss: 0.5211 - acc: 0.7232
6330/25000 [======>.......................] - ETA: 1:06 - loss: 0.5193 - acc: 0.7245
6360/25000 [======>.......................] - ETA: 1:06 - loss: 0.5179 - acc: 0.7255
6390/25000 [======>.......................] - ETA: 1:06 - loss: 0.5177 - acc: 0.7257
6420/25000 [======>.......................] - ETA: 1:06 - loss: 0.5167 - acc: 0.7265
6450/25000 [======>.......................] - ETA: 1:05 - loss: 0.5159 - acc: 0.7271
6480/25000 [======>.......................] - ETA: 1:05 - loss: 0.5153 - acc: 0.7278
6510/25000 [======>.......................] - ETA: 1:05 - loss: 0.5152 - acc: 0.7281
6540/25000 [======>.......................] - ETA: 1:05 - loss: 0.5149 - acc: 0.7283
6570/25000 [======>.......................] - ETA: 1:05 - loss: 0.5139 - acc: 0.7291
6600/25000 [======>.......................] - ETA: 1:05 - loss: 0.5139 - acc: 0.7294
6630/25000 [======>.......................] - ETA: 1:04 - loss: 0.5142 - acc: 0.7294
6660/25000 [======>.......................] - ETA: 1:04 - loss: 0.5134 - acc: 0.7299
6690/25000 [=======>......................] - ETA: 1:04 - loss: 0.5116 - acc: 0.7309
6720/25000 [=======>......................] - ETA: 1:04 - loss: 0.5112 - acc: 0.7315
6750/25000 [=======>......................] - ETA: 1:04 - loss: 0.5102 - acc: 0.7319
6780/25000 [=======>......................] - ETA: 1:04 - loss: 0.5104 - acc: 0.7317
6810/25000 [=======>......................] - ETA: 1:03 - loss: 0.5101 - acc: 0.7317
6840/25000 [=======>......................] - ETA: 1:03 - loss: 0.5100 - acc: 0.7317
6870/25000 [=======>......................] - ETA: 1:03 - loss: 0.5094 - acc: 0.7325
6900/25000 [=======>......................] - ETA: 1:03 - loss: 0.5088 - acc: 0.7329
6930/25000 [=======>......................] - ETA: 1:03 - loss: 0.5085 - acc: 0.7330
6960/25000 [=======>......................] - ETA: 1:02 - loss: 0.5076 - acc: 0.7338
6990/25000 [=======>......................] - ETA: 1:02 - loss: 0.5069 - acc: 0.7343
7020/25000 [=======>......................] - ETA: 1:02 - loss: 0.5066 - acc: 0.7345
7050/25000 [=======>......................] - ETA: 1:02 - loss: 0.5059 - acc: 0.7352
7080/25000 [=======>......................] - ETA: 1:02 - loss: 0.5052 - acc: 0.7357
7110/25000 [=======>......................] - ETA: 1:02 - loss: 0.5044 - acc: 0.7366
7140/25000 [=======>......................] - ETA: 1:01 - loss: 0.5046 - acc: 0.7364
7170/25000 [=======>......................] - ETA: 1:01 - loss: 0.5038 - acc: 0.7371
7200/25000 [=======>......................] - ETA: 1:01 - loss: 0.5032 - acc: 0.7375
7230/25000 [=======>......................] - ETA: 1:01 - loss: 0.5028 - acc: 0.7379
7260/25000 [=======>......................] - ETA: 1:01 - loss: 0.5020 - acc: 0.7383
7290/25000 [=======>......................] - ETA: 1:01 - loss: 0.5024 - acc: 0.7384
7320/25000 [=======>......................] - ETA: 1:01 - loss: 0.5016 - acc: 0.7389
7350/25000 [=======>......................] - ETA: 1:00 - loss: 0.5004 - acc: 0.7397
7380/25000 [=======>......................] - ETA: 1:00 - loss: 0.4997 - acc: 0.7402
7410/25000 [=======>......................] - ETA: 1:00 - loss: 0.4990 - acc: 0.7409
7440/25000 [=======>......................] - ETA: 1:00 - loss: 0.4978 - acc: 0.7417
7470/25000 [=======>......................] - ETA: 1:00 - loss: 0.4974 - acc: 0.7420
7500/25000 [========>.....................] - ETA: 1:00 - loss: 0.4970 - acc: 0.7421
7530/25000 [========>.....................] - ETA: 59s - loss: 0.4962 - acc: 0.7426
7560/25000 [========>.....................] - ETA: 59s - loss: 0.4955 - acc: 0.7433
7590/25000 [========>.....................] - ETA: 59s - loss: 0.4951 - acc: 0.7433
7620/25000 [========>.....................] - ETA: 59s - loss: 0.4942 - acc: 0.7440
7650/25000 [========>.....................] - ETA: 59s - loss: 0.4934 - acc: 0.7444
7680/25000 [========>.....................] - ETA: 59s - loss: 0.4937 - acc: 0.7445
7710/25000 [========>.....................] - ETA: 59s - loss: 0.4929 - acc: 0.7451
7740/25000 [========>.....................] - ETA: 58s - loss: 0.4929 - acc: 0.7453
7770/25000 [========>.....................] - ETA: 58s - loss: 0.4918 - acc: 0.7461
7800/25000 [========>.....................] - ETA: 58s - loss: 0.4923 - acc: 0.7456
7830/25000 [========>.....................] - ETA: 58s - loss: 0.4919 - acc: 0.7458
7860/25000 [========>.....................] - ETA: 58s - loss: 0.4914 - acc: 0.7463
7890/25000 [========>.....................] - ETA: 58s - loss: 0.4911 - acc: 0.7466
7920/25000 [========>.....................] - ETA: 57s - loss: 0.4908 - acc: 0.7470
7950/25000 [========>.....................] - ETA: 57s - loss: 0.4907 - acc: 0.7470
7980/25000 [========>.....................] - ETA: 57s - loss: 0.4898 - acc: 0.7476
8010/25000 [========>.....................] - ETA: 57s - loss: 0.4890 - acc: 0.7482
8040/25000 [========>.....................] - ETA: 57s - loss: 0.4888 - acc: 0.7484
8070/25000 [========>.....................] - ETA: 57s - loss: 0.4883 - acc: 0.7487
8100/25000 [========>.....................] - ETA: 56s - loss: 0.4879 - acc: 0.7490
8130/25000 [========>.....................] - ETA: 56s - loss: 0.4879 - acc: 0.7490
8160/25000 [========>.....................] - ETA: 56s - loss: 0.4874 - acc: 0.7495
8190/25000 [========>.....................] - ETA: 56s - loss: 0.4880 - acc: 0.7493
8220/25000 [========>.....................] - ETA: 56s - loss: 0.4870 - acc: 0.7500
8250/25000 [========>.....................] - ETA: 56s - loss: 0.4865 - acc: 0.7507
8280/25000 [========>.....................] - ETA: 56s - loss: 0.4865 - acc: 0.7505
8310/25000 [========>.....................] - ETA: 56s - loss: 0.4855 - acc: 0.7510
8340/25000 [=========>....................] - ETA: 55s - loss: 0.4848 - acc: 0.7517
8370/25000 [=========>....................] - ETA: 55s - loss: 0.4846 - acc: 0.7519
8400/25000 [=========>....................] - ETA: 55s - loss: 0.4842 - acc: 0.7523
8430/25000 [=========>....................] - ETA: 55s - loss: 0.4838 - acc: 0.7527
8460/25000 [=========>....................] - ETA: 55s - loss: 0.4836 - acc: 0.7528
8490/25000 [=========>....................] - ETA: 55s - loss: 0.4828 - acc: 0.7532
8520/25000 [=========>....................] - ETA: 55s - loss: 0.4821 - acc: 0.7536
8550/25000 [=========>....................] - ETA: 54s - loss: 0.4817 - acc: 0.7539
8580/25000 [=========>....................] - ETA: 54s - loss: 0.4815 - acc: 0.7541
8610/25000 [=========>....................] - ETA: 54s - loss: 0.4816 - acc: 0.7542
8640/25000 [=========>....................] - ETA: 54s - loss: 0.4816 - acc: 0.7543
8670/25000 [=========>....................] - ETA: 54s - loss: 0.4824 - acc: 0.7540
8700/25000 [=========>....................] - ETA: 54s - loss: 0.4827 - acc: 0.7539
8730/25000 [=========>....................] - ETA: 54s - loss: 0.4821 - acc: 0.7544
8760/25000 [=========>....................] - ETA: 53s - loss: 0.4820 - acc: 0.7546
8790/25000 [=========>....................] - ETA: 53s - loss: 0.4811 - acc: 0.7551
8820/25000 [=========>....................] - ETA: 53s - loss: 0.4805 - acc: 0.7556
8850/25000 [=========>....................] - ETA: 53s - loss: 0.4801 - acc: 0.7558
8880/25000 [=========>....................] - ETA: 53s - loss: 0.4797 - acc: 0.7562
8910/25000 [=========>....................] - ETA: 53s - loss: 0.4795 - acc: 0.7563
8940/25000 [=========>....................] - ETA: 53s - loss: 0.4790 - acc: 0.7567
8970/25000 [=========>....................] - ETA: 52s - loss: 0.4787 - acc: 0.7569
9000/25000 [=========>....................] - ETA: 52s - loss: 0.4787 - acc: 0.7567
9030/25000 [=========>....................] - ETA: 52s - loss: 0.4783 - acc: 0.7568
9060/25000 [=========>....................] - ETA: 52s - loss: 0.4780 - acc: 0.7572
9090/25000 [=========>....................] - ETA: 52s - loss: 0.4771 - acc: 0.7580
9120/25000 [=========>....................] - ETA: 52s - loss: 0.4765 - acc: 0.7583
9150/25000 [=========>....................] - ETA: 52s - loss: 0.4766 - acc: 0.7584
9180/25000 [==========>...................] - ETA: 51s - loss: 0.4763 - acc: 0.7586
9210/25000 [==========>...................] - ETA: 51s - loss: 0.4757 - acc: 0.7590
9240/25000 [==========>...................] - ETA: 51s - loss: 0.4752 - acc: 0.7593
9270/25000 [==========>...................] - ETA: 51s - loss: 0.4746 - acc: 0.7597
9300/25000 [==========>...................] - ETA: 51s - loss: 0.4742 - acc: 0.7601
9330/25000 [==========>...................] - ETA: 51s - loss: 0.4742 - acc: 0.7603
9360/25000 [==========>...................] - ETA: 51s - loss: 0.4736 - acc: 0.7608
9390/25000 [==========>...................] - ETA: 51s - loss: 0.4733 - acc: 0.7610
9420/25000 [==========>...................] - ETA: 50s - loss: 0.4727 - acc: 0.7616
9450/25000 [==========>...................] - ETA: 50s - loss: 0.4724 - acc: 0.7617
9480/25000 [==========>...................] - ETA: 50s - loss: 0.4716 - acc: 0.7622
9510/25000 [==========>...................] - ETA: 50s - loss: 0.4711 - acc: 0.7628
9540/25000 [==========>...................] - ETA: 50s - loss: 0.4710 - acc: 0.7630
9570/25000 [==========>...................] - ETA: 50s - loss: 0.4706 - acc: 0.7631
9600/25000 [==========>...................] - ETA: 50s - loss: 0.4697 - acc: 0.7635
9630/25000 [==========>...................] - ETA: 50s - loss: 0.4688 - acc: 0.7641
9660/25000 [==========>...................] - ETA: 50s - loss: 0.4687 - acc: 0.7643
9690/25000 [==========>...................] - ETA: 50s - loss: 0.4680 - acc: 0.7647
9720/25000 [==========>...................] - ETA: 49s - loss: 0.4676 - acc: 0.7650
9750/25000 [==========>...................] - ETA: 49s - loss: 0.4676 - acc: 0.7652
9780/25000 [==========>...................] - ETA: 49s - loss: 0.4665 - acc: 0.7658
9810/25000 [==========>...................] - ETA: 49s - loss: 0.4660 - acc: 0.7662
9840/25000 [==========>...................] - ETA: 49s - loss: 0.4659 - acc: 0.7662
9870/25000 [==========>...................] - ETA: 49s - loss: 0.4666 - acc: 0.7660
9900/25000 [==========>...................] - ETA: 49s - loss: 0.4666 - acc: 0.7661
9930/25000 [==========>...................] - ETA: 49s - loss: 0.4660 - acc: 0.7664
9960/25000 [==========>...................] - ETA: 48s - loss: 0.4654 - acc: 0.7668
9990/25000 [==========>...................] - ETA: 48s - loss: 0.4651 - acc: 0.7672
10020/25000 [===========>..................] - ETA: 48s - loss: 0.4645 - acc: 0.7675
10050/25000 [===========>..................] - ETA: 48s - loss: 0.4641 - acc: 0.7677
10080/25000 [===========>..................] - ETA: 48s - loss: 0.4635 - acc: 0.7681
10110/25000 [===========>..................] - ETA: 48s - loss: 0.4631 - acc: 0.7682
10140/25000 [===========>..................] - ETA: 48s - loss: 0.4624 - acc: 0.7687
10170/25000 [===========>..................] - ETA: 48s - loss: 0.4620 - acc: 0.7688
10200/25000 [===========>..................] - ETA: 47s - loss: 0.4623 - acc: 0.7686
10230/25000 [===========>..................] - ETA: 47s - loss: 0.4617 - acc: 0.7690
10260/25000 [===========>..................] - ETA: 47s - loss: 0.4614 - acc: 0.7693
10290/25000 [===========>..................] - ETA: 47s - loss: 0.4611 - acc: 0.7696
10320/25000 [===========>..................] - ETA: 47s - loss: 0.4608 - acc: 0.7697
10350/25000 [===========>..................] - ETA: 47s - loss: 0.4603 - acc: 0.7701
10380/25000 [===========>..................] - ETA: 47s - loss: 0.4600 - acc: 0.7703
10410/25000 [===========>..................] - ETA: 47s - loss: 0.4598 - acc: 0.7706
10440/25000 [===========>..................] - ETA: 47s - loss: 0.4594 - acc: 0.7707
10470/25000 [===========>..................] - ETA: 46s - loss: 0.4591 - acc: 0.7710
10500/25000 [===========>..................] - ETA: 46s - loss: 0.4593 - acc: 0.7711
10530/25000 [===========>..................] - ETA: 46s - loss: 0.4593 - acc: 0.7711
10560/25000 [===========>..................] - ETA: 46s - loss: 0.4590 - acc: 0.7712
10590/25000 [===========>..................] - ETA: 46s - loss: 0.4583 - acc: 0.7716
10620/25000 [===========>..................] - ETA: 46s - loss: 0.4580 - acc: 0.7718
10650/25000 [===========>..................] - ETA: 46s - loss: 0.4576 - acc: 0.7720
10680/25000 [===========>..................] - ETA: 46s - loss: 0.4572 - acc: 0.7722
10710/25000 [===========>..................] - ETA: 45s - loss: 0.4568 - acc: 0.7726
10740/25000 [===========>..................] - ETA: 45s - loss: 0.4566 - acc: 0.7728
10770/25000 [===========>..................] - ETA: 45s - loss: 0.4566 - acc: 0.7726
10800/25000 [===========>..................] - ETA: 45s - loss: 0.4560 - acc: 0.7731
10830/25000 [===========>..................] - ETA: 45s - loss: 0.4558 - acc: 0.7733
10860/25000 [============>.................] - ETA: 45s - loss: 0.4554 - acc: 0.7734
10890/25000 [============>.................] - ETA: 45s - loss: 0.4551 - acc: 0.7737
10920/25000 [============>.................] - ETA: 45s - loss: 0.4547 - acc: 0.7739
10950/25000 [============>.................] - ETA: 44s - loss: 0.4546 - acc: 0.7740
10980/25000 [============>.................] - ETA: 44s - loss: 0.4536 - acc: 0.7746
11010/25000 [============>.................] - ETA: 44s - loss: 0.4534 - acc: 0.7748
11040/25000 [============>.................] - ETA: 44s - loss: 0.4531 - acc: 0.7752
11070/25000 [============>.................] - ETA: 44s - loss: 0.4525 - acc: 0.7755
11100/25000 [============>.................] - ETA: 44s - loss: 0.4521 - acc: 0.7757
11130/25000 [============>.................] - ETA: 44s - loss: 0.4520 - acc: 0.7757
11160/25000 [============>.................] - ETA: 44s - loss: 0.4515 - acc: 0.7762
11190/25000 [============>.................] - ETA: 44s - loss: 0.4509 - acc: 0.7767
11220/25000 [============>.................] - ETA: 43s - loss: 0.4503 - acc: 0.7770
11250/25000 [============>.................] - ETA: 43s - loss: 0.4500 - acc: 0.7772
11280/25000 [============>.................] - ETA: 43s - loss: 0.4499 - acc: 0.7771
11310/25000 [============>.................] - ETA: 43s - loss: 0.4495 - acc: 0.7775
11340/25000 [============>.................] - ETA: 43s - loss: 0.4492 - acc: 0.7777
11370/25000 [============>.................] - ETA: 43s - loss: 0.4493 - acc: 0.7776
11400/25000 [============>.................] - ETA: 43s - loss: 0.4491 - acc: 0.7777
11430/25000 [============>.................] - ETA: 43s - loss: 0.4487 - acc: 0.7780
11460/25000 [============>.................] - ETA: 43s - loss: 0.4483 - acc: 0.7782
11490/25000 [============>.................] - ETA: 42s - loss: 0.4480 - acc: 0.7782
11520/25000 [============>.................] - ETA: 42s - loss: 0.4475 - acc: 0.7785
11550/25000 [============>.................] - ETA: 42s - loss: 0.4472 - acc: 0.7786
11580/25000 [============>.................] - ETA: 42s - loss: 0.4470 - acc: 0.7787
11610/25000 [============>.................] - ETA: 42s - loss: 0.4466 - acc: 0.7788
11640/25000 [============>.................] - ETA: 42s - loss: 0.4461 - acc: 0.7791
11670/25000 [=============>................] - ETA: 42s - loss: 0.4457 - acc: 0.7792
11700/25000 [=============>................] - ETA: 42s - loss: 0.4454 - acc: 0.7793
11730/25000 [=============>................] - ETA: 42s - loss: 0.4457 - acc: 0.7794
11760/25000 [=============>................] - ETA: 41s - loss: 0.4457 - acc: 0.7793
11790/25000 [=============>................] - ETA: 41s - loss: 0.4457 - acc: 0.7796
11820/25000 [=============>................] - ETA: 41s - loss: 0.4459 - acc: 0.7794
11850/25000 [=============>................] - ETA: 41s - loss: 0.4458 - acc: 0.7795
11880/25000 [=============>................] - ETA: 41s - loss: 0.4457 - acc: 0.7795
11910/25000 [=============>................] - ETA: 41s - loss: 0.4454 - acc: 0.7798
11940/25000 [=============>................] - ETA: 41s - loss: 0.4450 - acc: 0.7801
11970/25000 [=============>................] - ETA: 41s - loss: 0.4449 - acc: 0.7800
12000/25000 [=============>................] - ETA: 40s - loss: 0.4448 - acc: 0.7801
12030/25000 [=============>................] - ETA: 40s - loss: 0.4446 - acc: 0.7802
12060/25000 [=============>................] - ETA: 40s - loss: 0.4441 - acc: 0.7805
12090/25000 [=============>................] - ETA: 40s - loss: 0.4434 - acc: 0.7809
12120/25000 [=============>................] - ETA: 40s - loss: 0.4429 - acc: 0.7812
12150/25000 [=============>................] - ETA: 40s - loss: 0.4427 - acc: 0.7812
12180/25000 [=============>................] - ETA: 40s - loss: 0.4421 - acc: 0.7815
12210/25000 [=============>................] - ETA: 40s - loss: 0.4418 - acc: 0.7818
12240/25000 [=============>................] - ETA: 40s - loss: 0.4416 - acc: 0.7820
12270/25000 [=============>................] - ETA: 40s - loss: 0.4412 - acc: 0.7823
12300/25000 [=============>................] - ETA: 39s - loss: 0.4409 - acc: 0.7824
12330/25000 [=============>................] - ETA: 39s - loss: 0.4405 - acc: 0.7826
12360/25000 [=============>................] - ETA: 39s - loss: 0.4409 - acc: 0.7824
12390/25000 [=============>................] - ETA: 39s - loss: 0.4409 - acc: 0.7825
12420/25000 [=============>................] - ETA: 39s - loss: 0.4408 - acc: 0.7826
12450/25000 [=============>................] - ETA: 39s - loss: 0.4405 - acc: 0.7828
12480/25000 [=============>................] - ETA: 39s - loss: 0.4403 - acc: 0.7828
12510/25000 [==============>...............] - ETA: 39s - loss: 0.4397 - acc: 0.7831
12540/25000 [==============>...............] - ETA: 39s - loss: 0.4393 - acc: 0.7835
12570/25000 [==============>...............] - ETA: 39s - loss: 0.4394 - acc: 0.7835
12600/25000 [==============>...............] - ETA: 38s - loss: 0.4396 - acc: 0.7834
12630/25000 [==============>...............] - ETA: 38s - loss: 0.4393 - acc: 0.7837
12660/25000 [==============>...............] - ETA: 38s - loss: 0.4391 - acc: 0.7839
12690/25000 [==============>...............] - ETA: 38s - loss: 0.4389 - acc: 0.7839
12720/25000 [==============>...............] - ETA: 38s - loss: 0.4391 - acc: 0.7839
12750/25000 [==============>...............] - ETA: 38s - loss: 0.4389 - acc: 0.7841
12780/25000 [==============>...............] - ETA: 38s - loss: 0.4384 - acc: 0.7844
12810/25000 [==============>...............] - ETA: 38s - loss: 0.4378 - acc: 0.7847
12840/25000 [==============>...............] - ETA: 38s - loss: 0.4379 - acc: 0.7849
12870/25000 [==============>...............] - ETA: 37s - loss: 0.4376 - acc: 0.7851
12900/25000 [==============>...............] - ETA: 37s - loss: 0.4377 - acc: 0.7851
12930/25000 [==============>...............] - ETA: 37s - loss: 0.4378 - acc: 0.7850
12960/25000 [==============>...............] - ETA: 37s - loss: 0.4372 - acc: 0.7853
12990/25000 [==============>...............] - ETA: 37s - loss: 0.4371 - acc: 0.7854
13020/25000 [==============>...............] - ETA: 37s - loss: 0.4372 - acc: 0.7853
13050/25000 [==============>...............] - ETA: 37s - loss: 0.4370 - acc: 0.7855
13080/25000 [==============>...............] - ETA: 37s - loss: 0.4369 - acc: 0.7856
13110/25000 [==============>...............] - ETA: 37s - loss: 0.4367 - acc: 0.7855
13140/25000 [==============>...............] - ETA: 36s - loss: 0.4364 - acc: 0.7857
13170/25000 [==============>...............] - ETA: 36s - loss: 0.4360 - acc: 0.7859
13200/25000 [==============>...............] - ETA: 36s - loss: 0.4356 - acc: 0.7860
13230/25000 [==============>...............] - ETA: 36s - loss: 0.4352 - acc: 0.7862
13260/25000 [==============>...............] - ETA: 36s - loss: 0.4351 - acc: 0.7865
13290/25000 [==============>...............] - ETA: 36s - loss: 0.4352 - acc: 0.7865
13320/25000 [==============>...............] - ETA: 36s - loss: 0.4352 - acc: 0.7864
13350/25000 [===============>..............] - ETA: 36s - loss: 0.4350 - acc: 0.7867
13380/25000 [===============>..............] - ETA: 36s - loss: 0.4344 - acc: 0.7871
13410/25000 [===============>..............] - ETA: 36s - loss: 0.4344 - acc: 0.7871
13440/25000 [===============>..............] - ETA: 35s - loss: 0.4345 - acc: 0.7871
13470/25000 [===============>..............] - ETA: 35s - loss: 0.4340 - acc: 0.7874
13500/25000 [===============>..............] - ETA: 35s - loss: 0.4335 - acc: 0.7879
13530/25000 [===============>..............] - ETA: 35s - loss: 0.4337 - acc: 0.7877
13560/25000 [===============>..............] - ETA: 35s - loss: 0.4337 - acc: 0.7878
13590/25000 [===============>..............] - ETA: 35s - loss: 0.4337 - acc: 0.7879
13620/25000 [===============>..............] - ETA: 35s - loss: 0.4332 - acc: 0.7881
13650/25000 [===============>..............] - ETA: 35s - loss: 0.4329 - acc: 0.7883
13680/25000 [===============>..............] - ETA: 35s - loss: 0.4325 - acc: 0.7885
13710/25000 [===============>..............] - ETA: 34s - loss: 0.4326 - acc: 0.7885
13740/25000 [===============>..............] - ETA: 34s - loss: 0.4322 - acc: 0.7887
13770/25000 [===============>..............] - ETA: 34s - loss: 0.4320 - acc: 0.7890
13800/25000 [===============>..............] - ETA: 34s - loss: 0.4320 - acc: 0.7888
13830/25000 [===============>..............] - ETA: 34s - loss: 0.4319 - acc: 0.7889
13860/25000 [===============>..............] - ETA: 34s - loss: 0.4315 - acc: 0.7891
13890/25000 [===============>..............] - ETA: 34s - loss: 0.4315 - acc: 0.7892
13920/25000 [===============>..............] - ETA: 34s - loss: 0.4316 - acc: 0.7892
13950/25000 [===============>..............] - ETA: 34s - loss: 0.4312 - acc: 0.7892
13980/25000 [===============>..............] - ETA: 34s - loss: 0.4307 - acc: 0.7896
14010/25000 [===============>..............] - ETA: 33s - loss: 0.4305 - acc: 0.7898
14040/25000 [===============>..............] - ETA: 33s - loss: 0.4304 - acc: 0.7899
14070/25000 [===============>..............] - ETA: 33s - loss: 0.4302 - acc: 0.7901
14100/25000 [===============>..............] - ETA: 33s - loss: 0.4300 - acc: 0.7903
14130/25000 [===============>..............] - ETA: 33s - loss: 0.4295 - acc: 0.7906
14160/25000 [===============>..............] - ETA: 33s - loss: 0.4291 - acc: 0.7907
14190/25000 [================>.............] - ETA: 33s - loss: 0.4290 - acc: 0.7909
14220/25000 [================>.............] - ETA: 33s - loss: 0.4287 - acc: 0.7911
14250/25000 [================>.............] - ETA: 33s - loss: 0.4285 - acc: 0.7912
14280/25000 [================>.............] - ETA: 33s - loss: 0.4279 - acc: 0.7917
14310/25000 [================>.............] - ETA: 32s - loss: 0.4274 - acc: 0.7919
14340/25000 [================>.............] - ETA: 32s - loss: 0.4272 - acc: 0.7920
14370/25000 [================>.............] - ETA: 32s - loss: 0.4267 - acc: 0.7923
14400/25000 [================>.............] - ETA: 32s - loss: 0.4269 - acc: 0.7922
14430/25000 [================>.............] - ETA: 32s - loss: 0.4264 - acc: 0.7924
14460/25000 [================>.............] - ETA: 32s - loss: 0.4261 - acc: 0.7926
14490/25000 [================>.............] - ETA: 32s - loss: 0.4263 - acc: 0.7925
14520/25000 [================>.............] - ETA: 32s - loss: 0.4262 - acc: 0.7927
14550/25000 [================>.............] - ETA: 32s - loss: 0.4257 - acc: 0.7929
14580/25000 [================>.............] - ETA: 32s - loss: 0.4257 - acc: 0.7931
14610/25000 [================>.............] - ETA: 32s - loss: 0.4253 - acc: 0.7934
14640/25000 [================>.............] - ETA: 31s - loss: 0.4249 - acc: 0.7936
14670/25000 [================>.............] - ETA: 31s - loss: 0.4247 - acc: 0.7937
14700/25000 [================>.............] - ETA: 31s - loss: 0.4246 - acc: 0.7939
14730/25000 [================>.............] - ETA: 31s - loss: 0.4248 - acc: 0.7940
14760/25000 [================>.............] - ETA: 31s - loss: 0.4243 - acc: 0.7943
14790/25000 [================>.............] - ETA: 31s - loss: 0.4242 - acc: 0.7945
14820/25000 [================>.............] - ETA: 31s - loss: 0.4245 - acc: 0.7943
14850/25000 [================>.............] - ETA: 31s - loss: 0.4244 - acc: 0.7944
14880/25000 [================>.............] - ETA: 31s - loss: 0.4241 - acc: 0.7947
14910/25000 [================>.............] - ETA: 31s - loss: 0.4238 - acc: 0.7949
14940/25000 [================>.............] - ETA: 30s - loss: 0.4237 - acc: 0.7949
14970/25000 [================>.............] - ETA: 30s - loss: 0.4235 - acc: 0.7951
15000/25000 [=================>............] - ETA: 30s - loss: 0.4231 - acc: 0.7954
15030/25000 [=================>............] - ETA: 30s - loss: 0.4232 - acc: 0.7953
15060/25000 [=================>............] - ETA: 30s - loss: 0.4227 - acc: 0.7956
15090/25000 [=================>............] - ETA: 30s - loss: 0.4223 - acc: 0.7959
15120/25000 [=================>............] - ETA: 30s - loss: 0.4219 - acc: 0.7962
15150/25000 [=================>............] - ETA: 30s - loss: 0.4215 - acc: 0.7965
15180/25000 [=================>............] - ETA: 30s - loss: 0.4213 - acc: 0.7966
15210/25000 [=================>............] - ETA: 30s - loss: 0.4212 - acc: 0.7966
15240/25000 [=================>............] - ETA: 30s - loss: 0.4214 - acc: 0.7964
15270/25000 [=================>............] - ETA: 29s - loss: 0.4214 - acc: 0.7965
15300/25000 [=================>............] - ETA: 29s - loss: 0.4210 - acc: 0.7967
15330/25000 [=================>............] - ETA: 29s - loss: 0.4208 - acc: 0.7968
15360/25000 [=================>............] - ETA: 29s - loss: 0.4203 - acc: 0.7971
15390/25000 [=================>............] - ETA: 29s - loss: 0.4200 - acc: 0.7974
15420/25000 [=================>............] - ETA: 29s - loss: 0.4199 - acc: 0.7974
15450/25000 [=================>............] - ETA: 29s - loss: 0.4199 - acc: 0.7974
15480/25000 [=================>............] - ETA: 29s - loss: 0.4202 - acc: 0.7973
15510/25000 [=================>............] - ETA: 29s - loss: 0.4199 - acc: 0.7974
15540/25000 [=================>............] - ETA: 29s - loss: 0.4197 - acc: 0.7976
15570/25000 [=================>............] - ETA: 28s - loss: 0.4194 - acc: 0.7976
15600/25000 [=================>............] - ETA: 28s - loss: 0.4190 - acc: 0.7979
15630/25000 [=================>............] - ETA: 28s - loss: 0.4186 - acc: 0.7982
15660/25000 [=================>............] - ETA: 28s - loss: 0.4183 - acc: 0.7984
15690/25000 [=================>............] - ETA: 28s - loss: 0.4184 - acc: 0.7983
15720/25000 [=================>............] - ETA: 28s - loss: 0.4181 - acc: 0.7984
15750/25000 [=================>............] - ETA: 28s - loss: 0.4181 - acc: 0.7984
15780/25000 [=================>............] - ETA: 28s - loss: 0.4176 - acc: 0.7987
15810/25000 [=================>............] - ETA: 28s - loss: 0.4171 - acc: 0.7991
15840/25000 [==================>...........] - ETA: 28s - loss: 0.4170 - acc: 0.7992
15870/25000 [==================>...........] - ETA: 27s - loss: 0.4168 - acc: 0.7994
15900/25000 [==================>...........] - ETA: 27s - loss: 0.4172 - acc: 0.7992
15930/25000 [==================>...........] - ETA: 27s - loss: 0.4172 - acc: 0.7992
15960/25000 [==================>...........] - ETA: 27s - loss: 0.4173 - acc: 0.7991
15990/25000 [==================>...........] - ETA: 27s - loss: 0.4174 - acc: 0.7991
16020/25000 [==================>...........] - ETA: 27s - loss: 0.4173 - acc: 0.7993
16050/25000 [==================>...........] - ETA: 27s - loss: 0.4171 - acc: 0.7994
16080/25000 [==================>...........] - ETA: 27s - loss: 0.4166 - acc: 0.7998
16110/25000 [==================>...........] - ETA: 27s - loss: 0.4167 - acc: 0.7998
16140/25000 [==================>...........] - ETA: 27s - loss: 0.4166 - acc: 0.7998
16170/25000 [==================>...........] - ETA: 26s - loss: 0.4163 - acc: 0.7999
16200/25000 [==================>...........] - ETA: 26s - loss: 0.4163 - acc: 0.7999
16230/25000 [==================>...........] - ETA: 26s - loss: 0.4166 - acc: 0.7999
16260/25000 [==================>...........] - ETA: 26s - loss: 0.4166 - acc: 0.8001
16290/25000 [==================>...........] - ETA: 26s - loss: 0.4167 - acc: 0.8001
16320/25000 [==================>...........] - ETA: 26s - loss: 0.4166 - acc: 0.8001
16350/25000 [==================>...........] - ETA: 26s - loss: 0.4162 - acc: 0.8003
16380/25000 [==================>...........] - ETA: 26s - loss: 0.4159 - acc: 0.8004
16410/25000 [==================>...........] - ETA: 26s - loss: 0.4156 - acc: 0.8007
16440/25000 [==================>...........] - ETA: 26s - loss: 0.4151 - acc: 0.8010
16470/25000 [==================>...........] - ETA: 25s - loss: 0.4149 - acc: 0.8012
16500/25000 [==================>...........] - ETA: 25s - loss: 0.4148 - acc: 0.8013
16530/25000 [==================>...........] - ETA: 25s - loss: 0.4147 - acc: 0.8012
16560/25000 [==================>...........] - ETA: 25s - loss: 0.4145 - acc: 0.8013
16590/25000 [==================>...........] - ETA: 25s - loss: 0.4142 - acc: 0.8015
16620/25000 [==================>...........] - ETA: 25s - loss: 0.4141 - acc: 0.8016
16650/25000 [==================>...........] - ETA: 25s - loss: 0.4136 - acc: 0.8018
16680/25000 [===================>..........] - ETA: 25s - loss: 0.4134 - acc: 0.8020
16710/25000 [===================>..........] - ETA: 25s - loss: 0.4130 - acc: 0.8022
16740/25000 [===================>..........] - ETA: 25s - loss: 0.4125 - acc: 0.8025
16770/25000 [===================>..........] - ETA: 24s - loss: 0.4124 - acc: 0.8025
16800/25000 [===================>..........] - ETA: 24s - loss: 0.4125 - acc: 0.8026
16830/25000 [===================>..........] - ETA: 24s - loss: 0.4124 - acc: 0.8026
16860/25000 [===================>..........] - ETA: 24s - loss: 0.4122 - acc: 0.8026
16890/25000 [===================>..........] - ETA: 24s - loss: 0.4120 - acc: 0.8028
16920/25000 [===================>..........] - ETA: 24s - loss: 0.4115 - acc: 0.8030
16950/25000 [===================>..........] - ETA: 24s - loss: 0.4118 - acc: 0.8029
16980/25000 [===================>..........] - ETA: 24s - loss: 0.4116 - acc: 0.8030
17010/25000 [===================>..........] - ETA: 24s - loss: 0.4113 - acc: 0.8032
17040/25000 [===================>..........] - ETA: 24s - loss: 0.4110 - acc: 0.8033
17070/25000 [===================>..........] - ETA: 24s - loss: 0.4107 - acc: 0.8036
17100/25000 [===================>..........] - ETA: 23s - loss: 0.4101 - acc: 0.8039
17130/25000 [===================>..........] - ETA: 23s - loss: 0.4101 - acc: 0.8039
17160/25000 [===================>..........] - ETA: 23s - loss: 0.4100 - acc: 0.8040
17190/25000 [===================>..........] - ETA: 23s - loss: 0.4098 - acc: 0.8041
17220/25000 [===================>..........] - ETA: 23s - loss: 0.4099 - acc: 0.8041
17250/25000 [===================>..........] - ETA: 23s - loss: 0.4094 - acc: 0.8044
17280/25000 [===================>..........] - ETA: 23s - loss: 0.4092 - acc: 0.8045
17310/25000 [===================>..........] - ETA: 23s - loss: 0.4089 - acc: 0.8047
17340/25000 [===================>..........] - ETA: 23s - loss: 0.4088 - acc: 0.8047
17370/25000 [===================>..........] - ETA: 23s - loss: 0.4086 - acc: 0.8049
17400/25000 [===================>..........] - ETA: 22s - loss: 0.4082 - acc: 0.8051
17430/25000 [===================>..........] - ETA: 22s - loss: 0.4081 - acc: 0.8052
17460/25000 [===================>..........] - ETA: 22s - loss: 0.4081 - acc: 0.8052
17490/25000 [===================>..........] - ETA: 22s - loss: 0.4080 - acc: 0.8053
17520/25000 [====================>.........] - ETA: 22s - loss: 0.4078 - acc: 0.8055
17550/25000 [====================>.........] - ETA: 22s - loss: 0.4078 - acc: 0.8055
17580/25000 [====================>.........] - ETA: 22s - loss: 0.4079 - acc: 0.8055
17610/25000 [====================>.........] - ETA: 22s - loss: 0.4078 - acc: 0.8055
17640/25000 [====================>.........] - ETA: 22s - loss: 0.4078 - acc: 0.8056
17670/25000 [====================>.........] - ETA: 22s - loss: 0.4083 - acc: 0.8051
17700/25000 [====================>.........] - ETA: 22s - loss: 0.4081 - acc: 0.8053
17730/25000 [====================>.........] - ETA: 21s - loss: 0.4079 - acc: 0.8054
17760/25000 [====================>.........] - ETA: 21s - loss: 0.4077 - acc: 0.8055
17790/25000 [====================>.........] - ETA: 21s - loss: 0.4075 - acc: 0.8057
17820/25000 [====================>.........] - ETA: 21s - loss: 0.4074 - acc: 0.8058
17850/25000 [====================>.........] - ETA: 21s - loss: 0.4071 - acc: 0.8061
17880/25000 [====================>.........] - ETA: 21s - loss: 0.4070 - acc: 0.8062
17910/25000 [====================>.........] - ETA: 21s - loss: 0.4066 - acc: 0.8063
17940/25000 [====================>.........] - ETA: 21s - loss: 0.4066 - acc: 0.8064
17970/25000 [====================>.........] - ETA: 21s - loss: 0.4066 - acc: 0.8066
18000/25000 [====================>.........] - ETA: 21s - loss: 0.4068 - acc: 0.8064
18030/25000 [====================>.........] - ETA: 20s - loss: 0.4064 - acc: 0.8067
18060/25000 [====================>.........] - ETA: 20s - loss: 0.4064 - acc: 0.8068
18090/25000 [====================>.........] - ETA: 20s - loss: 0.4064 - acc: 0.8069
18120/25000 [====================>.........] - ETA: 20s - loss: 0.4062 - acc: 0.8070
18150/25000 [====================>.........] - ETA: 20s - loss: 0.4059 - acc: 0.8072
18180/25000 [====================>.........] - ETA: 20s - loss: 0.4058 - acc: 0.8072
18210/25000 [====================>.........] - ETA: 20s - loss: 0.4055 - acc: 0.8075
18240/25000 [====================>.........] - ETA: 20s - loss: 0.4051 - acc: 0.8078
18270/25000 [====================>.........] - ETA: 20s - loss: 0.4050 - acc: 0.8077
18300/25000 [====================>.........] - ETA: 20s - loss: 0.4048 - acc: 0.8079
18330/25000 [====================>.........] - ETA: 20s - loss: 0.4046 - acc: 0.8081
18360/25000 [=====================>........] - ETA: 19s - loss: 0.4041 - acc: 0.8083
18390/25000 [=====================>........] - ETA: 19s - loss: 0.4040 - acc: 0.8084
18420/25000 [=====================>........] - ETA: 19s - loss: 0.4036 - acc: 0.8086
18450/25000 [=====================>........] - ETA: 19s - loss: 0.4034 - acc: 0.8088
18480/25000 [=====================>........] - ETA: 19s - loss: 0.4029 - acc: 0.8090
18510/25000 [=====================>........] - ETA: 19s - loss: 0.4026 - acc: 0.8091
18540/25000 [=====================>........] - ETA: 19s - loss: 0.4028 - acc: 0.8091
18570/25000 [=====================>........] - ETA: 19s - loss: 0.4026 - acc: 0.8092
18600/25000 [=====================>........] - ETA: 19s - loss: 0.4028 - acc: 0.8091
18630/25000 [=====================>........] - ETA: 19s - loss: 0.4029 - acc: 0.8091
18660/25000 [=====================>........] - ETA: 18s - loss: 0.4024 - acc: 0.8094
18690/25000 [=====================>........] - ETA: 18s - loss: 0.4023 - acc: 0.8094
18720/25000 [=====================>........] - ETA: 18s - loss: 0.4021 - acc: 0.8096
18750/25000 [=====================>........] - ETA: 18s - loss: 0.4019 - acc: 0.8097
18780/25000 [=====================>........] - ETA: 18s - loss: 0.4020 - acc: 0.8097
18810/25000 [=====================>........] - ETA: 18s - loss: 0.4017 - acc: 0.8099
18840/25000 [=====================>........] - ETA: 18s - loss: 0.4017 - acc: 0.8099
18870/25000 [=====================>........] - ETA: 18s - loss: 0.4016 - acc: 0.8100
18900/25000 [=====================>........] - ETA: 18s - loss: 0.4015 - acc: 0.8099
18930/25000 [=====================>........] - ETA: 18s - loss: 0.4013 - acc: 0.8101
18960/25000 [=====================>........] - ETA: 18s - loss: 0.4012 - acc: 0.8102
18990/25000 [=====================>........] - ETA: 17s - loss: 0.4012 - acc: 0.8102
19020/25000 [=====================>........] - ETA: 17s - loss: 0.4008 - acc: 0.8105
19050/25000 [=====================>........] - ETA: 17s - loss: 0.4004 - acc: 0.8107
19080/25000 [=====================>........] - ETA: 17s - loss: 0.4002 - acc: 0.8108
19110/25000 [=====================>........] - ETA: 17s - loss: 0.4004 - acc: 0.8106
19140/25000 [=====================>........] - ETA: 17s - loss: 0.4003 - acc: 0.8107
19170/25000 [======================>.......] - ETA: 17s - loss: 0.4003 - acc: 0.8108
19200/25000 [======================>.......] - ETA: 17s - loss: 0.4005 - acc: 0.8108
19230/25000 [======================>.......] - ETA: 17s - loss: 0.4004 - acc: 0.8108
19260/25000 [======================>.......] - ETA: 17s - loss: 0.4006 - acc: 0.8109
19290/25000 [======================>.......] - ETA: 17s - loss: 0.4003 - acc: 0.8110
19320/25000 [======================>.......] - ETA: 16s - loss: 0.4001 - acc: 0.8111
19350/25000 [======================>.......] - ETA: 16s - loss: 0.3999 - acc: 0.8112
19380/25000 [======================>.......] - ETA: 16s - loss: 0.3999 - acc: 0.8111
19410/25000 [======================>.......] - ETA: 16s - loss: 0.3999 - acc: 0.8111
19440/25000 [======================>.......] - ETA: 16s - loss: 0.3997 - acc: 0.8112
19470/25000 [======================>.......] - ETA: 16s - loss: 0.3997 - acc: 0.8111
19500/25000 [======================>.......] - ETA: 16s - loss: 0.3997 - acc: 0.8111
19530/25000 [======================>.......] - ETA: 16s - loss: 0.3996 - acc: 0.8111
19560/25000 [======================>.......] - ETA: 16s - loss: 0.3997 - acc: 0.8111
19590/25000 [======================>.......] - ETA: 16s - loss: 0.3995 - acc: 0.8112
19620/25000 [======================>.......] - ETA: 16s - loss: 0.3995 - acc: 0.8113
19650/25000 [======================>.......] - ETA: 15s - loss: 0.3991 - acc: 0.8116
19680/25000 [======================>.......] - ETA: 15s - loss: 0.3989 - acc: 0.8116
19710/25000 [======================>.......] - ETA: 15s - loss: 0.3989 - acc: 0.8117
19740/25000 [======================>.......] - ETA: 15s - loss: 0.3987 - acc: 0.8118
19770/25000 [======================>.......] - ETA: 15s - loss: 0.3990 - acc: 0.8117
19800/25000 [======================>.......] - ETA: 15s - loss: 0.3987 - acc: 0.8118
19830/25000 [======================>.......] - ETA: 15s - loss: 0.3987 - acc: 0.8118
19860/25000 [======================>.......] - ETA: 15s - loss: 0.3984 - acc: 0.8120
19890/25000 [======================>.......] - ETA: 15s - loss: 0.3983 - acc: 0.8122
19920/25000 [======================>.......] - ETA: 15s - loss: 0.3982 - acc: 0.8121
19950/25000 [======================>.......] - ETA: 15s - loss: 0.3983 - acc: 0.8121
19980/25000 [======================>.......] - ETA: 14s - loss: 0.3982 - acc: 0.8122
20010/25000 [=======================>......] - ETA: 14s - loss: 0.3981 - acc: 0.8122
20040/25000 [=======================>......] - ETA: 14s - loss: 0.3984 - acc: 0.8121
20070/25000 [=======================>......] - ETA: 14s - loss: 0.3984 - acc: 0.8122
20100/25000 [=======================>......] - ETA: 14s - loss: 0.3986 - acc: 0.8120
20130/25000 [=======================>......] - ETA: 14s - loss: 0.3987 - acc: 0.8120
20160/25000 [=======================>......] - ETA: 14s - loss: 0.3985 - acc: 0.8121
20190/25000 [=======================>......] - ETA: 14s - loss: 0.3984 - acc: 0.8121
20220/25000 [=======================>......] - ETA: 14s - loss: 0.3983 - acc: 0.8122
20250/25000 [=======================>......] - ETA: 14s - loss: 0.3981 - acc: 0.8122
20280/25000 [=======================>......] - ETA: 14s - loss: 0.3978 - acc: 0.8125
20310/25000 [=======================>......] - ETA: 13s - loss: 0.3976 - acc: 0.8126
20340/25000 [=======================>......] - ETA: 13s - loss: 0.3973 - acc: 0.8128
20370/25000 [=======================>......] - ETA: 13s - loss: 0.3973 - acc: 0.8128
20400/25000 [=======================>......] - ETA: 13s - loss: 0.3972 - acc: 0.8128
20430/25000 [=======================>......] - ETA: 13s - loss: 0.3971 - acc: 0.8129
20460/25000 [=======================>......] - ETA: 13s - loss: 0.3968 - acc: 0.8130
20490/25000 [=======================>......] - ETA: 13s - loss: 0.3967 - acc: 0.8131
20520/25000 [=======================>......] - ETA: 13s - loss: 0.3964 - acc: 0.8133
20550/25000 [=======================>......] - ETA: 13s - loss: 0.3963 - acc: 0.8134
20580/25000 [=======================>......] - ETA: 13s - loss: 0.3963 - acc: 0.8134
20610/25000 [=======================>......] - ETA: 13s - loss: 0.3960 - acc: 0.8134
20640/25000 [=======================>......] - ETA: 12s - loss: 0.3960 - acc: 0.8135
20670/25000 [=======================>......] - ETA: 12s - loss: 0.3964 - acc: 0.8133
20700/25000 [=======================>......] - ETA: 12s - loss: 0.3963 - acc: 0.8133
20730/25000 [=======================>......] - ETA: 12s - loss: 0.3961 - acc: 0.8134
20760/25000 [=======================>......] - ETA: 12s - loss: 0.3962 - acc: 0.8134
20790/25000 [=======================>......] - ETA: 12s - loss: 0.3961 - acc: 0.8134
20820/25000 [=======================>......] - ETA: 12s - loss: 0.3963 - acc: 0.8134
20850/25000 [========================>.....] - ETA: 12s - loss: 0.3961 - acc: 0.8134
20880/25000 [========================>.....] - ETA: 12s - loss: 0.3959 - acc: 0.8136
20910/25000 [========================>.....] - ETA: 12s - loss: 0.3957 - acc: 0.8137
20940/25000 [========================>.....] - ETA: 12s - loss: 0.3955 - acc: 0.8139
20970/25000 [========================>.....] - ETA: 11s - loss: 0.3952 - acc: 0.8141
21000/25000 [========================>.....] - ETA: 11s - loss: 0.3953 - acc: 0.8141
21030/25000 [========================>.....] - ETA: 11s - loss: 0.3950 - acc: 0.8142
21060/25000 [========================>.....] - ETA: 11s - loss: 0.3949 - acc: 0.8142
21090/25000 [========================>.....] - ETA: 11s - loss: 0.3947 - acc: 0.8144
21120/25000 [========================>.....] - ETA: 11s - loss: 0.3945 - acc: 0.8145
21150/25000 [========================>.....] - ETA: 11s - loss: 0.3946 - acc: 0.8144
21180/25000 [========================>.....] - ETA: 11s - loss: 0.3944 - acc: 0.8145
21210/25000 [========================>.....] - ETA: 11s - loss: 0.3944 - acc: 0.8146
21240/25000 [========================>.....] - ETA: 11s - loss: 0.3942 - acc: 0.8148
21270/25000 [========================>.....] - ETA: 11s - loss: 0.3941 - a