Logs/lstm.txt

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 embedding (Embedding)       (None, 50, 50)            614150    
                                                                 
 lstm (LSTM)                 (None, 50, 100)           60400     
                                                                 
 dropout (Dropout)           (None, 50, 100)           0         
                                                                 
 lstm_1 (LSTM)               (None, 120)               106080    
                                                                 
 dense (Dense)               (None, 140)               16940     
                                                                 
 dense_1 (Dense)             (None, 12283)             1731903   
                                                                 
=================================================================
Total params: 2,529,473
Trainable params: 2,529,473
Non-trainable params: 0
_________________________________________________________________
Epoch 1/700
235/235 [==============================] - 22s 87ms/step - loss: 7.0856 - accuracy: 0.0651
Epoch 2/700
235/235 [==============================] - 10s 43ms/step - loss: 6.6329 - accuracy: 0.0658
Epoch 3/700
235/235 [==============================] - 7s 30ms/step - loss: 6.4393 - accuracy: 0.0750
Epoch 4/700
235/235 [==============================] - 5s 23ms/step - loss: 6.2985 - accuracy: 0.0803
Epoch 5/700
235/235 [==============================] - 6s 24ms/step - loss: 6.1885 - accuracy: 0.0859
Epoch 6/700
235/235 [==============================] - 5s 23ms/step - loss: 6.0766 - accuracy: 0.0953
Epoch 7/700
235/235 [==============================] - 5s 22ms/step - loss: 5.9749 - accuracy: 0.1040
Epoch 8/700
235/235 [==============================] - 5s 20ms/step - loss: 5.8789 - accuracy: 0.1097
Epoch 9/700
235/235 [==============================] - 5s 22ms/step - loss: 5.7948 - accuracy: 0.1137
Epoch 10/700
235/235 [==============================] - 4s 19ms/step - loss: 5.7226 - accuracy: 0.1167
Epoch 11/700
235/235 [==============================] - 4s 19ms/step - loss: 5.6503 - accuracy: 0.1198
Epoch 12/700
235/235 [==============================] - 5s 20ms/step - loss: 5.5758 - accuracy: 0.1227
Epoch 13/700
235/235 [==============================] - 4s 18ms/step - loss: 5.5026 - accuracy: 0.1259
Epoch 14/700
235/235 [==============================] - 5s 19ms/step - loss: 5.4332 - accuracy: 0.1289
Epoch 15/700
235/235 [==============================] - 4s 19ms/step - loss: 5.3641 - accuracy: 0.1315
Epoch 16/700
235/235 [==============================] - 4s 19ms/step - loss: 5.2977 - accuracy: 0.1335
Epoch 17/700
235/235 [==============================] - 4s 19ms/step - loss: 5.2331 - accuracy: 0.1357
Epoch 18/700
235/235 [==============================] - 4s 19ms/step - loss: 5.1683 - accuracy: 0.1379
Epoch 19/700
235/235 [==============================] - 4s 18ms/step - loss: 5.1063 - accuracy: 0.1399
Epoch 20/700
235/235 [==============================] - 4s 18ms/step - loss: 5.0449 - accuracy: 0.1410
Epoch 21/700
235/235 [==============================] - 4s 18ms/step - loss: 4.9839 - accuracy: 0.1435
Epoch 22/700
235/235 [==============================] - 4s 19ms/step - loss: 4.9274 - accuracy: 0.1446
Epoch 23/700
235/235 [==============================] - 5s 19ms/step - loss: 4.8718 - accuracy: 0.1475
Epoch 24/700
235/235 [==============================] - 4s 18ms/step - loss: 4.8137 - accuracy: 0.1493
Epoch 25/700
235/235 [==============================] - 4s 17ms/step - loss: 4.7584 - accuracy: 0.1517
Epoch 26/700
235/235 [==============================] - 4s 18ms/step - loss: 4.7066 - accuracy: 0.1535
Epoch 27/700
235/235 [==============================] - 4s 17ms/step - loss: 4.6539 - accuracy: 0.1555
Epoch 28/700
235/235 [==============================] - 4s 18ms/step - loss: 4.6062 - accuracy: 0.1579
Epoch 29/700
235/235 [==============================] - 4s 18ms/step - loss: 4.5561 - accuracy: 0.1615
Epoch 30/700
235/235 [==============================] - 4s 18ms/step - loss: 4.5088 - accuracy: 0.1636
Epoch 31/700
235/235 [==============================] - 4s 19ms/step - loss: 4.4631 - accuracy: 0.1666
Epoch 32/700
235/235 [==============================] - 4s 18ms/step - loss: 4.4181 - accuracy: 0.1689
Epoch 33/700
235/235 [==============================] - 4s 19ms/step - loss: 4.3733 - accuracy: 0.1726
Epoch 34/700
235/235 [==============================] - 4s 17ms/step - loss: 4.3312 - accuracy: 0.1751
Epoch 35/700
235/235 [==============================] - 4s 18ms/step - loss: 4.2920 - accuracy: 0.1792
Epoch 36/700
235/235 [==============================] - 4s 18ms/step - loss: 4.2508 - accuracy: 0.1821
Epoch 37/700
235/235 [==============================] - 4s 17ms/step - loss: 4.2110 - accuracy: 0.1850
Epoch 38/700
235/235 [==============================] - 4s 18ms/step - loss: 4.1738 - accuracy: 0.1891
Epoch 39/700
235/235 [==============================] - 4s 18ms/step - loss: 4.1374 - accuracy: 0.1939
Epoch 40/700
235/235 [==============================] - 4s 18ms/step - loss: 4.1013 - accuracy: 0.1975
Epoch 41/700
235/235 [==============================] - 4s 18ms/step - loss: 4.0661 - accuracy: 0.2001
Epoch 42/700
235/235 [==============================] - 4s 19ms/step - loss: 4.0329 - accuracy: 0.2034
Epoch 43/700
235/235 [==============================] - 4s 17ms/step - loss: 3.9993 - accuracy: 0.2071
Epoch 44/700
235/235 [==============================] - 4s 18ms/step - loss: 3.9682 - accuracy: 0.2099
Epoch 45/700
235/235 [==============================] - 4s 18ms/step - loss: 3.9398 - accuracy: 0.2135
Epoch 46/700
235/235 [==============================] - 4s 18ms/step - loss: 3.9073 - accuracy: 0.2181
Epoch 47/700
235/235 [==============================] - 4s 18ms/step - loss: 3.8769 - accuracy: 0.2211
Epoch 48/700
235/235 [==============================] - 5s 20ms/step - loss: 3.8504 - accuracy: 0.2243
Epoch 49/700
235/235 [==============================] - 4s 18ms/step - loss: 3.8220 - accuracy: 0.2273
Epoch 50/700
235/235 [==============================] - 4s 19ms/step - loss: 3.7940 - accuracy: 0.2308
Epoch 51/700
235/235 [==============================] - 4s 18ms/step - loss: 3.7677 - accuracy: 0.2344
Epoch 52/700
235/235 [==============================] - 4s 19ms/step - loss: 3.7412 - accuracy: 0.2375
Epoch 53/700
235/235 [==============================] - 4s 18ms/step - loss: 3.7180 - accuracy: 0.2406
Epoch 54/700
235/235 [==============================] - 4s 19ms/step - loss: 3.6927 - accuracy: 0.2446
Epoch 55/700
235/235 [==============================] - 4s 18ms/step - loss: 3.6692 - accuracy: 0.2466
Epoch 56/700
235/235 [==============================] - 4s 18ms/step - loss: 3.6449 - accuracy: 0.2496
Epoch 57/700
235/235 [==============================] - 4s 18ms/step - loss: 3.6204 - accuracy: 0.2524
Epoch 58/700
235/235 [==============================] - 4s 18ms/step - loss: 3.5992 - accuracy: 0.2557
Epoch 59/700
235/235 [==============================] - 4s 18ms/step - loss: 3.5743 - accuracy: 0.2591
Epoch 60/700
235/235 [==============================] - 4s 17ms/step - loss: 3.5534 - accuracy: 0.2619
Epoch 61/700
235/235 [==============================] - 4s 17ms/step - loss: 3.5348 - accuracy: 0.2644
Epoch 62/700
235/235 [==============================] - 4s 17ms/step - loss: 3.5143 - accuracy: 0.2682
Epoch 63/700
235/235 [==============================] - 4s 18ms/step - loss: 3.4904 - accuracy: 0.2708
Epoch 64/700
235/235 [==============================] - 4s 18ms/step - loss: 3.4729 - accuracy: 0.2732
Epoch 65/700
235/235 [==============================] - 4s 18ms/step - loss: 3.4528 - accuracy: 0.2757
Epoch 66/700
235/235 [==============================] - 4s 17ms/step - loss: 3.4327 - accuracy: 0.2772
Epoch 67/700
235/235 [==============================] - 4s 18ms/step - loss: 3.4132 - accuracy: 0.2803
Epoch 68/700
235/235 [==============================] - 4s 18ms/step - loss: 3.3921 - accuracy: 0.2845
Epoch 69/700
235/235 [==============================] - 4s 18ms/step - loss: 3.3772 - accuracy: 0.2868
Epoch 70/700
235/235 [==============================] - 4s 17ms/step - loss: 3.3560 - accuracy: 0.2893
Epoch 71/700
235/235 [==============================] - 4s 18ms/step - loss: 3.3413 - accuracy: 0.2910
Epoch 72/700
235/235 [==============================] - 4s 18ms/step - loss: 3.3233 - accuracy: 0.2951
Epoch 73/700
235/235 [==============================] - 4s 18ms/step - loss: 3.3070 - accuracy: 0.2958
Epoch 74/700
235/235 [==============================] - 4s 17ms/step - loss: 3.2871 - accuracy: 0.2989
Epoch 75/700
235/235 [==============================] - 4s 18ms/step - loss: 3.2691 - accuracy: 0.3018
Epoch 76/700
235/235 [==============================] - 4s 18ms/step - loss: 3.2500 - accuracy: 0.3050
Epoch 77/700
235/235 [==============================] - 4s 17ms/step - loss: 3.2392 - accuracy: 0.3071
Epoch 78/700
235/235 [==============================] - 4s 17ms/step - loss: 3.2175 - accuracy: 0.3088
Epoch 79/700
235/235 [==============================] - 4s 18ms/step - loss: 3.2049 - accuracy: 0.3113
Epoch 80/700
235/235 [==============================] - 4s 19ms/step - loss: 3.1848 - accuracy: 0.3143
Epoch 81/700
235/235 [==============================] - 4s 18ms/step - loss: 3.1720 - accuracy: 0.3163
Epoch 82/700
235/235 [==============================] - 4s 17ms/step - loss: 3.1594 - accuracy: 0.3195
Epoch 83/700
235/235 [==============================] - 4s 18ms/step - loss: 3.1438 - accuracy: 0.3211
Epoch 84/700
235/235 [==============================] - 4s 18ms/step - loss: 3.1287 - accuracy: 0.3228
Epoch 85/700
235/235 [==============================] - 4s 18ms/step - loss: 3.1103 - accuracy: 0.3261
Epoch 86/700
235/235 [==============================] - 4s 18ms/step - loss: 3.0952 - accuracy: 0.3281
Epoch 87/700
235/235 [==============================] - 4s 18ms/step - loss: 3.0807 - accuracy: 0.3308
Epoch 88/700
235/235 [==============================] - 4s 18ms/step - loss: 3.0649 - accuracy: 0.3337
Epoch 89/700
235/235 [==============================] - 4s 18ms/step - loss: 3.0517 - accuracy: 0.3352
Epoch 90/700
235/235 [==============================] - 4s 18ms/step - loss: 3.0351 - accuracy: 0.3369
Epoch 91/700
235/235 [==============================] - 4s 17ms/step - loss: 3.0244 - accuracy: 0.3387
Epoch 92/700
235/235 [==============================] - 4s 18ms/step - loss: 3.0103 - accuracy: 0.3406
Epoch 93/700
235/235 [==============================] - 4s 18ms/step - loss: 2.9949 - accuracy: 0.3426
Epoch 94/700
235/235 [==============================] - 4s 18ms/step - loss: 2.9865 - accuracy: 0.3444
Epoch 95/700
235/235 [==============================] - 4s 17ms/step - loss: 2.9681 - accuracy: 0.3481
Epoch 96/700
235/235 [==============================] - 4s 18ms/step - loss: 2.9557 - accuracy: 0.3505
Epoch 97/700
235/235 [==============================] - 4s 17ms/step - loss: 2.9425 - accuracy: 0.3525
Epoch 98/700
235/235 [==============================] - 4s 18ms/step - loss: 2.9295 - accuracy: 0.3539
Epoch 99/700
235/235 [==============================] - 4s 17ms/step - loss: 2.9147 - accuracy: 0.3562
Epoch 100/700
235/235 [==============================] - 4s 17ms/step - loss: 2.9017 - accuracy: 0.3583
Epoch 101/700
235/235 [==============================] - 4s 18ms/step - loss: 2.8945 - accuracy: 0.3600
Epoch 102/700
235/235 [==============================] - 4s 18ms/step - loss: 2.8782 - accuracy: 0.3622
Epoch 103/700
235/235 [==============================] - 4s 18ms/step - loss: 2.8639 - accuracy: 0.3646
Epoch 104/700
235/235 [==============================] - 4s 18ms/step - loss: 2.8558 - accuracy: 0.3656
Epoch 105/700
235/235 [==============================] - 4s 17ms/step - loss: 2.8395 - accuracy: 0.3678
Epoch 106/700
235/235 [==============================] - 4s 18ms/step - loss: 2.8250 - accuracy: 0.3714
Epoch 107/700
235/235 [==============================] - 4s 17ms/step - loss: 2.8135 - accuracy: 0.3736
Epoch 108/700
235/235 [==============================] - 4s 18ms/step - loss: 2.8027 - accuracy: 0.3742
Epoch 109/700
235/235 [==============================] - 4s 18ms/step - loss: 2.7940 - accuracy: 0.3760
Epoch 110/700
235/235 [==============================] - 4s 18ms/step - loss: 2.7798 - accuracy: 0.3782
Epoch 111/700
235/235 [==============================] - 4s 18ms/step - loss: 2.7693 - accuracy: 0.3797
Epoch 112/700
235/235 [==============================] - 4s 17ms/step - loss: 2.7628 - accuracy: 0.3822
Epoch 113/700
235/235 [==============================] - 4s 19ms/step - loss: 2.7471 - accuracy: 0.3836
Epoch 114/700
235/235 [==============================] - 4s 18ms/step - loss: 2.7373 - accuracy: 0.3860
Epoch 115/700
235/235 [==============================] - 4s 18ms/step - loss: 2.7200 - accuracy: 0.3890
Epoch 116/700
235/235 [==============================] - 4s 18ms/step - loss: 2.7122 - accuracy: 0.3907
Epoch 117/700
235/235 [==============================] - 4s 17ms/step - loss: 2.7014 - accuracy: 0.3903
Epoch 118/700
235/235 [==============================] - 4s 18ms/step - loss: 2.6886 - accuracy: 0.3934
Epoch 119/700
235/235 [==============================] - 4s 18ms/step - loss: 2.6760 - accuracy: 0.3959
Epoch 120/700
235/235 [==============================] - 4s 18ms/step - loss: 2.6694 - accuracy: 0.3979
Epoch 121/700
235/235 [==============================] - 4s 19ms/step - loss: 2.6572 - accuracy: 0.3990
Epoch 122/700
235/235 [==============================] - 4s 18ms/step - loss: 2.6456 - accuracy: 0.4017
Epoch 123/700
235/235 [==============================] - 4s 18ms/step - loss: 2.6365 - accuracy: 0.4018
Epoch 124/700
235/235 [==============================] - 4s 18ms/step - loss: 2.6184 - accuracy: 0.4060
Epoch 125/700
235/235 [==============================] - 4s 18ms/step - loss: 2.6135 - accuracy: 0.4065
Epoch 126/700
235/235 [==============================] - 4s 17ms/step - loss: 2.6042 - accuracy: 0.4080
Epoch 127/700
235/235 [==============================] - 4s 18ms/step - loss: 2.5920 - accuracy: 0.4106
Epoch 128/700
235/235 [==============================] - 4s 19ms/step - loss: 2.5816 - accuracy: 0.4127
Epoch 129/700
235/235 [==============================] - 4s 18ms/step - loss: 2.5765 - accuracy: 0.4138
Epoch 130/700
235/235 [==============================] - 4s 17ms/step - loss: 2.5732 - accuracy: 0.4136
Epoch 131/700
235/235 [==============================] - 4s 18ms/step - loss: 2.5568 - accuracy: 0.4181
Epoch 132/700
235/235 [==============================] - 4s 18ms/step - loss: 2.5408 - accuracy: 0.4193
Epoch 133/700
235/235 [==============================] - 4s 18ms/step - loss: 2.5320 - accuracy: 0.4206
Epoch 134/700
235/235 [==============================] - 4s 18ms/step - loss: 2.5187 - accuracy: 0.4231
Epoch 135/700
235/235 [==============================] - 4s 17ms/step - loss: 2.5112 - accuracy: 0.4239
Epoch 136/700
235/235 [==============================] - 4s 17ms/step - loss: 2.5001 - accuracy: 0.4271
Epoch 137/700
235/235 [==============================] - 4s 17ms/step - loss: 2.4903 - accuracy: 0.4285
Epoch 138/700
235/235 [==============================] - 4s 17ms/step - loss: 2.4783 - accuracy: 0.4294
Epoch 139/700
235/235 [==============================] - 4s 18ms/step - loss: 2.4726 - accuracy: 0.4312
Epoch 140/700
235/235 [==============================] - 4s 18ms/step - loss: 2.4600 - accuracy: 0.4326
Epoch 141/700
235/235 [==============================] - 4s 19ms/step - loss: 2.4528 - accuracy: 0.4351
Epoch 142/700
235/235 [==============================] - 4s 17ms/step - loss: 2.4436 - accuracy: 0.4360
Epoch 143/700
235/235 [==============================] - 4s 18ms/step - loss: 2.4355 - accuracy: 0.4379
Epoch 144/700
235/235 [==============================] - 4s 17ms/step - loss: 2.4251 - accuracy: 0.4392
Epoch 145/700
235/235 [==============================] - 4s 18ms/step - loss: 2.4185 - accuracy: 0.4402
Epoch 146/700
235/235 [==============================] - 4s 17ms/step - loss: 2.4023 - accuracy: 0.4437
Epoch 147/700
235/235 [==============================] - 4s 18ms/step - loss: 2.3983 - accuracy: 0.4440
Epoch 148/700
235/235 [==============================] - 4s 18ms/step - loss: 2.3937 - accuracy: 0.4440
Epoch 149/700
235/235 [==============================] - 4s 17ms/step - loss: 2.3797 - accuracy: 0.4477
Epoch 150/700
235/235 [==============================] - 4s 18ms/step - loss: 2.3697 - accuracy: 0.4496
Epoch 151/700
235/235 [==============================] - 4s 18ms/step - loss: 2.3636 - accuracy: 0.4506
Epoch 152/700
235/235 [==============================] - 4s 17ms/step - loss: 2.3553 - accuracy: 0.4510
Epoch 153/700
235/235 [==============================] - 4s 17ms/step - loss: 2.3481 - accuracy: 0.4530
Epoch 154/700
235/235 [==============================] - 4s 18ms/step - loss: 2.3340 - accuracy: 0.4555
Epoch 155/700
235/235 [==============================] - 4s 18ms/step - loss: 2.3321 - accuracy: 0.4550
Epoch 156/700
235/235 [==============================] - 4s 17ms/step - loss: 2.3226 - accuracy: 0.4578
Epoch 157/700
235/235 [==============================] - 4s 18ms/step - loss: 2.3055 - accuracy: 0.4615
Epoch 158/700
235/235 [==============================] - 4s 19ms/step - loss: 2.2998 - accuracy: 0.4629
Epoch 159/700
235/235 [==============================] - 4s 18ms/step - loss: 2.3001 - accuracy: 0.4620
Epoch 160/700
235/235 [==============================] - 4s 18ms/step - loss: 2.2835 - accuracy: 0.4642
Epoch 161/700
235/235 [==============================] - 4s 19ms/step - loss: 2.2774 - accuracy: 0.4666
Epoch 162/700
235/235 [==============================] - 4s 18ms/step - loss: 2.2697 - accuracy: 0.4675
Epoch 163/700
235/235 [==============================] - 4s 19ms/step - loss: 2.2603 - accuracy: 0.4684
Epoch 164/700
235/235 [==============================] - 4s 18ms/step - loss: 2.2513 - accuracy: 0.4705
Epoch 165/700
235/235 [==============================] - 4s 17ms/step - loss: 2.2433 - accuracy: 0.4720
Epoch 166/700
235/235 [==============================] - 4s 18ms/step - loss: 2.2429 - accuracy: 0.4731
Epoch 167/700
235/235 [==============================] - 4s 17ms/step - loss: 2.2285 - accuracy: 0.4747
Epoch 168/700
235/235 [==============================] - 4s 18ms/step - loss: 2.2207 - accuracy: 0.4751
Epoch 169/700
235/235 [==============================] - 4s 18ms/step - loss: 2.2153 - accuracy: 0.4780
Epoch 170/700
235/235 [==============================] - 4s 19ms/step - loss: 2.2086 - accuracy: 0.4796
Epoch 171/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1991 - accuracy: 0.4801
Epoch 172/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1904 - accuracy: 0.4823
Epoch 173/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1844 - accuracy: 0.4828
Epoch 174/700
235/235 [==============================] - 4s 17ms/step - loss: 2.1788 - accuracy: 0.4836
Epoch 175/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1679 - accuracy: 0.4866
Epoch 176/700
235/235 [==============================] - 4s 19ms/step - loss: 2.1589 - accuracy: 0.4889
Epoch 177/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1589 - accuracy: 0.4873
Epoch 178/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1460 - accuracy: 0.4915
Epoch 179/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1445 - accuracy: 0.4896
Epoch 180/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1301 - accuracy: 0.4928
Epoch 181/700
235/235 [==============================] - 4s 19ms/step - loss: 2.1223 - accuracy: 0.4947
Epoch 182/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1202 - accuracy: 0.4953
Epoch 183/700
235/235 [==============================] - 4s 19ms/step - loss: 2.1062 - accuracy: 0.4990
Epoch 184/700
235/235 [==============================] - 4s 17ms/step - loss: 2.0999 - accuracy: 0.4987
Epoch 185/700
235/235 [==============================] - 4s 18ms/step - loss: 2.1001 - accuracy: 0.4983
Epoch 186/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0962 - accuracy: 0.5003
Epoch 187/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0829 - accuracy: 0.5033
Epoch 188/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0763 - accuracy: 0.5035
Epoch 189/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0656 - accuracy: 0.5047
Epoch 190/700
235/235 [==============================] - 4s 17ms/step - loss: 2.0639 - accuracy: 0.5042
Epoch 191/700
235/235 [==============================] - 4s 17ms/step - loss: 2.0567 - accuracy: 0.5074
Epoch 192/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0438 - accuracy: 0.5095
Epoch 193/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0391 - accuracy: 0.5109
Epoch 194/700
235/235 [==============================] - 4s 17ms/step - loss: 2.0342 - accuracy: 0.5114
Epoch 195/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0367 - accuracy: 0.5107
Epoch 196/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0194 - accuracy: 0.5139
Epoch 197/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0117 - accuracy: 0.5166
Epoch 198/700
235/235 [==============================] - 4s 17ms/step - loss: 2.0042 - accuracy: 0.5168
Epoch 199/700
235/235 [==============================] - 4s 18ms/step - loss: 2.0037 - accuracy: 0.5158
Epoch 200/700
235/235 [==============================] - 4s 17ms/step - loss: 1.9951 - accuracy: 0.5178
Epoch 201/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9877 - accuracy: 0.5210
Epoch 202/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9845 - accuracy: 0.5215
Epoch 203/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9728 - accuracy: 0.5240
Epoch 204/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9673 - accuracy: 0.5245
Epoch 205/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9631 - accuracy: 0.5250
Epoch 206/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9590 - accuracy: 0.5266
Epoch 207/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9481 - accuracy: 0.5286
Epoch 208/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9452 - accuracy: 0.5282
Epoch 209/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9408 - accuracy: 0.5306
Epoch 210/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9354 - accuracy: 0.5319
Epoch 211/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9275 - accuracy: 0.5326
Epoch 212/700
235/235 [==============================] - 4s 17ms/step - loss: 1.9178 - accuracy: 0.5346
Epoch 213/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9072 - accuracy: 0.5370
Epoch 214/700
235/235 [==============================] - 4s 19ms/step - loss: 1.9063 - accuracy: 0.5351
Epoch 215/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8967 - accuracy: 0.5374
Epoch 216/700
235/235 [==============================] - 4s 18ms/step - loss: 1.9055 - accuracy: 0.5355
Epoch 217/700
235/235 [==============================] - 4s 17ms/step - loss: 1.8873 - accuracy: 0.5393
Epoch 218/700
235/235 [==============================] - 4s 17ms/step - loss: 1.8810 - accuracy: 0.5418
Epoch 219/700
235/235 [==============================] - 4s 17ms/step - loss: 1.8794 - accuracy: 0.5425
Epoch 220/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8781 - accuracy: 0.5416
Epoch 221/700
235/235 [==============================] - 4s 17ms/step - loss: 1.8637 - accuracy: 0.5454
Epoch 222/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8587 - accuracy: 0.5462
Epoch 223/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8495 - accuracy: 0.5475
Epoch 224/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8448 - accuracy: 0.5492
Epoch 225/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8442 - accuracy: 0.5493
Epoch 226/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8438 - accuracy: 0.5483
Epoch 227/700
235/235 [==============================] - 4s 17ms/step - loss: 1.8320 - accuracy: 0.5513
Epoch 228/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8241 - accuracy: 0.5527
Epoch 229/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8174 - accuracy: 0.5536
Epoch 230/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8152 - accuracy: 0.5542
Epoch 231/700
235/235 [==============================] - 4s 18ms/step - loss: 1.8038 - accuracy: 0.5567
Epoch 232/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7965 - accuracy: 0.5590
Epoch 233/700
235/235 [==============================] - 4s 19ms/step - loss: 1.7947 - accuracy: 0.5588
Epoch 234/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7886 - accuracy: 0.5597
Epoch 235/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7852 - accuracy: 0.5611
Epoch 236/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7783 - accuracy: 0.5625
Epoch 237/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7733 - accuracy: 0.5633
Epoch 238/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7727 - accuracy: 0.5620
Epoch 239/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7726 - accuracy: 0.5622
Epoch 240/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7599 - accuracy: 0.5647
Epoch 241/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7556 - accuracy: 0.5655
Epoch 242/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7488 - accuracy: 0.5687
Epoch 243/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7412 - accuracy: 0.5689
Epoch 244/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7338 - accuracy: 0.5707
Epoch 245/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7272 - accuracy: 0.5733
Epoch 246/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7269 - accuracy: 0.5711
Epoch 247/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7248 - accuracy: 0.5723
Epoch 248/700
235/235 [==============================] - 4s 17ms/step - loss: 1.7248 - accuracy: 0.5741
Epoch 249/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7095 - accuracy: 0.5744
Epoch 250/700
235/235 [==============================] - 4s 18ms/step - loss: 1.7034 - accuracy: 0.5768
Epoch 251/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6968 - accuracy: 0.5787
Epoch 252/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6968 - accuracy: 0.5780
Epoch 253/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6944 - accuracy: 0.5795
Epoch 254/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6839 - accuracy: 0.5811
Epoch 255/700
235/235 [==============================] - 4s 18ms/step - loss: 1.6830 - accuracy: 0.5817
Epoch 256/700
235/235 [==============================] - 4s 18ms/step - loss: 1.6703 - accuracy: 0.5840
Epoch 257/700
235/235 [==============================] - 4s 18ms/step - loss: 1.6682 - accuracy: 0.5842
Epoch 258/700
235/235 [==============================] - 4s 18ms/step - loss: 1.6648 - accuracy: 0.5842
Epoch 259/700
235/235 [==============================] - 4s 18ms/step - loss: 1.6608 - accuracy: 0.5852
Epoch 260/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6517 - accuracy: 0.5883
Epoch 261/700
235/235 [==============================] - 4s 18ms/step - loss: 1.6494 - accuracy: 0.5898
Epoch 262/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6421 - accuracy: 0.5878
Epoch 263/700
235/235 [==============================] - 4s 18ms/step - loss: 1.6445 - accuracy: 0.5893
Epoch 264/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6364 - accuracy: 0.5909
Epoch 265/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6323 - accuracy: 0.5914
Epoch 266/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6268 - accuracy: 0.5932
Epoch 267/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6265 - accuracy: 0.5919
Epoch 268/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6216 - accuracy: 0.5932
Epoch 269/700
235/235 [==============================] - 4s 18ms/step - loss: 1.6082 - accuracy: 0.5977
Epoch 270/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6131 - accuracy: 0.5958
Epoch 271/700
235/235 [==============================] - 4s 17ms/step - loss: 1.6004 - accuracy: 0.5991
Epoch 272/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5961 - accuracy: 0.5993
Epoch 273/700
235/235 [==============================] - 4s 18ms/step - loss: 1.5895 - accuracy: 0.6001
Epoch 274/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5873 - accuracy: 0.6016
Epoch 275/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5849 - accuracy: 0.6016
Epoch 276/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5772 - accuracy: 0.6033
Epoch 277/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5801 - accuracy: 0.6025
Epoch 278/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5731 - accuracy: 0.6035
Epoch 279/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5665 - accuracy: 0.6052
Epoch 280/700
235/235 [==============================] - 4s 18ms/step - loss: 1.5633 - accuracy: 0.6057
Epoch 281/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5601 - accuracy: 0.6060
Epoch 282/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5509 - accuracy: 0.6098
Epoch 283/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5502 - accuracy: 0.6102
Epoch 284/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5458 - accuracy: 0.6105
Epoch 285/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5351 - accuracy: 0.6114
Epoch 286/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5277 - accuracy: 0.6137
Epoch 287/700
235/235 [==============================] - 4s 18ms/step - loss: 1.5294 - accuracy: 0.6140
Epoch 288/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5255 - accuracy: 0.6141
Epoch 289/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5287 - accuracy: 0.6131
Epoch 290/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5153 - accuracy: 0.6175
Epoch 291/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5100 - accuracy: 0.6165
Epoch 292/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5097 - accuracy: 0.6179
Epoch 293/700
235/235 [==============================] - 4s 17ms/step - loss: 1.5052 - accuracy: 0.6188
Epoch 294/700
235/235 [==============================] - 4s 18ms/step - loss: 1.5019 - accuracy: 0.6198
Epoch 295/700
235/235 [==============================] - 4s 18ms/step - loss: 1.4980 - accuracy: 0.6198
Epoch 296/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4918 - accuracy: 0.6209
Epoch 297/700
235/235 [==============================] - 4s 18ms/step - loss: 1.4831 - accuracy: 0.6239
Epoch 298/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4773 - accuracy: 0.6248
Epoch 299/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4766 - accuracy: 0.6251
Epoch 300/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4757 - accuracy: 0.6242
Epoch 301/700
235/235 [==============================] - 4s 18ms/step - loss: 1.4717 - accuracy: 0.6260
Epoch 302/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4679 - accuracy: 0.6266
Epoch 303/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4710 - accuracy: 0.6258
Epoch 304/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4651 - accuracy: 0.6267
Epoch 305/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4520 - accuracy: 0.6305
Epoch 306/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4452 - accuracy: 0.6312
Epoch 307/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4504 - accuracy: 0.6293
Epoch 308/700
235/235 [==============================] - 4s 18ms/step - loss: 1.4443 - accuracy: 0.6307
Epoch 309/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4476 - accuracy: 0.6306
Epoch 310/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4360 - accuracy: 0.6331
Epoch 311/700
235/235 [==============================] - 4s 18ms/step - loss: 1.4286 - accuracy: 0.6346
Epoch 312/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4206 - accuracy: 0.6371
Epoch 313/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4190 - accuracy: 0.6381
Epoch 314/700
235/235 [==============================] - 4s 18ms/step - loss: 1.4173 - accuracy: 0.6378
Epoch 315/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4190 - accuracy: 0.6374
Epoch 316/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4077 - accuracy: 0.6383
Epoch 317/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4169 - accuracy: 0.6371
Epoch 318/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4016 - accuracy: 0.6407
Epoch 319/700
235/235 [==============================] - 4s 17ms/step - loss: 1.4025 - accuracy: 0.6398
Epoch 320/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3872 - accuracy: 0.6441
Epoch 321/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3920 - accuracy: 0.6426
Epoch 322/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3875 - accuracy: 0.6441
Epoch 323/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3816 - accuracy: 0.6449
Epoch 324/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3770 - accuracy: 0.6465
Epoch 325/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3746 - accuracy: 0.6486
Epoch 326/700
235/235 [==============================] - 4s 18ms/step - loss: 1.3748 - accuracy: 0.6466
Epoch 327/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3753 - accuracy: 0.6475
Epoch 328/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3693 - accuracy: 0.6468
Epoch 329/700
235/235 [==============================] - 4s 18ms/step - loss: 1.3634 - accuracy: 0.6492
Epoch 330/700
235/235 [==============================] - 4s 18ms/step - loss: 1.3578 - accuracy: 0.6493
Epoch 331/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3515 - accuracy: 0.6538
Epoch 332/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3492 - accuracy: 0.6527
Epoch 333/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3476 - accuracy: 0.6531
Epoch 334/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3459 - accuracy: 0.6528
Epoch 335/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3415 - accuracy: 0.6533
Epoch 336/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3422 - accuracy: 0.6536
Epoch 337/700
235/235 [==============================] - 4s 18ms/step - loss: 1.3355 - accuracy: 0.6552
Epoch 338/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3238 - accuracy: 0.6580
Epoch 339/700
235/235 [==============================] - 4s 18ms/step - loss: 1.3208 - accuracy: 0.6587
Epoch 340/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3148 - accuracy: 0.6602
Epoch 341/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3118 - accuracy: 0.6613
Epoch 342/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3186 - accuracy: 0.6587
Epoch 343/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3098 - accuracy: 0.6616
Epoch 344/700
235/235 [==============================] - 4s 18ms/step - loss: 1.3090 - accuracy: 0.6609
Epoch 345/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3067 - accuracy: 0.6608
Epoch 346/700
235/235 [==============================] - 4s 17ms/step - loss: 1.3078 - accuracy: 0.6605
Epoch 347/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2976 - accuracy: 0.6647
Epoch 348/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2990 - accuracy: 0.6625
Epoch 349/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2970 - accuracy: 0.6637
Epoch 350/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2870 - accuracy: 0.6673
Epoch 351/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2897 - accuracy: 0.6668
Epoch 352/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2926 - accuracy: 0.6638
Epoch 353/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2780 - accuracy: 0.6701
Epoch 354/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2681 - accuracy: 0.6705
Epoch 355/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2689 - accuracy: 0.6694
Epoch 356/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2756 - accuracy: 0.6681
Epoch 357/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2674 - accuracy: 0.6705
Epoch 358/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2589 - accuracy: 0.6726
Epoch 359/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2526 - accuracy: 0.6747
Epoch 360/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2519 - accuracy: 0.6754
Epoch 361/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2563 - accuracy: 0.6721
Epoch 362/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2519 - accuracy: 0.6737
Epoch 363/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2617 - accuracy: 0.6729
Epoch 364/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2384 - accuracy: 0.6774
Epoch 365/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2343 - accuracy: 0.6785
Epoch 366/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2324 - accuracy: 0.6794
Epoch 367/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2298 - accuracy: 0.6794
Epoch 368/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2283 - accuracy: 0.6804
Epoch 369/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2333 - accuracy: 0.6770
Epoch 370/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2272 - accuracy: 0.6792
Epoch 371/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2150 - accuracy: 0.6834
Epoch 372/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2077 - accuracy: 0.6833
Epoch 373/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2065 - accuracy: 0.6854
Epoch 374/700
235/235 [==============================] - 4s 17ms/step - loss: 1.2143 - accuracy: 0.6810
Epoch 375/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2098 - accuracy: 0.6814
Epoch 376/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2046 - accuracy: 0.6840
Epoch 377/700
235/235 [==============================] - 4s 18ms/step - loss: 1.2055 - accuracy: 0.6827
Epoch 378/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1975 - accuracy: 0.6854
Epoch 379/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1906 - accuracy: 0.6855
Epoch 380/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1938 - accuracy: 0.6875
Epoch 381/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1900 - accuracy: 0.6878
Epoch 382/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1874 - accuracy: 0.6880
Epoch 383/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1724 - accuracy: 0.6926
Epoch 384/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1887 - accuracy: 0.6881
Epoch 385/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1852 - accuracy: 0.6896
Epoch 386/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1829 - accuracy: 0.6884
Epoch 387/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1801 - accuracy: 0.6899
Epoch 388/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1779 - accuracy: 0.6905
Epoch 389/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1761 - accuracy: 0.6908
Epoch 390/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1656 - accuracy: 0.6932
Epoch 391/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1610 - accuracy: 0.6942
Epoch 392/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1559 - accuracy: 0.6962
Epoch 393/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1525 - accuracy: 0.6961
Epoch 394/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1559 - accuracy: 0.6967
Epoch 395/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1488 - accuracy: 0.6977
Epoch 396/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1464 - accuracy: 0.6984
Epoch 397/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1388 - accuracy: 0.6994
Epoch 398/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1437 - accuracy: 0.6978
Epoch 399/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1476 - accuracy: 0.6980
Epoch 400/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1480 - accuracy: 0.6973
Epoch 401/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1402 - accuracy: 0.6994
Epoch 402/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1323 - accuracy: 0.7015
Epoch 403/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1452 - accuracy: 0.6964
Epoch 404/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1242 - accuracy: 0.7035
Epoch 405/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1191 - accuracy: 0.7049
Epoch 406/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1238 - accuracy: 0.7022
Epoch 407/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1234 - accuracy: 0.7036
Epoch 408/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1263 - accuracy: 0.7023
Epoch 409/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1098 - accuracy: 0.7072
Epoch 410/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1100 - accuracy: 0.7071
Epoch 411/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1102 - accuracy: 0.7072
Epoch 412/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1087 - accuracy: 0.7061
Epoch 413/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0999 - accuracy: 0.7084
Epoch 414/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1010 - accuracy: 0.7080
Epoch 415/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0948 - accuracy: 0.7101
Epoch 416/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0950 - accuracy: 0.7095
Epoch 417/700
235/235 [==============================] - 4s 17ms/step - loss: 1.1020 - accuracy: 0.7068
Epoch 418/700
235/235 [==============================] - 4s 18ms/step - loss: 1.1055 - accuracy: 0.7071
Epoch 419/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0999 - accuracy: 0.7086
Epoch 420/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0864 - accuracy: 0.7115
Epoch 421/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0826 - accuracy: 0.7141
Epoch 422/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0689 - accuracy: 0.7153
Epoch 423/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0799 - accuracy: 0.7123
Epoch 424/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0761 - accuracy: 0.7125
Epoch 425/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0839 - accuracy: 0.7114
Epoch 426/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0742 - accuracy: 0.7138
Epoch 427/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0935 - accuracy: 0.7099
Epoch 428/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0782 - accuracy: 0.7117
Epoch 429/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0618 - accuracy: 0.7168
Epoch 430/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0607 - accuracy: 0.7172
Epoch 431/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0561 - accuracy: 0.7193
Epoch 432/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0485 - accuracy: 0.7206
Epoch 433/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0478 - accuracy: 0.7206
Epoch 434/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0456 - accuracy: 0.7206
Epoch 435/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0527 - accuracy: 0.7200
Epoch 436/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0411 - accuracy: 0.7230
Epoch 437/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0636 - accuracy: 0.7152
Epoch 438/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0590 - accuracy: 0.7158
Epoch 439/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0467 - accuracy: 0.7204
Epoch 440/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0399 - accuracy: 0.7221
Epoch 441/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0450 - accuracy: 0.7198
Epoch 442/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0423 - accuracy: 0.7224
Epoch 443/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0343 - accuracy: 0.7238
Epoch 444/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0352 - accuracy: 0.7235
Epoch 445/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0243 - accuracy: 0.7258
Epoch 446/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0296 - accuracy: 0.7247
Epoch 447/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0193 - accuracy: 0.7273
Epoch 448/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0171 - accuracy: 0.7286
Epoch 449/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0172 - accuracy: 0.7267
Epoch 450/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0160 - accuracy: 0.7285
Epoch 451/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0177 - accuracy: 0.7268
Epoch 452/700
235/235 [==============================] - 4s 18ms/step - loss: 1.0090 - accuracy: 0.7292
Epoch 453/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0092 - accuracy: 0.7283
Epoch 454/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0145 - accuracy: 0.7277
Epoch 455/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0064 - accuracy: 0.7297
Epoch 456/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0072 - accuracy: 0.7289
Epoch 457/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0118 - accuracy: 0.7285
Epoch 458/700
235/235 [==============================] - 4s 17ms/step - loss: 1.0019 - accuracy: 0.7305
Epoch 459/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9961 - accuracy: 0.7325
Epoch 460/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9932 - accuracy: 0.7328
Epoch 461/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9908 - accuracy: 0.7332
Epoch 462/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9926 - accuracy: 0.7319
Epoch 463/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9883 - accuracy: 0.7340
Epoch 464/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9967 - accuracy: 0.7320
Epoch 465/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9905 - accuracy: 0.7318
Epoch 466/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9855 - accuracy: 0.7351
Epoch 467/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9852 - accuracy: 0.7336
Epoch 468/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9742 - accuracy: 0.7377
Epoch 469/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9649 - accuracy: 0.7400
Epoch 470/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9754 - accuracy: 0.7366
Epoch 471/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9744 - accuracy: 0.7361
Epoch 472/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9633 - accuracy: 0.7404
Epoch 473/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9740 - accuracy: 0.7379
Epoch 474/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9691 - accuracy: 0.7392
Epoch 475/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9783 - accuracy: 0.7358
Epoch 476/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9598 - accuracy: 0.7403
Epoch 477/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9583 - accuracy: 0.7409
Epoch 478/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9474 - accuracy: 0.7439
Epoch 479/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9493 - accuracy: 0.7428
Epoch 480/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9449 - accuracy: 0.7436
Epoch 481/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9536 - accuracy: 0.7432
Epoch 482/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9563 - accuracy: 0.7414
Epoch 483/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9565 - accuracy: 0.7420
Epoch 484/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9500 - accuracy: 0.7437
Epoch 485/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9405 - accuracy: 0.7458
Epoch 486/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9418 - accuracy: 0.7454
Epoch 487/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9439 - accuracy: 0.7444
Epoch 488/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9449 - accuracy: 0.7421
Epoch 489/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9389 - accuracy: 0.7461
Epoch 490/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9485 - accuracy: 0.7441
Epoch 491/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9468 - accuracy: 0.7442
Epoch 492/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9462 - accuracy: 0.7435
Epoch 493/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9504 - accuracy: 0.7436
Epoch 494/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9285 - accuracy: 0.7480
Epoch 495/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9164 - accuracy: 0.7520
Epoch 496/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9124 - accuracy: 0.7517
Epoch 497/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9204 - accuracy: 0.7505
Epoch 498/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9199 - accuracy: 0.7514
Epoch 499/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9129 - accuracy: 0.7514
Epoch 500/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9116 - accuracy: 0.7515
Epoch 501/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9149 - accuracy: 0.7515
Epoch 502/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9133 - accuracy: 0.7521
Epoch 503/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9006 - accuracy: 0.7548
Epoch 504/700
235/235 [==============================] - 4s 18ms/step - loss: 0.9108 - accuracy: 0.7523
Epoch 505/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9010 - accuracy: 0.7528
Epoch 506/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9071 - accuracy: 0.7538
Epoch 507/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8993 - accuracy: 0.7539
Epoch 508/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9077 - accuracy: 0.7536
Epoch 509/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9090 - accuracy: 0.7524
Epoch 510/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9027 - accuracy: 0.7555
Epoch 511/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9003 - accuracy: 0.7544
Epoch 512/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8861 - accuracy: 0.7582
Epoch 513/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8970 - accuracy: 0.7558
Epoch 514/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8896 - accuracy: 0.7576
Epoch 515/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8892 - accuracy: 0.7589
Epoch 516/700
235/235 [==============================] - 4s 17ms/step - loss: 0.9011 - accuracy: 0.7542
Epoch 517/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8903 - accuracy: 0.7565
Epoch 518/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8830 - accuracy: 0.7587
Epoch 519/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8838 - accuracy: 0.7586
Epoch 520/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8784 - accuracy: 0.7607
Epoch 521/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8804 - accuracy: 0.7604
Epoch 522/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8780 - accuracy: 0.7611
Epoch 523/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8782 - accuracy: 0.7616
Epoch 524/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8751 - accuracy: 0.7614
Epoch 525/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8742 - accuracy: 0.7616
Epoch 526/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8791 - accuracy: 0.7615
Epoch 527/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8704 - accuracy: 0.7611
Epoch 528/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8626 - accuracy: 0.7642
Epoch 529/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8561 - accuracy: 0.7657
Epoch 530/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8704 - accuracy: 0.7639
Epoch 531/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8670 - accuracy: 0.7622
Epoch 532/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8551 - accuracy: 0.7656
Epoch 533/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8583 - accuracy: 0.7639
Epoch 534/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8590 - accuracy: 0.7643
Epoch 535/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8532 - accuracy: 0.7656
Epoch 536/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8560 - accuracy: 0.7652
Epoch 537/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8620 - accuracy: 0.7630
Epoch 538/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8645 - accuracy: 0.7635
Epoch 539/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8550 - accuracy: 0.7644
Epoch 540/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8586 - accuracy: 0.7647
Epoch 541/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8422 - accuracy: 0.7700
Epoch 542/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8421 - accuracy: 0.7689
Epoch 543/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8415 - accuracy: 0.7692
Epoch 544/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8364 - accuracy: 0.7703
Epoch 545/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8404 - accuracy: 0.7701
Epoch 546/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8548 - accuracy: 0.7653
Epoch 547/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8363 - accuracy: 0.7703
Epoch 548/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8335 - accuracy: 0.7705
Epoch 549/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8290 - accuracy: 0.7718
Epoch 550/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8270 - accuracy: 0.7721
Epoch 551/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8270 - accuracy: 0.7728
Epoch 552/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8273 - accuracy: 0.7722
Epoch 553/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8338 - accuracy: 0.7707
Epoch 554/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8256 - accuracy: 0.7733
Epoch 555/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8250 - accuracy: 0.7724
Epoch 556/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8244 - accuracy: 0.7720
Epoch 557/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8296 - accuracy: 0.7721
Epoch 558/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8279 - accuracy: 0.7729
Epoch 559/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8299 - accuracy: 0.7721
Epoch 560/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8306 - accuracy: 0.7720
Epoch 561/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8284 - accuracy: 0.7716
Epoch 562/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8168 - accuracy: 0.7742
Epoch 563/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8093 - accuracy: 0.7767
Epoch 564/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8155 - accuracy: 0.7756
Epoch 565/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8145 - accuracy: 0.7763
Epoch 566/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8090 - accuracy: 0.7780
Epoch 567/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8069 - accuracy: 0.7763
Epoch 568/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8049 - accuracy: 0.7788
Epoch 569/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8148 - accuracy: 0.7752
Epoch 570/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8136 - accuracy: 0.7766
Epoch 571/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8085 - accuracy: 0.7780
Epoch 572/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8097 - accuracy: 0.7765
Epoch 573/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7954 - accuracy: 0.7794
Epoch 574/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7928 - accuracy: 0.7806
Epoch 575/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7969 - accuracy: 0.7798
Epoch 576/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8006 - accuracy: 0.7791
Epoch 577/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7930 - accuracy: 0.7804
Epoch 578/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7926 - accuracy: 0.7811
Epoch 579/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7964 - accuracy: 0.7800
Epoch 580/700
235/235 [==============================] - 4s 17ms/step - loss: 0.8048 - accuracy: 0.7779
Epoch 581/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7972 - accuracy: 0.7793
Epoch 582/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7965 - accuracy: 0.7806
Epoch 583/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7865 - accuracy: 0.7824
Epoch 584/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7940 - accuracy: 0.7806
Epoch 585/700
235/235 [==============================] - 4s 18ms/step - loss: 0.8044 - accuracy: 0.7784
Epoch 586/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7865 - accuracy: 0.7831
Epoch 587/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7797 - accuracy: 0.7849
Epoch 588/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7689 - accuracy: 0.7887
Epoch 589/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7848 - accuracy: 0.7818
Epoch 590/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7865 - accuracy: 0.7827
Epoch 591/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7787 - accuracy: 0.7847
Epoch 592/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7742 - accuracy: 0.7853
Epoch 593/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7687 - accuracy: 0.7872
Epoch 594/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7688 - accuracy: 0.7864
Epoch 595/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7742 - accuracy: 0.7869
Epoch 596/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7741 - accuracy: 0.7835
Epoch 597/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7636 - accuracy: 0.7881
Epoch 598/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7598 - accuracy: 0.7887
Epoch 599/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7662 - accuracy: 0.7874
Epoch 600/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7651 - accuracy: 0.7864
Epoch 601/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7623 - accuracy: 0.7890
Epoch 602/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7754 - accuracy: 0.7845
Epoch 603/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7657 - accuracy: 0.7876
Epoch 604/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7617 - accuracy: 0.7880
Epoch 605/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7618 - accuracy: 0.7898
Epoch 606/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7569 - accuracy: 0.7894
Epoch 607/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7458 - accuracy: 0.7929
Epoch 608/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7516 - accuracy: 0.7916
Epoch 609/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7468 - accuracy: 0.7925
Epoch 610/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7520 - accuracy: 0.7911
Epoch 611/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7630 - accuracy: 0.7894
Epoch 612/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7700 - accuracy: 0.7862
Epoch 613/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7551 - accuracy: 0.7903
Epoch 614/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7473 - accuracy: 0.7915
Epoch 615/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7508 - accuracy: 0.7920
Epoch 616/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7436 - accuracy: 0.7941
Epoch 617/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7389 - accuracy: 0.7947
Epoch 618/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7318 - accuracy: 0.7958
Epoch 619/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7382 - accuracy: 0.7949
Epoch 620/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7424 - accuracy: 0.7933
Epoch 621/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7340 - accuracy: 0.7952
Epoch 622/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7374 - accuracy: 0.7940
Epoch 623/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7619 - accuracy: 0.7876
Epoch 624/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7426 - accuracy: 0.7927
Epoch 625/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7355 - accuracy: 0.7948
Epoch 626/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7493 - accuracy: 0.7912
Epoch 627/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7361 - accuracy: 0.7946
Epoch 628/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7320 - accuracy: 0.7958
Epoch 629/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7215 - accuracy: 0.7992
Epoch 630/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7250 - accuracy: 0.7976
Epoch 631/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7229 - accuracy: 0.7980
Epoch 632/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7316 - accuracy: 0.7956
Epoch 633/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7274 - accuracy: 0.7969
Epoch 634/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7178 - accuracy: 0.8004
Epoch 635/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7116 - accuracy: 0.8006
Epoch 636/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7148 - accuracy: 0.7996
Epoch 637/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7378 - accuracy: 0.7939
Epoch 638/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7186 - accuracy: 0.7985
Epoch 639/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7145 - accuracy: 0.7999
Epoch 640/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7125 - accuracy: 0.8015
Epoch 641/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7144 - accuracy: 0.8006
Epoch 642/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7190 - accuracy: 0.7976
Epoch 643/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7246 - accuracy: 0.7977
Epoch 644/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7249 - accuracy: 0.7976
Epoch 645/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7133 - accuracy: 0.7998
Epoch 646/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7053 - accuracy: 0.8034
Epoch 647/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7075 - accuracy: 0.8020
Epoch 648/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7066 - accuracy: 0.8023
Epoch 649/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7119 - accuracy: 0.8012
Epoch 650/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7071 - accuracy: 0.8009
Epoch 651/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7195 - accuracy: 0.7991
Epoch 652/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7022 - accuracy: 0.8039
Epoch 653/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7088 - accuracy: 0.8010
Epoch 654/700
235/235 [==============================] - 4s 18ms/step - loss: 0.7056 - accuracy: 0.8027
Epoch 655/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7021 - accuracy: 0.8026
Epoch 656/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6969 - accuracy: 0.8047
Epoch 657/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7043 - accuracy: 0.8015
Epoch 658/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7004 - accuracy: 0.8030
Epoch 659/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7064 - accuracy: 0.8012
Epoch 660/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7001 - accuracy: 0.8039
Epoch 661/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6890 - accuracy: 0.8072
Epoch 662/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6935 - accuracy: 0.8052
Epoch 663/700
235/235 [==============================] - 4s 17ms/step - loss: 0.7112 - accuracy: 0.8005
Epoch 664/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6974 - accuracy: 0.8036
Epoch 665/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6926 - accuracy: 0.8049
Epoch 666/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6870 - accuracy: 0.8064
Epoch 667/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6926 - accuracy: 0.8039
Epoch 668/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6982 - accuracy: 0.8051
Epoch 669/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6945 - accuracy: 0.8051
Epoch 670/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6861 - accuracy: 0.8069
Epoch 671/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6834 - accuracy: 0.8083
Epoch 672/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6902 - accuracy: 0.8066
Epoch 673/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6755 - accuracy: 0.8110
Epoch 674/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6803 - accuracy: 0.8083
Epoch 675/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6763 - accuracy: 0.8095
Epoch 676/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6779 - accuracy: 0.8084
Epoch 677/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6803 - accuracy: 0.8088
Epoch 678/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6835 - accuracy: 0.8070
Epoch 679/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6701 - accuracy: 0.8114
Epoch 680/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6719 - accuracy: 0.8110
Epoch 681/700
235/235 [==============================] - 4s 18ms/step - loss: 0.6751 - accuracy: 0.8108
Epoch 682/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6790 - accuracy: 0.8101
Epoch 683/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6789 - accuracy: 0.8090
Epoch 684/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6941 - accuracy: 0.8066
Epoch 685/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6829 - accuracy: 0.8079
Epoch 686/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6786 - accuracy: 0.8081
Epoch 687/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6715 - accuracy: 0.8107
Epoch 688/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6717 - accuracy: 0.8113
Epoch 689/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6759 - accuracy: 0.8106
Epoch 690/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6836 - accuracy: 0.8076
Epoch 691/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6757 - accuracy: 0.8105
Epoch 692/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6681 - accuracy: 0.8116
Epoch 693/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6629 - accuracy: 0.8135
Epoch 694/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6733 - accuracy: 0.8113
Epoch 695/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6629 - accuracy: 0.8132
Epoch 696/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6610 - accuracy: 0.8137
Epoch 697/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6885 - accuracy: 0.8057
Epoch 698/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6627 - accuracy: 0.8140
Epoch 699/700
235/235 [==============================] - 4s 18ms/step - loss: 0.6600 - accuracy: 0.8148
Epoch 700/700
235/235 [==============================] - 4s 17ms/step - loss: 0.6620 - accuracy: 0.8142