-
Notifications
You must be signed in to change notification settings - Fork 2
/
Copy pathnohup1.out
18621 lines (17519 loc) · 887 KB
/
nohup1.out
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
WARNING:tensorflow:From /home/stud/minawoi/miniconda3/envs/conda-venv/lib/python3.7/site-packages/tensorflow_core/python/ops/resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.
Instructions for updating:
If using Keras pass *_constraint arguments to layers.
2024-05-24 17:36:44.553324: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1
2024-05-24 17:36:44.798906: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1618] Found device 0 with properties:
name: Tesla V100-PCIE-32GB major: 7 minor: 0 memoryClockRate(GHz): 1.38
pciBusID: 0000:85:00.0
2024-05-24 17:36:44.799776: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2024-05-24 17:36:44.802145: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0
2024-05-24 17:36:44.804253: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0
2024-05-24 17:36:44.805134: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0
2024-05-24 17:36:44.807771: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0
2024-05-24 17:36:44.809836: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0
2024-05-24 17:36:44.815162: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7
2024-05-24 17:36:44.820764: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1746] Adding visible gpu devices: 0
2024-05-24 17:36:44.821220: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
2024-05-24 17:36:44.840107: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2199835000 Hz
2024-05-24 17:36:44.844019: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x311f220 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2024-05-24 17:36:44.844077: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version
2024-05-24 17:36:45.403883: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x1ca7930 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2024-05-24 17:36:45.403970: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Tesla V100-PCIE-32GB, Compute Capability 7.0
2024-05-24 17:36:45.408230: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1618] Found device 0 with properties:
name: Tesla V100-PCIE-32GB major: 7 minor: 0 memoryClockRate(GHz): 1.38
pciBusID: 0000:85:00.0
2024-05-24 17:36:45.408350: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2024-05-24 17:36:45.408510: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0
2024-05-24 17:36:45.408542: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0
2024-05-24 17:36:45.408574: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0
2024-05-24 17:36:45.408611: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0
2024-05-24 17:36:45.408641: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0
2024-05-24 17:36:45.408672: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7
2024-05-24 17:36:45.422426: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1746] Adding visible gpu devices: 0
2024-05-24 17:36:45.422590: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2024-05-24 17:36:45.425695: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1159] Device interconnect StreamExecutor with strength 1 edge matrix:
2024-05-24 17:36:45.425716: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1165] 0
2024-05-24 17:36:45.425741: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1178] 0: N
2024-05-24 17:36:45.431725: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1304] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 30593 MB memory) -> physical GPU (device: 0, name: Tesla V100-PCIE-32GB, pci bus id: 0000:85:00.0, compute capability: 7.0)
WARNING:tensorflow:Output bob missing from loss dictionary. We assume this was done on purpose. The fit and evaluate APIs will not be expecting any data to be passed to bob.
WARNING:tensorflow:Output bob_1 missing from loss dictionary. We assume this was done on purpose. The fit and evaluate APIs will not be expecting any data to be passed to bob_1.
WARNING:tensorflow:Output bob_2 missing from loss dictionary. We assume this was done on purpose. The fit and evaluate APIs will not be expecting any data to be passed to bob_2.
WARNING:tensorflow:Output bob_3 missing from loss dictionary. We assume this was done on purpose. The fit and evaluate APIs will not be expecting any data to be passed to bob_3.
WARNING:tensorflow:Output eve missing from loss dictionary. We assume this was done on purpose. The fit and evaluate APIs will not be expecting any data to be passed to eve.
WARNING:tensorflow:Output eve_1 missing from loss dictionary. We assume this was done on purpose. The fit and evaluate APIs will not be expecting any data to be passed to eve_1.
WARNING:tensorflow:Output eve_2 missing from loss dictionary. We assume this was done on purpose. The fit and evaluate APIs will not be expecting any data to be passed to eve_2.
WARNING:tensorflow:Output eve_3 missing from loss dictionary. We assume this was done on purpose. The fit and evaluate APIs will not be expecting any data to be passed to eve_3.
2024-05-24 17:36:48.883297: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0
Train on 448 samples, validate on 448 samples
Epoch 1/512
448/448 - 1s - loss: 0.9229 - val_loss: 0.0058
Epoch 2/512
448/448 - 0s - loss: 0.4586 - val_loss: 0.0022
Epoch 3/512
448/448 - 0s - loss: 0.1466 - val_loss: 3.9179e-04
Epoch 4/512
448/448 - 0s - loss: 0.0224 - val_loss: 4.0177e-05
Epoch 5/512
448/448 - 0s - loss: 0.0024 - val_loss: 8.5982e-06
Epoch 6/512
448/448 - 0s - loss: 7.4248e-04 - val_loss: 5.8806e-06
Epoch 7/512
448/448 - 0s - loss: 5.4002e-04 - val_loss: 4.4272e-06
Epoch 8/512
448/448 - 0s - loss: 3.9958e-04 - val_loss: 3.1254e-06
Epoch 9/512
448/448 - 0s - loss: 2.7541e-04 - val_loss: 2.0253e-06
Epoch 10/512
448/448 - 0s - loss: 1.7333e-04 - val_loss: 1.1801e-06
Epoch 11/512
448/448 - 0s - loss: 9.7418e-05 - val_loss: 6.0066e-07
Epoch 12/512
448/448 - 0s - loss: 4.7450e-05 - val_loss: 2.5781e-07
Epoch 13/512
448/448 - 0s - loss: 1.9310e-05 - val_loss: 8.9180e-08
Epoch 14/512
448/448 - 0s - loss: 6.2672e-06 - val_loss: 2.3621e-08
Epoch 15/512
448/448 - 0s - loss: 1.5985e-06 - val_loss: 1.2279e-08
Epoch 16/512
448/448 - 0s - loss: 1.6245e-05 - val_loss: 4.5125e-06
Epoch 17/512
448/448 - 0s - loss: 0.0035 - val_loss: 2.7922e-05
Epoch 18/512
448/448 - 0s - loss: 0.0012 - val_loss: 1.4468e-06
Epoch 19/512
448/448 - 0s - loss: 1.2374e-04 - val_loss: 1.7471e-06
Epoch 20/512
448/448 - 0s - loss: 4.1824e-04 - val_loss: 1.9251e-05
Epoch 21/512
448/448 - 0s - loss: 0.0026 - val_loss: 1.5529e-05
Epoch 22/512
448/448 - 0s - loss: 9.5004e-04 - val_loss: 4.3119e-06
Epoch 23/512
448/448 - 0s - loss: 4.6574e-04 - val_loss: 8.2900e-06
Epoch 24/512
448/448 - 0s - loss: 0.0012 - val_loss: 1.9556e-05
Epoch 25/512
448/448 - 0s - loss: 0.0016 - val_loss: 8.5438e-06
Epoch 26/512
448/448 - 0s - loss: 7.2597e-04 - val_loss: 7.2754e-06
Epoch 27/512
448/448 - 0s - loss: 8.7560e-04 - val_loss: 1.3615e-05
Epoch 28/512
448/448 - 0s - loss: 0.0014 - val_loss: 1.1369e-05
Epoch 29/512
448/448 - 0s - loss: 9.5472e-04 - val_loss: 8.2460e-06
Epoch 30/512
448/448 - 0s - loss: 8.5293e-04 - val_loss: 1.0286e-05
Epoch 31/512
448/448 - 0s - loss: 0.0011 - val_loss: 1.1748e-05
Epoch 32/512
448/448 - 0s - loss: 0.0011 - val_loss: 9.2363e-06
Epoch 33/512
448/448 - 0s - loss: 8.7803e-04 - val_loss: 8.9202e-06
Epoch 34/512
448/448 - 0s - loss: 9.2518e-04 - val_loss: 1.0578e-05
Epoch 35/512
448/448 - 0s - loss: 0.0010 - val_loss: 9.6823e-06
Epoch 36/512
448/448 - 0s - loss: 9.0617e-04 - val_loss: 8.8603e-06
Epoch 37/512
448/448 - 0s - loss: 8.8126e-04 - val_loss: 9.5189e-06
Epoch 38/512
448/448 - 0s - loss: 9.4261e-04 - val_loss: 9.5663e-06
Epoch 39/512
448/448 - 0s - loss: 9.0979e-04 - val_loss: 8.8396e-06
Epoch 40/512
448/448 - 0s - loss: 8.5872e-04 - val_loss: 8.8528e-06
Epoch 41/512
448/448 - 0s - loss: 8.8065e-04 - val_loss: 9.0573e-06
Epoch 42/512
448/448 - 0s - loss: 8.8076e-04 - val_loss: 8.6445e-06
Epoch 43/512
448/448 - 0s - loss: 8.3316e-04 - val_loss: 8.7598e-06
Epoch 44/512
448/448 - 0s - loss: 8.5938e-04 - val_loss: 8.5423e-06
Epoch 45/512
448/448 - 0s - loss: 8.2989e-04 - val_loss: 8.2576e-06
Epoch 46/512
448/448 - 0s - loss: 8.1014e-04 - val_loss: 8.4690e-06
Epoch 47/512
448/448 - 0s - loss: 8.3240e-04 - val_loss: 8.2439e-06
Epoch 48/512
448/448 - 0s - loss: 8.0030e-04 - val_loss: 7.9873e-06
Epoch 49/512
448/448 - 0s - loss: 7.8977e-04 - val_loss: 7.9357e-06
Epoch 50/512
448/448 - 0s - loss: 7.8223e-04 - val_loss: 8.0209e-06
Epoch 51/512
448/448 - 0s - loss: 7.8736e-04 - val_loss: 7.8075e-06
Epoch 52/512
448/448 - 0s - loss: 7.5967e-04 - val_loss: 7.7217e-06
Epoch 53/512
448/448 - 0s - loss: 7.5889e-04 - val_loss: 7.7240e-06
Epoch 54/512
448/448 - 0s - loss: 7.5898e-04 - val_loss: 7.4597e-06
Epoch 55/512
448/448 - 0s - loss: 7.3090e-04 - val_loss: 7.5106e-06
Epoch 56/512
448/448 - 0s - loss: 7.4108e-04 - val_loss: 7.4410e-06
Epoch 57/512
448/448 - 0s - loss: 7.2500e-04 - val_loss: 7.3656e-06
Epoch 58/512
448/448 - 0s - loss: 7.2868e-04 - val_loss: 6.9929e-06
Epoch 59/512
448/448 - 0s - loss: 6.9365e-04 - val_loss: 7.0199e-06
Epoch 60/512
448/448 - 0s - loss: 7.0221e-04 - val_loss: 7.2760e-06
Epoch 61/512
448/448 - 0s - loss: 7.1456e-04 - val_loss: 6.9252e-06
Epoch 62/512
448/448 - 0s - loss: 6.7607e-04 - val_loss: 6.7762e-06
Epoch 63/512
448/448 - 0s - loss: 6.7299e-04 - val_loss: 7.0431e-06
Epoch 64/512
448/448 - 0s - loss: 6.9242e-04 - val_loss: 6.8267e-06
Epoch 65/512
448/448 - 0s - loss: 6.6480e-04 - val_loss: 6.4752e-06
Epoch 66/512
448/448 - 0s - loss: 6.4639e-04 - val_loss: 6.5704e-06
Epoch 67/512
448/448 - 0s - loss: 6.5143e-04 - val_loss: 6.8802e-06
Epoch 68/512
448/448 - 0s - loss: 6.7250e-04 - val_loss: 6.3638e-06
Epoch 69/512
448/448 - 0s - loss: 6.2059e-04 - val_loss: 6.2547e-06
Epoch 70/512
448/448 - 0s - loss: 6.2896e-04 - val_loss: 6.5570e-06
Epoch 71/512
448/448 - 0s - loss: 6.4732e-04 - val_loss: 6.2697e-06
Epoch 72/512
448/448 - 0s - loss: 6.0930e-04 - val_loss: 6.1531e-06
Epoch 73/512
448/448 - 0s - loss: 6.1238e-04 - val_loss: 6.3004e-06
Epoch 74/512
448/448 - 0s - loss: 6.1997e-04 - val_loss: 6.0897e-06
Epoch 75/512
448/448 - 0s - loss: 5.9740e-04 - val_loss: 5.9562e-06
Epoch 76/512
448/448 - 0s - loss: 5.9486e-04 - val_loss: 5.9851e-06
Epoch 77/512
448/448 - 0s - loss: 5.9125e-04 - val_loss: 6.0646e-06
Epoch 78/512
448/448 - 0s - loss: 5.9805e-04 - val_loss: 5.8083e-06
Epoch 79/512
448/448 - 0s - loss: 5.7235e-04 - val_loss: 5.7190e-06
Epoch 80/512
448/448 - 0s - loss: 5.7108e-04 - val_loss: 5.8830e-06
Epoch 81/512
448/448 - 0s - loss: 5.8142e-04 - val_loss: 5.7354e-06
Epoch 82/512
448/448 - 0s - loss: 5.5895e-04 - val_loss: 5.6562e-06
Epoch 83/512
448/448 - 0s - loss: 5.5982e-04 - val_loss: 5.6161e-06
Epoch 84/512
448/448 - 0s - loss: 5.5438e-04 - val_loss: 5.5986e-06
Epoch 85/512
448/448 - 0s - loss: 5.5500e-04 - val_loss: 5.3703e-06
Epoch 86/512
448/448 - 0s - loss: 5.3272e-04 - val_loss: 5.4406e-06
Epoch 87/512
448/448 - 0s - loss: 5.4382e-04 - val_loss: 5.5401e-06
Epoch 88/512
448/448 - 0s - loss: 5.4449e-04 - val_loss: 5.2750e-06
Epoch 89/512
448/448 - 0s - loss: 5.2126e-04 - val_loss: 5.1537e-06
Epoch 90/512
448/448 - 0s - loss: 5.2119e-04 - val_loss: 5.2496e-06
Epoch 91/512
448/448 - 0s - loss: 5.2363e-04 - val_loss: 5.2860e-06
Epoch 92/512
448/448 - 0s - loss: 5.2020e-04 - val_loss: 5.1048e-06
Epoch 93/512
448/448 - 0s - loss: 5.0491e-04 - val_loss: 5.0181e-06
Epoch 94/512
448/448 - 0s - loss: 5.0361e-04 - val_loss: 5.0644e-06
Epoch 95/512
448/448 - 0s - loss: 5.0669e-04 - val_loss: 4.9766e-06
Epoch 96/512
448/448 - 0s - loss: 4.9116e-04 - val_loss: 4.9871e-06
Epoch 97/512
448/448 - 0s - loss: 4.9488e-04 - val_loss: 4.9698e-06
Epoch 98/512
448/448 - 0s - loss: 4.9002e-04 - val_loss: 4.8530e-06
Epoch 99/512
448/448 - 0s - loss: 4.8304e-04 - val_loss: 4.7672e-06
Epoch 100/512
448/448 - 0s - loss: 4.7655e-04 - val_loss: 4.7383e-06
Epoch 101/512
448/448 - 0s - loss: 4.7433e-04 - val_loss: 4.7957e-06
Epoch 102/512
448/448 - 0s - loss: 4.7636e-04 - val_loss: 4.6939e-06
Epoch 103/512
448/448 - 0s - loss: 4.6368e-04 - val_loss: 4.6266e-06
Epoch 104/512
448/448 - 0s - loss: 4.6026e-04 - val_loss: 4.6579e-06
Epoch 105/512
448/448 - 0s - loss: 4.6354e-04 - val_loss: 4.5325e-06
Epoch 106/512
448/448 - 0s - loss: 4.5024e-04 - val_loss: 4.4824e-06
Epoch 107/512
448/448 - 0s - loss: 4.4883e-04 - val_loss: 4.5299e-06
Epoch 108/512
448/448 - 0s - loss: 4.4898e-04 - val_loss: 4.4742e-06
Epoch 109/512
448/448 - 0s - loss: 4.4355e-04 - val_loss: 4.3432e-06
Epoch 110/512
448/448 - 0s - loss: 4.3402e-04 - val_loss: 4.3367e-06
Epoch 111/512
448/448 - 0s - loss: 4.3689e-04 - val_loss: 4.2938e-06
Epoch 112/512
448/448 - 0s - loss: 4.2886e-04 - val_loss: 4.2617e-06
Epoch 113/512
448/448 - 0s - loss: 4.2455e-04 - val_loss: 4.3062e-06
Epoch 114/512
448/448 - 0s - loss: 4.2925e-04 - val_loss: 4.1744e-06
Epoch 115/512
448/448 - 0s - loss: 4.1260e-04 - val_loss: 4.1385e-06
Epoch 116/512
448/448 - 0s - loss: 4.1377e-04 - val_loss: 4.2140e-06
Epoch 117/512
448/448 - 0s - loss: 4.1723e-04 - val_loss: 4.0934e-06
Epoch 118/512
448/448 - 0s - loss: 4.0357e-04 - val_loss: 4.0649e-06
Epoch 119/512
448/448 - 0s - loss: 4.0437e-04 - val_loss: 4.0600e-06
Epoch 120/512
448/448 - 0s - loss: 4.0388e-04 - val_loss: 3.9144e-06
Epoch 121/512
448/448 - 0s - loss: 3.9100e-04 - val_loss: 3.9084e-06
Epoch 122/512
448/448 - 0s - loss: 3.9410e-04 - val_loss: 3.9236e-06
Epoch 123/512
448/448 - 0s - loss: 3.8857e-04 - val_loss: 3.9564e-06
Epoch 124/512
448/448 - 0s - loss: 3.9216e-04 - val_loss: 3.8013e-06
Epoch 125/512
448/448 - 0s - loss: 3.7637e-04 - val_loss: 3.8070e-06
Epoch 126/512
448/448 - 0s - loss: 3.8129e-04 - val_loss: 3.7822e-06
Epoch 127/512
448/448 - 0s - loss: 3.7666e-04 - val_loss: 3.6973e-06
Epoch 128/512
448/448 - 0s - loss: 3.6951e-04 - val_loss: 3.7034e-06
Epoch 129/512
448/448 - 0s - loss: 3.7037e-04 - val_loss: 3.6855e-06
Epoch 130/512
448/448 - 0s - loss: 3.6516e-04 - val_loss: 3.6582e-06
Epoch 131/512
448/448 - 0s - loss: 3.6293e-04 - val_loss: 3.6257e-06
Epoch 132/512
448/448 - 0s - loss: 3.6188e-04 - val_loss: 3.4657e-06
Epoch 133/512
448/448 - 0s - loss: 3.4539e-04 - val_loss: 3.5741e-06
Epoch 134/512
448/448 - 0s - loss: 3.5900e-04 - val_loss: 3.5735e-06
Epoch 135/512
448/448 - 0s - loss: 3.5482e-04 - val_loss: 3.2662e-06
Epoch 136/512
448/448 - 0s - loss: 3.2786e-04 - val_loss: 3.4752e-06
Epoch 137/512
448/448 - 0s - loss: 3.5298e-04 - val_loss: 3.5109e-06
Epoch 138/512
448/448 - 0s - loss: 3.4436e-04 - val_loss: 3.2565e-06
Epoch 139/512
448/448 - 0s - loss: 3.2384e-04 - val_loss: 3.3236e-06
Epoch 140/512
448/448 - 0s - loss: 3.3701e-04 - val_loss: 3.3814e-06
Epoch 141/512
448/448 - 0s - loss: 3.3151e-04 - val_loss: 3.3146e-06
Epoch 142/512
448/448 - 0s - loss: 3.2922e-04 - val_loss: 3.1116e-06
Epoch 143/512
448/448 - 0s - loss: 3.1204e-04 - val_loss: 3.2389e-06
Epoch 144/512
448/448 - 0s - loss: 3.2484e-04 - val_loss: 3.3403e-06
Epoch 145/512
448/448 - 0s - loss: 3.2698e-04 - val_loss: 3.0659e-06
Epoch 146/512
448/448 - 0s - loss: 3.0274e-04 - val_loss: 3.0315e-06
Epoch 147/512
448/448 - 0s - loss: 3.0847e-04 - val_loss: 3.2011e-06
Epoch 148/512
448/448 - 0s - loss: 3.1821e-04 - val_loss: 3.0749e-06
Epoch 149/512
448/448 - 0s - loss: 3.0089e-04 - val_loss: 2.9451e-06
Epoch 150/512
448/448 - 0s - loss: 2.9580e-04 - val_loss: 3.0541e-06
Epoch 151/512
448/448 - 0s - loss: 3.0716e-04 - val_loss: 2.9618e-06
Epoch 152/512
448/448 - 0s - loss: 2.9338e-04 - val_loss: 2.8502e-06
Epoch 153/512
448/448 - 0s - loss: 2.8684e-04 - val_loss: 2.9759e-06
Epoch 154/512
448/448 - 0s - loss: 2.9761e-04 - val_loss: 2.9401e-06
Epoch 155/512
448/448 - 0s - loss: 2.8818e-04 - val_loss: 2.7999e-06
Epoch 156/512
448/448 - 0s - loss: 2.8157e-04 - val_loss: 2.7389e-06
Epoch 157/512
448/448 - 0s - loss: 2.7701e-04 - val_loss: 2.8452e-06
Epoch 158/512
448/448 - 0s - loss: 2.8454e-04 - val_loss: 2.7810e-06
Epoch 159/512
448/448 - 0s - loss: 2.7640e-04 - val_loss: 2.6755e-06
Epoch 160/512
448/448 - 0s - loss: 2.7013e-04 - val_loss: 2.6456e-06
Epoch 161/512
448/448 - 0s - loss: 2.6655e-04 - val_loss: 2.7550e-06
Epoch 162/512
448/448 - 0s - loss: 2.7501e-04 - val_loss: 2.6886e-06
Epoch 163/512
448/448 - 0s - loss: 2.6396e-04 - val_loss: 2.5760e-06
Epoch 164/512
448/448 - 0s - loss: 2.5757e-04 - val_loss: 2.6236e-06
Epoch 165/512
448/448 - 0s - loss: 2.6309e-04 - val_loss: 2.6082e-06
Epoch 166/512
448/448 - 0s - loss: 2.5942e-04 - val_loss: 2.4599e-06
Epoch 167/512
448/448 - 0s - loss: 2.4624e-04 - val_loss: 2.5272e-06
Epoch 168/512
448/448 - 0s - loss: 2.5345e-04 - val_loss: 2.5990e-06
Epoch 169/512
448/448 - 0s - loss: 2.5475e-04 - val_loss: 2.4484e-06
Epoch 170/512
448/448 - 0s - loss: 2.4240e-04 - val_loss: 2.3501e-06
Epoch 171/512
448/448 - 0s - loss: 2.3790e-04 - val_loss: 2.4565e-06
Epoch 172/512
448/448 - 0s - loss: 2.4571e-04 - val_loss: 2.4615e-06
Epoch 173/512
448/448 - 0s - loss: 2.4188e-04 - val_loss: 2.3176e-06
Epoch 174/512
448/448 - 0s - loss: 2.2910e-04 - val_loss: 2.3380e-06
Epoch 175/512
448/448 - 0s - loss: 2.3459e-04 - val_loss: 2.3603e-06
Epoch 176/512
448/448 - 0s - loss: 2.3437e-04 - val_loss: 2.2389e-06
Epoch 177/512
448/448 - 0s - loss: 2.2289e-04 - val_loss: 2.2346e-06
Epoch 178/512
448/448 - 0s - loss: 2.2460e-04 - val_loss: 2.2972e-06
Epoch 179/512
448/448 - 0s - loss: 2.2871e-04 - val_loss: 2.1917e-06
Epoch 180/512
448/448 - 0s - loss: 2.1613e-04 - val_loss: 2.1369e-06
Epoch 181/512
448/448 - 0s - loss: 2.1587e-04 - val_loss: 2.1828e-06
Epoch 182/512
448/448 - 0s - loss: 2.1841e-04 - val_loss: 2.1377e-06
Epoch 183/512
448/448 - 0s - loss: 2.1107e-04 - val_loss: 2.1254e-06
Epoch 184/512
448/448 - 0s - loss: 2.1085e-04 - val_loss: 2.1256e-06
Epoch 185/512
448/448 - 0s - loss: 2.1055e-04 - val_loss: 2.0387e-06
Epoch 186/512
448/448 - 0s - loss: 2.0475e-04 - val_loss: 1.9688e-06
Epoch 187/512
448/448 - 0s - loss: 1.9912e-04 - val_loss: 2.0445e-06
Epoch 188/512
448/448 - 0s - loss: 2.0639e-04 - val_loss: 1.9753e-06
Epoch 189/512
448/448 - 0s - loss: 1.9524e-04 - val_loss: 1.9618e-06
Epoch 190/512
448/448 - 0s - loss: 1.9717e-04 - val_loss: 1.9276e-06
Epoch 191/512
448/448 - 0s - loss: 1.9300e-04 - val_loss: 1.9029e-06
Epoch 192/512
448/448 - 0s - loss: 1.9112e-04 - val_loss: 1.8846e-06
Epoch 193/512
448/448 - 0s - loss: 1.8667e-04 - val_loss: 1.9310e-06
Epoch 194/512
448/448 - 0s - loss: 1.9168e-04 - val_loss: 1.8276e-06
Epoch 195/512
448/448 - 0s - loss: 1.8166e-04 - val_loss: 1.7665e-06
Epoch 196/512
448/448 - 0s - loss: 1.7895e-04 - val_loss: 1.8317e-06
Epoch 197/512
448/448 - 0s - loss: 1.8347e-04 - val_loss: 1.8018e-06
Epoch 198/512
448/448 - 0s - loss: 1.7888e-04 - val_loss: 1.6844e-06
Epoch 199/512
448/448 - 0s - loss: 1.6870e-04 - val_loss: 1.7452e-06
Epoch 200/512
448/448 - 0s - loss: 1.7597e-04 - val_loss: 1.7923e-06
Epoch 201/512
448/448 - 0s - loss: 1.7634e-04 - val_loss: 1.6172e-06
Epoch 202/512
448/448 - 0s - loss: 1.6053e-04 - val_loss: 1.6282e-06
Epoch 203/512
448/448 - 0s - loss: 1.6736e-04 - val_loss: 1.6822e-06
Epoch 204/512
448/448 - 0s - loss: 1.6782e-04 - val_loss: 1.5983e-06
Epoch 205/512
448/448 - 0s - loss: 1.5923e-04 - val_loss: 1.5571e-06
Epoch 206/512
448/448 - 0s - loss: 1.5778e-04 - val_loss: 1.5837e-06
Epoch 207/512
448/448 - 0s - loss: 1.5930e-04 - val_loss: 1.5768e-06
Epoch 208/512
448/448 - 0s - loss: 1.5761e-04 - val_loss: 1.4790e-06
Epoch 209/512
448/448 - 0s - loss: 1.4897e-04 - val_loss: 1.4813e-06
Epoch 210/512
448/448 - 0s - loss: 1.5072e-04 - val_loss: 1.5266e-06
Epoch 211/512
448/448 - 0s - loss: 1.5258e-04 - val_loss: 1.4464e-06
Epoch 212/512
448/448 - 0s - loss: 1.4350e-04 - val_loss: 1.4193e-06
Epoch 213/512
448/448 - 0s - loss: 1.4285e-04 - val_loss: 1.4806e-06
Epoch 214/512
448/448 - 0s - loss: 1.4801e-04 - val_loss: 1.3829e-06
Epoch 215/512
448/448 - 0s - loss: 1.3643e-04 - val_loss: 1.3456e-06
Epoch 216/512
448/448 - 0s - loss: 1.3764e-04 - val_loss: 1.3686e-06
Epoch 217/512
448/448 - 0s - loss: 1.3733e-04 - val_loss: 1.3559e-06
Epoch 218/512
448/448 - 0s - loss: 1.3540e-04 - val_loss: 1.2821e-06
Epoch 219/512
448/448 - 0s - loss: 1.2869e-04 - val_loss: 1.3091e-06
Epoch 220/512
448/448 - 0s - loss: 1.3241e-04 - val_loss: 1.2767e-06
Epoch 221/512
448/448 - 0s - loss: 1.2702e-04 - val_loss: 1.2501e-06
Epoch 222/512
448/448 - 0s - loss: 1.2549e-04 - val_loss: 1.2535e-06
Epoch 223/512
448/448 - 0s - loss: 1.2606e-04 - val_loss: 1.1920e-06
Epoch 224/512
448/448 - 0s - loss: 1.1916e-04 - val_loss: 1.1894e-06
Epoch 225/512
448/448 - 0s - loss: 1.2024e-04 - val_loss: 1.2236e-06
Epoch 226/512
448/448 - 0s - loss: 1.2166e-04 - val_loss: 1.1341e-06
Epoch 227/512
448/448 - 0s - loss: 1.1210e-04 - val_loss: 1.1195e-06
Epoch 228/512
448/448 - 0s - loss: 1.1409e-04 - val_loss: 1.1421e-06
Epoch 229/512
448/448 - 0s - loss: 1.1449e-04 - val_loss: 1.0884e-06
Epoch 230/512
448/448 - 0s - loss: 1.0816e-04 - val_loss: 1.0834e-06
Epoch 231/512
448/448 - 0s - loss: 1.0903e-04 - val_loss: 1.0831e-06
Epoch 232/512
448/448 - 0s - loss: 1.0840e-04 - val_loss: 1.0201e-06
Epoch 233/512
448/448 - 0s - loss: 1.0195e-04 - val_loss: 1.0199e-06
Epoch 234/512
448/448 - 0s - loss: 1.0328e-04 - val_loss: 1.0390e-06
Epoch 235/512
448/448 - 0s - loss: 1.0245e-04 - val_loss: 1.0083e-06
Epoch 236/512
448/448 - 0s - loss: 9.9666e-05 - val_loss: 9.4418e-07
Epoch 237/512
448/448 - 0s - loss: 9.4852e-05 - val_loss: 9.4635e-07
Epoch 238/512
448/448 - 0s - loss: 9.6567e-05 - val_loss: 9.4004e-07
Epoch 239/512
448/448 - 0s - loss: 9.4395e-05 - val_loss: 9.0499e-07
Epoch 240/512
448/448 - 0s - loss: 9.0653e-05 - val_loss: 9.0414e-07
Epoch 241/512
448/448 - 0s - loss: 9.0860e-05 - val_loss: 9.0978e-07
Epoch 242/512
448/448 - 0s - loss: 8.9999e-05 - val_loss: 8.5904e-07
Epoch 243/512
448/448 - 0s - loss: 8.5767e-05 - val_loss: 8.2966e-07
Epoch 244/512
448/448 - 0s - loss: 8.4463e-05 - val_loss: 8.3096e-07
Epoch 245/512
448/448 - 0s - loss: 8.4167e-05 - val_loss: 8.1830e-07
Epoch 246/512
448/448 - 0s - loss: 8.2583e-05 - val_loss: 7.7504e-07
Epoch 247/512
448/448 - 0s - loss: 7.8871e-05 - val_loss: 7.6242e-07
Epoch 248/512
448/448 - 0s - loss: 7.7716e-05 - val_loss: 7.8847e-07
Epoch 249/512
448/448 - 0s - loss: 7.9025e-05 - val_loss: 7.5386e-07
Epoch 250/512
448/448 - 0s - loss: 7.4074e-05 - val_loss: 7.4080e-07
Epoch 251/512
448/448 - 0s - loss: 7.4406e-05 - val_loss: 7.1728e-07
Epoch 252/512
448/448 - 0s - loss: 7.1835e-05 - val_loss: 6.9652e-07
Epoch 253/512
448/448 - 0s - loss: 7.0058e-05 - val_loss: 7.0086e-07
Epoch 254/512
448/448 - 0s - loss: 7.0292e-05 - val_loss: 6.7805e-07
Epoch 255/512
448/448 - 0s - loss: 6.7499e-05 - val_loss: 6.4977e-07
Epoch 256/512
448/448 - 0s - loss: 6.5557e-05 - val_loss: 6.4078e-07
Epoch 257/512
448/448 - 0s - loss: 6.4827e-05 - val_loss: 6.3603e-07
Epoch 258/512
448/448 - 0s - loss: 6.3977e-05 - val_loss: 6.0494e-07
Epoch 259/512
448/448 - 0s - loss: 6.0620e-05 - val_loss: 6.0508e-07
Epoch 260/512
448/448 - 0s - loss: 6.1106e-05 - val_loss: 5.9225e-07
Epoch 261/512
448/448 - 0s - loss: 5.9442e-05 - val_loss: 5.6184e-07
Epoch 262/512
448/448 - 0s - loss: 5.6772e-05 - val_loss: 5.5483e-07
Epoch 263/512
448/448 - 0s - loss: 5.6450e-05 - val_loss: 5.5699e-07
Epoch 264/512
448/448 - 0s - loss: 5.6193e-05 - val_loss: 5.2071e-07
Epoch 265/512
448/448 - 0s - loss: 5.2489e-05 - val_loss: 5.0782e-07
Epoch 266/512
448/448 - 0s - loss: 5.1906e-05 - val_loss: 5.2688e-07
Epoch 267/512
448/448 - 0s - loss: 5.2884e-05 - val_loss: 5.0068e-07
Epoch 268/512
448/448 - 0s - loss: 4.9390e-05 - val_loss: 4.6765e-07
Epoch 269/512
448/448 - 0s - loss: 4.7886e-05 - val_loss: 4.6177e-07
Epoch 270/512
448/448 - 0s - loss: 4.7196e-05 - val_loss: 4.7597e-07
Epoch 271/512
448/448 - 0s - loss: 4.7485e-05 - val_loss: 4.5679e-07
Epoch 272/512
448/448 - 0s - loss: 4.5274e-05 - val_loss: 4.2026e-07
Epoch 273/512
448/448 - 0s - loss: 4.2706e-05 - val_loss: 4.1867e-07
Epoch 274/512
448/448 - 0s - loss: 4.2838e-05 - val_loss: 4.3392e-07
Epoch 275/512
448/448 - 0s - loss: 4.3297e-05 - val_loss: 4.0062e-07
Epoch 276/512
448/448 - 0s - loss: 3.9719e-05 - val_loss: 3.7798e-07
Epoch 277/512
448/448 - 0s - loss: 3.8860e-05 - val_loss: 3.8462e-07
Epoch 278/512
448/448 - 0s - loss: 3.9303e-05 - val_loss: 3.7734e-07
Epoch 279/512
448/448 - 0s - loss: 3.7776e-05 - val_loss: 3.5449e-07
Epoch 280/512
448/448 - 0s - loss: 3.5685e-05 - val_loss: 3.4920e-07
Epoch 281/512
448/448 - 0s - loss: 3.5496e-05 - val_loss: 3.4623e-07
Epoch 282/512
448/448 - 0s - loss: 3.4875e-05 - val_loss: 3.2963e-07
Epoch 283/512
448/448 - 0s - loss: 3.3120e-05 - val_loss: 3.2272e-07
Epoch 284/512
448/448 - 0s - loss: 3.2633e-05 - val_loss: 3.1973e-07
Epoch 285/512
448/448 - 0s - loss: 3.2054e-05 - val_loss: 3.0708e-07
Epoch 286/512
448/448 - 0s - loss: 3.0955e-05 - val_loss: 2.8380e-07
Epoch 287/512
448/448 - 0s - loss: 2.8758e-05 - val_loss: 2.9133e-07
Epoch 288/512
448/448 - 0s - loss: 2.9912e-05 - val_loss: 2.8401e-07
Epoch 289/512
448/448 - 0s - loss: 2.8067e-05 - val_loss: 2.7153e-07
Epoch 290/512
448/448 - 0s - loss: 2.7473e-05 - val_loss: 2.6069e-07
Epoch 291/512
448/448 - 0s - loss: 2.6476e-05 - val_loss: 2.4892e-07
Epoch 292/512
448/448 - 0s - loss: 2.5367e-05 - val_loss: 2.5122e-07
Epoch 293/512
448/448 - 0s - loss: 2.5764e-05 - val_loss: 2.3867e-07
Epoch 294/512
448/448 - 0s - loss: 2.3958e-05 - val_loss: 2.2697e-07
Epoch 295/512
448/448 - 0s - loss: 2.3284e-05 - val_loss: 2.2443e-07
Epoch 296/512
448/448 - 0s - loss: 2.2902e-05 - val_loss: 2.2137e-07
Epoch 297/512
448/448 - 0s - loss: 2.2370e-05 - val_loss: 2.0839e-07
Epoch 298/512
448/448 - 0s - loss: 2.1184e-05 - val_loss: 1.9953e-07
Epoch 299/512
448/448 - 0s - loss: 2.0561e-05 - val_loss: 1.9915e-07
Epoch 300/512
448/448 - 0s - loss: 2.0162e-05 - val_loss: 1.9881e-07
Epoch 301/512
448/448 - 0s - loss: 2.0000e-05 - val_loss: 1.8356e-07
Epoch 302/512
448/448 - 0s - loss: 1.8451e-05 - val_loss: 1.7638e-07
Epoch 303/512
448/448 - 0s - loss: 1.7975e-05 - val_loss: 1.8274e-07
Epoch 304/512
448/448 - 0s - loss: 1.8587e-05 - val_loss: 1.6509e-07
Epoch 305/512
448/448 - 0s - loss: 1.6591e-05 - val_loss: 1.5265e-07
Epoch 306/512
448/448 - 0s - loss: 1.6018e-05 - val_loss: 1.6161e-07
Epoch 307/512
448/448 - 0s - loss: 1.6718e-05 - val_loss: 1.5672e-07
Epoch 308/512
448/448 - 0s - loss: 1.5652e-05 - val_loss: 1.3831e-07
Epoch 309/512
448/448 - 0s - loss: 1.4088e-05 - val_loss: 1.4342e-07
Epoch 310/512
448/448 - 0s - loss: 1.5041e-05 - val_loss: 1.4264e-07
Epoch 311/512
448/448 - 0s - loss: 1.4168e-05 - val_loss: 1.3139e-07
Epoch 312/512
448/448 - 0s - loss: 1.3263e-05 - val_loss: 1.2519e-07
Epoch 313/512
448/448 - 0s - loss: 1.2970e-05 - val_loss: 1.2443e-07
Epoch 314/512
448/448 - 0s - loss: 1.2753e-05 - val_loss: 1.1913e-07
Epoch 315/512
448/448 - 0s - loss: 1.2031e-05 - val_loss: 1.1636e-07
Epoch 316/512
448/448 - 0s - loss: 1.1906e-05 - val_loss: 1.1085e-07
Epoch 317/512
448/448 - 0s - loss: 1.1227e-05 - val_loss: 1.0731e-07
Epoch 318/512
448/448 - 0s - loss: 1.1029e-05 - val_loss: 1.0269e-07
Epoch 319/512
448/448 - 0s - loss: 1.0527e-05 - val_loss: 9.9793e-08
Epoch 320/512
448/448 - 0s - loss: 1.0193e-05 - val_loss: 9.5661e-08
Epoch 321/512
448/448 - 0s - loss: 9.7914e-06 - val_loss: 9.3033e-08
Epoch 322/512
448/448 - 0s - loss: 9.5452e-06 - val_loss: 8.9202e-08
Epoch 323/512
448/448 - 0s - loss: 9.0786e-06 - val_loss: 8.7411e-08
Epoch 324/512
448/448 - 0s - loss: 8.9214e-06 - val_loss: 8.3596e-08
Epoch 325/512
448/448 - 0s - loss: 8.5023e-06 - val_loss: 7.8757e-08
Epoch 326/512
448/448 - 0s - loss: 8.1042e-06 - val_loss: 7.6664e-08
Epoch 327/512
448/448 - 0s - loss: 7.8764e-06 - val_loss: 7.6580e-08
Epoch 328/512
448/448 - 0s - loss: 7.7976e-06 - val_loss: 7.0449e-08
Epoch 329/512
448/448 - 0s - loss: 7.2081e-06 - val_loss: 6.5724e-08
Epoch 330/512
448/448 - 0s - loss: 6.8711e-06 - val_loss: 6.7102e-08
Epoch 331/512
448/448 - 0s - loss: 6.9877e-06 - val_loss: 6.4351e-08
Epoch 332/512
448/448 - 0s - loss: 6.5495e-06 - val_loss: 5.9344e-08
Epoch 333/512
448/448 - 0s - loss: 6.0581e-06 - val_loss: 6.1655e-08
Epoch 334/512
448/448 - 0s - loss: 6.3894e-06 - val_loss: 5.6488e-08
Epoch 335/512
448/448 - 0s - loss: 5.6806e-06 - val_loss: 5.2827e-08
Epoch 336/512
448/448 - 0s - loss: 5.4836e-06 - val_loss: 5.4097e-08
Epoch 337/512
448/448 - 0s - loss: 5.5615e-06 - val_loss: 5.2483e-08
Epoch 338/512
448/448 - 0s - loss: 5.2956e-06 - val_loss: 4.6043e-08
Epoch 339/512
448/448 - 0s - loss: 4.7264e-06 - val_loss: 4.5985e-08
Epoch 340/512
448/448 - 0s - loss: 4.8162e-06 - val_loss: 4.8172e-08
Epoch 341/512
448/448 - 0s - loss: 4.8554e-06 - val_loss: 4.2995e-08
Epoch 342/512
448/448 - 0s - loss: 4.2854e-06 - val_loss: 3.9196e-08
Epoch 343/512
448/448 - 0s - loss: 4.1009e-06 - val_loss: 4.0686e-08
Epoch 344/512
448/448 - 0s - loss: 4.2278e-06 - val_loss: 4.0541e-08
Epoch 345/512
448/448 - 0s - loss: 4.0564e-06 - val_loss: 3.4778e-08
Epoch 346/512
448/448 - 0s - loss: 3.5363e-06 - val_loss: 3.4777e-08
Epoch 347/512
448/448 - 0s - loss: 3.6558e-06 - val_loss: 3.6433e-08
Epoch 348/512
448/448 - 0s - loss: 3.6740e-06 - val_loss: 3.1533e-08
Epoch 349/512
448/448 - 0s - loss: 3.1775e-06 - val_loss: 2.9484e-08
Epoch 350/512
448/448 - 0s - loss: 3.1267e-06 - val_loss: 3.1413e-08
Epoch 351/512
448/448 - 0s - loss: 3.2168e-06 - val_loss: 3.0248e-08
Epoch 352/512
448/448 - 0s - loss: 3.0171e-06 - val_loss: 2.5496e-08
Epoch 353/512
448/448 - 0s - loss: 2.6028e-06 - val_loss: 2.6210e-08
Epoch 354/512
448/448 - 0s - loss: 2.7895e-06 - val_loss: 2.7692e-08
Epoch 355/512
448/448 - 0s - loss: 2.7815e-06 - val_loss: 2.3206e-08
Epoch 356/512
448/448 - 0s - loss: 2.3169e-06 - val_loss: 2.2077e-08
Epoch 357/512
448/448 - 0s - loss: 2.3523e-06 - val_loss: 2.3687e-08
Epoch 358/512
448/448 - 0s - loss: 2.4416e-06 - val_loss: 2.1437e-08
Epoch 359/512
448/448 - 0s - loss: 2.1470e-06 - val_loss: 1.9230e-08
Epoch 360/512
448/448 - 0s - loss: 2.0178e-06 - val_loss: 1.9955e-08
Epoch 361/512
448/448 - 0s - loss: 2.0871e-06 - val_loss: 1.9886e-08
Epoch 362/512
448/448 - 0s - loss: 1.9925e-06 - val_loss: 1.7525e-08
Epoch 363/512
448/448 - 0s - loss: 1.7824e-06 - val_loss: 1.6810e-08
Epoch 364/512
448/448 - 0s - loss: 1.7674e-06 - val_loss: 1.7033e-08
Epoch 365/512
448/448 - 0s - loss: 1.7370e-06 - val_loss: 1.6239e-08
Epoch 366/512
448/448 - 0s - loss: 1.6396e-06 - val_loss: 1.4803e-08
Epoch 367/512
448/448 - 0s - loss: 1.5302e-06 - val_loss: 1.4018e-08
Epoch 368/512
448/448 - 0s - loss: 1.4702e-06 - val_loss: 1.4326e-08
Epoch 369/512
448/448 - 0s - loss: 1.4830e-06 - val_loss: 1.3166e-08
Epoch 370/512
448/448 - 0s - loss: 1.3440e-06 - val_loss: 1.1974e-08
Epoch 371/512
448/448 - 0s - loss: 1.2499e-06 - val_loss: 1.2530e-08
Epoch 372/512
448/448 - 0s - loss: 1.3074e-06 - val_loss: 1.2112e-08
Epoch 373/512
448/448 - 0s - loss: 1.2090e-06 - val_loss: 1.0676e-08
Epoch 374/512
448/448 - 0s - loss: 1.0979e-06 - val_loss: 1.0324e-08
Epoch 375/512
448/448 - 0s - loss: 1.1003e-06 - val_loss: 1.0342e-08
Epoch 376/512
448/448 - 0s - loss: 1.0662e-06 - val_loss: 9.6706e-09
Epoch 377/512
448/448 - 0s - loss: 9.8976e-07 - val_loss: 9.1649e-09
Epoch 378/512
448/448 - 0s - loss: 9.4897e-07 - val_loss: 8.9613e-09
Epoch 379/512
448/448 - 0s - loss: 9.2596e-07 - val_loss: 8.5262e-09
Epoch 380/512
448/448 - 0s - loss: 8.6919e-07 - val_loss: 7.8777e-09
Epoch 381/512
448/448 - 0s - loss: 8.2257e-07 - val_loss: 7.7183e-09
Epoch 382/512
448/448 - 0s - loss: 8.0294e-07 - val_loss: 7.5960e-09
Epoch 383/512
448/448 - 0s - loss: 7.7802e-07 - val_loss: 6.9456e-09
Epoch 384/512
448/448 - 0s - loss: 7.0869e-07 - val_loss: 6.6895e-09
Epoch 385/512
448/448 - 0s - loss: 7.0175e-07 - val_loss: 6.4209e-09
Epoch 386/512
448/448 - 0s - loss: 6.5879e-07 - val_loss: 6.2767e-09
Epoch 387/512
448/448 - 0s - loss: 6.4381e-07 - val_loss: 5.9876e-09
Epoch 388/512
448/448 - 0s - loss: 6.0837e-07 - val_loss: 5.5086e-09
Epoch 389/512
448/448 - 0s - loss: 5.6928e-07 - val_loss: 5.3292e-09
Epoch 390/512
448/448 - 0s - loss: 5.5690e-07 - val_loss: 5.1396e-09
Epoch 391/512
448/448 - 0s - loss: 5.2772e-07 - val_loss: 4.8460e-09
Epoch 392/512
448/448 - 0s - loss: 5.0245e-07 - val_loss: 4.6400e-09
Epoch 393/512
448/448 - 0s - loss: 4.8273e-07 - val_loss: 4.3823e-09
Epoch 394/512
448/448 - 0s - loss: 4.5526e-07 - val_loss: 4.2595e-09
Epoch 395/512
448/448 - 0s - loss: 4.4270e-07 - val_loss: 4.0713e-09
Epoch 396/512
448/448 - 0s - loss: 4.1828e-07 - val_loss: 3.8193e-09
Epoch 397/512
448/448 - 0s - loss: 3.9372e-07 - val_loss: 3.6450e-09
Epoch 398/512
448/448 - 0s - loss: 3.7952e-07 - val_loss: 3.5461e-09
Epoch 399/512
448/448 - 0s - loss: 3.6533e-07 - val_loss: 3.3625e-09
Epoch 400/512
448/448 - 0s - loss: 3.4764e-07 - val_loss: 3.1169e-09
Epoch 401/512
448/448 - 0s - loss: 3.2309e-07 - val_loss: 3.0858e-09
Epoch 402/512
448/448 - 0s - loss: 3.2231e-07 - val_loss: 2.8878e-09
Epoch 403/512
448/448 - 0s - loss: 2.9634e-07 - val_loss: 2.7131e-09
Epoch 404/512
448/448 - 0s - loss: 2.8446e-07 - val_loss: 2.5833e-09
Epoch 405/512
448/448 - 0s - loss: 2.7110e-07 - val_loss: 2.5165e-09
Epoch 406/512
448/448 - 0s - loss: 2.6249e-07 - val_loss: 2.4567e-09
Epoch 407/512
448/448 - 0s - loss: 2.5193e-07 - val_loss: 2.2344e-09
Epoch 408/512
448/448 - 0s - loss: 2.2988e-07 - val_loss: 2.1523e-09
Epoch 409/512
448/448 - 0s - loss: 2.2715e-07 - val_loss: 2.0753e-09
Epoch 410/512
448/448 - 0s - loss: 2.1519e-07 - val_loss: 1.9529e-09
Epoch 411/512
448/448 - 0s - loss: 2.0362e-07 - val_loss: 1.8627e-09
Epoch 412/512
448/448 - 0s - loss: 1.9645e-07 - val_loss: 1.7446e-09
Epoch 413/512
448/448 - 0s - loss: 1.8170e-07 - val_loss: 1.7370e-09
Epoch 414/512
448/448 - 0s - loss: 1.8131e-07 - val_loss: 1.6641e-09
Epoch 415/512
448/448 - 0s - loss: 1.6878e-07 - val_loss: 1.5435e-09
Epoch 416/512
448/448 - 0s - loss: 1.6048e-07 - val_loss: 1.4364e-09
Epoch 417/512
448/448 - 0s - loss: 1.4898e-07 - val_loss: 1.4338e-09
Epoch 418/512
448/448 - 0s - loss: 1.5010e-07 - val_loss: 1.3635e-09
Epoch 419/512
448/448 - 0s - loss: 1.3969e-07 - val_loss: 1.2111e-09
Epoch 420/512
448/448 - 0s - loss: 1.2748e-07 - val_loss: 1.1711e-09
Epoch 421/512
448/448 - 0s - loss: 1.2515e-07 - val_loss: 1.2066e-09
Epoch 422/512
448/448 - 0s - loss: 1.2641e-07 - val_loss: 1.0855e-09
Epoch 423/512
448/448 - 0s - loss: 1.1003e-07 - val_loss: 1.0122e-09
Epoch 424/512
448/448 - 0s - loss: 1.0743e-07 - val_loss: 1.0182e-09
Epoch 425/512
448/448 - 0s - loss: 1.0728e-07 - val_loss: 9.4512e-10
Epoch 426/512
448/448 - 0s - loss: 9.6938e-08 - val_loss: 8.8892e-10
Epoch 427/512
448/448 - 0s - loss: 9.3312e-08 - val_loss: 8.6643e-10
Epoch 428/512
448/448 - 0s - loss: 9.0983e-08 - val_loss: 8.2031e-10
Epoch 429/512
448/448 - 0s - loss: 8.5551e-08 - val_loss: 7.4549e-10
Epoch 430/512
448/448 - 0s - loss: 7.7872e-08 - val_loss: 7.5387e-10
Epoch 431/512
448/448 - 0s - loss: 7.8989e-08 - val_loss: 7.4665e-10
Epoch 432/512
448/448 - 0s - loss: 7.6131e-08 - val_loss: 6.5507e-10
Epoch 433/512
448/448 - 0s - loss: 6.7075e-08 - val_loss: 6.1929e-10
Epoch 434/512
448/448 - 0s - loss: 6.5909e-08 - val_loss: 6.3028e-10
Epoch 435/512
448/448 - 0s - loss: 6.5772e-08 - val_loss: 5.9007e-10
Epoch 436/512
448/448 - 0s - loss: 6.0438e-08 - val_loss: 5.2433e-10
Epoch 437/512
448/448 - 0s - loss: 5.4930e-08 - val_loss: 5.2887e-10
Epoch 438/512
448/448 - 0s - loss: 5.6170e-08 - val_loss: 5.1681e-10
Epoch 439/512
448/448 - 0s - loss: 5.3075e-08 - val_loss: 4.6836e-10
Epoch 440/512
448/448 - 0s - loss: 4.8515e-08 - val_loss: 4.3996e-10
Epoch 441/512
448/448 - 0s - loss: 4.6209e-08 - val_loss: 4.4672e-10
Epoch 442/512
448/448 - 0s - loss: 4.6832e-08 - val_loss: 4.1270e-10
Epoch 443/512
448/448 - 0s - loss: 4.2315e-08 - val_loss: 3.7289e-10
Epoch 444/512
448/448 - 0s - loss: 3.8999e-08 - val_loss: 3.7461e-10
Epoch 445/512
448/448 - 0s - loss: 3.9747e-08 - val_loss: 3.7005e-10
Epoch 446/512
448/448 - 0s - loss: 3.7888e-08 - val_loss: 3.3508e-10
Epoch 447/512
448/448 - 0s - loss: 3.4557e-08 - val_loss: 3.0452e-10
Epoch 448/512
448/448 - 0s - loss: 3.2102e-08 - val_loss: 3.1541e-10
Epoch 449/512
448/448 - 0s - loss: 3.3122e-08 - val_loss: 3.1093e-10
Epoch 450/512
448/448 - 0s - loss: 3.1337e-08 - val_loss: 2.6968e-10
Epoch 451/512
448/448 - 0s - loss: 2.7347e-08 - val_loss: 2.5773e-10
Epoch 452/512
448/448 - 0s - loss: 2.7495e-08 - val_loss: 2.5718e-10
Epoch 453/512
448/448 - 0s - loss: 2.6956e-08 - val_loss: 2.3802e-10
Epoch 454/512
448/448 - 0s - loss: 2.4684e-08 - val_loss: 2.2049e-10
Epoch 455/512
448/448 - 0s - loss: 2.3118e-08 - val_loss: 2.2081e-10
Epoch 456/512
448/448 - 0s - loss: 2.3150e-08 - val_loss: 2.1478e-10
Epoch 457/512
448/448 - 0s - loss: 2.2203e-08 - val_loss: 1.9181e-10
Epoch 458/512
448/448 - 0s - loss: 1.9988e-08 - val_loss: 1.7739e-10
Epoch 459/512
448/448 - 0s - loss: 1.8689e-08 - val_loss: 1.8462e-10
Epoch 460/512
448/448 - 0s - loss: 1.9520e-08 - val_loss: 1.7642e-10
Epoch 461/512
448/448 - 0s - loss: 1.8058e-08 - val_loss: 1.5649e-10
Epoch 462/512
448/448 - 0s - loss: 1.6234e-08 - val_loss: 1.5255e-10
Epoch 463/512
448/448 - 0s - loss: 1.6244e-08 - val_loss: 1.5031e-10
Epoch 464/512
448/448 - 0s - loss: 1.5583e-08 - val_loss: 1.4617e-10
Epoch 465/512
448/448 - 0s - loss: 1.5038e-08 - val_loss: 1.3345e-10
Epoch 466/512
448/448 - 0s - loss: 1.3667e-08 - val_loss: 1.2565e-10
Epoch 467/512
448/448 - 0s - loss: 1.3182e-08 - val_loss: 1.2394e-10
Epoch 468/512
448/448 - 0s - loss: 1.2967e-08 - val_loss: 1.1921e-10
Epoch 469/512
448/448 - 0s - loss: 1.2163e-08 - val_loss: 1.1398e-10
Epoch 470/512
448/448 - 0s - loss: 1.1791e-08 - val_loss: 1.0552e-10
Epoch 471/512
448/448 - 0s - loss: 1.0920e-08 - val_loss: 9.9385e-11
Epoch 472/512
448/448 - 0s - loss: 1.0375e-08 - val_loss: 9.7205e-11
Epoch 473/512
448/448 - 0s - loss: 1.0250e-08 - val_loss: 9.3477e-11
Epoch 474/512
448/448 - 0s - loss: 9.6376e-09 - val_loss: 8.8972e-11
Epoch 475/512
448/448 - 0s - loss: 9.1837e-09 - val_loss: 8.4193e-11
Epoch 476/512
448/448 - 0s - loss: 8.7812e-09 - val_loss: 8.0063e-11
Epoch 477/512