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train_log
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train_log
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Layer 0: (1024,7), number weights 7175
Layer 1: (7,10), number weights 80
Layer 2: (10,10), number weights 110
Epoch 1 done in 17.07369875907898 seconds, loss 1.8975129883289337, validation loss 1.6772191715240479
Layer 0: (1024,7), number weights 7175
Layer 1: (7,11), number weights 88
Layer 2: (11,10), number weights 120
Epoch 2 done in 17.336907863616943 seconds, loss 1.603666211605072, validation loss 1.5568958353996276
Layer 0: (1024,9), number weights 9225
Layer 1: (9,13), number weights 130
Layer 2: (13,10), number weights 140
Epoch 3 done in 20.525525093078613 seconds, loss 1.4631980531215667, validation loss 1.4047335624694826
Layer 0: (1024,11), number weights 11275
Layer 1: (11,14), number weights 168
Layer 2: (14,10), number weights 150
Epoch 4 done in 19.644733428955078 seconds, loss 1.3471263647079468, validation loss 1.290938744544983
Layer 0: (1024,12), number weights 12300
Layer 1: (12,18), number weights 234
Layer 2: (18,10), number weights 190
Epoch 5 done in 19.37976360321045 seconds, loss 1.2589038118124007, validation loss 1.2483312928676606
Layer 0: (1024,12), number weights 12300
Layer 1: (12,20), number weights 260
Layer 2: (20,10), number weights 210
Epoch 6 done in 18.924183130264282 seconds, loss 1.1798713307380677, validation loss 1.2061391878128052
Layer 0: (1024,13), number weights 13325
Layer 1: (13,23), number weights 322
Layer 2: (23,10), number weights 240
Epoch 7 done in 18.56672477722168 seconds, loss 1.1365289011001587, validation loss 1.184772825241089
Layer 0: (1024,11), number weights 11275
Layer 1: (11,24), number weights 288
Layer 2: (24,10), number weights 250
Epoch 8 done in 17.896583795547485 seconds, loss 1.0955239969491959, validation loss 1.144746391773224
Layer 0: (1024,13), number weights 13325
Layer 1: (13,25), number weights 350
Layer 2: (25,25), number weights 650
Layer 3: (25,10), number weights 260
Epoch 9 done in 19.942941188812256 seconds, loss 1.0607794553041459, validation loss 1.1907210010290146
Layer 0: (1024,12), number weights 12300
Layer 1: (12,24), number weights 312
Layer 2: (24,24), number weights 600
Layer 3: (24,10), number weights 250
Epoch 10 done in 19.381149768829346 seconds, loss 1.026265638589859, validation loss 1.1371434885263443
Layer 0: (1024,9), number weights 9225
Layer 1: (9,26), number weights 260
Layer 2: (26,26), number weights 702
Layer 3: (26,24), number weights 648
Layer 4: (24,10), number weights 250
Epoch 11 done in 20.325150966644287 seconds, loss 0.9988883278369903, validation loss 1.1385839569568634
Layer 0: (1024,9), number weights 9225
Layer 1: (9,26), number weights 260
Layer 2: (26,26), number weights 702
Layer 3: (26,24), number weights 648
Layer 4: (24,10), number weights 250
Epoch 12 done in 20.45835828781128 seconds, loss 0.9472435002326965, validation loss 1.1159630888700485
Layer 0: (1024,9), number weights 9225
Layer 1: (9,26), number weights 260
Layer 2: (26,27), number weights 729
Layer 3: (27,25), number weights 700
Layer 4: (25,25), number weights 650
Layer 5: (25,10), number weights 260
Epoch 13 done in 22.095572471618652 seconds, loss 0.9277857923507691, validation loss 1.1272825360298158
Layer 0: (1024,9), number weights 9225
Layer 1: (9,27), number weights 270
Layer 2: (27,27), number weights 756
Layer 3: (27,25), number weights 700
Layer 4: (25,25), number weights 650
Layer 5: (25,10), number weights 260
Epoch 14 done in 21.62387466430664 seconds, loss 0.8939651651382446, validation loss 1.0995355373620987
Layer 0: (1024,9), number weights 9225
Layer 1: (9,28), number weights 280
Layer 2: (28,28), number weights 812
Layer 3: (28,26), number weights 754
Layer 4: (26,26), number weights 702
Layer 5: (26,10), number weights 270
Epoch 15 done in 21.109394788742065 seconds, loss 0.8834732683897019, validation loss 1.1447002637386323
Layer 0: (1024,8), number weights 8200
Layer 1: (8,9), number weights 81
Layer 2: (9,28), number weights 280
Layer 3: (28,28), number weights 812
Layer 4: (28,26), number weights 754
Layer 5: (26,26), number weights 702
Layer 6: (26,10), number weights 270
Epoch 16 done in 21.06793975830078 seconds, loss 0.8760865889787675, validation loss 1.1079041731357575
Layer 0: (1024,9), number weights 9225
Layer 1: (9,28), number weights 280
Layer 2: (28,28), number weights 812
Layer 3: (28,26), number weights 754
Layer 4: (26,26), number weights 702
Layer 5: (26,10), number weights 270
Epoch 17 done in 20.960583925247192 seconds, loss 0.8498810317516327, validation loss 1.1063928747177125
Layer 0: (1024,9), number weights 9225
Layer 1: (9,28), number weights 280
Layer 2: (28,28), number weights 812
Layer 3: (28,28), number weights 812
Layer 4: (28,28), number weights 812
Layer 5: (28,26), number weights 754
Layer 6: (26,26), number weights 702
Layer 7: (26,10), number weights 270
Epoch 18 done in 21.993629693984985 seconds, loss 0.8077755892276764, validation loss 1.1033054441213608
Layer 0: (1024,10), number weights 10250
Layer 1: (10,28), number weights 308
Layer 2: (28,28), number weights 812
Layer 3: (28,29), number weights 841
Layer 4: (29,28), number weights 840
Layer 5: (28,25), number weights 725
Layer 6: (25,27), number weights 702
Layer 7: (27,10), number weights 280
Epoch 19 done in 21.88041663169861 seconds, loss 0.8325355579853058, validation loss 1.1452568006515502
Layer 0: (1024,10), number weights 10250
Layer 1: (10,28), number weights 308
Layer 2: (28,28), number weights 812
Layer 3: (28,30), number weights 870
Layer 4: (30,28), number weights 868
Layer 5: (28,25), number weights 725
Layer 6: (25,26), number weights 676
Layer 7: (26,10), number weights 270
Epoch 20 done in 21.383875131607056 seconds, loss 0.7791775594949722, validation loss 1.1266608053445817
Layer 0: (1024,10), number weights 10250
Layer 1: (10,28), number weights 308
Layer 2: (28,29), number weights 841
Layer 3: (29,30), number weights 900
Layer 4: (30,29), number weights 899
Layer 5: (29,25), number weights 750
Layer 6: (25,26), number weights 676
Layer 7: (26,10), number weights 270
Epoch 21 done in 22.616788625717163 seconds, loss 0.7577272893190384, validation loss 1.1458747619390488
Layer 0: (1024,10), number weights 10250
Layer 1: (10,27), number weights 297
Layer 2: (27,29), number weights 812
Layer 3: (29,29), number weights 870
Layer 4: (29,30), number weights 900
Layer 5: (30,25), number weights 775
Layer 6: (25,26), number weights 676
Layer 7: (26,10), number weights 270
Epoch 22 done in 20.300360441207886 seconds, loss 0.7499541774392128, validation loss 1.1858414763212204
Layer 0: (1024,10), number weights 10250
Layer 1: (10,27), number weights 297
Layer 2: (27,29), number weights 812
Layer 3: (29,29), number weights 870
Layer 4: (29,31), number weights 930
Layer 5: (31,25), number weights 800
Layer 6: (25,26), number weights 676
Layer 7: (26,10), number weights 270
Epoch 23 done in 20.336702585220337 seconds, loss 0.7173257545232773, validation loss 1.137586813569069
Layer 0: (1024,10), number weights 10250
Layer 1: (10,27), number weights 297
Layer 2: (27,29), number weights 812
Layer 3: (29,28), number weights 840
Layer 4: (28,31), number weights 899
Layer 5: (31,26), number weights 832
Layer 6: (26,26), number weights 702
Layer 7: (26,10), number weights 270
Epoch 24 done in 21.195409059524536 seconds, loss 0.7091880587339401, validation loss 1.1878046524524688
Layer 0: (1024,10), number weights 10250
Layer 1: (10,27), number weights 297
Layer 2: (27,29), number weights 812
Layer 3: (29,28), number weights 840
Layer 4: (28,32), number weights 928
Layer 5: (32,26), number weights 858
Layer 6: (26,26), number weights 702
Layer 7: (26,10), number weights 270
Epoch 25 done in 21.538164377212524 seconds, loss 0.6854282054901123, validation loss 1.1623508954048156
Layer 0: (1024,10), number weights 10250
Layer 1: (10,27), number weights 297
Layer 2: (27,30), number weights 840
Layer 3: (30,28), number weights 868
Layer 4: (28,32), number weights 928
Layer 5: (32,27), number weights 891
Layer 6: (27,26), number weights 728
Layer 7: (26,10), number weights 270
Epoch 26 done in 20.653250694274902 seconds, loss 0.676448688864708, validation loss 1.17215511739254
Layer 0: (1024,10), number weights 10250
Layer 1: (10,28), number weights 308
Layer 2: (28,30), number weights 870
Layer 3: (30,28), number weights 868
Layer 4: (28,32), number weights 928
Layer 5: (32,27), number weights 891
Layer 6: (27,25), number weights 700
Layer 7: (25,10), number weights 260
Epoch 27 done in 23.817965030670166 seconds, loss 0.7006079840064049, validation loss 1.1826587653160094
Layer 0: (1024,10), number weights 10250
Layer 1: (10,27), number weights 297
Layer 2: (27,31), number weights 868
Layer 3: (31,28), number weights 896
Layer 4: (28,32), number weights 928
Layer 5: (32,27), number weights 891
Layer 6: (27,25), number weights 700
Layer 7: (25,10), number weights 260
Epoch 28 done in 22.59149956703186 seconds, loss 0.6572114885449409, validation loss 1.2390915089845658
Layer 0: (1024,10), number weights 10250
Layer 1: (10,28), number weights 308
Layer 2: (28,31), number weights 899
Layer 3: (31,33), number weights 1056
Layer 4: (33,28), number weights 952
Layer 5: (28,34), number weights 986
Layer 6: (34,27), number weights 945
Layer 7: (27,25), number weights 700
Layer 8: (25,10), number weights 260
Epoch 29 done in 22.72428059577942 seconds, loss 0.646802932202816, validation loss 1.2610931944847108
Layer 0: (1024,10), number weights 10250
Layer 1: (10,28), number weights 308
Layer 2: (28,32), number weights 928
Layer 3: (32,33), number weights 1089
Layer 4: (33,28), number weights 952
Layer 5: (28,34), number weights 986
Layer 6: (34,27), number weights 945
Layer 7: (27,25), number weights 700
Layer 8: (25,10), number weights 260
Epoch 30 done in 23.69038152694702 seconds, loss 0.622645781159401, validation loss 1.2387689501047134