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Batch 2000/217646, ppl 53.619168
Batch 4000/217646, ppl 46.482561
Batch 6000/217646, ppl 41.500000
Batch 8000/217646, ppl 43.482277
Batch 10000/217646, ppl 46.530759
Batch 12000/217646, ppl 44.861587
Batch 14000/217646, ppl 47.772211
Batch 16000/217646, ppl 49.382967
Batch 18000/217646, ppl 49.623461
Batch 20000/217646, ppl 49.190524
Batch 22000/217646, ppl 50.993748
Batch 24000/217646, ppl 51.776345
Batch 26000/217646, ppl 49.701386
Batch 28000/217646, ppl 47.804595
Batch 30000/217646, ppl 47.768904
Batch 32000/217646, ppl 47.031682
Batch 34000/217646, ppl 47.722385
Batch 36000/217646, ppl 48.726366
Batch 38000/217646, ppl 49.140822
Batch 40000/217646, ppl 48.849854
Batch 42000/217646, ppl 48.018293
Batch 44000/217646, ppl 47.107366
Batch 46000/217646, ppl 46.995824
Batch 48000/217646, ppl 47.224959
Batch 50000/217646, ppl 47.496262
Batch 52000/217646, ppl 47.681688
Batch 54000/217646, ppl 46.658515
Batch 56000/217646, ppl 46.903322
Batch 58000/217646, ppl 47.084084
Batch 60000/217646, ppl 47.331763
Batch 62000/217646, ppl 47.251439
Batch 64000/217646, ppl 47.460489
Batch 66000/217646, ppl 47.605603
Batch 68000/217646, ppl 47.293664
Batch 70000/217646, ppl 47.864355
Batch 72000/217646, ppl 48.589447
Batch 74000/217646, ppl 48.965624
Batch 76000/217646, ppl 48.887470
Batch 78000/217646, ppl 49.142170
Batch 80000/217646, ppl 49.193689
Batch 82000/217646, ppl 49.311546
Batch 84000/217646, ppl 49.273432
Batch 86000/217646, ppl 48.674028
Batch 88000/217646, ppl 48.977215
Batch 90000/217646, ppl 49.701524
Batch 92000/217646, ppl 50.141079
Batch 94000/217646, ppl 50.657530
Batch 96000/217646, ppl 50.019551
Batch 98000/217646, ppl 49.819998
Batch 100000/217646, ppl 49.590539
Batch 102000/217646, ppl 49.885738
Batch 104000/217646, ppl 49.966998
Batch 106000/217646, ppl 50.159140
Batch 108000/217646, ppl 50.389171
Batch 110000/217646, ppl 50.242976
Batch 112000/217646, ppl 50.464953
Batch 114000/217646, ppl 50.651234
Batch 116000/217646, ppl 50.797823
Batch 118000/217646, ppl 51.053887
Batch 120000/217646, ppl 51.222050
Batch 122000/217646, ppl 51.615006
Batch 124000/217646, ppl 51.597856
Batch 126000/217646, ppl 51.387856
Batch 128000/217646, ppl 51.343746
Batch 130000/217646, ppl 51.651252
Batch 132000/217646, ppl 51.668300
Batch 134000/217646, ppl 51.828451
Batch 136000/217646, ppl 51.864184
Batch 138000/217646, ppl 51.889773
Batch 140000/217646, ppl 51.777091
Batch 142000/217646, ppl 51.684261
Batch 144000/217646, ppl 51.543945
Batch 146000/217646, ppl 51.435235
Batch 148000/217646, ppl 51.260521
Batch 150000/217646, ppl 51.329644
Batch 152000/217646, ppl 51.475131
Batch 154000/217646, ppl 51.370778
Batch 156000/217646, ppl 51.661379
Batch 158000/217646, ppl 51.723313
Batch 160000/217646, ppl 51.878091
Batch 162000/217646, ppl 51.850347
Batch 164000/217646, ppl 51.790560
Batch 166000/217646, ppl 51.694673
Batch 168000/217646, ppl 51.768778
Batch 170000/217646, ppl 51.894948
Batch 172000/217646, ppl 52.018178
Batch 174000/217646, ppl 52.072363
Batch 176000/217646, ppl 52.311596
Batch 178000/217646, ppl 52.511617
Batch 180000/217646, ppl 52.377625
Batch 182000/217646, ppl 52.335768
Batch 184000/217646, ppl 52.250136
Batch 186000/217646, ppl 52.238135
Batch 188000/217646, ppl 52.315795
Batch 190000/217646, ppl 52.450846
Batch 192000/217646, ppl 52.561895
Batch 194000/217646, ppl 52.505202
Batch 196000/217646, ppl 52.429499
Batch 198000/217646, ppl 52.441650
Batch 200000/217646, ppl 52.510107
Batch 202000/217646, ppl 52.625859
Batch 204000/217646, ppl 52.880128
Batch 206000/217646, ppl 52.873615
Batch 208000/217646, ppl 52.864514
Batch 210000/217646, ppl 53.017395
Batch 212000/217646, ppl 53.164862
Batch 214000/217646, ppl 53.304954
Batch 216000/217646, ppl 53.432655
Batch 2000/245569, ppl 59.670098
Batch 4000/245569, ppl 60.235494
Batch 6000/245569, ppl 62.720884
Batch 8000/245569, ppl 50.376910
Batch 10000/245569, ppl 46.211238
Batch 12000/245569, ppl 41.234104
Batch 14000/245569, ppl 41.203907
Batch 16000/245569, ppl 42.786207
Batch 18000/245569, ppl 44.551761
Batch 20000/245569, ppl 43.707653
Batch 22000/245569, ppl 43.316814
Batch 24000/245569, ppl 43.953716
Batch 26000/245569, ppl 44.711996
Batch 28000/245569, ppl 45.996462
Batch 30000/245569, ppl 46.508187
Batch 32000/245569, ppl 45.921487
Batch 34000/245569, ppl 46.045489
Batch 36000/245569, ppl 47.050895
Batch 38000/245569, ppl 48.189689
Batch 40000/245569, ppl 49.416064
Batch 42000/245569, ppl 50.423327
Batch 44000/245569, ppl 51.112912
Batch 46000/245569, ppl 51.795172
Batch 48000/245569, ppl 52.281774
Batch 50000/245569, ppl 52.476067
Batch 52000/245569, ppl 51.834583
Batch 54000/245569, ppl 50.954800
Batch 56000/245569, ppl 51.137374
Batch 58000/245569, ppl 51.440887
Batch 60000/245569, ppl 50.935018
Batch 62000/245569, ppl 49.727358
Batch 64000/245569, ppl 49.014693
Batch 66000/245569, ppl 48.212010
Batch 68000/245569, ppl 47.904936
Batch 70000/245569, ppl 48.351216
Batch 72000/245569, ppl 49.392670
Batch 74000/245569, ppl 50.128826
Batch 76000/245569, ppl 50.689994
Batch 78000/245569, ppl 51.252842
Batch 80000/245569, ppl 51.721232
Batch 82000/245569, ppl 51.886038
Batch 84000/245569, ppl 51.532902
Batch 86000/245569, ppl 50.821761
Batch 88000/245569, ppl 50.374014
Batch 90000/245569, ppl 49.557835
Batch 92000/245569, ppl 48.385829
Batch 94000/245569, ppl 47.482055
Batch 96000/245569, ppl 46.346694
Batch 98000/245569, ppl 45.847120
Batch 100000/245569, ppl 45.744094
Batch 102000/245569, ppl 46.088094
Batch 104000/245569, ppl 46.355580
Batch 106000/245569, ppl 46.817904
Batch 108000/245569, ppl 46.640428
Batch 110000/245569, ppl 46.879553
Batch 112000/245569, ppl 46.919719
Batch 114000/245569, ppl 47.078474
Batch 116000/245569, ppl 47.201816
Batch 118000/245569, ppl 47.236288
Batch 120000/245569, ppl 47.469293
Batch 122000/245569, ppl 47.710844
Batch 124000/245569, ppl 47.602993
Batch 126000/245569, ppl 47.581491
Batch 128000/245569, ppl 47.595839
Batch 130000/245569, ppl 47.566391
Batch 132000/245569, ppl 47.665066
Batch 134000/245569, ppl 47.782166
Batch 136000/245569, ppl 48.006703
Batch 138000/245569, ppl 47.703968
Batch 140000/245569, ppl 47.414559
Batch 142000/245569, ppl 47.317322
Batch 144000/245569, ppl 47.376525
Batch 146000/245569, ppl 47.529509
Batch 148000/245569, ppl 47.776916
Batch 150000/245569, ppl 47.980232
Batch 152000/245569, ppl 48.354735
Batch 154000/245569, ppl 48.745738
Batch 156000/245569, ppl 49.155144
Batch 158000/245569, ppl 49.441404
Batch 160000/245569, ppl 49.782059
Batch 162000/245569, ppl 50.099756
Batch 164000/245569, ppl 50.159684
Batch 166000/245569, ppl 50.344144
Batch 168000/245569, ppl 50.611845
Batch 170000/245569, ppl 50.820181
Batch 172000/245569, ppl 50.951560
Batch 174000/245569, ppl 51.130413
Batch 176000/245569, ppl 51.270318
Batch 178000/245569, ppl 51.408095
Batch 180000/245569, ppl 51.406542
Batch 182000/245569, ppl 51.579288
Batch 184000/245569, ppl 51.581150
Batch 186000/245569, ppl 51.573646
Batch 188000/245569, ppl 51.514289
Batch 190000/245569, ppl 51.478027
Batch 192000/245569, ppl 51.300982
Batch 194000/245569, ppl 51.399895
Batch 196000/245569, ppl 51.565266
Batch 198000/245569, ppl 51.749964
Batch 200000/245569, ppl 51.560548
Batch 202000/245569, ppl 51.495286
Batch 204000/245569, ppl 51.547057
Batch 206000/245569, ppl 51.387846
Batch 208000/245569, ppl 51.171412
Batch 210000/245569, ppl 50.939960
Batch 212000/245569, ppl 50.804405
Batch 214000/245569, ppl 50.830905
Batch 216000/245569, ppl 50.800586
Batch 218000/245569, ppl 50.504714
Batch 220000/245569, ppl 50.432308
Batch 222000/245569, ppl 50.431636
Batch 224000/245569, ppl 50.546814
Batch 226000/245569, ppl 50.620483
Batch 228000/245569, ppl 50.783747
Batch 230000/245569, ppl 50.748172
Batch 232000/245569, ppl 50.551404
Batch 234000/245569, ppl 50.564346
Batch 236000/245569, ppl 50.690622
Batch 238000/245569, ppl 50.959993
Batch 240000/245569, ppl 51.009169
Batch 242000/245569, ppl 51.172727
Batch 244000/245569, ppl 51.360422
Best validation loss 3.98, val ppl 53.41
Best test loss 3.94, test ppl 51.46
Total time cost 1391.59s
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