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langcache-reranker-v1-miniL6-softmnrl-triplet

Text Ranking
sentence-transformers
Safetensors
English
bert
cross-encoder
text-classification
sentence-pair-classification
semantic-similarity
semantic-search
retrieval
reranking
Generated from Trainer
dataset_size:1452533
loss:MultipleNegativesRankingLoss
Eval Results
Model card Files
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Community
adbaral commited on
Commit
86e06ad
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1 Parent(s): 7457e38

Add new CrossEncoder model

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Files changed (2) hide show
  1. README.md +398 -398
  2. model.safetensors +1 -1
README.md CHANGED
@@ -38,25 +38,25 @@ model-index:
38
  type: test_cls
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  metrics:
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  - type: accuracy
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- value: 0.82683284693894
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  name: Accuracy
43
  - type: accuracy_threshold
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- value: -0.0703125
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  name: Accuracy Threshold
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  - type: f1
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- value: 0.8097739600622851
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  name: F1
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  - type: f1_threshold
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- value: -0.27734375
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  name: F1 Threshold
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  - type: precision
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- value: 0.7490107942135419
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  name: Precision
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  - type: recall
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- value: 0.881266294227188
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  name: Recall
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  - type: average_precision
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- value: 0.8720293693345842
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  name: Average Precision
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  ---
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@@ -158,15 +158,15 @@ You can finetune this model on your own dataset.
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  * Dataset: `test_cls`
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  * Evaluated with [<code>CrossEncoderClassificationEvaluator</code>](https://sbert.net/docs/package_reference/cross_encoder/evaluation.html#sentence_transformers.cross_encoder.evaluation.CrossEncoderClassificationEvaluator)
160
 
161
- | Metric | Value |
162
- |:----------------------|:----------|
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- | accuracy | 0.8268 |
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- | accuracy_threshold | -0.0703 |
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- | f1 | 0.8098 |
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- | f1_threshold | -0.2773 |
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- | precision | 0.749 |
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- | recall | 0.8813 |
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- | **average_precision** | **0.872** |
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171
  <!--
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  ## Bias, Risks and Limitations
@@ -302,7 +302,7 @@ You can finetune this model on your own dataset.
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  - `bf16_full_eval`: False
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  - `fp16_full_eval`: False
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  - `tf32`: None
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- - `local_rank`: 2
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  - `ddp_backend`: None
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  - `tpu_num_cores`: None
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  - `tpu_metrics_debug`: False
@@ -381,387 +381,387 @@ You can finetune this model on your own dataset.
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  ### Training Logs
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  <details><summary>Click to expand</summary>
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384
- | Epoch | Step | Training Loss | Validation Loss | test_cls_average_precision |
385
- |:----------:|:---------:|:-------------:|:---------------:|:--------------------------:|
386
- | 0 | 0 | - | 0.3223 | 0.5734 |
387
- | 0.1322 | 1000 | 0.4286 | 0.3215 | 0.5735 |
388
- | 0.2644 | 2000 | 0.4241 | 0.3151 | 0.5743 |
389
- | 0.3966 | 3000 | 0.4182 | 0.3038 | 0.5759 |
390
- | 0.5288 | 4000 | 0.4036 | 0.2876 | 0.5782 |
391
- | 0.6609 | 5000 | 0.3919 | 0.2619 | 0.5830 |
392
- | 0.7931 | 6000 | 0.3694 | 0.2290 | 0.5914 |
393
- | 0.9253 | 7000 | 0.3481 | 0.1966 | 0.6029 |
394
- | 1.0575 | 8000 | 0.3109 | 0.1650 | 0.6253 |
395
- | 1.1897 | 9000 | 0.2665 | 0.1384 | 0.6591 |
396
- | 1.3219 | 10000 | 0.2281 | 0.1154 | 0.6921 |
397
- | 1.4541 | 11000 | 0.1984 | 0.0928 | 0.7189 |
398
- | 1.5863 | 12000 | 0.1794 | 0.0814 | 0.7287 |
399
- | 1.7184 | 13000 | 0.1619 | 0.0698 | 0.7398 |
400
- | 1.8506 | 14000 | 0.1498 | 0.0619 | 0.7506 |
401
- | 1.9828 | 15000 | 0.1409 | 0.0581 | 0.7653 |
402
- | 2.1150 | 16000 | 0.1315 | 0.0537 | 0.7760 |
403
- | 2.2472 | 17000 | 0.1239 | 0.0495 | 0.7809 |
404
- | 2.3794 | 18000 | 0.1157 | 0.0471 | 0.7804 |
405
- | 2.5116 | 19000 | 0.1093 | 0.0415 | 0.7912 |
406
- | 2.6438 | 20000 | 0.1026 | 0.0428 | 0.8006 |
407
- | 2.7759 | 21000 | 0.0958 | 0.0393 | 0.8013 |
408
- | 2.9081 | 22000 | 0.0922 | 0.0387 | 0.8152 |
409
- | 3.0403 | 23000 | 0.0873 | 0.0415 | 0.8117 |
410
- | 3.1725 | 24000 | 0.0823 | 0.0382 | 0.8130 |
411
- | 3.3047 | 25000 | 0.0807 | 0.0369 | 0.8141 |
412
- | 3.4369 | 26000 | 0.0772 | 0.0370 | 0.8275 |
413
- | 3.5691 | 27000 | 0.0734 | 0.0348 | 0.8197 |
414
- | 3.7013 | 28000 | 0.0709 | 0.0335 | 0.8242 |
415
- | 3.8334 | 29000 | 0.067 | 0.0363 | 0.8309 |
416
- | **3.9656** | **30000** | **0.0675** | **0.0359** | **0.8327** |
417
- | 4.0978 | 31000 | 0.0629 | 0.0337 | 0.8413 |
418
- | 4.2300 | 32000 | 0.0611 | 0.0350 | 0.8418 |
419
- | 4.3622 | 33000 | 0.0618 | 0.0372 | 0.8415 |
420
- | 4.4944 | 34000 | 0.0585 | 0.0341 | 0.8437 |
421
- | 4.6266 | 35000 | 0.0569 | 0.0364 | 0.8473 |
422
- | 4.7588 | 36000 | 0.055 | 0.0355 | 0.8430 |
423
- | 4.8909 | 37000 | 0.0529 | 0.0316 | 0.8468 |
424
- | 5.0231 | 38000 | 0.0522 | 0.0346 | 0.8454 |
425
- | 5.1553 | 39000 | 0.0501 | 0.0384 | 0.8493 |
426
- | 5.2875 | 40000 | 0.0503 | 0.0345 | 0.8527 |
427
- | 5.4197 | 41000 | 0.0487 | 0.0321 | 0.8542 |
428
- | 5.5519 | 42000 | 0.0465 | 0.0321 | 0.8475 |
429
- | 5.6841 | 43000 | 0.0453 | 0.0316 | 0.8487 |
430
- | 5.8163 | 44000 | 0.0426 | 0.0355 | 0.8554 |
431
- | 5.9484 | 45000 | 0.043 | 0.0329 | 0.8564 |
432
- | 6.0806 | 46000 | 0.0405 | 0.0358 | 0.8513 |
433
- | 6.2128 | 47000 | 0.0398 | 0.0345 | 0.8578 |
434
- | 6.3450 | 48000 | 0.0406 | 0.0336 | 0.8605 |
435
- | 6.4772 | 49000 | 0.0381 | 0.0324 | 0.8535 |
436
- | 6.6094 | 50000 | 0.0377 | 0.0322 | 0.8522 |
437
- | 6.7416 | 51000 | 0.0357 | 0.0321 | 0.8541 |
438
- | 6.8738 | 52000 | 0.035 | 0.0338 | 0.8633 |
439
- | 7.0059 | 53000 | 0.035 | 0.0348 | 0.8627 |
440
- | 7.1381 | 54000 | 0.033 | 0.0341 | 0.8650 |
441
- | 7.2703 | 55000 | 0.0347 | 0.0341 | 0.8621 |
442
- | 7.4025 | 56000 | 0.0339 | 0.0327 | 0.8629 |
443
- | 7.5347 | 57000 | 0.0325 | 0.0315 | 0.8559 |
444
- | 7.6669 | 58000 | 0.0313 | 0.0353 | 0.8616 |
445
- | 7.7991 | 59000 | 0.0305 | 0.0353 | 0.8622 |
446
- | 7.9313 | 60000 | 0.0296 | 0.0358 | 0.8613 |
447
- | 8.0635 | 61000 | 0.0292 | 0.0348 | 0.8652 |
448
- | 8.1956 | 62000 | 0.0301 | 0.0366 | 0.8660 |
449
- | 8.3278 | 63000 | 0.03 | 0.0336 | 0.8617 |
450
- | 8.4600 | 64000 | 0.0287 | 0.0336 | 0.8649 |
451
- | 8.5922 | 65000 | 0.0279 | 0.0315 | 0.8628 |
452
- | 8.7244 | 66000 | 0.027 | 0.0322 | 0.8559 |
453
- | 8.8566 | 67000 | 0.026 | 0.0336 | 0.8623 |
454
- | 8.9888 | 68000 | 0.0268 | 0.0369 | 0.8628 |
455
- | 9.1210 | 69000 | 0.0259 | 0.0333 | 0.8651 |
456
- | 9.2531 | 70000 | 0.0261 | 0.0350 | 0.8682 |
457
- | 9.3853 | 71000 | 0.0261 | 0.0332 | 0.8692 |
458
- | 9.5175 | 72000 | 0.0253 | 0.0336 | 0.8659 |
459
- | 9.6497 | 73000 | 0.0252 | 0.0342 | 0.8673 |
460
- | 9.7819 | 74000 | 0.0243 | 0.0348 | 0.8613 |
461
- | 9.9141 | 75000 | 0.0244 | 0.0338 | 0.8647 |
462
- | 10.0463 | 76000 | 0.0238 | 0.0349 | 0.8672 |
463
- | 10.1785 | 77000 | 0.0239 | 0.0359 | 0.8674 |
464
- | 10.3106 | 78000 | 0.0241 | 0.0337 | 0.8696 |
465
- | 10.4428 | 79000 | 0.0236 | 0.0349 | 0.8687 |
466
- | 10.5750 | 80000 | 0.0234 | 0.0348 | 0.8648 |
467
- | 10.7072 | 81000 | 0.0225 | 0.0345 | 0.8677 |
468
- | 10.8394 | 82000 | 0.0217 | 0.0354 | 0.8695 |
469
- | 10.9716 | 83000 | 0.0226 | 0.0339 | 0.8702 |
470
- | 11.1038 | 84000 | 0.0215 | 0.0354 | 0.8717 |
471
- | 11.2360 | 85000 | 0.022 | 0.0364 | 0.8687 |
472
- | 11.3681 | 86000 | 0.022 | 0.0348 | 0.8740 |
473
- | 11.5003 | 87000 | 0.0217 | 0.0353 | 0.8675 |
474
- | 11.6325 | 88000 | 0.0221 | 0.0338 | 0.8678 |
475
- | 11.7647 | 89000 | 0.0213 | 0.0324 | 0.8697 |
476
- | 11.8969 | 90000 | 0.021 | 0.0336 | 0.8668 |
477
- | 12.0291 | 91000 | 0.0206 | 0.0352 | 0.8675 |
478
- | 12.1613 | 92000 | 0.0203 | 0.0344 | 0.8710 |
479
- | 12.2935 | 93000 | 0.0207 | 0.0349 | 0.8675 |
480
- | 12.4256 | 94000 | 0.0206 | 0.0339 | 0.8676 |
481
- | 12.5578 | 95000 | 0.0199 | 0.0342 | 0.8732 |
482
- | 12.6900 | 96000 | 0.0202 | 0.0323 | 0.8664 |
483
- | 12.8222 | 97000 | 0.0192 | 0.0357 | 0.8688 |
484
- | 12.9544 | 98000 | 0.0196 | 0.0359 | 0.8713 |
485
- | 13.0866 | 99000 | 0.0196 | 0.0357 | 0.8687 |
486
- | 13.2188 | 100000 | 0.0195 | 0.0347 | 0.8659 |
487
- | 13.3510 | 101000 | 0.0198 | 0.0343 | 0.8702 |
488
- | 13.4831 | 102000 | 0.0192 | 0.0329 | 0.8689 |
489
- | 13.6153 | 103000 | 0.0191 | 0.0336 | 0.8679 |
490
- | 13.7475 | 104000 | 0.0186 | 0.0326 | 0.8674 |
491
- | 13.8797 | 105000 | 0.0183 | 0.0338 | 0.8687 |
492
- | 14.0119 | 106000 | 0.0186 | 0.0346 | 0.8689 |
493
- | 14.1441 | 107000 | 0.0177 | 0.0357 | 0.8717 |
494
- | 14.2763 | 108000 | 0.0193 | 0.0344 | 0.8733 |
495
- | 14.4085 | 109000 | 0.0186 | 0.0323 | 0.8742 |
496
- | 14.5406 | 110000 | 0.018 | 0.0336 | 0.8722 |
497
- | 14.6728 | 111000 | 0.0177 | 0.0353 | 0.8705 |
498
- | 14.8050 | 112000 | 0.0176 | 0.0338 | 0.8678 |
499
- | 14.9372 | 113000 | 0.0178 | 0.0348 | 0.8698 |
500
- | 15.0694 | 114000 | 0.017 | 0.0353 | 0.8702 |
501
- | 15.2016 | 115000 | 0.0181 | 0.0349 | 0.8721 |
502
- | 15.3338 | 116000 | 0.0182 | 0.0341 | 0.8705 |
503
- | 15.4660 | 117000 | 0.0171 | 0.0343 | 0.8715 |
504
- | 15.5981 | 118000 | 0.0176 | 0.0341 | 0.8696 |
505
- | 15.7303 | 119000 | 0.0173 | 0.0336 | 0.8706 |
506
- | 15.8625 | 120000 | 0.0161 | 0.0342 | 0.8715 |
507
- | 15.9947 | 121000 | 0.0174 | 0.0349 | 0.8701 |
508
- | 16.1269 | 122000 | 0.0171 | 0.0341 | 0.8715 |
509
- | 16.2591 | 123000 | 0.0171 | 0.0342 | 0.8720 |
510
- | 16.3913 | 124000 | 0.0174 | 0.0336 | 0.8726 |
511
- | 16.5235 | 125000 | 0.0167 | 0.0339 | 0.8694 |
512
- | 16.6557 | 126000 | 0.0169 | 0.0344 | 0.8671 |
513
- | 16.7878 | 127000 | 0.016 | 0.0341 | 0.8666 |
514
- | 16.9200 | 128000 | 0.0163 | 0.0342 | 0.8696 |
515
- | 17.0522 | 129000 | 0.0163 | 0.0342 | 0.8687 |
516
- | 17.1844 | 130000 | 0.0163 | 0.0347 | 0.8709 |
517
- | 17.3166 | 131000 | 0.017 | 0.0335 | 0.8719 |
518
- | 17.4488 | 132000 | 0.0166 | 0.0337 | 0.8699 |
519
- | 17.5810 | 133000 | 0.0165 | 0.0334 | 0.8706 |
520
- | 17.7132 | 134000 | 0.0157 | 0.0334 | 0.8709 |
521
- | 17.8453 | 135000 | 0.0154 | 0.0345 | 0.8718 |
522
- | 17.9775 | 136000 | 0.0159 | 0.0340 | 0.8719 |
523
- | 18.1097 | 137000 | 0.0156 | 0.0338 | 0.8697 |
524
- | 18.2419 | 138000 | 0.0162 | 0.0333 | 0.8696 |
525
- | 18.3741 | 139000 | 0.0161 | 0.0337 | 0.8712 |
526
- | 18.5063 | 140000 | 0.0161 | 0.0345 | 0.8681 |
527
- | 18.6385 | 141000 | 0.0163 | 0.0331 | 0.8708 |
528
- | 18.7707 | 142000 | 0.015 | 0.0336 | 0.8711 |
529
- | 18.9028 | 143000 | 0.0153 | 0.0350 | 0.8697 |
530
- | 19.0350 | 144000 | 0.0152 | 0.0355 | 0.8690 |
531
- | 19.1672 | 145000 | 0.0158 | 0.0354 | 0.8692 |
532
- | 19.2994 | 146000 | 0.0158 | 0.0345 | 0.8709 |
533
- | 19.4316 | 147000 | 0.0161 | 0.0327 | 0.8721 |
534
- | 19.5638 | 148000 | 0.0155 | 0.0335 | 0.8701 |
535
- | 19.6960 | 149000 | 0.015 | 0.0330 | 0.8694 |
536
- | 19.8282 | 150000 | 0.0143 | 0.0339 | 0.8693 |
537
- | 19.9603 | 151000 | 0.0156 | 0.0340 | 0.8694 |
538
- | 20.0925 | 152000 | 0.0149 | 0.0337 | 0.8700 |
539
- | 20.2247 | 153000 | 0.0154 | 0.0334 | 0.8703 |
540
- | 20.3569 | 154000 | 0.0155 | 0.0337 | 0.8709 |
541
- | 20.4891 | 155000 | 0.0156 | 0.0335 | 0.8706 |
542
- | 20.6213 | 156000 | 0.0153 | 0.0337 | 0.8696 |
543
- | 20.7535 | 157000 | 0.0149 | 0.0328 | 0.8687 |
544
- | 20.8857 | 158000 | 0.0144 | 0.0331 | 0.8700 |
545
- | 21.0178 | 159000 | 0.0148 | 0.0339 | 0.8698 |
546
- | 21.1500 | 160000 | 0.0152 | 0.0331 | 0.8705 |
547
- | 21.2822 | 161000 | 0.0156 | 0.0333 | 0.8706 |
548
- | 21.4144 | 162000 | 0.0147 | 0.0328 | 0.8715 |
549
- | 21.5466 | 163000 | 0.0148 | 0.0335 | 0.8717 |
550
- | 21.6788 | 164000 | 0.0145 | 0.0342 | 0.8715 |
551
- | 21.8110 | 165000 | 0.0142 | 0.0336 | 0.8711 |
552
- | 21.9432 | 166000 | 0.0141 | 0.0346 | 0.8708 |
553
- | 22.0753 | 167000 | 0.0148 | 0.0344 | 0.8705 |
554
- | 22.2075 | 168000 | 0.0151 | 0.0335 | 0.8696 |
555
- | 22.3397 | 169000 | 0.0147 | 0.0344 | 0.8708 |
556
- | 22.4719 | 170000 | 0.0145 | 0.0343 | 0.8715 |
557
- | 22.6041 | 171000 | 0.0144 | 0.0331 | 0.8717 |
558
- | 22.7363 | 172000 | 0.014 | 0.0333 | 0.8712 |
559
- | 22.8685 | 173000 | 0.0142 | 0.0341 | 0.8718 |
560
- | 23.0007 | 174000 | 0.015 | 0.0344 | 0.8710 |
561
- | 23.1328 | 175000 | 0.0141 | 0.0337 | 0.8701 |
562
- | 23.2650 | 176000 | 0.0146 | 0.0336 | 0.8718 |
563
- | 23.3972 | 177000 | 0.0143 | 0.0338 | 0.8725 |
564
- | 23.5294 | 178000 | 0.0147 | 0.0330 | 0.8725 |
565
- | 23.6616 | 179000 | 0.0141 | 0.0334 | 0.8719 |
566
- | 23.7938 | 180000 | 0.0142 | 0.0329 | 0.8714 |
567
- | 23.9260 | 181000 | 0.014 | 0.0338 | 0.8712 |
568
- | 24.0582 | 182000 | 0.0141 | 0.0334 | 0.8719 |
569
- | 24.1904 | 183000 | 0.0143 | 0.0350 | 0.8718 |
570
- | 24.3225 | 184000 | 0.0144 | 0.0340 | 0.8723 |
571
- | 24.4547 | 185000 | 0.015 | 0.0330 | 0.8727 |
572
- | 24.5869 | 186000 | 0.0144 | 0.0341 | 0.8723 |
573
- | 24.7191 | 187000 | 0.0143 | 0.0332 | 0.8722 |
574
- | 24.8513 | 188000 | 0.014 | 0.0345 | 0.8722 |
575
- | 24.9835 | 189000 | 0.0141 | 0.0353 | 0.8709 |
576
- | 25.1157 | 190000 | 0.0137 | 0.0349 | 0.8719 |
577
- | 25.2479 | 191000 | 0.0142 | 0.0345 | 0.8711 |
578
- | 25.3800 | 192000 | 0.0143 | 0.0334 | 0.8716 |
579
- | 25.5122 | 193000 | 0.0137 | 0.0332 | 0.8717 |
580
- | 25.6444 | 194000 | 0.0143 | 0.0339 | 0.8720 |
581
- | 25.7766 | 195000 | 0.0136 | 0.0338 | 0.8703 |
582
- | 25.9088 | 196000 | 0.0134 | 0.0333 | 0.8710 |
583
- | 26.0410 | 197000 | 0.0136 | 0.0350 | 0.8708 |
584
- | 26.1732 | 198000 | 0.0136 | 0.0345 | 0.8709 |
585
- | 26.3054 | 199000 | 0.0142 | 0.0340 | 0.8714 |
586
- | 26.4375 | 200000 | 0.0141 | 0.0335 | 0.8722 |
587
- | 26.5697 | 201000 | 0.0146 | 0.0343 | 0.8717 |
588
- | 26.7019 | 202000 | 0.0136 | 0.0341 | 0.8713 |
589
- | 26.8341 | 203000 | 0.0131 | 0.0348 | 0.8715 |
590
- | 26.9663 | 204000 | 0.014 | 0.0345 | 0.8706 |
591
- | 27.0985 | 205000 | 0.0135 | 0.0349 | 0.8715 |
592
- | 27.2307 | 206000 | 0.0135 | 0.0337 | 0.8713 |
593
- | 27.3629 | 207000 | 0.0146 | 0.0334 | 0.8717 |
594
- | 27.4950 | 208000 | 0.0138 | 0.0337 | 0.8717 |
595
- | 27.6272 | 209000 | 0.0136 | 0.0331 | 0.8723 |
596
- | 27.7594 | 210000 | 0.0133 | 0.0343 | 0.8717 |
597
- | 27.8916 | 211000 | 0.0137 | 0.0341 | 0.8722 |
598
- | 28.0238 | 212000 | 0.0132 | 0.0340 | 0.8718 |
599
- | 28.1560 | 213000 | 0.0136 | 0.0344 | 0.8720 |
600
- | 28.2882 | 214000 | 0.0143 | 0.0337 | 0.8720 |
601
- | 28.4204 | 215000 | 0.0136 | 0.0340 | 0.8729 |
602
- | 28.5525 | 216000 | 0.014 | 0.0334 | 0.8721 |
603
- | 28.6847 | 217000 | 0.0131 | 0.0338 | 0.8726 |
604
- | 28.8169 | 218000 | 0.0131 | 0.0337 | 0.8726 |
605
- | 28.9491 | 219000 | 0.0136 | 0.0346 | 0.8726 |
606
- | 29.0813 | 220000 | 0.0132 | 0.0347 | 0.8721 |
607
- | 29.2135 | 221000 | 0.0136 | 0.0344 | 0.8719 |
608
- | 29.3457 | 222000 | 0.0137 | 0.0345 | 0.8724 |
609
- | 29.4779 | 223000 | 0.0138 | 0.0337 | 0.8723 |
610
- | 29.6100 | 224000 | 0.013 | 0.0337 | 0.8724 |
611
- | 29.7422 | 225000 | 0.0134 | 0.0343 | 0.8724 |
612
- | 29.8744 | 226000 | 0.0132 | 0.0338 | 0.8720 |
613
- | 30.0066 | 227000 | 0.0133 | 0.0335 | 0.8721 |
614
- | 30.1388 | 228000 | 0.013 | 0.0340 | 0.8715 |
615
- | 30.2710 | 229000 | 0.0144 | 0.0332 | 0.8726 |
616
- | 30.4032 | 230000 | 0.014 | 0.0346 | 0.8726 |
617
- | 30.5354 | 231000 | 0.0137 | 0.0330 | 0.8726 |
618
- | 30.6675 | 232000 | 0.0131 | 0.0342 | 0.8724 |
619
- | 30.7997 | 233000 | 0.0128 | 0.0337 | 0.8718 |
620
- | 30.9319 | 234000 | 0.0135 | 0.0342 | 0.8723 |
621
- | 31.0641 | 235000 | 0.0138 | 0.0346 | 0.8722 |
622
- | 31.1963 | 236000 | 0.0133 | 0.0347 | 0.8721 |
623
- | 31.3285 | 237000 | 0.0137 | 0.0335 | 0.8723 |
624
- | 31.4607 | 238000 | 0.0137 | 0.0337 | 0.8725 |
625
- | 31.5929 | 239000 | 0.0131 | 0.0340 | 0.8723 |
626
- | 31.7250 | 240000 | 0.0129 | 0.0334 | 0.8725 |
627
- | 31.8572 | 241000 | 0.0133 | 0.0336 | 0.8731 |
628
- | 31.9894 | 242000 | 0.0137 | 0.0343 | 0.8726 |
629
- | 32.1216 | 243000 | 0.0132 | 0.0329 | 0.8722 |
630
- | 32.2538 | 244000 | 0.0135 | 0.0338 | 0.8724 |
631
- | 32.3860 | 245000 | 0.0129 | 0.0344 | 0.8724 |
632
- | 32.5182 | 246000 | 0.0136 | 0.0342 | 0.8724 |
633
- | 32.6504 | 247000 | 0.0133 | 0.0331 | 0.8720 |
634
- | 32.7826 | 248000 | 0.0128 | 0.0337 | 0.8718 |
635
- | 32.9147 | 249000 | 0.0127 | 0.0338 | 0.8717 |
636
- | 33.0469 | 250000 | 0.013 | 0.0328 | 0.8717 |
637
- | 33.1791 | 251000 | 0.0135 | 0.0337 | 0.8723 |
638
- | 33.3113 | 252000 | 0.0131 | 0.0334 | 0.8722 |
639
- | 33.4435 | 253000 | 0.0134 | 0.0339 | 0.8723 |
640
- | 33.5757 | 254000 | 0.0135 | 0.0338 | 0.8724 |
641
- | 33.7079 | 255000 | 0.013 | 0.0341 | 0.8722 |
642
- | 33.8401 | 256000 | 0.0126 | 0.0334 | 0.8720 |
643
- | 33.9722 | 257000 | 0.0136 | 0.0338 | 0.8719 |
644
- | 34.1044 | 258000 | 0.0123 | 0.0338 | 0.8722 |
645
- | 34.2366 | 259000 | 0.0135 | 0.0336 | 0.8719 |
646
- | 34.3688 | 260000 | 0.0136 | 0.0343 | 0.8724 |
647
- | 34.5010 | 261000 | 0.0134 | 0.0341 | 0.8722 |
648
- | 34.6332 | 262000 | 0.0136 | 0.0343 | 0.8722 |
649
- | 34.7654 | 263000 | 0.0131 | 0.0344 | 0.8719 |
650
- | 34.8976 | 264000 | 0.0128 | 0.0343 | 0.8719 |
651
- | 35.0297 | 265000 | 0.0129 | 0.0336 | 0.8718 |
652
- | 35.1619 | 266000 | 0.0128 | 0.0334 | 0.8720 |
653
- | 35.2941 | 267000 | 0.013 | 0.0340 | 0.8719 |
654
- | 35.4263 | 268000 | 0.0133 | 0.0341 | 0.8723 |
655
- | 35.5585 | 269000 | 0.0132 | 0.0331 | 0.8723 |
656
- | 35.6907 | 270000 | 0.0127 | 0.0335 | 0.8721 |
657
- | 35.8229 | 271000 | 0.0123 | 0.0334 | 0.8721 |
658
- | 35.9551 | 272000 | 0.0135 | 0.0343 | 0.8721 |
659
- | 36.0872 | 273000 | 0.0125 | 0.0345 | 0.8721 |
660
- | 36.2194 | 274000 | 0.0134 | 0.0336 | 0.8719 |
661
- | 36.3516 | 275000 | 0.0132 | 0.0338 | 0.8720 |
662
- | 36.4838 | 276000 | 0.0136 | 0.0331 | 0.8722 |
663
- | 36.6160 | 277000 | 0.0133 | 0.0335 | 0.8726 |
664
- | 36.7482 | 278000 | 0.0125 | 0.0336 | 0.8726 |
665
- | 36.8804 | 279000 | 0.0122 | 0.0344 | 0.8724 |
666
- | 37.0126 | 280000 | 0.013 | 0.0336 | 0.8722 |
667
- | 37.1447 | 281000 | 0.0132 | 0.0333 | 0.8724 |
668
- | 37.2769 | 282000 | 0.0137 | 0.0333 | 0.8722 |
669
- | 37.4091 | 283000 | 0.0133 | 0.0339 | 0.8723 |
670
- | 37.5413 | 284000 | 0.013 | 0.0335 | 0.8723 |
671
- | 37.6735 | 285000 | 0.0129 | 0.0329 | 0.8723 |
672
- | 37.8057 | 286000 | 0.013 | 0.0327 | 0.8722 |
673
- | 37.9379 | 287000 | 0.0124 | 0.0338 | 0.8722 |
674
- | 38.0701 | 288000 | 0.0131 | 0.0338 | 0.8721 |
675
- | 38.2022 | 289000 | 0.0129 | 0.0342 | 0.8723 |
676
- | 38.3344 | 290000 | 0.013 | 0.0336 | 0.8720 |
677
- | 38.4666 | 291000 | 0.0134 | 0.0335 | 0.8721 |
678
- | 38.5988 | 292000 | 0.0129 | 0.0338 | 0.8722 |
679
- | 38.7310 | 293000 | 0.0122 | 0.0337 | 0.8722 |
680
- | 38.8632 | 294000 | 0.0123 | 0.0338 | 0.8722 |
681
- | 38.9954 | 295000 | 0.0132 | 0.0335 | 0.8722 |
682
- | 39.1276 | 296000 | 0.0128 | 0.0333 | 0.8720 |
683
- | 39.2597 | 297000 | 0.0135 | 0.0336 | 0.8720 |
684
- | 39.3919 | 298000 | 0.0132 | 0.0342 | 0.8721 |
685
- | 39.5241 | 299000 | 0.0136 | 0.0328 | 0.8719 |
686
- | 39.6563 | 300000 | 0.0125 | 0.0339 | 0.8720 |
687
- | 39.7885 | 301000 | 0.0125 | 0.0343 | 0.8720 |
688
- | 39.9207 | 302000 | 0.0126 | 0.0339 | 0.8721 |
689
- | 40.0529 | 303000 | 0.0129 | 0.0338 | 0.8720 |
690
- | 40.1851 | 304000 | 0.0133 | 0.0334 | 0.8719 |
691
- | 40.3173 | 305000 | 0.0134 | 0.0336 | 0.8719 |
692
- | 40.4494 | 306000 | 0.0127 | 0.0336 | 0.8720 |
693
- | 40.5816 | 307000 | 0.0126 | 0.0342 | 0.8721 |
694
- | 40.7138 | 308000 | 0.013 | 0.0340 | 0.8721 |
695
- | 40.8460 | 309000 | 0.013 | 0.0332 | 0.8721 |
696
- | 40.9782 | 310000 | 0.0129 | 0.0337 | 0.8720 |
697
- | 41.1104 | 311000 | 0.0123 | 0.0328 | 0.8721 |
698
- | 41.2426 | 312000 | 0.013 | 0.0336 | 0.8721 |
699
- | 41.3748 | 313000 | 0.0132 | 0.0337 | 0.8721 |
700
- | 41.5069 | 314000 | 0.0132 | 0.0335 | 0.8722 |
701
- | 41.6391 | 315000 | 0.0131 | 0.0343 | 0.8721 |
702
- | 41.7713 | 316000 | 0.0122 | 0.0339 | 0.8720 |
703
- | 41.9035 | 317000 | 0.0125 | 0.0340 | 0.8720 |
704
- | 42.0357 | 318000 | 0.0122 | 0.0342 | 0.8720 |
705
- | 42.1679 | 319000 | 0.0129 | 0.0337 | 0.8720 |
706
- | 42.3001 | 320000 | 0.013 | 0.0330 | 0.8720 |
707
- | 42.4323 | 321000 | 0.013 | 0.0332 | 0.8720 |
708
- | 42.5644 | 322000 | 0.0141 | 0.0349 | 0.8721 |
709
- | 42.6966 | 323000 | 0.013 | 0.0334 | 0.8721 |
710
- | 42.8288 | 324000 | 0.0125 | 0.0339 | 0.8720 |
711
- | 42.9610 | 325000 | 0.0126 | 0.0342 | 0.8720 |
712
- | 43.0932 | 326000 | 0.0127 | 0.0339 | 0.8720 |
713
- | 43.2254 | 327000 | 0.0126 | 0.0330 | 0.8720 |
714
- | 43.3576 | 328000 | 0.013 | 0.0343 | 0.8720 |
715
- | 43.4898 | 329000 | 0.0135 | 0.0334 | 0.8720 |
716
- | 43.6219 | 330000 | 0.0131 | 0.0327 | 0.8721 |
717
- | 43.7541 | 331000 | 0.0124 | 0.0334 | 0.8721 |
718
- | 43.8863 | 332000 | 0.0126 | 0.0344 | 0.8721 |
719
- | 44.0185 | 333000 | 0.0131 | 0.0338 | 0.8721 |
720
- | 44.1507 | 334000 | 0.0121 | 0.0340 | 0.8721 |
721
- | 44.2829 | 335000 | 0.0131 | 0.0336 | 0.8721 |
722
- | 44.4151 | 336000 | 0.0135 | 0.0340 | 0.8721 |
723
- | 44.5473 | 337000 | 0.0131 | 0.0335 | 0.8721 |
724
- | 44.6794 | 338000 | 0.0132 | 0.0340 | 0.8721 |
725
- | 44.8116 | 339000 | 0.0128 | 0.0333 | 0.8721 |
726
- | 44.9438 | 340000 | 0.0124 | 0.0333 | 0.8721 |
727
- | 45.0760 | 341000 | 0.0131 | 0.0337 | 0.8720 |
728
- | 45.2082 | 342000 | 0.0129 | 0.0341 | 0.8721 |
729
- | 45.3404 | 343000 | 0.0133 | 0.0335 | 0.8721 |
730
- | 45.4726 | 344000 | 0.0133 | 0.0341 | 0.8721 |
731
- | 45.6048 | 345000 | 0.013 | 0.0334 | 0.8721 |
732
- | 45.7369 | 346000 | 0.0129 | 0.0343 | 0.8721 |
733
- | 45.8691 | 347000 | 0.0125 | 0.0335 | 0.8721 |
734
- | 46.0013 | 348000 | 0.0133 | 0.0344 | 0.8721 |
735
- | 46.1335 | 349000 | 0.013 | 0.0332 | 0.8720 |
736
- | 46.2657 | 350000 | 0.0128 | 0.0337 | 0.8721 |
737
- | 46.3979 | 351000 | 0.0132 | 0.0334 | 0.8721 |
738
- | 46.5301 | 352000 | 0.0127 | 0.0343 | 0.8721 |
739
- | 46.6623 | 353000 | 0.0127 | 0.0334 | 0.8721 |
740
- | 46.7944 | 354000 | 0.0126 | 0.0332 | 0.8720 |
741
- | 46.9266 | 355000 | 0.013 | 0.0339 | 0.8721 |
742
- | 47.0588 | 356000 | 0.0126 | 0.0340 | 0.8721 |
743
- | 47.1910 | 357000 | 0.0132 | 0.0336 | 0.8721 |
744
- | 47.3232 | 358000 | 0.0138 | 0.0334 | 0.8721 |
745
- | 47.4554 | 359000 | 0.0133 | 0.0336 | 0.8720 |
746
- | 47.5876 | 360000 | 0.0135 | 0.0340 | 0.8720 |
747
- | 47.7198 | 361000 | 0.0129 | 0.0341 | 0.8721 |
748
- | 47.8519 | 362000 | 0.0123 | 0.0334 | 0.8721 |
749
- | 47.9841 | 363000 | 0.0126 | 0.0334 | 0.8721 |
750
- | 48.1163 | 364000 | 0.0121 | 0.0337 | 0.8721 |
751
- | 48.2485 | 365000 | 0.0127 | 0.0342 | 0.8720 |
752
- | 48.3807 | 366000 | 0.0124 | 0.0336 | 0.8721 |
753
- | 48.5129 | 367000 | 0.0125 | 0.0338 | 0.8721 |
754
- | 48.6451 | 368000 | 0.0125 | 0.0341 | 0.8720 |
755
- | 48.7773 | 369000 | 0.0122 | 0.0333 | 0.8721 |
756
- | 48.9095 | 370000 | 0.0123 | 0.0336 | 0.8721 |
757
- | 49.0416 | 371000 | 0.0124 | 0.0341 | 0.8720 |
758
- | 49.1738 | 372000 | 0.0132 | 0.0330 | 0.8720 |
759
- | 49.3060 | 373000 | 0.0128 | 0.0342 | 0.8720 |
760
- | 49.4382 | 374000 | 0.0132 | 0.0341 | 0.8720 |
761
- | 49.5704 | 375000 | 0.013 | 0.0334 | 0.8721 |
762
- | 49.7026 | 376000 | 0.0126 | 0.0340 | 0.8720 |
763
- | 49.8348 | 377000 | 0.0126 | 0.0337 | 0.8720 |
764
- | 49.9670 | 378000 | 0.0131 | 0.0337 | 0.8720 |
765
 
766
  * The bold row denotes the saved checkpoint.
767
  </details>
 
38
  type: test_cls
39
  metrics:
40
  - type: accuracy
41
+ value: 0.8272198126441044
42
  name: Accuracy
43
  - type: accuracy_threshold
44
+ value: 0.03662109375
45
  name: Accuracy Threshold
46
  - type: f1
47
+ value: 0.8086734693877551
48
  name: F1
49
  - type: f1_threshold
50
+ value: -0.1533203125
51
  name: F1 Threshold
52
  - type: precision
53
+ value: 0.7616680929497729
54
  name: Precision
55
  - type: recall
56
+ value: 0.8618621973929237
57
  name: Recall
58
  - type: average_precision
59
+ value: 0.8728643158252039
60
  name: Average Precision
61
  ---
62
 
 
158
  * Dataset: `test_cls`
159
  * Evaluated with [<code>CrossEncoderClassificationEvaluator</code>](https://sbert.net/docs/package_reference/cross_encoder/evaluation.html#sentence_transformers.cross_encoder.evaluation.CrossEncoderClassificationEvaluator)
160
 
161
+ | Metric | Value |
162
+ |:----------------------|:-----------|
163
+ | accuracy | 0.8272 |
164
+ | accuracy_threshold | 0.0366 |
165
+ | f1 | 0.8087 |
166
+ | f1_threshold | -0.1533 |
167
+ | precision | 0.7617 |
168
+ | recall | 0.8619 |
169
+ | **average_precision** | **0.8729** |
170
 
171
  <!--
172
  ## Bias, Risks and Limitations
 
302
  - `bf16_full_eval`: False
303
  - `fp16_full_eval`: False
304
  - `tf32`: None
305
+ - `local_rank`: 3
306
  - `ddp_backend`: None
307
  - `tpu_num_cores`: None
308
  - `tpu_metrics_debug`: False
 
381
  ### Training Logs
382
  <details><summary>Click to expand</summary>
383
 
384
+ | Epoch | Step | Training Loss | Validation Loss | test_cls_average_precision |
385
+ |:---------:|:----------:|:-------------:|:---------------:|:--------------------------:|
386
+ | 0 | 0 | - | 0.3223 | 0.5734 |
387
+ | 0.1322 | 1000 | 0.4286 | 0.3215 | 0.5735 |
388
+ | 0.2644 | 2000 | 0.4241 | 0.3151 | 0.5741 |
389
+ | 0.3966 | 3000 | 0.4182 | 0.3038 | 0.5757 |
390
+ | 0.5288 | 4000 | 0.4036 | 0.2876 | 0.5778 |
391
+ | 0.6609 | 5000 | 0.3919 | 0.2619 | 0.5845 |
392
+ | 0.7931 | 6000 | 0.3694 | 0.2290 | 0.5943 |
393
+ | 0.9253 | 7000 | 0.3481 | 0.1966 | 0.6078 |
394
+ | 1.0575 | 8000 | 0.3109 | 0.1650 | 0.6304 |
395
+ | 1.1897 | 9000 | 0.2665 | 0.1384 | 0.6656 |
396
+ | 1.3219 | 10000 | 0.2281 | 0.1154 | 0.6872 |
397
+ | 1.4541 | 11000 | 0.1984 | 0.0928 | 0.7147 |
398
+ | 1.5863 | 12000 | 0.1794 | 0.0814 | 0.7325 |
399
+ | 1.7184 | 13000 | 0.1619 | 0.0698 | 0.7401 |
400
+ | 1.8506 | 14000 | 0.1498 | 0.0619 | 0.7495 |
401
+ | 1.9828 | 15000 | 0.1409 | 0.0581 | 0.7662 |
402
+ | 2.1150 | 16000 | 0.1315 | 0.0537 | 0.7739 |
403
+ | 2.2472 | 17000 | 0.1239 | 0.0495 | 0.7795 |
404
+ | 2.3794 | 18000 | 0.1157 | 0.0471 | 0.7950 |
405
+ | 2.5116 | 19000 | 0.1093 | 0.0415 | 0.7932 |
406
+ | 2.6438 | 20000 | 0.1026 | 0.0428 | 0.7983 |
407
+ | 2.7759 | 21000 | 0.0958 | 0.0393 | 0.8044 |
408
+ | 2.9081 | 22000 | 0.0922 | 0.0387 | 0.8165 |
409
+ | 3.0403 | 23000 | 0.0873 | 0.0415 | 0.8106 |
410
+ | 3.1725 | 24000 | 0.0823 | 0.0382 | 0.8200 |
411
+ | 3.3047 | 25000 | 0.0807 | 0.0369 | 0.8242 |
412
+ | 3.4369 | 26000 | 0.0772 | 0.0370 | 0.8244 |
413
+ | 3.5691 | 27000 | 0.0734 | 0.0348 | 0.8305 |
414
+ | 3.7013 | 28000 | 0.0709 | 0.0335 | 0.8320 |
415
+ | 3.8334 | 29000 | 0.067 | 0.0363 | 0.8303 |
416
+ | 3.9656 | 30000 | 0.0675 | 0.0359 | 0.8346 |
417
+ | 4.0978 | 31000 | 0.0629 | 0.0337 | 0.8389 |
418
+ | 4.2300 | 32000 | 0.0611 | 0.0350 | 0.8394 |
419
+ | 4.3622 | 33000 | 0.0618 | 0.0372 | 0.8378 |
420
+ | 4.4944 | 34000 | 0.0585 | 0.0341 | 0.8470 |
421
+ | 4.6266 | 35000 | 0.0569 | 0.0364 | 0.8378 |
422
+ | 4.7588 | 36000 | 0.055 | 0.0355 | 0.8535 |
423
+ | 4.8909 | 37000 | 0.0529 | 0.0316 | 0.8447 |
424
+ | 5.0231 | 38000 | 0.0522 | 0.0346 | 0.8540 |
425
+ | 5.1553 | 39000 | 0.0501 | 0.0384 | 0.8495 |
426
+ | 5.2875 | 40000 | 0.0503 | 0.0345 | 0.8473 |
427
+ | 5.4197 | 41000 | 0.0487 | 0.0321 | 0.8457 |
428
+ | 5.5519 | 42000 | 0.0465 | 0.0321 | 0.8563 |
429
+ | 5.6841 | 43000 | 0.0453 | 0.0316 | 0.8557 |
430
+ | 5.8163 | 44000 | 0.0426 | 0.0355 | 0.8631 |
431
+ | 5.9484 | 45000 | 0.043 | 0.0329 | 0.8572 |
432
+ | 6.0806 | 46000 | 0.0405 | 0.0358 | 0.8655 |
433
+ | 6.2128 | 47000 | 0.0398 | 0.0345 | 0.8595 |
434
+ | 6.3450 | 48000 | 0.0406 | 0.0336 | 0.8600 |
435
+ | 6.4772 | 49000 | 0.0381 | 0.0324 | 0.8633 |
436
+ | 6.6094 | 50000 | 0.0377 | 0.0322 | 0.8593 |
437
+ | 6.7416 | 51000 | 0.0357 | 0.0321 | 0.8600 |
438
+ | 6.8738 | 52000 | 0.035 | 0.0338 | 0.8578 |
439
+ | 7.0059 | 53000 | 0.035 | 0.0348 | 0.8613 |
440
+ | 7.1381 | 54000 | 0.033 | 0.0341 | 0.8631 |
441
+ | 7.2703 | 55000 | 0.0347 | 0.0341 | 0.8616 |
442
+ | 7.4025 | 56000 | 0.0339 | 0.0327 | 0.8599 |
443
+ | 7.5347 | 57000 | 0.0325 | 0.0315 | 0.8638 |
444
+ | 7.6669 | 58000 | 0.0313 | 0.0353 | 0.8578 |
445
+ | 7.7991 | 59000 | 0.0305 | 0.0353 | 0.8612 |
446
+ | 7.9313 | 60000 | 0.0296 | 0.0358 | 0.8627 |
447
+ | 8.0635 | 61000 | 0.0292 | 0.0348 | 0.8696 |
448
+ | 8.1956 | 62000 | 0.0301 | 0.0366 | 0.8665 |
449
+ | 8.3278 | 63000 | 0.03 | 0.0336 | 0.8627 |
450
+ | 8.4600 | 64000 | 0.0287 | 0.0336 | 0.8638 |
451
+ | 8.5922 | 65000 | 0.0279 | 0.0315 | 0.8682 |
452
+ | 8.7244 | 66000 | 0.027 | 0.0322 | 0.8619 |
453
+ | 8.8566 | 67000 | 0.026 | 0.0336 | 0.8719 |
454
+ | 8.9888 | 68000 | 0.0268 | 0.0369 | 0.8674 |
455
+ | 9.1210 | 69000 | 0.0259 | 0.0333 | 0.8671 |
456
+ | 9.2531 | 70000 | 0.0261 | 0.0350 | 0.8662 |
457
+ | 9.3853 | 71000 | 0.0261 | 0.0332 | 0.8664 |
458
+ | 9.5175 | 72000 | 0.0253 | 0.0336 | 0.8688 |
459
+ | 9.6497 | 73000 | 0.0252 | 0.0342 | 0.8687 |
460
+ | 9.7819 | 74000 | 0.0243 | 0.0348 | 0.8655 |
461
+ | 9.9141 | 75000 | 0.0244 | 0.0338 | 0.8679 |
462
+ | 10.0463 | 76000 | 0.0238 | 0.0349 | 0.8688 |
463
+ | 10.1785 | 77000 | 0.0239 | 0.0359 | 0.8695 |
464
+ | 10.3106 | 78000 | 0.0241 | 0.0337 | 0.8629 |
465
+ | 10.4428 | 79000 | 0.0236 | 0.0349 | 0.8697 |
466
+ | 10.5750 | 80000 | 0.0234 | 0.0348 | 0.8706 |
467
+ | 10.7072 | 81000 | 0.0225 | 0.0345 | 0.8712 |
468
+ | 10.8394 | 82000 | 0.0217 | 0.0354 | 0.8707 |
469
+ | 10.9716 | 83000 | 0.0226 | 0.0339 | 0.8678 |
470
+ | 11.1038 | 84000 | 0.0215 | 0.0354 | 0.8660 |
471
+ | 11.2360 | 85000 | 0.022 | 0.0364 | 0.8694 |
472
+ | 11.3681 | 86000 | 0.022 | 0.0348 | 0.8641 |
473
+ | 11.5003 | 87000 | 0.0217 | 0.0353 | 0.8682 |
474
+ | 11.6325 | 88000 | 0.0221 | 0.0338 | 0.8717 |
475
+ | 11.7647 | 89000 | 0.0213 | 0.0324 | 0.8711 |
476
+ | 11.8969 | 90000 | 0.021 | 0.0336 | 0.8719 |
477
+ | 12.0291 | 91000 | 0.0206 | 0.0352 | 0.8723 |
478
+ | 12.1613 | 92000 | 0.0203 | 0.0344 | 0.8704 |
479
+ | 12.2935 | 93000 | 0.0207 | 0.0349 | 0.8700 |
480
+ | 12.4256 | 94000 | 0.0206 | 0.0339 | 0.8693 |
481
+ | 12.5578 | 95000 | 0.0199 | 0.0342 | 0.8704 |
482
+ | 12.6900 | 96000 | 0.0202 | 0.0323 | 0.8688 |
483
+ | 12.8222 | 97000 | 0.0192 | 0.0357 | 0.8701 |
484
+ | 12.9544 | 98000 | 0.0196 | 0.0359 | 0.8698 |
485
+ | 13.0866 | 99000 | 0.0196 | 0.0357 | 0.8743 |
486
+ | 13.2188 | 100000 | 0.0195 | 0.0347 | 0.8720 |
487
+ | 13.3510 | 101000 | 0.0198 | 0.0343 | 0.8695 |
488
+ | 13.4831 | 102000 | 0.0192 | 0.0329 | 0.8657 |
489
+ | 13.6153 | 103000 | 0.0191 | 0.0336 | 0.8691 |
490
+ | 13.7475 | 104000 | 0.0186 | 0.0326 | 0.8688 |
491
+ | 13.8797 | 105000 | 0.0183 | 0.0338 | 0.8710 |
492
+ | 14.0119 | 106000 | 0.0186 | 0.0346 | 0.8715 |
493
+ | 14.1441 | 107000 | 0.0177 | 0.0357 | 0.8720 |
494
+ | 14.2763 | 108000 | 0.0193 | 0.0344 | 0.8716 |
495
+ | 14.4085 | 109000 | 0.0186 | 0.0323 | 0.8700 |
496
+ | 14.5406 | 110000 | 0.018 | 0.0336 | 0.8682 |
497
+ | 14.6728 | 111000 | 0.0177 | 0.0353 | 0.8695 |
498
+ | 14.8050 | 112000 | 0.0176 | 0.0338 | 0.8674 |
499
+ | 14.9372 | 113000 | 0.0178 | 0.0348 | 0.8680 |
500
+ | 15.0694 | 114000 | 0.017 | 0.0353 | 0.8712 |
501
+ | 15.2016 | 115000 | 0.0181 | 0.0349 | 0.8693 |
502
+ | 15.3338 | 116000 | 0.0182 | 0.0341 | 0.8667 |
503
+ | 15.4660 | 117000 | 0.0171 | 0.0343 | 0.8702 |
504
+ | 15.5981 | 118000 | 0.0176 | 0.0341 | 0.8725 |
505
+ | 15.7303 | 119000 | 0.0173 | 0.0336 | 0.8703 |
506
+ | 15.8625 | 120000 | 0.0161 | 0.0342 | 0.8724 |
507
+ | 15.9947 | 121000 | 0.0174 | 0.0349 | 0.8724 |
508
+ | 16.1269 | 122000 | 0.0171 | 0.0341 | 0.8723 |
509
+ | 16.2591 | 123000 | 0.0171 | 0.0342 | 0.8709 |
510
+ | 16.3913 | 124000 | 0.0174 | 0.0336 | 0.8698 |
511
+ | 16.5235 | 125000 | 0.0167 | 0.0339 | 0.8723 |
512
+ | 16.6557 | 126000 | 0.0169 | 0.0344 | 0.8704 |
513
+ | 16.7878 | 127000 | 0.016 | 0.0341 | 0.8722 |
514
+ | 16.9200 | 128000 | 0.0163 | 0.0342 | 0.8714 |
515
+ | 17.0522 | 129000 | 0.0163 | 0.0342 | 0.8716 |
516
+ | 17.1844 | 130000 | 0.0163 | 0.0347 | 0.8694 |
517
+ | 17.3166 | 131000 | 0.017 | 0.0335 | 0.8691 |
518
+ | 17.4488 | 132000 | 0.0166 | 0.0337 | 0.8704 |
519
+ | 17.5810 | 133000 | 0.0165 | 0.0334 | 0.8716 |
520
+ | 17.7132 | 134000 | 0.0157 | 0.0334 | 0.8703 |
521
+ | 17.8453 | 135000 | 0.0154 | 0.0345 | 0.8711 |
522
+ | 17.9775 | 136000 | 0.0159 | 0.0340 | 0.8720 |
523
+ | 18.1097 | 137000 | 0.0156 | 0.0338 | 0.8727 |
524
+ | 18.2419 | 138000 | 0.0162 | 0.0333 | 0.8711 |
525
+ | 18.3741 | 139000 | 0.0161 | 0.0337 | 0.8696 |
526
+ | 18.5063 | 140000 | 0.0161 | 0.0345 | 0.8702 |
527
+ | 18.6385 | 141000 | 0.0163 | 0.0331 | 0.8707 |
528
+ | 18.7707 | 142000 | 0.015 | 0.0336 | 0.8713 |
529
+ | 18.9028 | 143000 | 0.0153 | 0.0350 | 0.8718 |
530
+ | 19.0350 | 144000 | 0.0152 | 0.0355 | 0.8726 |
531
+ | 19.1672 | 145000 | 0.0158 | 0.0354 | 0.8737 |
532
+ | 19.2994 | 146000 | 0.0158 | 0.0345 | 0.8730 |
533
+ | 19.4316 | 147000 | 0.0161 | 0.0327 | 0.8719 |
534
+ | 19.5638 | 148000 | 0.0155 | 0.0335 | 0.8727 |
535
+ | 19.6960 | 149000 | 0.015 | 0.0330 | 0.8720 |
536
+ | 19.8282 | 150000 | 0.0143 | 0.0339 | 0.8717 |
537
+ | 19.9603 | 151000 | 0.0156 | 0.0340 | 0.8721 |
538
+ | 20.0925 | 152000 | 0.0149 | 0.0337 | 0.8728 |
539
+ | 20.2247 | 153000 | 0.0154 | 0.0334 | 0.8732 |
540
+ | 20.3569 | 154000 | 0.0155 | 0.0337 | 0.8700 |
541
+ | 20.4891 | 155000 | 0.0156 | 0.0335 | 0.8710 |
542
+ | 20.6213 | 156000 | 0.0153 | 0.0337 | 0.8710 |
543
+ | 20.7535 | 157000 | 0.0149 | 0.0328 | 0.8713 |
544
+ | 20.8857 | 158000 | 0.0144 | 0.0331 | 0.8712 |
545
+ | 21.0178 | 159000 | 0.0148 | 0.0339 | 0.8733 |
546
+ | **21.15** | **160000** | **0.0152** | **0.0331** | **0.8751** |
547
+ | 21.2822 | 161000 | 0.0156 | 0.0333 | 0.8711 |
548
+ | 21.4144 | 162000 | 0.0147 | 0.0328 | 0.8718 |
549
+ | 21.5466 | 163000 | 0.0148 | 0.0335 | 0.8733 |
550
+ | 21.6788 | 164000 | 0.0145 | 0.0342 | 0.8732 |
551
+ | 21.8110 | 165000 | 0.0142 | 0.0336 | 0.8720 |
552
+ | 21.9432 | 166000 | 0.0141 | 0.0346 | 0.8725 |
553
+ | 22.0753 | 167000 | 0.0148 | 0.0344 | 0.8713 |
554
+ | 22.2075 | 168000 | 0.0151 | 0.0335 | 0.8731 |
555
+ | 22.3397 | 169000 | 0.0147 | 0.0344 | 0.8721 |
556
+ | 22.4719 | 170000 | 0.0145 | 0.0343 | 0.8731 |
557
+ | 22.6041 | 171000 | 0.0144 | 0.0331 | 0.8736 |
558
+ | 22.7363 | 172000 | 0.014 | 0.0333 | 0.8716 |
559
+ | 22.8685 | 173000 | 0.0142 | 0.0341 | 0.8698 |
560
+ | 23.0007 | 174000 | 0.015 | 0.0344 | 0.8719 |
561
+ | 23.1328 | 175000 | 0.0141 | 0.0337 | 0.8720 |
562
+ | 23.2650 | 176000 | 0.0146 | 0.0336 | 0.8723 |
563
+ | 23.3972 | 177000 | 0.0143 | 0.0338 | 0.8698 |
564
+ | 23.5294 | 178000 | 0.0147 | 0.0330 | 0.8706 |
565
+ | 23.6616 | 179000 | 0.0141 | 0.0334 | 0.8709 |
566
+ | 23.7938 | 180000 | 0.0142 | 0.0329 | 0.8700 |
567
+ | 23.9260 | 181000 | 0.014 | 0.0338 | 0.8704 |
568
+ | 24.0582 | 182000 | 0.0141 | 0.0334 | 0.8725 |
569
+ | 24.1904 | 183000 | 0.0143 | 0.0350 | 0.8707 |
570
+ | 24.3225 | 184000 | 0.0144 | 0.0340 | 0.8715 |
571
+ | 24.4547 | 185000 | 0.015 | 0.0330 | 0.8731 |
572
+ | 24.5869 | 186000 | 0.0144 | 0.0341 | 0.8729 |
573
+ | 24.7191 | 187000 | 0.0143 | 0.0332 | 0.8727 |
574
+ | 24.8513 | 188000 | 0.014 | 0.0345 | 0.8732 |
575
+ | 24.9835 | 189000 | 0.0141 | 0.0353 | 0.8721 |
576
+ | 25.1157 | 190000 | 0.0137 | 0.0349 | 0.8712 |
577
+ | 25.2479 | 191000 | 0.0142 | 0.0345 | 0.8715 |
578
+ | 25.3800 | 192000 | 0.0143 | 0.0334 | 0.8723 |
579
+ | 25.5122 | 193000 | 0.0137 | 0.0332 | 0.8729 |
580
+ | 25.6444 | 194000 | 0.0143 | 0.0339 | 0.8732 |
581
+ | 25.7766 | 195000 | 0.0136 | 0.0338 | 0.8725 |
582
+ | 25.9088 | 196000 | 0.0134 | 0.0333 | 0.8726 |
583
+ | 26.0410 | 197000 | 0.0136 | 0.0350 | 0.8719 |
584
+ | 26.1732 | 198000 | 0.0136 | 0.0345 | 0.8728 |
585
+ | 26.3054 | 199000 | 0.0142 | 0.0340 | 0.8719 |
586
+ | 26.4375 | 200000 | 0.0141 | 0.0335 | 0.8724 |
587
+ | 26.5697 | 201000 | 0.0146 | 0.0343 | 0.8714 |
588
+ | 26.7019 | 202000 | 0.0136 | 0.0341 | 0.8714 |
589
+ | 26.8341 | 203000 | 0.0131 | 0.0348 | 0.8718 |
590
+ | 26.9663 | 204000 | 0.014 | 0.0345 | 0.8723 |
591
+ | 27.0985 | 205000 | 0.0135 | 0.0349 | 0.8728 |
592
+ | 27.2307 | 206000 | 0.0135 | 0.0337 | 0.8742 |
593
+ | 27.3629 | 207000 | 0.0146 | 0.0334 | 0.8727 |
594
+ | 27.4950 | 208000 | 0.0138 | 0.0337 | 0.8729 |
595
+ | 27.6272 | 209000 | 0.0136 | 0.0331 | 0.8714 |
596
+ | 27.7594 | 210000 | 0.0133 | 0.0343 | 0.8725 |
597
+ | 27.8916 | 211000 | 0.0137 | 0.0341 | 0.8718 |
598
+ | 28.0238 | 212000 | 0.0132 | 0.0340 | 0.8720 |
599
+ | 28.1560 | 213000 | 0.0136 | 0.0344 | 0.8723 |
600
+ | 28.2882 | 214000 | 0.0143 | 0.0337 | 0.8714 |
601
+ | 28.4204 | 215000 | 0.0136 | 0.0340 | 0.8718 |
602
+ | 28.5525 | 216000 | 0.014 | 0.0334 | 0.8726 |
603
+ | 28.6847 | 217000 | 0.0131 | 0.0338 | 0.8734 |
604
+ | 28.8169 | 218000 | 0.0131 | 0.0337 | 0.8726 |
605
+ | 28.9491 | 219000 | 0.0136 | 0.0346 | 0.8730 |
606
+ | 29.0813 | 220000 | 0.0132 | 0.0347 | 0.8726 |
607
+ | 29.2135 | 221000 | 0.0136 | 0.0344 | 0.8742 |
608
+ | 29.3457 | 222000 | 0.0137 | 0.0345 | 0.8731 |
609
+ | 29.4779 | 223000 | 0.0138 | 0.0337 | 0.8743 |
610
+ | 29.6100 | 224000 | 0.013 | 0.0337 | 0.8749 |
611
+ | 29.7422 | 225000 | 0.0134 | 0.0343 | 0.8741 |
612
+ | 29.8744 | 226000 | 0.0132 | 0.0338 | 0.8740 |
613
+ | 30.0066 | 227000 | 0.0133 | 0.0335 | 0.8740 |
614
+ | 30.1388 | 228000 | 0.013 | 0.0340 | 0.8740 |
615
+ | 30.2710 | 229000 | 0.0144 | 0.0332 | 0.8736 |
616
+ | 30.4032 | 230000 | 0.014 | 0.0346 | 0.8725 |
617
+ | 30.5354 | 231000 | 0.0137 | 0.0330 | 0.8740 |
618
+ | 30.6675 | 232000 | 0.0131 | 0.0342 | 0.8730 |
619
+ | 30.7997 | 233000 | 0.0128 | 0.0337 | 0.8732 |
620
+ | 30.9319 | 234000 | 0.0135 | 0.0342 | 0.8727 |
621
+ | 31.0641 | 235000 | 0.0138 | 0.0346 | 0.8724 |
622
+ | 31.1963 | 236000 | 0.0133 | 0.0347 | 0.8735 |
623
+ | 31.3285 | 237000 | 0.0137 | 0.0335 | 0.8725 |
624
+ | 31.4607 | 238000 | 0.0137 | 0.0337 | 0.8730 |
625
+ | 31.5929 | 239000 | 0.0131 | 0.0340 | 0.8731 |
626
+ | 31.7250 | 240000 | 0.0129 | 0.0334 | 0.8725 |
627
+ | 31.8572 | 241000 | 0.0133 | 0.0336 | 0.8730 |
628
+ | 31.9894 | 242000 | 0.0137 | 0.0343 | 0.8730 |
629
+ | 32.1216 | 243000 | 0.0132 | 0.0329 | 0.8726 |
630
+ | 32.2538 | 244000 | 0.0135 | 0.0338 | 0.8724 |
631
+ | 32.3860 | 245000 | 0.0129 | 0.0344 | 0.8724 |
632
+ | 32.5182 | 246000 | 0.0136 | 0.0342 | 0.8727 |
633
+ | 32.6504 | 247000 | 0.0133 | 0.0331 | 0.8731 |
634
+ | 32.7826 | 248000 | 0.0128 | 0.0337 | 0.8728 |
635
+ | 32.9147 | 249000 | 0.0127 | 0.0338 | 0.8730 |
636
+ | 33.0469 | 250000 | 0.013 | 0.0328 | 0.8728 |
637
+ | 33.1791 | 251000 | 0.0135 | 0.0337 | 0.8731 |
638
+ | 33.3113 | 252000 | 0.0131 | 0.0334 | 0.8728 |
639
+ | 33.4435 | 253000 | 0.0134 | 0.0339 | 0.8728 |
640
+ | 33.5757 | 254000 | 0.0135 | 0.0338 | 0.8732 |
641
+ | 33.7079 | 255000 | 0.013 | 0.0341 | 0.8730 |
642
+ | 33.8401 | 256000 | 0.0126 | 0.0334 | 0.8731 |
643
+ | 33.9722 | 257000 | 0.0136 | 0.0338 | 0.8731 |
644
+ | 34.1044 | 258000 | 0.0123 | 0.0338 | 0.8732 |
645
+ | 34.2366 | 259000 | 0.0135 | 0.0336 | 0.8734 |
646
+ | 34.3688 | 260000 | 0.0136 | 0.0343 | 0.8734 |
647
+ | 34.5010 | 261000 | 0.0134 | 0.0341 | 0.8735 |
648
+ | 34.6332 | 262000 | 0.0136 | 0.0343 | 0.8731 |
649
+ | 34.7654 | 263000 | 0.0131 | 0.0344 | 0.8727 |
650
+ | 34.8976 | 264000 | 0.0128 | 0.0343 | 0.8729 |
651
+ | 35.0297 | 265000 | 0.0129 | 0.0336 | 0.8730 |
652
+ | 35.1619 | 266000 | 0.0128 | 0.0334 | 0.8735 |
653
+ | 35.2941 | 267000 | 0.013 | 0.0340 | 0.8733 |
654
+ | 35.4263 | 268000 | 0.0133 | 0.0341 | 0.8734 |
655
+ | 35.5585 | 269000 | 0.0132 | 0.0331 | 0.8731 |
656
+ | 35.6907 | 270000 | 0.0127 | 0.0335 | 0.8731 |
657
+ | 35.8229 | 271000 | 0.0123 | 0.0334 | 0.8731 |
658
+ | 35.9551 | 272000 | 0.0135 | 0.0343 | 0.8730 |
659
+ | 36.0872 | 273000 | 0.0125 | 0.0345 | 0.8728 |
660
+ | 36.2194 | 274000 | 0.0134 | 0.0336 | 0.8730 |
661
+ | 36.3516 | 275000 | 0.0132 | 0.0338 | 0.8726 |
662
+ | 36.4838 | 276000 | 0.0136 | 0.0331 | 0.8729 |
663
+ | 36.6160 | 277000 | 0.0133 | 0.0335 | 0.8730 |
664
+ | 36.7482 | 278000 | 0.0125 | 0.0336 | 0.8730 |
665
+ | 36.8804 | 279000 | 0.0122 | 0.0344 | 0.8730 |
666
+ | 37.0126 | 280000 | 0.013 | 0.0336 | 0.8729 |
667
+ | 37.1447 | 281000 | 0.0132 | 0.0333 | 0.8732 |
668
+ | 37.2769 | 282000 | 0.0137 | 0.0333 | 0.8730 |
669
+ | 37.4091 | 283000 | 0.0133 | 0.0339 | 0.8728 |
670
+ | 37.5413 | 284000 | 0.013 | 0.0335 | 0.8728 |
671
+ | 37.6735 | 285000 | 0.0129 | 0.0329 | 0.8728 |
672
+ | 37.8057 | 286000 | 0.013 | 0.0327 | 0.8730 |
673
+ | 37.9379 | 287000 | 0.0124 | 0.0338 | 0.8729 |
674
+ | 38.0701 | 288000 | 0.0131 | 0.0338 | 0.8729 |
675
+ | 38.2022 | 289000 | 0.0129 | 0.0342 | 0.8730 |
676
+ | 38.3344 | 290000 | 0.013 | 0.0336 | 0.8729 |
677
+ | 38.4666 | 291000 | 0.0134 | 0.0335 | 0.8730 |
678
+ | 38.5988 | 292000 | 0.0129 | 0.0338 | 0.8732 |
679
+ | 38.7310 | 293000 | 0.0122 | 0.0337 | 0.8730 |
680
+ | 38.8632 | 294000 | 0.0123 | 0.0338 | 0.8729 |
681
+ | 38.9954 | 295000 | 0.0132 | 0.0335 | 0.8728 |
682
+ | 39.1276 | 296000 | 0.0128 | 0.0333 | 0.8728 |
683
+ | 39.2597 | 297000 | 0.0135 | 0.0336 | 0.8727 |
684
+ | 39.3919 | 298000 | 0.0132 | 0.0342 | 0.8729 |
685
+ | 39.5241 | 299000 | 0.0136 | 0.0328 | 0.8729 |
686
+ | 39.6563 | 300000 | 0.0125 | 0.0339 | 0.8728 |
687
+ | 39.7885 | 301000 | 0.0125 | 0.0343 | 0.8728 |
688
+ | 39.9207 | 302000 | 0.0126 | 0.0339 | 0.8728 |
689
+ | 40.0529 | 303000 | 0.0129 | 0.0338 | 0.8729 |
690
+ | 40.1851 | 304000 | 0.0133 | 0.0334 | 0.8730 |
691
+ | 40.3173 | 305000 | 0.0134 | 0.0336 | 0.8730 |
692
+ | 40.4494 | 306000 | 0.0127 | 0.0336 | 0.8728 |
693
+ | 40.5816 | 307000 | 0.0126 | 0.0342 | 0.8728 |
694
+ | 40.7138 | 308000 | 0.013 | 0.0340 | 0.8728 |
695
+ | 40.8460 | 309000 | 0.013 | 0.0332 | 0.8728 |
696
+ | 40.9782 | 310000 | 0.0129 | 0.0337 | 0.8728 |
697
+ | 41.1104 | 311000 | 0.0123 | 0.0328 | 0.8728 |
698
+ | 41.2426 | 312000 | 0.013 | 0.0336 | 0.8728 |
699
+ | 41.3748 | 313000 | 0.0132 | 0.0337 | 0.8727 |
700
+ | 41.5069 | 314000 | 0.0132 | 0.0335 | 0.8727 |
701
+ | 41.6391 | 315000 | 0.0131 | 0.0343 | 0.8728 |
702
+ | 41.7713 | 316000 | 0.0122 | 0.0339 | 0.8728 |
703
+ | 41.9035 | 317000 | 0.0125 | 0.0340 | 0.8729 |
704
+ | 42.0357 | 318000 | 0.0122 | 0.0342 | 0.8729 |
705
+ | 42.1679 | 319000 | 0.0129 | 0.0337 | 0.8729 |
706
+ | 42.3001 | 320000 | 0.013 | 0.0330 | 0.8729 |
707
+ | 42.4323 | 321000 | 0.013 | 0.0332 | 0.8728 |
708
+ | 42.5644 | 322000 | 0.0141 | 0.0349 | 0.8728 |
709
+ | 42.6966 | 323000 | 0.013 | 0.0334 | 0.8728 |
710
+ | 42.8288 | 324000 | 0.0125 | 0.0339 | 0.8729 |
711
+ | 42.9610 | 325000 | 0.0126 | 0.0342 | 0.8729 |
712
+ | 43.0932 | 326000 | 0.0127 | 0.0339 | 0.8729 |
713
+ | 43.2254 | 327000 | 0.0126 | 0.0330 | 0.8729 |
714
+ | 43.3576 | 328000 | 0.013 | 0.0343 | 0.8729 |
715
+ | 43.4898 | 329000 | 0.0135 | 0.0334 | 0.8729 |
716
+ | 43.6219 | 330000 | 0.0131 | 0.0327 | 0.8729 |
717
+ | 43.7541 | 331000 | 0.0124 | 0.0334 | 0.8729 |
718
+ | 43.8863 | 332000 | 0.0126 | 0.0344 | 0.8729 |
719
+ | 44.0185 | 333000 | 0.0131 | 0.0338 | 0.8730 |
720
+ | 44.1507 | 334000 | 0.0121 | 0.0340 | 0.8730 |
721
+ | 44.2829 | 335000 | 0.0131 | 0.0336 | 0.8730 |
722
+ | 44.4151 | 336000 | 0.0135 | 0.0340 | 0.8729 |
723
+ | 44.5473 | 337000 | 0.0131 | 0.0335 | 0.8729 |
724
+ | 44.6794 | 338000 | 0.0132 | 0.0340 | 0.8730 |
725
+ | 44.8116 | 339000 | 0.0128 | 0.0333 | 0.8729 |
726
+ | 44.9438 | 340000 | 0.0124 | 0.0333 | 0.8729 |
727
+ | 45.0760 | 341000 | 0.0131 | 0.0337 | 0.8729 |
728
+ | 45.2082 | 342000 | 0.0129 | 0.0341 | 0.8729 |
729
+ | 45.3404 | 343000 | 0.0133 | 0.0335 | 0.8729 |
730
+ | 45.4726 | 344000 | 0.0133 | 0.0341 | 0.8729 |
731
+ | 45.6048 | 345000 | 0.013 | 0.0334 | 0.8729 |
732
+ | 45.7369 | 346000 | 0.0129 | 0.0343 | 0.8729 |
733
+ | 45.8691 | 347000 | 0.0125 | 0.0335 | 0.8729 |
734
+ | 46.0013 | 348000 | 0.0133 | 0.0344 | 0.8729 |
735
+ | 46.1335 | 349000 | 0.013 | 0.0332 | 0.8729 |
736
+ | 46.2657 | 350000 | 0.0128 | 0.0337 | 0.8729 |
737
+ | 46.3979 | 351000 | 0.0132 | 0.0334 | 0.8729 |
738
+ | 46.5301 | 352000 | 0.0127 | 0.0343 | 0.8729 |
739
+ | 46.6623 | 353000 | 0.0127 | 0.0334 | 0.8729 |
740
+ | 46.7944 | 354000 | 0.0126 | 0.0332 | 0.8729 |
741
+ | 46.9266 | 355000 | 0.013 | 0.0339 | 0.8729 |
742
+ | 47.0588 | 356000 | 0.0126 | 0.0340 | 0.8729 |
743
+ | 47.1910 | 357000 | 0.0132 | 0.0336 | 0.8729 |
744
+ | 47.3232 | 358000 | 0.0138 | 0.0334 | 0.8729 |
745
+ | 47.4554 | 359000 | 0.0133 | 0.0336 | 0.8729 |
746
+ | 47.5876 | 360000 | 0.0135 | 0.0340 | 0.8729 |
747
+ | 47.7198 | 361000 | 0.0129 | 0.0341 | 0.8729 |
748
+ | 47.8519 | 362000 | 0.0123 | 0.0334 | 0.8729 |
749
+ | 47.9841 | 363000 | 0.0126 | 0.0334 | 0.8729 |
750
+ | 48.1163 | 364000 | 0.0121 | 0.0337 | 0.8729 |
751
+ | 48.2485 | 365000 | 0.0127 | 0.0342 | 0.8729 |
752
+ | 48.3807 | 366000 | 0.0124 | 0.0336 | 0.8729 |
753
+ | 48.5129 | 367000 | 0.0125 | 0.0338 | 0.8729 |
754
+ | 48.6451 | 368000 | 0.0125 | 0.0341 | 0.8729 |
755
+ | 48.7773 | 369000 | 0.0122 | 0.0333 | 0.8729 |
756
+ | 48.9095 | 370000 | 0.0123 | 0.0336 | 0.8729 |
757
+ | 49.0416 | 371000 | 0.0124 | 0.0341 | 0.8729 |
758
+ | 49.1738 | 372000 | 0.0132 | 0.0330 | 0.8729 |
759
+ | 49.3060 | 373000 | 0.0128 | 0.0342 | 0.8729 |
760
+ | 49.4382 | 374000 | 0.0132 | 0.0341 | 0.8729 |
761
+ | 49.5704 | 375000 | 0.013 | 0.0334 | 0.8728 |
762
+ | 49.7026 | 376000 | 0.0126 | 0.0340 | 0.8729 |
763
+ | 49.8348 | 377000 | 0.0126 | 0.0337 | 0.8729 |
764
+ | 49.9670 | 378000 | 0.0131 | 0.0337 | 0.8729 |
765
 
766
  * The bold row denotes the saved checkpoint.
767
  </details>
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