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---
license: cc-by-nc-4.0
base_model: facebook/mms-1b-all
tags:
- generated_from_trainer
metrics:
- wer
model-index:
- name: torgo-mms1ball-Nov29
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# torgo-mms1ball-Nov29
This model is a fine-tuned version of [facebook/mms-1b-all](https://huggingface.co/facebook/mms-1b-all) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7646
- Wer: 0.4196
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 3
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 100
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-------:|:-----:|:---------------:|:------:|
| 189.6245 | 0.0726 | 100 | 101.2865 | 1.0077 |
| 95.4303 | 0.1452 | 200 | 85.1457 | 1.0146 |
| 82.1796 | 0.2179 | 300 | 71.6158 | 1.0739 |
| 65.7308 | 0.2905 | 400 | 61.3297 | 1.0989 |
| 63.3073 | 0.3631 | 500 | 53.5228 | 1.0439 |
| 56.8771 | 0.4357 | 600 | 46.7437 | 1.0146 |
| 46.4154 | 0.5084 | 700 | 35.5275 | 1.0 |
| 31.9522 | 0.5810 | 800 | 17.5194 | 1.0 |
| 12.4117 | 0.6536 | 900 | 7.3912 | 1.0 |
| 5.8638 | 0.7262 | 1000 | 4.5901 | 1.0 |
| 4.0145 | 0.7988 | 1100 | 4.0959 | 1.0 |
| 3.8092 | 0.8715 | 1200 | 3.8640 | 1.0 |
| 3.6292 | 0.9441 | 1300 | 3.7330 | 1.0 |
| 6.9415 | 1.0167 | 1400 | 3.6329 | 1.0 |
| 3.536 | 1.0893 | 1500 | 3.5606 | 1.0 |
| 3.4905 | 1.1619 | 1600 | 3.5238 | 1.0 |
| 3.4587 | 1.2346 | 1700 | 3.4956 | 1.0 |
| 3.4996 | 1.3072 | 1800 | 3.4652 | 1.0 |
| 3.4238 | 1.3798 | 1900 | 3.4552 | 1.0 |
| 3.4296 | 1.4524 | 2000 | 3.4328 | 1.0 |
| 3.4347 | 1.5251 | 2100 | 3.4078 | 1.0 |
| 3.4028 | 1.5977 | 2200 | 3.3987 | 1.0 |
| 3.3879 | 1.6703 | 2300 | 3.3825 | 1.0 |
| 3.406 | 1.7429 | 2400 | 3.3792 | 1.0 |
| 3.375 | 1.8155 | 2500 | 3.3680 | 1.0 |
| 3.383 | 1.8882 | 2600 | 3.3600 | 1.0 |
| 3.4081 | 1.9608 | 2700 | 3.3468 | 1.0 |
| 4.8764 | 2.0334 | 2800 | 3.3416 | 1.0 |
| 3.3306 | 2.1060 | 2900 | 3.3401 | 1.0 |
| 3.3194 | 2.1786 | 3000 | 3.3307 | 1.0 |
| 3.3754 | 2.2513 | 3100 | 3.3340 | 1.0 |
| 3.3246 | 2.3239 | 3200 | 3.3182 | 1.0 |
| 3.3015 | 2.3965 | 3300 | 3.3124 | 1.0 |
| 3.3351 | 2.4691 | 3400 | 3.3082 | 1.0 |
| 3.343 | 2.5418 | 3500 | 3.2992 | 1.0 |
| 3.3753 | 2.6144 | 3600 | 3.2921 | 1.0 |
| 3.297 | 2.6870 | 3700 | 3.2855 | 1.0 |
| 3.287 | 2.7596 | 3800 | 3.2784 | 1.0 |
| 3.325 | 2.8322 | 3900 | 3.2740 | 1.0 |
| 3.2903 | 2.9049 | 4000 | 3.2619 | 1.0 |
| 3.3011 | 2.9775 | 4100 | 3.2590 | 1.0 |
| 5.6409 | 3.0501 | 4200 | 3.2520 | 1.0 |
| 3.2764 | 3.1227 | 4300 | 3.2508 | 1.0 |
| 3.2845 | 3.1954 | 4400 | 3.2424 | 1.0 |
| 3.2704 | 3.2680 | 4500 | 3.2389 | 1.0 |
| 3.2396 | 3.3406 | 4600 | 3.2305 | 1.0 |
| 3.2832 | 3.4132 | 4700 | 3.2221 | 1.0 |
| 3.2648 | 3.4858 | 4800 | 3.2157 | 1.0 |
| 3.2072 | 3.5585 | 4900 | 3.2082 | 1.0 |
| 3.2066 | 3.6311 | 5000 | 3.2006 | 1.0 |
| 3.2248 | 3.7037 | 5100 | 3.1962 | 1.0 |
| 3.2058 | 3.7763 | 5200 | 3.1887 | 1.0 |
| 3.2451 | 3.8489 | 5300 | 3.1793 | 1.0 |
| 3.2526 | 3.9216 | 5400 | 3.1707 | 1.0 |
| 3.214 | 3.9942 | 5500 | 3.1660 | 1.0 |
| 4.6116 | 4.0668 | 5600 | 3.1660 | 1.0 |
| 3.2177 | 4.1394 | 5700 | 3.1581 | 1.0 |
| 3.207 | 4.2121 | 5800 | 3.1477 | 1.0 |
| 3.1583 | 4.2847 | 5900 | 3.1426 | 1.0 |
| 3.1892 | 4.3573 | 6000 | 3.1353 | 1.0 |
| 3.1883 | 4.4299 | 6100 | 3.1276 | 1.0 |
| 3.1346 | 4.5025 | 6200 | 3.1226 | 1.0 |
| 3.1687 | 4.5752 | 6300 | 3.1222 | 1.0 |
| 3.1295 | 4.6478 | 6400 | 3.1122 | 1.0 |
| 3.1452 | 4.7204 | 6500 | 3.1068 | 1.0 |
| 3.158 | 4.7930 | 6600 | 3.1010 | 1.0 |
| 3.196 | 4.8656 | 6700 | 3.0922 | 1.0 |
| 3.0772 | 4.9383 | 6800 | 3.0857 | 1.0 |
| 4.5315 | 5.0109 | 6900 | 3.0827 | 1.0 |
| 3.1213 | 5.0835 | 7000 | 3.0735 | 1.0 |
| 3.1077 | 5.1561 | 7100 | 3.0641 | 1.0 |
| 3.0874 | 5.2288 | 7200 | 3.0578 | 1.0 |
| 3.1205 | 5.3014 | 7300 | 3.0460 | 1.0 |
| 3.0888 | 5.3740 | 7400 | 3.0324 | 1.0 |
| 3.0998 | 5.4466 | 7500 | 3.0209 | 1.0 |
| 3.0726 | 5.5192 | 7600 | 3.0089 | 1.0 |
| 2.9989 | 5.5919 | 7700 | 2.9959 | 1.0 |
| 3.0637 | 5.6645 | 7800 | 2.9761 | 1.0 |
| 3.0642 | 5.7371 | 7900 | 2.9588 | 1.0 |
| 3.0646 | 5.8097 | 8000 | 2.9368 | 1.0 |
| 3.0291 | 5.8824 | 8100 | 2.9058 | 1.0 |
| 3.0101 | 5.9550 | 8200 | 2.8717 | 0.9991 |
| 4.2373 | 6.0276 | 8300 | 2.8302 | 0.9983 |
| 2.9191 | 6.1002 | 8400 | 2.7843 | 1.0017 |
| 2.9346 | 6.1728 | 8500 | 2.7291 | 1.0034 |
| 2.8623 | 6.2455 | 8600 | 2.6666 | 1.0034 |
| 2.8155 | 6.3181 | 8700 | 2.6088 | 1.0017 |
| 2.7814 | 6.3907 | 8800 | 2.5484 | 0.9991 |
| 2.7459 | 6.4633 | 8900 | 2.4878 | 0.9940 |
| 2.6768 | 6.5359 | 9000 | 2.4239 | 0.9845 |
| 2.6407 | 6.6086 | 9100 | 2.3643 | 0.9716 |
| 2.5295 | 6.6812 | 9200 | 2.2870 | 0.9493 |
| 2.5665 | 6.7538 | 9300 | 2.2321 | 0.9183 |
| 2.4308 | 6.8264 | 9400 | 2.1674 | 0.8917 |
| 2.3756 | 6.8991 | 9500 | 2.1094 | 0.8710 |
| 2.3632 | 6.9717 | 9600 | 2.0476 | 0.8564 |
| 3.8574 | 7.0443 | 9700 | 1.9995 | 0.8435 |
| 2.2803 | 7.1169 | 9800 | 1.9610 | 0.8237 |
| 2.2801 | 7.1895 | 9900 | 1.9189 | 0.8014 |
| 2.2759 | 7.2622 | 10000 | 1.8843 | 0.7747 |
| 2.2269 | 7.3348 | 10100 | 1.8415 | 0.7549 |
| 2.1848 | 7.4074 | 10200 | 1.8143 | 0.7403 |
| 2.1617 | 7.4800 | 10300 | 1.7777 | 0.7300 |
| 2.1053 | 7.5527 | 10400 | 1.7500 | 0.7188 |
| 2.1249 | 7.6253 | 10500 | 1.7219 | 0.7051 |
| 2.1303 | 7.6979 | 10600 | 1.6984 | 0.6939 |
| 2.0531 | 7.7705 | 10700 | 1.6671 | 0.6836 |
| 1.9724 | 7.8431 | 10800 | 1.6435 | 0.6767 |
| 1.9789 | 7.9158 | 10900 | 1.6179 | 0.6638 |
| 1.9892 | 7.9884 | 11000 | 1.5968 | 0.6595 |
| 3.8878 | 8.0610 | 11100 | 1.5761 | 0.6535 |
| 2.0479 | 8.1336 | 11200 | 1.5518 | 0.6389 |
| 1.8552 | 8.2062 | 11300 | 1.5308 | 0.6371 |
| 1.9244 | 8.2789 | 11400 | 1.5133 | 0.6320 |
| 1.8624 | 8.3515 | 11500 | 1.4956 | 0.6234 |
| 1.9159 | 8.4241 | 11600 | 1.4837 | 0.6191 |
| 1.7601 | 8.4967 | 11700 | 1.4669 | 0.6148 |
| 1.8759 | 8.5694 | 11800 | 1.4532 | 0.6122 |
| 1.8662 | 8.6420 | 11900 | 1.4381 | 0.6071 |
| 1.9304 | 8.7146 | 12000 | 1.4216 | 0.6036 |
| 1.8229 | 8.7872 | 12100 | 1.4099 | 0.6019 |
| 1.8854 | 8.8598 | 12200 | 1.4003 | 0.6045 |
| 1.819 | 8.9325 | 12300 | 1.3849 | 0.5985 |
| 4.7761 | 9.0051 | 12400 | 1.3704 | 0.5933 |
| 1.8716 | 9.0777 | 12500 | 1.3572 | 0.5899 |
| 1.7239 | 9.1503 | 12600 | 1.3463 | 0.5856 |
| 1.734 | 9.2229 | 12700 | 1.3333 | 0.5830 |
| 1.6709 | 9.2956 | 12800 | 1.3260 | 0.5804 |
| 1.7637 | 9.3682 | 12900 | 1.3179 | 0.5795 |
| 1.6803 | 9.4408 | 13000 | 1.3099 | 0.5795 |
| 1.7036 | 9.5134 | 13100 | 1.3040 | 0.5795 |
| 1.7473 | 9.5861 | 13200 | 1.2979 | 0.5761 |
| 1.759 | 9.6587 | 13300 | 1.2877 | 0.5735 |
| 1.6442 | 9.7313 | 13400 | 1.2795 | 0.5735 |
| 1.619 | 9.8039 | 13500 | 1.2731 | 0.5709 |
| 1.601 | 9.8765 | 13600 | 1.2667 | 0.5709 |
| 1.6242 | 9.9492 | 13700 | 1.2640 | 0.5666 |
| 3.715 | 10.0218 | 13800 | 1.2535 | 0.5649 |
| 1.7341 | 10.0944 | 13900 | 1.2471 | 0.5623 |
| 1.6366 | 10.1670 | 14000 | 1.2411 | 0.5572 |
| 1.6517 | 10.2397 | 14100 | 1.2349 | 0.5606 |
| 1.6362 | 10.3123 | 14200 | 1.2290 | 0.5589 |
| 1.6242 | 10.3849 | 14300 | 1.2235 | 0.5598 |
| 1.6796 | 10.4575 | 14400 | 1.2193 | 0.5580 |
| 1.5881 | 10.5301 | 14500 | 1.2155 | 0.5546 |
| 1.6637 | 10.6028 | 14600 | 1.2117 | 0.5580 |
| 1.7017 | 10.6754 | 14700 | 1.2049 | 0.5563 |
| 1.5024 | 10.7480 | 14800 | 1.1999 | 0.5563 |
| 1.6896 | 10.8206 | 14900 | 1.1958 | 0.5580 |
| 1.4918 | 10.8932 | 15000 | 1.1891 | 0.5555 |
| 1.5453 | 10.9659 | 15100 | 1.1867 | 0.5563 |
| 3.318 | 11.0385 | 15200 | 1.1808 | 0.5512 |
| 1.7183 | 11.1111 | 15300 | 1.1741 | 0.5477 |
| 1.5613 | 11.1837 | 15400 | 1.1695 | 0.5460 |
| 1.6429 | 11.2564 | 15500 | 1.1660 | 0.5477 |
| 1.5115 | 11.3290 | 15600 | 1.1675 | 0.5494 |
| 1.6277 | 11.4016 | 15700 | 1.1633 | 0.5512 |
| 1.6226 | 11.4742 | 15800 | 1.1616 | 0.5494 |
| 1.4556 | 11.5468 | 15900 | 1.1568 | 0.5529 |
| 1.5489 | 11.6195 | 16000 | 1.1515 | 0.5503 |
| 1.5697 | 11.6921 | 16100 | 1.1487 | 0.5494 |
| 1.4641 | 11.7647 | 16200 | 1.1449 | 0.5494 |
| 1.5035 | 11.8373 | 16300 | 1.1413 | 0.5460 |
| 1.5905 | 11.9099 | 16400 | 1.1353 | 0.5426 |
| 1.5435 | 11.9826 | 16500 | 1.1345 | 0.5426 |
| 3.927 | 12.0552 | 16600 | 1.1334 | 0.5426 |
| 1.5886 | 12.1278 | 16700 | 1.1313 | 0.5426 |
| 1.6051 | 12.2004 | 16800 | 1.1277 | 0.5417 |
| 1.4658 | 12.2731 | 16900 | 1.1253 | 0.5451 |
| 1.453 | 12.3457 | 17000 | 1.1234 | 0.5426 |
| 1.5007 | 12.4183 | 17100 | 1.1214 | 0.5426 |
| 1.5548 | 12.4909 | 17200 | 1.1141 | 0.5365 |
| 1.4666 | 12.5635 | 17300 | 1.1158 | 0.5400 |
| 1.5449 | 12.6362 | 17400 | 1.1084 | 0.5408 |
| 1.5129 | 12.7088 | 17500 | 1.1026 | 0.5340 |
| 1.4758 | 12.7814 | 17600 | 1.1022 | 0.5365 |
| 1.4284 | 12.8540 | 17700 | 1.0986 | 0.5365 |
| 1.5304 | 12.9267 | 17800 | 1.0976 | 0.5383 |
| 1.5191 | 12.9993 | 17900 | 1.0936 | 0.5374 |
| 3.5681 | 13.0719 | 18000 | 1.0941 | 0.5357 |
| 1.5031 | 13.1445 | 18100 | 1.0898 | 0.5314 |
| 1.5481 | 13.2171 | 18200 | 1.0883 | 0.5331 |
| 1.5465 | 13.2898 | 18300 | 1.0845 | 0.5305 |
| 1.4162 | 13.3624 | 18400 | 1.0830 | 0.5331 |
| 1.4683 | 13.4350 | 18500 | 1.0804 | 0.5322 |
| 1.4407 | 13.5076 | 18600 | 1.0800 | 0.5314 |
| 1.5006 | 13.5802 | 18700 | 1.0763 | 0.5331 |
| 1.5088 | 13.6529 | 18800 | 1.0729 | 0.5322 |
| 1.3912 | 13.7255 | 18900 | 1.0721 | 0.5340 |
| 1.4915 | 13.7981 | 19000 | 1.0710 | 0.5357 |
| 1.5186 | 13.8707 | 19100 | 1.0686 | 0.5340 |
| 1.5228 | 13.9434 | 19200 | 1.0695 | 0.5357 |
| 3.2588 | 14.0160 | 19300 | 1.0673 | 0.5305 |
| 1.4267 | 14.0886 | 19400 | 1.0642 | 0.5305 |
| 1.4794 | 14.1612 | 19500 | 1.0623 | 0.5340 |
| 1.426 | 14.2338 | 19600 | 1.0594 | 0.5297 |
| 1.5029 | 14.3065 | 19700 | 1.0572 | 0.5288 |
| 1.4 | 14.3791 | 19800 | 1.0551 | 0.5322 |
| 1.5121 | 14.4517 | 19900 | 1.0538 | 0.5314 |
| 1.4212 | 14.5243 | 20000 | 1.0541 | 0.5297 |
| 1.387 | 14.5969 | 20100 | 1.0521 | 0.5279 |
| 1.2991 | 14.6696 | 20200 | 1.0522 | 0.5262 |
| 1.3907 | 14.7422 | 20300 | 1.0503 | 0.5288 |
| 1.4377 | 14.8148 | 20400 | 1.0468 | 0.5262 |
| 1.3935 | 14.8874 | 20500 | 1.0453 | 0.5254 |
| 1.4937 | 14.9601 | 20600 | 1.0424 | 0.5254 |
| 3.7888 | 15.0327 | 20700 | 1.0415 | 0.5245 |
| 1.3891 | 15.1053 | 20800 | 1.0420 | 0.5288 |
| 1.4436 | 15.1779 | 20900 | 1.0408 | 0.5245 |
| 1.3685 | 15.2505 | 21000 | 1.0373 | 0.5236 |
| 1.3571 | 15.3232 | 21100 | 1.0366 | 0.5228 |
| 1.3019 | 15.3958 | 21200 | 1.0332 | 0.5211 |
| 1.43 | 15.4684 | 21300 | 1.0341 | 0.5211 |
| 1.3323 | 15.5410 | 21400 | 1.0297 | 0.5219 |
| 1.6002 | 15.6137 | 21500 | 1.0282 | 0.5228 |
| 1.4717 | 15.6863 | 21600 | 1.0257 | 0.5211 |
| 1.3525 | 15.7589 | 21700 | 1.0258 | 0.5219 |
| 1.5379 | 15.8315 | 21800 | 1.0282 | 0.5211 |
| 1.3959 | 15.9041 | 21900 | 1.0286 | 0.5202 |
| 1.3195 | 15.9768 | 22000 | 1.0252 | 0.5202 |
| 3.5647 | 16.0494 | 22100 | 1.0289 | 0.5211 |
| 1.4503 | 16.1220 | 22200 | 1.0214 | 0.5202 |
| 1.325 | 16.1946 | 22300 | 1.0216 | 0.5202 |
| 1.4218 | 16.2672 | 22400 | 1.0183 | 0.5168 |
| 1.4709 | 16.3399 | 22500 | 1.0160 | 0.5168 |
| 1.3991 | 16.4125 | 22600 | 1.0119 | 0.5193 |
| 1.3209 | 16.4851 | 22700 | 1.0105 | 0.5176 |
| 1.565 | 16.5577 | 22800 | 1.0065 | 0.5176 |
| 1.309 | 16.6304 | 22900 | 1.0061 | 0.5142 |
| 1.3515 | 16.7030 | 23000 | 1.0066 | 0.5150 |
| 1.3969 | 16.7756 | 23100 | 1.0071 | 0.5125 |
| 1.3241 | 16.8482 | 23200 | 1.0066 | 0.5099 |
| 1.3901 | 16.9208 | 23300 | 1.0030 | 0.5090 |
| 1.3591 | 16.9935 | 23400 | 0.9988 | 0.5064 |
| 3.6932 | 17.0661 | 23500 | 0.9995 | 0.5073 |
| 1.4262 | 17.1387 | 23600 | 0.9956 | 0.5107 |
| 1.3986 | 17.2113 | 23700 | 0.9945 | 0.5107 |
| 1.4639 | 17.2840 | 23800 | 0.9971 | 0.5125 |
| 1.3441 | 17.3566 | 23900 | 0.9937 | 0.5125 |
| 1.3875 | 17.4292 | 24000 | 0.9909 | 0.5073 |
| 1.364 | 17.5018 | 24100 | 0.9877 | 0.5082 |
| 1.3838 | 17.5744 | 24200 | 0.9892 | 0.5064 |
| 1.4388 | 17.6471 | 24300 | 0.9867 | 0.5056 |
| 1.3196 | 17.7197 | 24400 | 0.9851 | 0.5099 |
| 1.3183 | 17.7923 | 24500 | 0.9844 | 0.5073 |
| 1.2492 | 17.8649 | 24600 | 0.9840 | 0.5073 |
| 1.5162 | 17.9375 | 24700 | 0.9833 | 0.5073 |
| 3.0895 | 18.0102 | 24800 | 0.9828 | 0.5073 |
| 1.3375 | 18.0828 | 24900 | 0.9753 | 0.5064 |
| 1.4548 | 18.1554 | 25000 | 0.9730 | 0.5082 |
| 1.3973 | 18.2280 | 25100 | 0.9726 | 0.5073 |
| 1.2889 | 18.3007 | 25200 | 0.9720 | 0.5056 |
| 1.3622 | 18.3733 | 25300 | 0.9706 | 0.5021 |
| 1.2914 | 18.4459 | 25400 | 0.9720 | 0.5056 |
| 1.3115 | 18.5185 | 25500 | 0.9711 | 0.5039 |
| 1.3472 | 18.5911 | 25600 | 0.9692 | 0.5021 |
| 1.1578 | 18.6638 | 25700 | 0.9714 | 0.5047 |
| 1.4141 | 18.7364 | 25800 | 0.9706 | 0.5021 |
| 1.3856 | 18.8090 | 25900 | 0.9721 | 0.5056 |
| 1.304 | 18.8816 | 26000 | 0.9712 | 0.4996 |
| 1.3119 | 18.9542 | 26100 | 0.9647 | 0.5013 |
| 3.0289 | 19.0269 | 26200 | 0.9611 | 0.4996 |
| 1.2722 | 19.0995 | 26300 | 0.9586 | 0.4970 |
| 1.2951 | 19.1721 | 26400 | 0.9580 | 0.4979 |
| 1.3881 | 19.2447 | 26500 | 0.9593 | 0.4970 |
| 1.4602 | 19.3174 | 26600 | 0.9568 | 0.4970 |
| 1.3112 | 19.3900 | 26700 | 0.9550 | 0.4918 |
| 1.3498 | 19.4626 | 26800 | 0.9536 | 0.4910 |
| 1.3497 | 19.5352 | 26900 | 0.9533 | 0.4944 |
| 1.3139 | 19.6078 | 27000 | 0.9535 | 0.4901 |
| 1.3517 | 19.6805 | 27100 | 0.9497 | 0.4901 |
| 1.2343 | 19.7531 | 27200 | 0.9482 | 0.4893 |
| 1.2176 | 19.8257 | 27300 | 0.9469 | 0.4850 |
| 1.3296 | 19.8983 | 27400 | 0.9492 | 0.4884 |
| 1.3143 | 19.9710 | 27500 | 0.9513 | 0.4910 |
| 3.6194 | 20.0436 | 27600 | 0.9502 | 0.4910 |
| 1.3243 | 20.1162 | 27700 | 0.9464 | 0.4910 |
| 1.3253 | 20.1888 | 27800 | 0.9486 | 0.4936 |
| 1.3191 | 20.2614 | 27900 | 0.9473 | 0.4927 |
| 1.4031 | 20.3341 | 28000 | 0.9481 | 0.4961 |
| 1.2381 | 20.4067 | 28100 | 0.9484 | 0.4927 |
| 1.24 | 20.4793 | 28200 | 0.9462 | 0.4910 |
| 1.338 | 20.5519 | 28300 | 0.9435 | 0.4901 |
| 1.2816 | 20.6245 | 28400 | 0.9413 | 0.4910 |
| 1.3371 | 20.6972 | 28500 | 0.9394 | 0.4901 |
| 1.3265 | 20.7698 | 28600 | 0.9396 | 0.4867 |
| 1.4079 | 20.8424 | 28700 | 0.9404 | 0.4832 |
| 1.2464 | 20.9150 | 28800 | 0.9391 | 0.4824 |
| 1.3068 | 20.9877 | 28900 | 0.9409 | 0.4798 |
| 3.0382 | 21.0603 | 29000 | 0.9385 | 0.4815 |
| 1.3464 | 21.1329 | 29100 | 0.9351 | 0.4798 |
| 1.3152 | 21.2055 | 29200 | 0.9355 | 0.4815 |
| 1.2509 | 21.2781 | 29300 | 0.9370 | 0.4824 |
| 1.3369 | 21.3508 | 29400 | 0.9347 | 0.4858 |
| 1.1776 | 21.4234 | 29500 | 0.9341 | 0.4875 |
| 1.2748 | 21.4960 | 29600 | 0.9342 | 0.4875 |
| 1.3221 | 21.5686 | 29700 | 0.9329 | 0.4858 |
| 1.2303 | 21.6412 | 29800 | 0.9329 | 0.4858 |
| 1.3932 | 21.7139 | 29900 | 0.9311 | 0.4841 |
| 1.2274 | 21.7865 | 30000 | 0.9283 | 0.4815 |
| 1.2847 | 21.8591 | 30100 | 0.9275 | 0.4807 |
| 1.3216 | 21.9317 | 30200 | 0.9250 | 0.4789 |
| 3.0307 | 22.0044 | 30300 | 0.9252 | 0.4815 |
| 1.2999 | 22.0770 | 30400 | 0.9215 | 0.4798 |
| 1.2043 | 22.1496 | 30500 | 0.9245 | 0.4772 |
| 1.2996 | 22.2222 | 30600 | 0.9225 | 0.4798 |
| 1.3481 | 22.2948 | 30700 | 0.9229 | 0.4798 |
| 1.2944 | 22.3675 | 30800 | 0.9236 | 0.4798 |
| 1.3098 | 22.4401 | 30900 | 0.9190 | 0.4789 |
| 1.2354 | 22.5127 | 31000 | 0.9179 | 0.4781 |
| 1.1864 | 22.5853 | 31100 | 0.9172 | 0.4781 |
| 1.3973 | 22.6580 | 31200 | 0.9180 | 0.4781 |
| 1.3004 | 22.7306 | 31300 | 0.9149 | 0.4789 |
| 1.257 | 22.8032 | 31400 | 0.9117 | 0.4755 |
| 1.3146 | 22.8758 | 31500 | 0.9100 | 0.4764 |
| 1.3424 | 22.9484 | 31600 | 0.9094 | 0.4781 |
| 2.8869 | 23.0211 | 31700 | 0.9102 | 0.4772 |
| 1.3338 | 23.0937 | 31800 | 0.9087 | 0.4729 |
| 1.3227 | 23.1663 | 31900 | 0.9087 | 0.4746 |
| 1.312 | 23.2389 | 32000 | 0.9131 | 0.4772 |
| 1.3175 | 23.3115 | 32100 | 0.9092 | 0.4746 |
| 1.2293 | 23.3842 | 32200 | 0.9074 | 0.4712 |
| 1.3334 | 23.4568 | 32300 | 0.9089 | 0.4746 |
| 1.162 | 23.5294 | 32400 | 0.9096 | 0.4746 |
| 1.1018 | 23.6020 | 32500 | 0.9105 | 0.4746 |
| 1.3457 | 23.6747 | 32600 | 0.9093 | 0.4746 |
| 1.2131 | 23.7473 | 32700 | 0.9072 | 0.4738 |
| 1.2913 | 23.8199 | 32800 | 0.9043 | 0.4712 |
| 1.3581 | 23.8925 | 32900 | 0.9027 | 0.4703 |
| 1.2528 | 23.9651 | 33000 | 0.9033 | 0.4703 |
| 3.3749 | 24.0378 | 33100 | 0.9008 | 0.4712 |
| 1.222 | 24.1104 | 33200 | 0.9001 | 0.4755 |
| 1.3621 | 24.1830 | 33300 | 0.8976 | 0.4729 |
| 1.242 | 24.2556 | 33400 | 0.9006 | 0.4729 |
| 1.2397 | 24.3282 | 33500 | 0.8971 | 0.4712 |
| 1.2635 | 24.4009 | 33600 | 0.8957 | 0.4703 |
| 1.2638 | 24.4735 | 33700 | 0.8989 | 0.4695 |
| 1.2419 | 24.5461 | 33800 | 0.8989 | 0.4746 |
| 1.3369 | 24.6187 | 33900 | 0.8977 | 0.4729 |
| 1.2977 | 24.6914 | 34000 | 0.8938 | 0.4721 |
| 1.2681 | 24.7640 | 34100 | 0.8936 | 0.4738 |
| 1.3255 | 24.8366 | 34200 | 0.8955 | 0.4729 |
| 1.2157 | 24.9092 | 34300 | 0.8930 | 0.4729 |
| 1.2132 | 24.9818 | 34400 | 0.8947 | 0.4721 |
| 3.4537 | 25.0545 | 34500 | 0.8923 | 0.4712 |
| 1.2683 | 25.1271 | 34600 | 0.8942 | 0.4721 |
| 1.3238 | 25.1997 | 34700 | 0.8931 | 0.4686 |
| 1.3067 | 25.2723 | 34800 | 0.8917 | 0.4721 |
| 1.2445 | 25.3450 | 34900 | 0.8891 | 0.4712 |
| 1.1006 | 25.4176 | 35000 | 0.8913 | 0.4729 |
| 1.1644 | 25.4902 | 35100 | 0.8902 | 0.4738 |
| 1.2137 | 25.5628 | 35200 | 0.8878 | 0.4721 |
| 1.2195 | 25.6354 | 35300 | 0.8874 | 0.4678 |
| 1.3134 | 25.7081 | 35400 | 0.8865 | 0.4695 |
| 1.2518 | 25.7807 | 35500 | 0.8859 | 0.4721 |
| 1.2208 | 25.8533 | 35600 | 0.8876 | 0.4721 |
| 1.232 | 25.9259 | 35700 | 0.8848 | 0.4721 |
| 1.1932 | 25.9985 | 35800 | 0.8846 | 0.4721 |
| 3.1157 | 26.0712 | 35900 | 0.8838 | 0.4695 |
| 1.2139 | 26.1438 | 36000 | 0.8822 | 0.4678 |
| 1.2658 | 26.2164 | 36100 | 0.8837 | 0.4703 |
| 1.221 | 26.2890 | 36200 | 0.8852 | 0.4703 |
| 1.2326 | 26.3617 | 36300 | 0.8847 | 0.4678 |
| 1.362 | 26.4343 | 36400 | 0.8849 | 0.4703 |
| 1.1742 | 26.5069 | 36500 | 0.8834 | 0.4652 |
| 1.2539 | 26.5795 | 36600 | 0.8812 | 0.4669 |
| 1.3156 | 26.6521 | 36700 | 0.8807 | 0.4686 |
| 1.2222 | 26.7248 | 36800 | 0.8795 | 0.4678 |
| 1.1939 | 26.7974 | 36900 | 0.8790 | 0.4678 |
| 1.2376 | 26.8700 | 37000 | 0.8772 | 0.4617 |
| 1.3319 | 26.9426 | 37100 | 0.8784 | 0.4626 |
| 2.6893 | 27.0153 | 37200 | 0.8807 | 0.4660 |
| 1.267 | 27.0879 | 37300 | 0.8788 | 0.4652 |
| 1.2411 | 27.1605 | 37400 | 0.8769 | 0.4600 |
| 1.1366 | 27.2331 | 37500 | 0.8749 | 0.4626 |
| 1.2159 | 27.3057 | 37600 | 0.8766 | 0.4617 |
| 1.188 | 27.3784 | 37700 | 0.8758 | 0.4617 |
| 1.2322 | 27.4510 | 37800 | 0.8749 | 0.4617 |
| 1.2825 | 27.5236 | 37900 | 0.8761 | 0.4626 |
| 1.2186 | 27.5962 | 38000 | 0.8748 | 0.4609 |
| 1.1577 | 27.6688 | 38100 | 0.8765 | 0.4617 |
| 1.3918 | 27.7415 | 38200 | 0.8753 | 0.4626 |
| 1.156 | 27.8141 | 38300 | 0.8732 | 0.4609 |
| 1.2083 | 27.8867 | 38400 | 0.8726 | 0.4600 |
| 1.2202 | 27.9593 | 38500 | 0.8727 | 0.4626 |
| 3.056 | 28.0320 | 38600 | 0.8706 | 0.4626 |
| 1.2532 | 28.1046 | 38700 | 0.8687 | 0.4574 |
| 1.2697 | 28.1772 | 38800 | 0.8685 | 0.4592 |
| 1.1848 | 28.2498 | 38900 | 0.8693 | 0.4549 |
| 1.1321 | 28.3224 | 39000 | 0.8688 | 0.4574 |
| 1.2431 | 28.3951 | 39100 | 0.8692 | 0.4557 |
| 1.2371 | 28.4677 | 39200 | 0.8661 | 0.4566 |
| 1.2637 | 28.5403 | 39300 | 0.8650 | 0.4574 |
| 1.0839 | 28.6129 | 39400 | 0.8643 | 0.4557 |
| 1.2595 | 28.6855 | 39500 | 0.8654 | 0.4574 |
| 1.3076 | 28.7582 | 39600 | 0.8649 | 0.4574 |
| 1.1787 | 28.8308 | 39700 | 0.8663 | 0.4566 |
| 1.1523 | 28.9034 | 39800 | 0.8641 | 0.4549 |
| 1.2652 | 28.9760 | 39900 | 0.8634 | 0.4583 |
| 3.3339 | 29.0487 | 40000 | 0.8625 | 0.4583 |
| 1.1862 | 29.1213 | 40100 | 0.8648 | 0.4592 |
| 1.2506 | 29.1939 | 40200 | 0.8652 | 0.4592 |
| 1.1104 | 29.2665 | 40300 | 0.8636 | 0.4574 |
| 1.2479 | 29.3391 | 40400 | 0.8616 | 0.4557 |
| 1.1853 | 29.4118 | 40500 | 0.8593 | 0.4557 |
| 1.1958 | 29.4844 | 40600 | 0.8615 | 0.4549 |
| 1.2552 | 29.5570 | 40700 | 0.8591 | 0.4566 |
| 1.1695 | 29.6296 | 40800 | 0.8609 | 0.4557 |
| 1.2553 | 29.7023 | 40900 | 0.8599 | 0.4531 |
| 1.3156 | 29.7749 | 41000 | 0.8617 | 0.4540 |
| 1.2242 | 29.8475 | 41100 | 0.8628 | 0.4540 |
| 1.157 | 29.9201 | 41200 | 0.8622 | 0.4531 |
| 1.1312 | 29.9927 | 41300 | 0.8589 | 0.4531 |
| 3.0847 | 30.0654 | 41400 | 0.8595 | 0.4574 |
| 1.2515 | 30.1380 | 41500 | 0.8586 | 0.4523 |
| 1.1245 | 30.2106 | 41600 | 0.8578 | 0.4506 |
| 1.1253 | 30.2832 | 41700 | 0.8595 | 0.4549 |
| 1.3193 | 30.3558 | 41800 | 0.8581 | 0.4540 |
| 1.1523 | 30.4285 | 41900 | 0.8567 | 0.4531 |
| 1.3216 | 30.5011 | 42000 | 0.8556 | 0.4497 |
| 1.2076 | 30.5737 | 42100 | 0.8551 | 0.4549 |
| 1.1761 | 30.6463 | 42200 | 0.8563 | 0.4514 |
| 1.2505 | 30.7190 | 42300 | 0.8559 | 0.4540 |
| 1.1887 | 30.7916 | 42400 | 0.8562 | 0.4506 |
| 1.2066 | 30.8642 | 42500 | 0.8558 | 0.4549 |
| 1.1215 | 30.9368 | 42600 | 0.8567 | 0.4540 |
| 2.8237 | 31.0094 | 42700 | 0.8543 | 0.4540 |
| 1.1047 | 31.0821 | 42800 | 0.8537 | 0.4540 |
| 1.1166 | 31.1547 | 42900 | 0.8537 | 0.4514 |
| 1.2184 | 31.2273 | 43000 | 0.8532 | 0.4523 |
| 1.2604 | 31.2999 | 43100 | 0.8535 | 0.4523 |
| 1.2682 | 31.3725 | 43200 | 0.8532 | 0.4506 |
| 1.2879 | 31.4452 | 43300 | 0.8513 | 0.4531 |
| 1.2698 | 31.5178 | 43400 | 0.8508 | 0.4514 |
| 1.1588 | 31.5904 | 43500 | 0.8497 | 0.4497 |
| 1.2704 | 31.6630 | 43600 | 0.8474 | 0.4497 |
| 1.1074 | 31.7357 | 43700 | 0.8510 | 0.4497 |
| 1.2107 | 31.8083 | 43800 | 0.8505 | 0.4523 |
| 1.068 | 31.8809 | 43900 | 0.8532 | 0.4514 |
| 1.159 | 31.9535 | 44000 | 0.8526 | 0.4514 |
| 2.5216 | 32.0261 | 44100 | 0.8513 | 0.4506 |
| 1.1728 | 32.0988 | 44200 | 0.8523 | 0.4514 |
| 1.1798 | 32.1714 | 44300 | 0.8529 | 0.4497 |
| 1.1812 | 32.2440 | 44400 | 0.8520 | 0.4480 |
| 1.1435 | 32.3166 | 44500 | 0.8494 | 0.4480 |
| 1.1752 | 32.3893 | 44600 | 0.8489 | 0.4506 |
| 1.2631 | 32.4619 | 44700 | 0.8466 | 0.4497 |
| 1.1596 | 32.5345 | 44800 | 0.8455 | 0.4488 |
| 1.1779 | 32.6071 | 44900 | 0.8443 | 0.4488 |
| 1.1599 | 32.6797 | 45000 | 0.8463 | 0.4506 |
| 1.2323 | 32.7524 | 45100 | 0.8484 | 0.4506 |
| 1.2022 | 32.8250 | 45200 | 0.8512 | 0.4523 |
| 1.1772 | 32.8976 | 45300 | 0.8483 | 0.4488 |
| 1.2062 | 32.9702 | 45400 | 0.8460 | 0.4471 |
| 3.2034 | 33.0428 | 45500 | 0.8457 | 0.4480 |
| 1.2137 | 33.1155 | 45600 | 0.8418 | 0.4463 |
| 1.1413 | 33.1881 | 45700 | 0.8425 | 0.4488 |
| 1.24 | 33.2607 | 45800 | 0.8421 | 0.4488 |
| 1.049 | 33.3333 | 45900 | 0.8428 | 0.4497 |
| 1.1229 | 33.4060 | 46000 | 0.8455 | 0.4506 |
| 1.1617 | 33.4786 | 46100 | 0.8428 | 0.4488 |
| 1.2905 | 33.5512 | 46200 | 0.8407 | 0.4514 |
| 1.3313 | 33.6238 | 46300 | 0.8395 | 0.4480 |
| 1.2063 | 33.6964 | 46400 | 0.8381 | 0.4506 |
| 1.1228 | 33.7691 | 46500 | 0.8384 | 0.4471 |
| 1.1804 | 33.8417 | 46600 | 0.8383 | 0.4488 |
| 1.0799 | 33.9143 | 46700 | 0.8379 | 0.4480 |
| 1.1681 | 33.9869 | 46800 | 0.8395 | 0.4480 |
| 2.8389 | 34.0595 | 46900 | 0.8400 | 0.4497 |
| 1.1127 | 34.1322 | 47000 | 0.8389 | 0.4531 |
| 1.1685 | 34.2048 | 47100 | 0.8387 | 0.4514 |
| 1.343 | 34.2774 | 47200 | 0.8365 | 0.4488 |
| 1.225 | 34.3500 | 47300 | 0.8365 | 0.4463 |
| 1.2703 | 34.4227 | 47400 | 0.8365 | 0.4445 |
| 1.1485 | 34.4953 | 47500 | 0.8339 | 0.4454 |
| 1.1521 | 34.5679 | 47600 | 0.8339 | 0.4445 |
| 1.1499 | 34.6405 | 47700 | 0.8308 | 0.4454 |
| 1.1242 | 34.7131 | 47800 | 0.8310 | 0.4463 |
| 1.2159 | 34.7858 | 47900 | 0.8311 | 0.4454 |
| 1.1049 | 34.8584 | 48000 | 0.8324 | 0.4463 |
| 1.2027 | 34.9310 | 48100 | 0.8338 | 0.4471 |
| 3.217 | 35.0036 | 48200 | 0.8297 | 0.4437 |
| 1.2036 | 35.0763 | 48300 | 0.8300 | 0.4420 |
| 1.2108 | 35.1489 | 48400 | 0.8293 | 0.4454 |
| 1.2012 | 35.2215 | 48500 | 0.8296 | 0.4454 |
| 1.282 | 35.2941 | 48600 | 0.8269 | 0.4471 |
| 1.2218 | 35.3667 | 48700 | 0.8256 | 0.4488 |
| 1.2112 | 35.4394 | 48800 | 0.8285 | 0.4471 |
| 1.1517 | 35.5120 | 48900 | 0.8280 | 0.4454 |
| 1.1193 | 35.5846 | 49000 | 0.8263 | 0.4471 |
| 1.1782 | 35.6572 | 49100 | 0.8277 | 0.4454 |
| 1.2144 | 35.7298 | 49200 | 0.8289 | 0.4454 |
| 1.2421 | 35.8025 | 49300 | 0.8287 | 0.4480 |
| 1.0871 | 35.8751 | 49400 | 0.8290 | 0.4471 |
| 1.0953 | 35.9477 | 49500 | 0.8285 | 0.4454 |
| 2.9694 | 36.0203 | 49600 | 0.8282 | 0.4454 |
| 1.0587 | 36.0930 | 49700 | 0.8294 | 0.4463 |
| 1.084 | 36.1656 | 49800 | 0.8306 | 0.4480 |
| 1.1702 | 36.2382 | 49900 | 0.8299 | 0.4463 |
| 1.2321 | 36.3108 | 50000 | 0.8266 | 0.4437 |
| 1.1756 | 36.3834 | 50100 | 0.8259 | 0.4420 |
| 1.1584 | 36.4561 | 50200 | 0.8266 | 0.4428 |
| 1.2491 | 36.5287 | 50300 | 0.8255 | 0.4402 |
| 1.2637 | 36.6013 | 50400 | 0.8245 | 0.4411 |
| 1.1439 | 36.6739 | 50500 | 0.8251 | 0.4411 |
| 1.0892 | 36.7466 | 50600 | 0.8243 | 0.4428 |
| 1.1985 | 36.8192 | 50700 | 0.8205 | 0.4420 |
| 1.1764 | 36.8918 | 50800 | 0.8195 | 0.4454 |
| 1.1057 | 36.9644 | 50900 | 0.8181 | 0.4437 |
| 2.8024 | 37.0370 | 51000 | 0.8197 | 0.4471 |
| 1.2339 | 37.1097 | 51100 | 0.8173 | 0.4402 |
| 1.1553 | 37.1823 | 51200 | 0.8155 | 0.4368 |
| 1.0977 | 37.2549 | 51300 | 0.8165 | 0.4394 |
| 1.2365 | 37.3275 | 51400 | 0.8164 | 0.4394 |
| 1.1826 | 37.4001 | 51500 | 0.8177 | 0.4385 |
| 1.1765 | 37.4728 | 51600 | 0.8166 | 0.4394 |
| 1.1626 | 37.5454 | 51700 | 0.8173 | 0.4411 |
| 1.149 | 37.6180 | 51800 | 0.8166 | 0.4411 |
| 1.1009 | 37.6906 | 51900 | 0.8164 | 0.4411 |
| 1.0881 | 37.7633 | 52000 | 0.8199 | 0.4428 |
| 1.1532 | 37.8359 | 52100 | 0.8169 | 0.4437 |
| 1.0793 | 37.9085 | 52200 | 0.8175 | 0.4445 |
| 1.1825 | 37.9811 | 52300 | 0.8188 | 0.4428 |
| 3.1807 | 38.0537 | 52400 | 0.8165 | 0.4420 |
| 1.1612 | 38.1264 | 52500 | 0.8144 | 0.4428 |
| 1.1312 | 38.1990 | 52600 | 0.8153 | 0.4402 |
| 1.3068 | 38.2716 | 52700 | 0.8145 | 0.4402 |
| 1.0564 | 38.3442 | 52800 | 0.8138 | 0.4377 |
| 1.123 | 38.4168 | 52900 | 0.8158 | 0.4420 |
| 1.1062 | 38.4895 | 53000 | 0.8164 | 0.4420 |
| 1.0765 | 38.5621 | 53100 | 0.8156 | 0.4411 |
| 1.1686 | 38.6347 | 53200 | 0.8145 | 0.4411 |
| 1.118 | 38.7073 | 53300 | 0.8131 | 0.4394 |
| 1.1587 | 38.7800 | 53400 | 0.8140 | 0.4402 |
| 1.1047 | 38.8526 | 53500 | 0.8134 | 0.4402 |
| 1.1352 | 38.9252 | 53600 | 0.8116 | 0.4420 |
| 1.1154 | 38.9978 | 53700 | 0.8101 | 0.4428 |
| 2.7133 | 39.0704 | 53800 | 0.8118 | 0.4377 |
| 1.1307 | 39.1431 | 53900 | 0.8127 | 0.4368 |
| 1.278 | 39.2157 | 54000 | 0.8099 | 0.4377 |
| 1.2383 | 39.2883 | 54100 | 0.8083 | 0.4351 |
| 1.082 | 39.3609 | 54200 | 0.8070 | 0.4368 |
| 1.1577 | 39.4336 | 54300 | 0.8064 | 0.4385 |
| 1.0983 | 39.5062 | 54400 | 0.8080 | 0.4368 |
| 1.0766 | 39.5788 | 54500 | 0.8071 | 0.4359 |
| 1.0758 | 39.6514 | 54600 | 0.8091 | 0.4351 |
| 1.1278 | 39.7240 | 54700 | 0.8074 | 0.4368 |
| 1.2058 | 39.7967 | 54800 | 0.8066 | 0.4334 |
| 1.1434 | 39.8693 | 54900 | 0.8062 | 0.4325 |
| 1.1455 | 39.9419 | 55000 | 0.8061 | 0.4342 |
| 2.8983 | 40.0145 | 55100 | 0.8025 | 0.4394 |
| 1.144 | 40.0871 | 55200 | 0.8020 | 0.4368 |
| 1.1494 | 40.1598 | 55300 | 0.8012 | 0.4385 |
| 1.098 | 40.2324 | 55400 | 0.8013 | 0.4351 |
| 1.1669 | 40.3050 | 55500 | 0.8007 | 0.4368 |
| 1.1212 | 40.3776 | 55600 | 0.8011 | 0.4368 |
| 1.2458 | 40.4503 | 55700 | 0.7991 | 0.4368 |
| 1.1845 | 40.5229 | 55800 | 0.8018 | 0.4342 |
| 1.161 | 40.5955 | 55900 | 0.8011 | 0.4342 |
| 0.9769 | 40.6681 | 56000 | 0.8023 | 0.4351 |
| 1.1595 | 40.7407 | 56100 | 0.8030 | 0.4342 |
| 1.1833 | 40.8134 | 56200 | 0.8010 | 0.4342 |
| 1.1236 | 40.8860 | 56300 | 0.8012 | 0.4334 |
| 1.1321 | 40.9586 | 56400 | 0.8016 | 0.4351 |
| 2.4733 | 41.0312 | 56500 | 0.8009 | 0.4351 |
| 1.0649 | 41.1038 | 56600 | 0.8005 | 0.4359 |
| 1.145 | 41.1765 | 56700 | 0.8014 | 0.4351 |
| 1.0573 | 41.2491 | 56800 | 0.8009 | 0.4334 |
| 1.1445 | 41.3217 | 56900 | 0.8028 | 0.4351 |
| 1.1193 | 41.3943 | 57000 | 0.8028 | 0.4351 |
| 1.2531 | 41.4670 | 57100 | 0.8032 | 0.4342 |
| 1.2243 | 41.5396 | 57200 | 0.8008 | 0.4342 |
| 1.1357 | 41.6122 | 57300 | 0.8021 | 0.4334 |
| 1.0057 | 41.6848 | 57400 | 0.8028 | 0.4325 |
| 1.0895 | 41.7574 | 57500 | 0.8029 | 0.4316 |
| 1.1176 | 41.8301 | 57600 | 0.8008 | 0.4325 |
| 1.099 | 41.9027 | 57700 | 0.7985 | 0.4342 |
| 1.134 | 41.9753 | 57800 | 0.7979 | 0.4342 |
| 2.8444 | 42.0479 | 57900 | 0.7960 | 0.4325 |
| 1.1412 | 42.1206 | 58000 | 0.7952 | 0.4308 |
| 1.1218 | 42.1932 | 58100 | 0.7957 | 0.4325 |
| 1.0786 | 42.2658 | 58200 | 0.7969 | 0.4359 |
| 1.0562 | 42.3384 | 58300 | 0.7979 | 0.4359 |
| 1.1386 | 42.4110 | 58400 | 0.7961 | 0.4325 |
| 1.1443 | 42.4837 | 58500 | 0.7931 | 0.4351 |
| 1.0885 | 42.5563 | 58600 | 0.7950 | 0.4342 |
| 1.1802 | 42.6289 | 58700 | 0.7926 | 0.4308 |
| 1.1276 | 42.7015 | 58800 | 0.7946 | 0.4316 |
| 1.1277 | 42.7741 | 58900 | 0.7952 | 0.4342 |
| 1.291 | 42.8468 | 59000 | 0.7924 | 0.4342 |
| 1.1204 | 42.9194 | 59100 | 0.7912 | 0.4334 |
| 1.2344 | 42.9920 | 59200 | 0.7912 | 0.4359 |
| 2.7713 | 43.0646 | 59300 | 0.7912 | 0.4351 |
| 1.1979 | 43.1373 | 59400 | 0.7926 | 0.4351 |
| 1.0857 | 43.2099 | 59500 | 0.7926 | 0.4342 |
| 1.0887 | 43.2825 | 59600 | 0.7910 | 0.4334 |
| 1.1379 | 43.3551 | 59700 | 0.7901 | 0.4359 |
| 1.0887 | 43.4277 | 59800 | 0.7910 | 0.4351 |
| 1.0881 | 43.5004 | 59900 | 0.7901 | 0.4359 |
| 1.0514 | 43.5730 | 60000 | 0.7913 | 0.4359 |
| 1.1923 | 43.6456 | 60100 | 0.7915 | 0.4325 |
| 1.184 | 43.7182 | 60200 | 0.7923 | 0.4316 |
| 1.1448 | 43.7908 | 60300 | 0.7925 | 0.4325 |
| 1.0689 | 43.8635 | 60400 | 0.7914 | 0.4299 |
| 1.1711 | 43.9361 | 60500 | 0.7913 | 0.4291 |
| 3.1347 | 44.0087 | 60600 | 0.7890 | 0.4316 |
| 1.0658 | 44.0813 | 60700 | 0.7876 | 0.4308 |
| 1.0836 | 44.1540 | 60800 | 0.7869 | 0.4316 |
| 1.1526 | 44.2266 | 60900 | 0.7850 | 0.4308 |
| 1.1008 | 44.2992 | 61000 | 0.7855 | 0.4316 |
| 1.1687 | 44.3718 | 61100 | 0.7840 | 0.4308 |
| 1.1588 | 44.4444 | 61200 | 0.7856 | 0.4299 |
| 1.1874 | 44.5171 | 61300 | 0.7862 | 0.4291 |
| 1.1499 | 44.5897 | 61400 | 0.7869 | 0.4282 |
| 1.1538 | 44.6623 | 61500 | 0.7870 | 0.4282 |
| 1.0008 | 44.7349 | 61600 | 0.7889 | 0.4273 |
| 1.0365 | 44.8076 | 61700 | 0.7874 | 0.4282 |
| 1.0641 | 44.8802 | 61800 | 0.7878 | 0.4282 |
| 1.1073 | 44.9528 | 61900 | 0.7881 | 0.4282 |
| 2.7515 | 45.0254 | 62000 | 0.7863 | 0.4282 |
| 1.2156 | 45.0980 | 62100 | 0.7874 | 0.4273 |
| 1.1888 | 45.1707 | 62200 | 0.7862 | 0.4282 |
| 1.156 | 45.2433 | 62300 | 0.7860 | 0.4282 |
| 1.296 | 45.3159 | 62400 | 0.7852 | 0.4299 |
| 1.1004 | 45.3885 | 62500 | 0.7866 | 0.4308 |
| 1.0073 | 45.4611 | 62600 | 0.7865 | 0.4273 |
| 1.0695 | 45.5338 | 62700 | 0.7866 | 0.4273 |
| 1.0676 | 45.6064 | 62800 | 0.7872 | 0.4273 |
| 1.0462 | 45.6790 | 62900 | 0.7870 | 0.4282 |
| 1.1079 | 45.7516 | 63000 | 0.7837 | 0.4299 |
| 1.1422 | 45.8243 | 63100 | 0.7836 | 0.4265 |
| 1.0119 | 45.8969 | 63200 | 0.7854 | 0.4273 |
| 1.151 | 45.9695 | 63300 | 0.7854 | 0.4239 |
| 2.8648 | 46.0421 | 63400 | 0.7853 | 0.4265 |
| 1.095 | 46.1147 | 63500 | 0.7835 | 0.4291 |
| 1.072 | 46.1874 | 63600 | 0.7839 | 0.4308 |
| 1.1543 | 46.2600 | 63700 | 0.7827 | 0.4273 |
| 1.1281 | 46.3326 | 63800 | 0.7827 | 0.4308 |
| 1.0999 | 46.4052 | 63900 | 0.7830 | 0.4282 |
| 0.9958 | 46.4779 | 64000 | 0.7843 | 0.4273 |
| 1.1323 | 46.5505 | 64100 | 0.7824 | 0.4282 |
| 1.1409 | 46.6231 | 64200 | 0.7820 | 0.4282 |
| 1.2129 | 46.6957 | 64300 | 0.7808 | 0.4291 |
| 1.1981 | 46.7683 | 64400 | 0.7810 | 0.4273 |
| 1.1706 | 46.8410 | 64500 | 0.7805 | 0.4273 |
| 1.1111 | 46.9136 | 64600 | 0.7796 | 0.4273 |
| 1.0592 | 46.9862 | 64700 | 0.7799 | 0.4273 |
| 2.8614 | 47.0588 | 64800 | 0.7784 | 0.4265 |
| 1.0785 | 47.1314 | 64900 | 0.7794 | 0.4256 |
| 1.0822 | 47.2041 | 65000 | 0.7800 | 0.4205 |
| 1.0372 | 47.2767 | 65100 | 0.7801 | 0.4230 |
| 1.1233 | 47.3493 | 65200 | 0.7798 | 0.4222 |
| 1.1886 | 47.4219 | 65300 | 0.7799 | 0.4248 |
| 1.0012 | 47.4946 | 65400 | 0.7817 | 0.4230 |
| 1.0889 | 47.5672 | 65500 | 0.7818 | 0.4222 |
| 1.1025 | 47.6398 | 65600 | 0.7791 | 0.4230 |
| 1.1206 | 47.7124 | 65700 | 0.7799 | 0.4196 |
| 1.0214 | 47.7850 | 65800 | 0.7793 | 0.4213 |
| 1.0688 | 47.8577 | 65900 | 0.7780 | 0.4222 |
| 1.0495 | 47.9303 | 66000 | 0.7793 | 0.4230 |
| 2.5716 | 48.0029 | 66100 | 0.7790 | 0.4213 |
| 1.0333 | 48.0755 | 66200 | 0.7793 | 0.4248 |
| 1.1984 | 48.1481 | 66300 | 0.7792 | 0.4265 |
| 1.0644 | 48.2208 | 66400 | 0.7779 | 0.4256 |
| 1.1162 | 48.2934 | 66500 | 0.7774 | 0.4222 |
| 1.0706 | 48.3660 | 66600 | 0.7763 | 0.4222 |
| 1.0224 | 48.4386 | 66700 | 0.7759 | 0.4213 |
| 0.9848 | 48.5113 | 66800 | 0.7766 | 0.4222 |
| 1.1327 | 48.5839 | 66900 | 0.7773 | 0.4239 |
| 1.0065 | 48.6565 | 67000 | 0.7793 | 0.4265 |
| 1.2128 | 48.7291 | 67100 | 0.7776 | 0.4248 |
| 1.1259 | 48.8017 | 67200 | 0.7762 | 0.4239 |
| 1.1282 | 48.8744 | 67300 | 0.7741 | 0.4213 |
| 1.0805 | 48.9470 | 67400 | 0.7750 | 0.4222 |
| 2.4906 | 49.0196 | 67500 | 0.7749 | 0.4239 |
| 1.1477 | 49.0922 | 67600 | 0.7758 | 0.4248 |
| 0.9627 | 49.1649 | 67700 | 0.7767 | 0.4265 |
| 1.0514 | 49.2375 | 67800 | 0.7778 | 0.4265 |
| 1.1505 | 49.3101 | 67900 | 0.7756 | 0.4248 |
| 1.1659 | 49.3827 | 68000 | 0.7739 | 0.4265 |
| 1.1779 | 49.4553 | 68100 | 0.7734 | 0.4230 |
| 1.0806 | 49.5280 | 68200 | 0.7724 | 0.4230 |
| 1.1406 | 49.6006 | 68300 | 0.7727 | 0.4282 |
| 1.0085 | 49.6732 | 68400 | 0.7719 | 0.4248 |
| 1.1367 | 49.7458 | 68500 | 0.7710 | 0.4230 |
| 1.1469 | 49.8184 | 68600 | 0.7706 | 0.4205 |
| 1.0582 | 49.8911 | 68700 | 0.7712 | 0.4213 |
| 1.2136 | 49.9637 | 68800 | 0.7716 | 0.4248 |
| 2.4866 | 50.0363 | 68900 | 0.7710 | 0.4222 |
| 1.0074 | 50.1089 | 69000 | 0.7690 | 0.4230 |
| 1.0789 | 50.1816 | 69100 | 0.7690 | 0.4213 |
| 1.0385 | 50.2542 | 69200 | 0.7682 | 0.4187 |
| 1.1354 | 50.3268 | 69300 | 0.7688 | 0.4179 |
| 1.1793 | 50.3994 | 69400 | 0.7695 | 0.4196 |
| 1.0682 | 50.4720 | 69500 | 0.7689 | 0.4187 |
| 1.009 | 50.5447 | 69600 | 0.7690 | 0.4205 |
| 1.0095 | 50.6173 | 69700 | 0.7701 | 0.4196 |
| 1.0955 | 50.6899 | 69800 | 0.7711 | 0.4213 |
| 1.0338 | 50.7625 | 69900 | 0.7714 | 0.4213 |
| 1.1544 | 50.8351 | 70000 | 0.7694 | 0.4213 |
| 1.045 | 50.9078 | 70100 | 0.7702 | 0.4205 |
| 1.2028 | 50.9804 | 70200 | 0.7677 | 0.4230 |
| 2.9434 | 51.0530 | 70300 | 0.7679 | 0.4205 |
| 1.1709 | 51.1256 | 70400 | 0.7678 | 0.4230 |
| 1.1184 | 51.1983 | 70500 | 0.7679 | 0.4239 |
| 1.0231 | 51.2709 | 70600 | 0.7670 | 0.4230 |
| 0.9736 | 51.3435 | 70700 | 0.7663 | 0.4256 |
| 1.163 | 51.4161 | 70800 | 0.7658 | 0.4239 |
| 1.1716 | 51.4887 | 70900 | 0.7660 | 0.4230 |
| 1.1418 | 51.5614 | 71000 | 0.7659 | 0.4239 |
| 1.0022 | 51.6340 | 71100 | 0.7651 | 0.4256 |
| 1.1062 | 51.7066 | 71200 | 0.7637 | 0.4196 |
| 1.0802 | 51.7792 | 71300 | 0.7644 | 0.4196 |
| 1.1459 | 51.8519 | 71400 | 0.7641 | 0.4170 |
| 1.1566 | 51.9245 | 71500 | 0.7627 | 0.4187 |
| 0.9623 | 51.9971 | 71600 | 0.7632 | 0.4213 |
| 2.3908 | 52.0697 | 71700 | 0.7627 | 0.4205 |
| 1.1018 | 52.1423 | 71800 | 0.7621 | 0.4187 |
| 1.0743 | 52.2150 | 71900 | 0.7629 | 0.4162 |
| 1.1989 | 52.2876 | 72000 | 0.7626 | 0.4187 |
| 1.1359 | 52.3602 | 72100 | 0.7612 | 0.4187 |
| 1.0882 | 52.4328 | 72200 | 0.7646 | 0.4196 |
### Framework versions
- Transformers 4.43.4
- Pytorch 2.4.1
- Datasets 3.0.0
- Tokenizers 0.19.1
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