torgo-mms1ball-Nov29

This model is a fine-tuned version of 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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