--- license: apache-2.0 base_model: hustvl/yolos-small tags: - generated_from_trainer model-index: - name: hustvl-yolos-small-finetuned-10k-cppe5-manual-pad results: [] --- [Visualize in Weights & Biases](https://wandb.ai/qubvel-hf-co/transformers-detection-model-finetuning-cppe5/runs/t4jytpie) # hustvl-yolos-small-finetuned-10k-cppe5-manual-pad This model is a fine-tuned version of [hustvl/yolos-small](https://huggingface.co/hustvl/yolos-small) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 1.8651 - Map: 0.2893 - Map 50: 0.5857 - Map 75: 0.2362 - Map Coverall: 0.549 - Map Face Shield: 0.2574 - Map Gloves: 0.1941 - Map Goggles: 0.1911 - Map Mask: 0.2551 - Map Large: 0.4909 - Map Medium: 0.2199 - Map Small: 0.162 - Mar 1: 0.2834 - Mar 10: 0.4333 - Mar 100: 0.4526 - Mar 100 Coverall: 0.6631 - Mar 100 Face Shield: 0.438 - Mar 100 Gloves: 0.3969 - Mar 100 Goggles: 0.3769 - Mar 100 Mask: 0.388 - Mar Large: 0.6923 - Mar Medium: 0.3956 - Mar Small: 0.2365 ## 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: 5e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 100.0 - mixed_precision_training: Native AMP ### Training results | Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Coverall | Map Face Shield | Map Gloves | Map Goggles | Map Mask | Map Large | Map Medium | Map Small | Mar 1 | Mar 10 | Mar 100 | Mar 100 Coverall | Mar 100 Face Shield | Mar 100 Gloves | Mar 100 Goggles | Mar 100 Mask | Mar Large | Mar Medium | Mar Small | |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:------------:|:---------------:|:----------:|:-----------:|:--------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:----------------:|:-------------------:|:--------------:|:---------------:|:------------:|:---------:|:----------:|:---------:| | 2.0276 | 1.0 | 107 | 1.8361 | 0.0872 | 0.1874 | 0.0727 | 0.2734 | 0.0078 | 0.0387 | 0.0109 | 0.1054 | 0.1351 | 0.0706 | 0.0214 | 0.1139 | 0.2283 | 0.2491 | 0.6626 | 0.0772 | 0.2304 | 0.0215 | 0.2538 | 0.3318 | 0.1975 | 0.0555 | | 1.4758 | 2.0 | 214 | 1.6874 | 0.1531 | 0.334 | 0.1247 | 0.4118 | 0.0573 | 0.0684 | 0.0385 | 0.1896 | 0.2564 | 0.1215 | 0.0309 | 0.1704 | 0.2967 | 0.308 | 0.6099 | 0.2316 | 0.2603 | 0.1492 | 0.2889 | 0.4831 | 0.2519 | 0.0713 | | 1.358 | 3.0 | 321 | 1.5927 | 0.1603 | 0.3548 | 0.1349 | 0.4476 | 0.0691 | 0.0703 | 0.0384 | 0.176 | 0.3038 | 0.1187 | 0.039 | 0.1852 | 0.3419 | 0.3541 | 0.645 | 0.3266 | 0.2978 | 0.2338 | 0.2671 | 0.5747 | 0.2888 | 0.0827 | | 1.2487 | 4.0 | 428 | 1.4944 | 0.1869 | 0.395 | 0.1559 | 0.4775 | 0.096 | 0.1003 | 0.0477 | 0.2131 | 0.3127 | 0.1472 | 0.0454 | 0.2059 | 0.3764 | 0.3906 | 0.6532 | 0.3658 | 0.2964 | 0.3215 | 0.316 | 0.6329 | 0.3314 | 0.0906 | | 1.1742 | 5.0 | 535 | 1.5049 | 0.192 | 0.4074 | 0.1512 | 0.5035 | 0.1116 | 0.1009 | 0.0544 | 0.1897 | 0.3417 | 0.1444 | 0.0355 | 0.2186 | 0.3624 | 0.3795 | 0.6527 | 0.3734 | 0.2978 | 0.2938 | 0.28 | 0.6282 | 0.3223 | 0.1118 | | 1.1364 | 6.0 | 642 | 1.5400 | 0.1783 | 0.4044 | 0.1366 | 0.4881 | 0.122 | 0.0859 | 0.0433 | 0.1523 | 0.3544 | 0.1148 | 0.0417 | 0.2084 | 0.3717 | 0.388 | 0.6302 | 0.3532 | 0.333 | 0.3523 | 0.2711 | 0.6303 | 0.3272 | 0.1367 | | 1.0842 | 7.0 | 749 | 1.5341 | 0.1824 | 0.3991 | 0.144 | 0.511 | 0.0957 | 0.1091 | 0.0565 | 0.1396 | 0.3518 | 0.1219 | 0.0388 | 0.1929 | 0.348 | 0.3653 | 0.655 | 0.3089 | 0.3272 | 0.2892 | 0.2462 | 0.6156 | 0.2974 | 0.0895 | | 1.0675 | 8.0 | 856 | 1.4574 | 0.205 | 0.4487 | 0.1642 | 0.5177 | 0.1264 | 0.1152 | 0.0625 | 0.2034 | 0.3444 | 0.1529 | 0.0595 | 0.2244 | 0.3837 | 0.3961 | 0.6532 | 0.4013 | 0.3299 | 0.2815 | 0.3147 | 0.6026 | 0.3405 | 0.1201 | | 1.0263 | 9.0 | 963 | 1.4271 | 0.2019 | 0.4381 | 0.1539 | 0.5306 | 0.1144 | 0.1067 | 0.055 | 0.2029 | 0.3627 | 0.1488 | 0.0569 | 0.2186 | 0.3868 | 0.4018 | 0.6617 | 0.4038 | 0.3321 | 0.3015 | 0.3098 | 0.6424 | 0.3365 | 0.1543 | | 0.9743 | 10.0 | 1070 | 1.4972 | 0.2016 | 0.4296 | 0.1674 | 0.516 | 0.1175 | 0.1259 | 0.056 | 0.1925 | 0.3867 | 0.1406 | 0.0485 | 0.2219 | 0.3853 | 0.3998 | 0.6468 | 0.3924 | 0.3348 | 0.3292 | 0.2956 | 0.6358 | 0.339 | 0.1433 | | 0.9661 | 11.0 | 1177 | 1.4533 | 0.2249 | 0.4746 | 0.1933 | 0.5112 | 0.1684 | 0.1355 | 0.0743 | 0.2351 | 0.4272 | 0.1538 | 0.1082 | 0.2377 | 0.3946 | 0.4124 | 0.6414 | 0.3949 | 0.3674 | 0.3154 | 0.3427 | 0.6478 | 0.348 | 0.1981 | | 0.9348 | 12.0 | 1284 | 1.4518 | 0.2377 | 0.4958 | 0.2017 | 0.5367 | 0.167 | 0.1459 | 0.1005 | 0.2384 | 0.4428 | 0.1641 | 0.0871 | 0.2373 | 0.3978 | 0.4207 | 0.6649 | 0.3975 | 0.3562 | 0.3354 | 0.3493 | 0.6485 | 0.3624 | 0.1703 | | 0.9266 | 13.0 | 1391 | 1.5119 | 0.1919 | 0.4313 | 0.152 | 0.5167 | 0.1315 | 0.1076 | 0.0588 | 0.1449 | 0.4169 | 0.1265 | 0.0518 | 0.2107 | 0.3613 | 0.3852 | 0.6631 | 0.362 | 0.3228 | 0.2985 | 0.2796 | 0.6369 | 0.326 | 0.1229 | | 0.8833 | 14.0 | 1498 | 1.3886 | 0.2351 | 0.4906 | 0.1969 | 0.5449 | 0.1757 | 0.1562 | 0.0811 | 0.2177 | 0.4266 | 0.1707 | 0.0892 | 0.249 | 0.4149 | 0.4301 | 0.6739 | 0.4456 | 0.3692 | 0.3262 | 0.3356 | 0.6377 | 0.3768 | 0.2061 | | 0.8455 | 15.0 | 1605 | 1.3875 | 0.2502 | 0.5325 | 0.217 | 0.5351 | 0.2012 | 0.1575 | 0.1118 | 0.2453 | 0.4284 | 0.1862 | 0.1249 | 0.2592 | 0.4171 | 0.4311 | 0.6833 | 0.4291 | 0.3536 | 0.3415 | 0.348 | 0.6618 | 0.3698 | 0.1921 | | 0.8363 | 16.0 | 1712 | 1.4450 | 0.2308 | 0.4923 | 0.1912 | 0.5112 | 0.1882 | 0.1437 | 0.0869 | 0.2242 | 0.4578 | 0.1801 | 0.086 | 0.2482 | 0.4072 | 0.4229 | 0.6631 | 0.4063 | 0.3478 | 0.3631 | 0.3342 | 0.6689 | 0.3758 | 0.1803 | | 0.8107 | 17.0 | 1819 | 1.4610 | 0.2235 | 0.5043 | 0.1696 | 0.5159 | 0.1614 | 0.1274 | 0.1146 | 0.1981 | 0.4366 | 0.1588 | 0.0831 | 0.2361 | 0.3852 | 0.4059 | 0.6613 | 0.3759 | 0.3576 | 0.3262 | 0.3084 | 0.6497 | 0.3362 | 0.1438 | | 0.8054 | 18.0 | 1926 | 1.4643 | 0.2402 | 0.4921 | 0.2044 | 0.5275 | 0.2154 | 0.144 | 0.1057 | 0.2084 | 0.4577 | 0.1693 | 0.0982 | 0.2541 | 0.4116 | 0.4359 | 0.6662 | 0.4215 | 0.3714 | 0.38 | 0.3404 | 0.6638 | 0.3887 | 0.1634 | | 0.768 | 19.0 | 2033 | 1.4524 | 0.2593 | 0.5246 | 0.2458 | 0.5339 | 0.2478 | 0.1495 | 0.1518 | 0.2134 | 0.484 | 0.2003 | 0.1102 | 0.2679 | 0.4179 | 0.4394 | 0.6671 | 0.4304 | 0.375 | 0.3815 | 0.3431 | 0.678 | 0.3929 | 0.1985 | | 0.7741 | 20.0 | 2140 | 1.4705 | 0.2425 | 0.5221 | 0.1963 | 0.5389 | 0.2002 | 0.1508 | 0.1253 | 0.1973 | 0.4776 | 0.1723 | 0.107 | 0.2526 | 0.4057 | 0.427 | 0.6694 | 0.3861 | 0.3741 | 0.3538 | 0.3516 | 0.6732 | 0.3715 | 0.1678 | | 0.7555 | 21.0 | 2247 | 1.4830 | 0.242 | 0.5158 | 0.1969 | 0.5216 | 0.2072 | 0.145 | 0.1128 | 0.2232 | 0.4751 | 0.1715 | 0.1081 | 0.2565 | 0.404 | 0.4191 | 0.6514 | 0.3949 | 0.3665 | 0.3354 | 0.3476 | 0.6629 | 0.3595 | 0.1892 | | 0.7522 | 22.0 | 2354 | 1.4741 | 0.2524 | 0.5219 | 0.2169 | 0.5405 | 0.2137 | 0.1637 | 0.1081 | 0.2362 | 0.4499 | 0.1864 | 0.1168 | 0.2605 | 0.4176 | 0.4355 | 0.6653 | 0.4152 | 0.3714 | 0.3631 | 0.3627 | 0.6764 | 0.3649 | 0.1902 | | 0.7225 | 23.0 | 2461 | 1.5211 | 0.251 | 0.5173 | 0.222 | 0.5219 | 0.2162 | 0.1368 | 0.1303 | 0.2498 | 0.4513 | 0.1936 | 0.1124 | 0.2625 | 0.4093 | 0.4369 | 0.6784 | 0.4291 | 0.3375 | 0.3708 | 0.3689 | 0.6953 | 0.3764 | 0.1976 | | 0.7324 | 24.0 | 2568 | 1.5040 | 0.2496 | 0.5123 | 0.2133 | 0.5358 | 0.2001 | 0.1573 | 0.125 | 0.2298 | 0.4515 | 0.1845 | 0.1115 | 0.2544 | 0.4055 | 0.4232 | 0.6649 | 0.3608 | 0.3786 | 0.3385 | 0.3733 | 0.6661 | 0.3627 | 0.1861 | | 0.7262 | 25.0 | 2675 | 1.5145 | 0.2293 | 0.4973 | 0.1782 | 0.5321 | 0.1676 | 0.1255 | 0.1307 | 0.1908 | 0.4684 | 0.1689 | 0.074 | 0.2349 | 0.3851 | 0.4078 | 0.6685 | 0.3532 | 0.3759 | 0.3262 | 0.3151 | 0.6732 | 0.3384 | 0.1695 | | 0.7019 | 26.0 | 2782 | 1.5644 | 0.2377 | 0.5061 | 0.2045 | 0.5312 | 0.2305 | 0.099 | 0.1135 | 0.2145 | 0.4473 | 0.182 | 0.0982 | 0.2527 | 0.4043 | 0.4225 | 0.6554 | 0.4316 | 0.3192 | 0.3523 | 0.3538 | 0.6761 | 0.3646 | 0.1819 | | 0.6968 | 27.0 | 2889 | 1.5302 | 0.2616 | 0.5348 | 0.2267 | 0.54 | 0.2458 | 0.1537 | 0.1401 | 0.2286 | 0.4845 | 0.1885 | 0.1051 | 0.266 | 0.4084 | 0.4315 | 0.6568 | 0.4253 | 0.3719 | 0.3492 | 0.3542 | 0.6753 | 0.3712 | 0.1994 | | 0.6861 | 28.0 | 2996 | 1.5284 | 0.255 | 0.5437 | 0.2016 | 0.5326 | 0.2265 | 0.1631 | 0.1189 | 0.2342 | 0.4716 | 0.1896 | 0.0895 | 0.2513 | 0.4057 | 0.4253 | 0.6554 | 0.3949 | 0.3589 | 0.3446 | 0.3724 | 0.6587 | 0.3576 | 0.2174 | | 0.6776 | 29.0 | 3103 | 1.4936 | 0.2576 | 0.5311 | 0.2172 | 0.5262 | 0.2361 | 0.1447 | 0.1417 | 0.2392 | 0.4945 | 0.1883 | 0.1046 | 0.26 | 0.4116 | 0.4354 | 0.6477 | 0.4228 | 0.3634 | 0.3692 | 0.3738 | 0.6945 | 0.3725 | 0.1904 | | 0.6457 | 30.0 | 3210 | 1.5961 | 0.2504 | 0.5259 | 0.2064 | 0.5335 | 0.2017 | 0.1625 | 0.1381 | 0.2161 | 0.4683 | 0.1769 | 0.1034 | 0.2556 | 0.4142 | 0.4376 | 0.6685 | 0.4 | 0.3795 | 0.3677 | 0.3724 | 0.7 | 0.3767 | 0.1927 | | 0.6483 | 31.0 | 3317 | 1.5684 | 0.2482 | 0.5162 | 0.2004 | 0.5246 | 0.1946 | 0.1608 | 0.1248 | 0.2364 | 0.4388 | 0.17 | 0.1228 | 0.2607 | 0.4107 | 0.4291 | 0.6545 | 0.4203 | 0.3795 | 0.3308 | 0.3604 | 0.6483 | 0.3731 | 0.1875 | | 0.644 | 32.0 | 3424 | 1.5485 | 0.2601 | 0.5389 | 0.2234 | 0.5303 | 0.2311 | 0.158 | 0.1395 | 0.2415 | 0.4722 | 0.1886 | 0.1262 | 0.2609 | 0.4152 | 0.4351 | 0.6541 | 0.4215 | 0.3902 | 0.3262 | 0.3836 | 0.6737 | 0.3666 | 0.1882 | | 0.5999 | 33.0 | 3531 | 1.5462 | 0.2609 | 0.537 | 0.2193 | 0.5443 | 0.2228 | 0.1568 | 0.1273 | 0.2532 | 0.4591 | 0.1962 | 0.111 | 0.2566 | 0.4131 | 0.437 | 0.6617 | 0.4101 | 0.3754 | 0.3631 | 0.3747 | 0.6652 | 0.3765 | 0.1987 | | 0.6492 | 34.0 | 3638 | 1.5989 | 0.2647 | 0.5398 | 0.228 | 0.5365 | 0.2604 | 0.1607 | 0.137 | 0.2287 | 0.4704 | 0.2061 | 0.1253 | 0.2651 | 0.4138 | 0.4366 | 0.6581 | 0.4278 | 0.3585 | 0.3646 | 0.3738 | 0.6767 | 0.3906 | 0.2114 | | 0.6224 | 35.0 | 3745 | 1.5591 | 0.2502 | 0.5242 | 0.206 | 0.5316 | 0.2117 | 0.1574 | 0.1304 | 0.2197 | 0.4766 | 0.174 | 0.1091 | 0.2521 | 0.4132 | 0.4335 | 0.6631 | 0.4241 | 0.3732 | 0.3323 | 0.3751 | 0.6731 | 0.3725 | 0.2073 | | 0.5929 | 36.0 | 3852 | 1.5540 | 0.2655 | 0.5353 | 0.2356 | 0.5461 | 0.2222 | 0.174 | 0.138 | 0.2472 | 0.4658 | 0.1921 | 0.1386 | 0.2694 | 0.4213 | 0.4383 | 0.682 | 0.4177 | 0.3795 | 0.3308 | 0.3818 | 0.6849 | 0.3756 | 0.2051 | | 0.5897 | 37.0 | 3959 | 1.4938 | 0.2574 | 0.5315 | 0.2032 | 0.5399 | 0.2333 | 0.1735 | 0.127 | 0.2135 | 0.4808 | 0.1751 | 0.1145 | 0.2546 | 0.4092 | 0.4279 | 0.6698 | 0.4 | 0.3656 | 0.3323 | 0.3716 | 0.676 | 0.3687 | 0.1897 | | 0.5633 | 38.0 | 4066 | 1.5595 | 0.2717 | 0.5463 | 0.2177 | 0.5335 | 0.262 | 0.1713 | 0.152 | 0.2397 | 0.4698 | 0.1989 | 0.1311 | 0.2686 | 0.4297 | 0.4503 | 0.6743 | 0.4519 | 0.3938 | 0.3631 | 0.3684 | 0.6768 | 0.3905 | 0.2173 | | 0.5663 | 39.0 | 4173 | 1.6136 | 0.267 | 0.5562 | 0.2099 | 0.5418 | 0.2472 | 0.162 | 0.1346 | 0.2491 | 0.478 | 0.2005 | 0.1224 | 0.2573 | 0.4195 | 0.4389 | 0.6784 | 0.4089 | 0.3772 | 0.3508 | 0.3791 | 0.6821 | 0.3874 | 0.2024 | | 0.549 | 40.0 | 4280 | 1.5842 | 0.2672 | 0.5455 | 0.2174 | 0.552 | 0.2322 | 0.1717 | 0.1408 | 0.2395 | 0.4879 | 0.202 | 0.1143 | 0.2622 | 0.4186 | 0.4416 | 0.6815 | 0.4291 | 0.3862 | 0.3385 | 0.3729 | 0.6937 | 0.3871 | 0.1938 | | 0.5274 | 41.0 | 4387 | 1.6228 | 0.2678 | 0.5525 | 0.2158 | 0.5476 | 0.2491 | 0.1667 | 0.1504 | 0.2253 | 0.4745 | 0.1936 | 0.1369 | 0.2614 | 0.4158 | 0.4385 | 0.6829 | 0.4304 | 0.3558 | 0.3677 | 0.3556 | 0.6753 | 0.3737 | 0.2236 | | 0.5334 | 42.0 | 4494 | 1.6354 | 0.2744 | 0.5648 | 0.2266 | 0.5417 | 0.2605 | 0.179 | 0.1501 | 0.2407 | 0.491 | 0.1974 | 0.1443 | 0.2705 | 0.4278 | 0.4471 | 0.6712 | 0.443 | 0.3647 | 0.3831 | 0.3733 | 0.6839 | 0.3874 | 0.2191 | | 0.5345 | 43.0 | 4601 | 1.5619 | 0.2751 | 0.5558 | 0.2232 | 0.5538 | 0.23 | 0.1721 | 0.1686 | 0.251 | 0.4646 | 0.2101 | 0.1212 | 0.2692 | 0.4279 | 0.4433 | 0.6734 | 0.4241 | 0.3902 | 0.3569 | 0.372 | 0.6848 | 0.379 | 0.2016 | | 0.5275 | 44.0 | 4708 | 1.6285 | 0.2671 | 0.5403 | 0.2313 | 0.5472 | 0.2509 | 0.1601 | 0.1384 | 0.2389 | 0.474 | 0.2063 | 0.1156 | 0.2645 | 0.4245 | 0.445 | 0.6707 | 0.4468 | 0.3772 | 0.3646 | 0.3658 | 0.6804 | 0.3864 | 0.2102 | | 0.5184 | 45.0 | 4815 | 1.5932 | 0.2712 | 0.5582 | 0.2316 | 0.5519 | 0.234 | 0.1734 | 0.1471 | 0.2494 | 0.4557 | 0.2087 | 0.1357 | 0.2626 | 0.4277 | 0.449 | 0.668 | 0.4468 | 0.3848 | 0.3615 | 0.384 | 0.6855 | 0.3973 | 0.217 | | 0.5006 | 46.0 | 4922 | 1.5449 | 0.2707 | 0.5549 | 0.228 | 0.5254 | 0.2451 | 0.1685 | 0.1727 | 0.2418 | 0.4876 | 0.1972 | 0.1631 | 0.2726 | 0.4258 | 0.4472 | 0.6581 | 0.4101 | 0.3812 | 0.3769 | 0.4098 | 0.6641 | 0.398 | 0.2476 | | 0.4922 | 47.0 | 5029 | 1.6420 | 0.277 | 0.5625 | 0.2424 | 0.5399 | 0.2523 | 0.1814 | 0.1747 | 0.2366 | 0.482 | 0.2076 | 0.1445 | 0.2701 | 0.419 | 0.4429 | 0.6685 | 0.4152 | 0.3888 | 0.3738 | 0.368 | 0.6756 | 0.3979 | 0.2239 | | 0.476 | 48.0 | 5136 | 1.6256 | 0.2797 | 0.5716 | 0.2307 | 0.5409 | 0.2467 | 0.1796 | 0.1901 | 0.2413 | 0.5023 | 0.2028 | 0.1258 | 0.2683 | 0.419 | 0.4395 | 0.6617 | 0.4215 | 0.375 | 0.3738 | 0.3653 | 0.6629 | 0.3977 | 0.2104 | | 0.4765 | 49.0 | 5243 | 1.6000 | 0.276 | 0.5646 | 0.2331 | 0.5369 | 0.2593 | 0.1685 | 0.164 | 0.2511 | 0.4878 | 0.1991 | 0.1443 | 0.2712 | 0.4197 | 0.4441 | 0.6676 | 0.4278 | 0.3826 | 0.3692 | 0.3733 | 0.6812 | 0.3872 | 0.2206 | | 0.4791 | 50.0 | 5350 | 1.5856 | 0.2751 | 0.5691 | 0.2309 | 0.5481 | 0.2386 | 0.1783 | 0.1737 | 0.2366 | 0.5167 | 0.2006 | 0.1091 | 0.2723 | 0.412 | 0.4336 | 0.6752 | 0.4139 | 0.3746 | 0.3477 | 0.3564 | 0.6899 | 0.3815 | 0.1764 | | 0.4642 | 51.0 | 5457 | 1.5763 | 0.2844 | 0.5663 | 0.257 | 0.5478 | 0.2691 | 0.1981 | 0.168 | 0.239 | 0.4983 | 0.2109 | 0.1473 | 0.2775 | 0.4298 | 0.447 | 0.6716 | 0.4165 | 0.3911 | 0.3938 | 0.3622 | 0.69 | 0.399 | 0.2219 | | 0.457 | 52.0 | 5564 | 1.6042 | 0.2729 | 0.5459 | 0.2348 | 0.5464 | 0.2639 | 0.1666 | 0.1473 | 0.2404 | 0.4771 | 0.1925 | 0.1385 | 0.2641 | 0.4158 | 0.4344 | 0.6842 | 0.4038 | 0.3719 | 0.3538 | 0.3582 | 0.6774 | 0.3761 | 0.2101 | | 0.4497 | 53.0 | 5671 | 1.6006 | 0.2886 | 0.5764 | 0.2394 | 0.5488 | 0.2594 | 0.1987 | 0.1799 | 0.2559 | 0.4975 | 0.2082 | 0.1649 | 0.2765 | 0.4299 | 0.4526 | 0.6797 | 0.4013 | 0.4049 | 0.3831 | 0.3942 | 0.6865 | 0.3846 | 0.2476 | | 0.4322 | 54.0 | 5778 | 1.6763 | 0.2804 | 0.5651 | 0.2443 | 0.5521 | 0.2621 | 0.1684 | 0.1598 | 0.2596 | 0.4906 | 0.208 | 0.1318 | 0.279 | 0.4244 | 0.4426 | 0.6703 | 0.4266 | 0.3741 | 0.3723 | 0.3698 | 0.6809 | 0.3923 | 0.2101 | | 0.4329 | 55.0 | 5885 | 1.5908 | 0.2822 | 0.5737 | 0.2381 | 0.5495 | 0.2347 | 0.1801 | 0.1805 | 0.2662 | 0.4967 | 0.2041 | 0.1406 | 0.2719 | 0.4244 | 0.4409 | 0.6689 | 0.4089 | 0.3746 | 0.3662 | 0.3862 | 0.6818 | 0.3738 | 0.2295 | | 0.4293 | 56.0 | 5992 | 1.6305 | 0.2738 | 0.5661 | 0.2258 | 0.5428 | 0.2261 | 0.1743 | 0.1785 | 0.2474 | 0.4979 | 0.1902 | 0.1462 | 0.2675 | 0.4133 | 0.431 | 0.6748 | 0.3722 | 0.3741 | 0.3615 | 0.3724 | 0.6696 | 0.3586 | 0.2235 | | 0.4317 | 57.0 | 6099 | 1.6351 | 0.2823 | 0.5793 | 0.2282 | 0.5516 | 0.2456 | 0.1941 | 0.1714 | 0.249 | 0.4949 | 0.203 | 0.1419 | 0.2749 | 0.4281 | 0.4476 | 0.682 | 0.4177 | 0.396 | 0.3569 | 0.3853 | 0.6802 | 0.3939 | 0.2255 | | 0.4222 | 58.0 | 6206 | 1.6345 | 0.283 | 0.5665 | 0.2409 | 0.5491 | 0.2437 | 0.1909 | 0.1747 | 0.2567 | 0.4881 | 0.2072 | 0.1704 | 0.2781 | 0.426 | 0.4464 | 0.6671 | 0.4038 | 0.3915 | 0.3754 | 0.3942 | 0.6744 | 0.3809 | 0.2504 | | 0.4163 | 59.0 | 6313 | 1.6612 | 0.2752 | 0.5642 | 0.2403 | 0.5412 | 0.252 | 0.1633 | 0.1872 | 0.2322 | 0.4786 | 0.2029 | 0.1363 | 0.2734 | 0.4184 | 0.4369 | 0.6653 | 0.4089 | 0.3737 | 0.3692 | 0.3676 | 0.6742 | 0.3836 | 0.2178 | | 0.4246 | 60.0 | 6420 | 1.6923 | 0.2771 | 0.5728 | 0.2234 | 0.5398 | 0.2634 | 0.1742 | 0.1656 | 0.2425 | 0.4721 | 0.2059 | 0.1553 | 0.2686 | 0.4254 | 0.4465 | 0.6617 | 0.4101 | 0.3929 | 0.3923 | 0.3756 | 0.6641 | 0.392 | 0.2403 | | 0.3945 | 61.0 | 6527 | 1.6311 | 0.2754 | 0.571 | 0.2268 | 0.5333 | 0.2457 | 0.1703 | 0.175 | 0.2526 | 0.4823 | 0.1946 | 0.1559 | 0.2715 | 0.4179 | 0.4371 | 0.6559 | 0.4152 | 0.3902 | 0.3508 | 0.3733 | 0.6755 | 0.3709 | 0.2198 | | 0.3816 | 62.0 | 6634 | 1.6751 | 0.272 | 0.5792 | 0.2187 | 0.5353 | 0.2506 | 0.1786 | 0.149 | 0.2464 | 0.4646 | 0.2016 | 0.1579 | 0.2673 | 0.4198 | 0.4444 | 0.6536 | 0.4127 | 0.408 | 0.3631 | 0.3844 | 0.6816 | 0.3804 | 0.2303 | | 0.3888 | 63.0 | 6741 | 1.7055 | 0.2823 | 0.5783 | 0.238 | 0.544 | 0.2521 | 0.1867 | 0.1758 | 0.2527 | 0.4829 | 0.2066 | 0.1561 | 0.2806 | 0.4314 | 0.4507 | 0.659 | 0.438 | 0.4094 | 0.3677 | 0.3796 | 0.6779 | 0.3884 | 0.2293 | | 0.3731 | 64.0 | 6848 | 1.6856 | 0.279 | 0.5819 | 0.2338 | 0.5359 | 0.2507 | 0.1831 | 0.1772 | 0.2484 | 0.472 | 0.2036 | 0.1578 | 0.2743 | 0.4287 | 0.4493 | 0.6622 | 0.4152 | 0.4089 | 0.38 | 0.38 | 0.6737 | 0.3926 | 0.2346 | | 0.3702 | 65.0 | 6955 | 1.7054 | 0.2714 | 0.5732 | 0.222 | 0.5479 | 0.2404 | 0.188 | 0.1411 | 0.2396 | 0.4597 | 0.1961 | 0.1386 | 0.2674 | 0.4249 | 0.4456 | 0.6671 | 0.4215 | 0.4013 | 0.3554 | 0.3827 | 0.6905 | 0.3814 | 0.221 | | 0.3724 | 66.0 | 7062 | 1.6787 | 0.2825 | 0.5689 | 0.2342 | 0.552 | 0.2509 | 0.1876 | 0.1779 | 0.2439 | 0.4726 | 0.2106 | 0.1599 | 0.2686 | 0.43 | 0.4505 | 0.6743 | 0.4392 | 0.3964 | 0.3662 | 0.3764 | 0.6855 | 0.3951 | 0.2368 | | 0.3658 | 67.0 | 7169 | 1.7124 | 0.2777 | 0.5763 | 0.2325 | 0.5436 | 0.2524 | 0.1873 | 0.1664 | 0.239 | 0.4826 | 0.201 | 0.1545 | 0.2695 | 0.4256 | 0.4462 | 0.664 | 0.4127 | 0.3929 | 0.3769 | 0.3844 | 0.6872 | 0.3886 | 0.2362 | | 0.3509 | 68.0 | 7276 | 1.6866 | 0.2818 | 0.5826 | 0.2371 | 0.5401 | 0.25 | 0.1975 | 0.1752 | 0.2462 | 0.4887 | 0.208 | 0.1573 | 0.2758 | 0.4261 | 0.4495 | 0.6631 | 0.4101 | 0.4013 | 0.3815 | 0.3916 | 0.6891 | 0.3944 | 0.2333 | | 0.3489 | 69.0 | 7383 | 1.7788 | 0.2855 | 0.5743 | 0.2366 | 0.5456 | 0.2586 | 0.1878 | 0.1924 | 0.2431 | 0.5002 | 0.2108 | 0.1501 | 0.2788 | 0.4259 | 0.4464 | 0.6626 | 0.4342 | 0.3933 | 0.3708 | 0.3711 | 0.6995 | 0.3854 | 0.2187 | | 0.3403 | 70.0 | 7490 | 1.7318 | 0.2841 | 0.5793 | 0.229 | 0.5495 | 0.2469 | 0.1853 | 0.1798 | 0.2588 | 0.4795 | 0.2169 | 0.1439 | 0.2796 | 0.4294 | 0.4505 | 0.6635 | 0.4051 | 0.4018 | 0.3908 | 0.3916 | 0.6908 | 0.3978 | 0.2088 | | 0.3464 | 71.0 | 7597 | 1.7179 | 0.2826 | 0.5828 | 0.2308 | 0.5483 | 0.2445 | 0.1872 | 0.1807 | 0.2521 | 0.491 | 0.2071 | 0.1492 | 0.2797 | 0.4227 | 0.4457 | 0.6667 | 0.4152 | 0.4054 | 0.36 | 0.3813 | 0.6966 | 0.3808 | 0.2283 | | 0.3446 | 72.0 | 7704 | 1.7922 | 0.2872 | 0.5862 | 0.2216 | 0.5465 | 0.2623 | 0.1883 | 0.1865 | 0.2523 | 0.4831 | 0.2135 | 0.1496 | 0.2829 | 0.4316 | 0.4517 | 0.6568 | 0.4266 | 0.4036 | 0.3738 | 0.3978 | 0.6753 | 0.4018 | 0.2082 | | 0.3218 | 73.0 | 7811 | 1.7384 | 0.2865 | 0.5813 | 0.2417 | 0.551 | 0.2511 | 0.1821 | 0.192 | 0.2564 | 0.4772 | 0.2102 | 0.1652 | 0.2773 | 0.4268 | 0.4498 | 0.6635 | 0.4051 | 0.3982 | 0.4 | 0.3822 | 0.6705 | 0.4 | 0.2197 | | 0.3272 | 74.0 | 7918 | 1.7388 | 0.2841 | 0.5805 | 0.2323 | 0.5469 | 0.2638 | 0.1863 | 0.1766 | 0.2469 | 0.4847 | 0.2137 | 0.1551 | 0.2843 | 0.4301 | 0.4516 | 0.6563 | 0.4051 | 0.4004 | 0.4046 | 0.3916 | 0.6788 | 0.3955 | 0.2238 | | 0.3173 | 75.0 | 8025 | 1.8327 | 0.2835 | 0.5814 | 0.2293 | 0.5493 | 0.2744 | 0.1814 | 0.1655 | 0.2468 | 0.4742 | 0.2107 | 0.1514 | 0.2803 | 0.4296 | 0.4505 | 0.6577 | 0.4253 | 0.3978 | 0.38 | 0.392 | 0.6805 | 0.4014 | 0.2231 | | 0.3098 | 76.0 | 8132 | 1.7505 | 0.2851 | 0.5743 | 0.2453 | 0.5529 | 0.26 | 0.1812 | 0.1833 | 0.2483 | 0.481 | 0.2146 | 0.1555 | 0.2848 | 0.4306 | 0.4513 | 0.6608 | 0.4127 | 0.3969 | 0.3985 | 0.3876 | 0.6913 | 0.3965 | 0.2225 | | 0.3068 | 77.0 | 8239 | 1.7610 | 0.2881 | 0.5876 | 0.2442 | 0.5523 | 0.2629 | 0.1925 | 0.1829 | 0.2498 | 0.4936 | 0.2161 | 0.1632 | 0.2824 | 0.4266 | 0.4491 | 0.6586 | 0.4127 | 0.3951 | 0.3954 | 0.384 | 0.6944 | 0.3921 | 0.2186 | | 0.2958 | 78.0 | 8346 | 1.7972 | 0.292 | 0.5823 | 0.2547 | 0.5577 | 0.2464 | 0.187 | 0.2104 | 0.2586 | 0.5148 | 0.2168 | 0.1715 | 0.2804 | 0.424 | 0.4447 | 0.6631 | 0.4152 | 0.3964 | 0.3615 | 0.3871 | 0.6949 | 0.3795 | 0.224 | | 0.2845 | 79.0 | 8453 | 1.8105 | 0.2895 | 0.5866 | 0.2415 | 0.5551 | 0.2458 | 0.1872 | 0.2044 | 0.255 | 0.4878 | 0.2208 | 0.1674 | 0.2836 | 0.4328 | 0.4543 | 0.6676 | 0.4392 | 0.3973 | 0.3769 | 0.3902 | 0.7042 | 0.3971 | 0.2266 | | 0.286 | 80.0 | 8560 | 1.7586 | 0.2862 | 0.5823 | 0.2334 | 0.5556 | 0.2531 | 0.1759 | 0.1892 | 0.2571 | 0.5003 | 0.2168 | 0.1678 | 0.2849 | 0.4293 | 0.4494 | 0.6653 | 0.4228 | 0.3964 | 0.3785 | 0.384 | 0.6842 | 0.3942 | 0.2345 | | 0.2893 | 81.0 | 8667 | 1.7514 | 0.2874 | 0.5696 | 0.2466 | 0.5523 | 0.2701 | 0.1818 | 0.1799 | 0.2529 | 0.4836 | 0.2152 | 0.1655 | 0.284 | 0.436 | 0.4562 | 0.6613 | 0.4582 | 0.396 | 0.38 | 0.3853 | 0.6869 | 0.4017 | 0.2431 | | 0.2858 | 82.0 | 8774 | 1.8111 | 0.2856 | 0.5795 | 0.2433 | 0.5509 | 0.2491 | 0.1814 | 0.1958 | 0.2507 | 0.5022 | 0.212 | 0.163 | 0.2821 | 0.4277 | 0.4498 | 0.6667 | 0.4215 | 0.3884 | 0.3862 | 0.3862 | 0.6816 | 0.396 | 0.2363 | | 0.2695 | 83.0 | 8881 | 1.8274 | 0.2887 | 0.5795 | 0.2408 | 0.5519 | 0.2626 | 0.1839 | 0.1952 | 0.25 | 0.5002 | 0.2178 | 0.1664 | 0.2872 | 0.4334 | 0.4567 | 0.664 | 0.4354 | 0.3973 | 0.3923 | 0.3947 | 0.6888 | 0.401 | 0.241 | | 0.2587 | 84.0 | 8988 | 1.8341 | 0.2903 | 0.5806 | 0.2404 | 0.5561 | 0.26 | 0.1843 | 0.1977 | 0.2535 | 0.4942 | 0.2179 | 0.1616 | 0.2841 | 0.4332 | 0.4592 | 0.6698 | 0.4329 | 0.3982 | 0.4015 | 0.3933 | 0.6932 | 0.4068 | 0.2346 | | 0.2586 | 85.0 | 9095 | 1.8703 | 0.2855 | 0.5841 | 0.2367 | 0.5533 | 0.2624 | 0.183 | 0.1837 | 0.245 | 0.4872 | 0.2138 | 0.1567 | 0.277 | 0.4295 | 0.4562 | 0.6653 | 0.438 | 0.3933 | 0.3954 | 0.3889 | 0.6969 | 0.3924 | 0.2381 | | 0.254 | 86.0 | 9202 | 1.8186 | 0.2865 | 0.5751 | 0.2327 | 0.5496 | 0.2599 | 0.1914 | 0.1866 | 0.245 | 0.4975 | 0.2114 | 0.1656 | 0.2779 | 0.4323 | 0.4554 | 0.6644 | 0.4494 | 0.3955 | 0.3785 | 0.3893 | 0.6951 | 0.3948 | 0.2436 | | 0.2573 | 87.0 | 9309 | 1.8387 | 0.2885 | 0.5783 | 0.24 | 0.5513 | 0.2567 | 0.1931 | 0.1919 | 0.2496 | 0.4904 | 0.2182 | 0.1594 | 0.2819 | 0.4345 | 0.4581 | 0.6649 | 0.4418 | 0.3951 | 0.3969 | 0.392 | 0.6968 | 0.4057 | 0.233 | | 0.2468 | 88.0 | 9416 | 1.8756 | 0.2889 | 0.5797 | 0.2411 | 0.548 | 0.2616 | 0.1894 | 0.1973 | 0.2481 | 0.4955 | 0.2139 | 0.1712 | 0.2822 | 0.4386 | 0.46 | 0.6653 | 0.443 | 0.3987 | 0.4 | 0.3929 | 0.6948 | 0.4024 | 0.2477 | | 0.2371 | 89.0 | 9523 | 1.8469 | 0.2873 | 0.5862 | 0.2394 | 0.5482 | 0.248 | 0.195 | 0.1898 | 0.2555 | 0.4908 | 0.2192 | 0.1537 | 0.2804 | 0.4329 | 0.4522 | 0.6644 | 0.4215 | 0.3951 | 0.38 | 0.4 | 0.6946 | 0.3964 | 0.2303 | | 0.2411 | 90.0 | 9630 | 1.8086 | 0.2868 | 0.5805 | 0.2375 | 0.5445 | 0.2531 | 0.1941 | 0.1878 | 0.2547 | 0.4913 | 0.218 | 0.163 | 0.2777 | 0.432 | 0.4531 | 0.6644 | 0.4329 | 0.4 | 0.3769 | 0.3911 | 0.6929 | 0.3939 | 0.2391 | | 0.2286 | 91.0 | 9737 | 1.8493 | 0.2894 | 0.5829 | 0.24 | 0.5495 | 0.2629 | 0.1879 | 0.1906 | 0.2561 | 0.4936 | 0.2135 | 0.1682 | 0.2814 | 0.4335 | 0.4539 | 0.6667 | 0.4443 | 0.3951 | 0.3769 | 0.3867 | 0.6912 | 0.3933 | 0.242 | | 0.2343 | 92.0 | 9844 | 1.8511 | 0.2879 | 0.5783 | 0.238 | 0.5527 | 0.2515 | 0.1929 | 0.1896 | 0.2529 | 0.4898 | 0.2169 | 0.1651 | 0.2802 | 0.4353 | 0.4566 | 0.6703 | 0.4405 | 0.4013 | 0.3831 | 0.388 | 0.6929 | 0.4013 | 0.2378 | | 0.2221 | 93.0 | 9951 | 1.8684 | 0.2859 | 0.5745 | 0.2383 | 0.5522 | 0.2473 | 0.1877 | 0.1905 | 0.252 | 0.4927 | 0.2147 | 0.165 | 0.2818 | 0.4315 | 0.4542 | 0.6644 | 0.4405 | 0.3996 | 0.3769 | 0.3898 | 0.6983 | 0.3962 | 0.2377 | | 0.2122 | 94.0 | 10058 | 1.8632 | 0.2879 | 0.5783 | 0.242 | 0.5487 | 0.2573 | 0.188 | 0.1898 | 0.2559 | 0.4945 | 0.2163 | 0.1602 | 0.2833 | 0.4352 | 0.4557 | 0.6653 | 0.438 | 0.4027 | 0.38 | 0.3924 | 0.6973 | 0.3955 | 0.2393 | | 0.2174 | 95.0 | 10165 | 1.8675 | 0.2897 | 0.5875 | 0.2436 | 0.5525 | 0.257 | 0.1925 | 0.1942 | 0.2524 | 0.496 | 0.2191 | 0.1625 | 0.2817 | 0.4331 | 0.4532 | 0.6662 | 0.438 | 0.3942 | 0.3723 | 0.3951 | 0.6948 | 0.3968 | 0.2383 | | 0.2051 | 96.0 | 10272 | 1.8719 | 0.2891 | 0.5885 | 0.2386 | 0.5508 | 0.2598 | 0.1927 | 0.1901 | 0.2524 | 0.5004 | 0.2163 | 0.1609 | 0.2837 | 0.4328 | 0.4536 | 0.6671 | 0.4418 | 0.3996 | 0.3692 | 0.3902 | 0.6937 | 0.3975 | 0.2356 | | 0.2039 | 97.0 | 10379 | 1.8609 | 0.2897 | 0.5791 | 0.2387 | 0.5524 | 0.2615 | 0.1924 | 0.1899 | 0.2524 | 0.4934 | 0.2185 | 0.1642 | 0.2825 | 0.4335 | 0.4527 | 0.6671 | 0.4342 | 0.3964 | 0.3785 | 0.3871 | 0.6916 | 0.3973 | 0.24 | | 0.2086 | 98.0 | 10486 | 1.8577 | 0.2898 | 0.5855 | 0.2378 | 0.5499 | 0.2621 | 0.1936 | 0.1908 | 0.2527 | 0.494 | 0.2186 | 0.1639 | 0.2841 | 0.4361 | 0.4558 | 0.6631 | 0.4405 | 0.3996 | 0.3877 | 0.388 | 0.695 | 0.4005 | 0.2428 | | 0.2034 | 99.0 | 10593 | 1.8680 | 0.2882 | 0.5803 | 0.2388 | 0.5507 | 0.256 | 0.192 | 0.1875 | 0.2549 | 0.4908 | 0.2179 | 0.1593 | 0.2821 | 0.4336 | 0.4522 | 0.6649 | 0.4354 | 0.3951 | 0.3769 | 0.3884 | 0.6927 | 0.3941 | 0.2342 | | 0.2018 | 100.0 | 10700 | 1.8651 | 0.2893 | 0.5857 | 0.2362 | 0.549 | 0.2574 | 0.1941 | 0.1911 | 0.2551 | 0.4909 | 0.2199 | 0.162 | 0.2834 | 0.4333 | 0.4526 | 0.6631 | 0.438 | 0.3969 | 0.3769 | 0.388 | 0.6923 | 0.3956 | 0.2365 | ### Framework versions - Transformers 4.41.0.dev0 - Pytorch 1.13.0+cu117 - Datasets 2.18.0 - Tokenizers 0.19.0