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---
library_name: transformers
license: apache-2.0
base_model: facebook/detr-resnet-50
tags:
- object-detection
- vision
- generated_from_trainer
model-index:
- name: detr-finetuned-cppe-5-10k-steps
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. -->
# detr-finetuned-cppe-5-10k-steps
This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on the cppe-5 dataset.
It achieves the following results on the evaluation set:
- Loss: 1.2564
- Map: 0.2948
- Map 50: 0.5884
- Map 75: 0.2425
- Map Coverall: 0.55
- Map Face Shield: 0.2939
- Map Gloves: 0.1976
- Map Goggles: 0.1503
- Map Mask: 0.282
- Map Large: 0.4679
- Map Medium: 0.2362
- Map Small: 0.0834
- Mar 1: 0.2966
- Mar 10: 0.4598
- Mar 100: 0.4716
- Mar 100 Coverall: 0.6766
- Mar 100 Face Shield: 0.4987
- Mar 100 Gloves: 0.3946
- Mar 100 Goggles: 0.3846
- Mar 100 Mask: 0.4036
- Mar Large: 0.6584
- Mar Medium: 0.4137
- Mar Small: 0.1785
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:------------:|:---------------:|:----------:|:-----------:|:--------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:----------------:|:-------------------:|:--------------:|:---------------:|:------------:|:---------:|:----------:|:---------:|
| 2.8255 | 1.0 | 107 | 2.4646 | 0.0262 | 0.0647 | 0.0201 | 0.1126 | 0.0 | 0.0104 | 0.0 | 0.008 | 0.0299 | 0.0089 | 0.0038 | 0.0468 | 0.1244 | 0.1694 | 0.4752 | 0.0 | 0.1433 | 0.0 | 0.2284 | 0.1707 | 0.1465 | 0.07 |
| 2.4162 | 2.0 | 214 | 2.6974 | 0.0172 | 0.0482 | 0.0105 | 0.0761 | 0.0 | 0.0034 | 0.0 | 0.0067 | 0.0193 | 0.0145 | 0.0013 | 0.0205 | 0.0976 | 0.1138 | 0.3514 | 0.0 | 0.104 | 0.0 | 0.1138 | 0.1342 | 0.0852 | 0.0223 |
| 2.0883 | 3.0 | 321 | 2.4750 | 0.0312 | 0.0758 | 0.021 | 0.1376 | 0.0 | 0.0027 | 0.0 | 0.016 | 0.0392 | 0.0196 | 0.0043 | 0.0577 | 0.1028 | 0.1375 | 0.3113 | 0.0 | 0.1281 | 0.0 | 0.248 | 0.1399 | 0.117 | 0.0809 |
| 1.8872 | 4.0 | 428 | 2.0300 | 0.0583 | 0.134 | 0.0452 | 0.2421 | 0.0 | 0.0135 | 0.0 | 0.0358 | 0.0702 | 0.0395 | 0.0109 | 0.0754 | 0.1726 | 0.1972 | 0.5689 | 0.0 | 0.1969 | 0.0 | 0.22 | 0.2348 | 0.152 | 0.0608 |
| 1.8577 | 5.0 | 535 | 1.9218 | 0.0823 | 0.1798 | 0.0655 | 0.3197 | 0.0 | 0.0268 | 0.0 | 0.0649 | 0.0911 | 0.0576 | 0.017 | 0.0964 | 0.1911 | 0.2088 | 0.5581 | 0.0 | 0.2188 | 0.0 | 0.2671 | 0.2491 | 0.1701 | 0.0718 |
| 1.7723 | 6.0 | 642 | 1.9397 | 0.0945 | 0.2072 | 0.0766 | 0.3258 | 0.0326 | 0.0212 | 0.0004 | 0.0926 | 0.1066 | 0.0808 | 0.0299 | 0.1046 | 0.2043 | 0.2177 | 0.5414 | 0.1304 | 0.1759 | 0.0046 | 0.236 | 0.2573 | 0.1748 | 0.0883 |
| 1.6972 | 7.0 | 749 | 1.8258 | 0.1137 | 0.2603 | 0.0836 | 0.3377 | 0.0521 | 0.0521 | 0.0109 | 0.1156 | 0.1299 | 0.1054 | 0.0324 | 0.1388 | 0.2648 | 0.2912 | 0.5842 | 0.243 | 0.2893 | 0.0538 | 0.2858 | 0.3473 | 0.2499 | 0.1498 |
| 1.6244 | 8.0 | 856 | 1.8033 | 0.1184 | 0.2566 | 0.0951 | 0.3741 | 0.0522 | 0.0363 | 0.0004 | 0.1289 | 0.1388 | 0.0968 | 0.0342 | 0.1355 | 0.2559 | 0.2776 | 0.5883 | 0.2304 | 0.2366 | 0.0108 | 0.3218 | 0.3421 | 0.2259 | 0.102 |
| 1.5748 | 9.0 | 963 | 1.7707 | 0.1186 | 0.2686 | 0.0942 | 0.3855 | 0.0505 | 0.0427 | 0.0005 | 0.1139 | 0.1413 | 0.0946 | 0.0284 | 0.1472 | 0.2763 | 0.2939 | 0.5977 | 0.3063 | 0.2237 | 0.0308 | 0.3111 | 0.369 | 0.2425 | 0.1111 |
| 1.5378 | 10.0 | 1070 | 1.7505 | 0.1306 | 0.294 | 0.0999 | 0.3696 | 0.0606 | 0.0411 | 0.0141 | 0.1677 | 0.1879 | 0.1128 | 0.0519 | 0.1592 | 0.3028 | 0.3333 | 0.577 | 0.3152 | 0.2759 | 0.1785 | 0.32 | 0.4145 | 0.2938 | 0.1471 |
| 1.5538 | 11.0 | 1177 | 1.6579 | 0.1405 | 0.3058 | 0.1111 | 0.4391 | 0.0565 | 0.058 | 0.0063 | 0.1424 | 0.199 | 0.1076 | 0.0452 | 0.1545 | 0.3171 | 0.3423 | 0.6523 | 0.338 | 0.2692 | 0.1646 | 0.2876 | 0.4596 | 0.2709 | 0.1385 |
| 1.509 | 12.0 | 1284 | 1.6763 | 0.1392 | 0.3021 | 0.105 | 0.4083 | 0.0671 | 0.0505 | 0.0255 | 0.1447 | 0.2012 | 0.1032 | 0.051 | 0.1685 | 0.3179 | 0.3409 | 0.5883 | 0.343 | 0.2848 | 0.1708 | 0.3173 | 0.4777 | 0.2687 | 0.1274 |
| 1.5149 | 13.0 | 1391 | 1.6443 | 0.1443 | 0.3208 | 0.116 | 0.4067 | 0.0772 | 0.0569 | 0.014 | 0.1668 | 0.2052 | 0.1248 | 0.0375 | 0.174 | 0.3313 | 0.3479 | 0.6135 | 0.338 | 0.2924 | 0.1815 | 0.3142 | 0.4748 | 0.2775 | 0.1601 |
| 1.4515 | 14.0 | 1498 | 1.7081 | 0.1427 | 0.3155 | 0.1082 | 0.4072 | 0.0551 | 0.0767 | 0.0155 | 0.1591 | 0.2035 | 0.1138 | 0.0403 | 0.1746 | 0.3404 | 0.3703 | 0.6063 | 0.3582 | 0.3027 | 0.2738 | 0.3107 | 0.485 | 0.3095 | 0.1499 |
| 1.5002 | 15.0 | 1605 | 1.6553 | 0.1419 | 0.3111 | 0.1024 | 0.4224 | 0.0675 | 0.0555 | 0.0077 | 0.1564 | 0.216 | 0.1112 | 0.0544 | 0.1705 | 0.3136 | 0.3353 | 0.6324 | 0.2709 | 0.2946 | 0.1969 | 0.2818 | 0.4421 | 0.2707 | 0.1414 |
| 1.4747 | 16.0 | 1712 | 1.5881 | 0.1518 | 0.33 | 0.1305 | 0.4355 | 0.0589 | 0.0634 | 0.0111 | 0.1904 | 0.221 | 0.1175 | 0.045 | 0.1797 | 0.3366 | 0.3583 | 0.6225 | 0.3405 | 0.2777 | 0.2231 | 0.3276 | 0.5102 | 0.2928 | 0.1459 |
| 1.4134 | 17.0 | 1819 | 1.6045 | 0.1546 | 0.3384 | 0.1261 | 0.4177 | 0.0606 | 0.068 | 0.0187 | 0.2083 | 0.2225 | 0.1172 | 0.0446 | 0.1911 | 0.3443 | 0.3644 | 0.6027 | 0.338 | 0.292 | 0.2523 | 0.3369 | 0.5104 | 0.3014 | 0.1206 |
| 1.4155 | 18.0 | 1926 | 1.6723 | 0.1538 | 0.3377 | 0.1249 | 0.4035 | 0.0626 | 0.076 | 0.0371 | 0.1896 | 0.2264 | 0.1194 | 0.0599 | 0.198 | 0.3546 | 0.3833 | 0.6014 | 0.3759 | 0.2799 | 0.34 | 0.3191 | 0.5551 | 0.3167 | 0.13 |
| 1.4372 | 19.0 | 2033 | 1.6629 | 0.1531 | 0.3303 | 0.1219 | 0.4185 | 0.0517 | 0.0692 | 0.0278 | 0.1984 | 0.2333 | 0.1221 | 0.0459 | 0.1854 | 0.3515 | 0.3839 | 0.6023 | 0.3873 | 0.275 | 0.3154 | 0.3396 | 0.5284 | 0.3285 | 0.1541 |
| 1.4156 | 20.0 | 2140 | 1.5876 | 0.1587 | 0.3393 | 0.137 | 0.4228 | 0.0659 | 0.0745 | 0.0258 | 0.2043 | 0.2403 | 0.1184 | 0.067 | 0.1917 | 0.3286 | 0.3542 | 0.5914 | 0.3089 | 0.3076 | 0.2215 | 0.3418 | 0.4914 | 0.2925 | 0.1423 |
| 1.3659 | 21.0 | 2247 | 1.6484 | 0.1497 | 0.3398 | 0.124 | 0.4217 | 0.0657 | 0.0644 | 0.019 | 0.1774 | 0.2263 | 0.1088 | 0.0359 | 0.186 | 0.3318 | 0.3466 | 0.6041 | 0.319 | 0.254 | 0.2646 | 0.2911 | 0.4984 | 0.2859 | 0.101 |
| 1.339 | 22.0 | 2354 | 1.5649 | 0.1655 | 0.3626 | 0.1294 | 0.4309 | 0.0856 | 0.0979 | 0.0208 | 0.1923 | 0.2475 | 0.1316 | 0.046 | 0.1937 | 0.3682 | 0.3943 | 0.6252 | 0.362 | 0.3321 | 0.3308 | 0.3213 | 0.5332 | 0.3458 | 0.1509 |
| 1.4317 | 23.0 | 2461 | 1.5822 | 0.162 | 0.3599 | 0.1265 | 0.4617 | 0.0562 | 0.0818 | 0.0144 | 0.1962 | 0.2323 | 0.122 | 0.055 | 0.1958 | 0.3482 | 0.3666 | 0.6514 | 0.3405 | 0.275 | 0.2646 | 0.3013 | 0.5214 | 0.3049 | 0.1204 |
| 1.3442 | 24.0 | 2568 | 1.5509 | 0.1758 | 0.3742 | 0.1367 | 0.4346 | 0.092 | 0.1071 | 0.0356 | 0.2099 | 0.2524 | 0.1523 | 0.0461 | 0.2152 | 0.3713 | 0.3953 | 0.6212 | 0.381 | 0.3375 | 0.3062 | 0.3307 | 0.5532 | 0.3408 | 0.1443 |
| 1.3088 | 25.0 | 2675 | 1.5144 | 0.1732 | 0.3703 | 0.1431 | 0.4627 | 0.0835 | 0.0882 | 0.0167 | 0.2149 | 0.255 | 0.138 | 0.0488 | 0.1954 | 0.3597 | 0.3789 | 0.655 | 0.3456 | 0.3143 | 0.2462 | 0.3338 | 0.5433 | 0.3152 | 0.1227 |
| 1.2841 | 26.0 | 2782 | 1.5131 | 0.1863 | 0.3861 | 0.1567 | 0.4666 | 0.1093 | 0.0956 | 0.0371 | 0.223 | 0.281 | 0.1384 | 0.0514 | 0.2129 | 0.3647 | 0.3846 | 0.6707 | 0.3506 | 0.3027 | 0.2338 | 0.3653 | 0.543 | 0.3154 | 0.1479 |
| 1.2947 | 27.0 | 2889 | 1.5201 | 0.1728 | 0.3797 | 0.1302 | 0.4428 | 0.1068 | 0.1116 | 0.0222 | 0.1807 | 0.2608 | 0.134 | 0.0476 | 0.1976 | 0.3634 | 0.3875 | 0.6239 | 0.3468 | 0.3598 | 0.2938 | 0.3129 | 0.5232 | 0.331 | 0.1466 |
| 1.252 | 28.0 | 2996 | 1.4757 | 0.1899 | 0.3907 | 0.1572 | 0.4615 | 0.1026 | 0.1288 | 0.0302 | 0.2262 | 0.295 | 0.1446 | 0.0665 | 0.2119 | 0.3774 | 0.3957 | 0.6477 | 0.3861 | 0.3402 | 0.2631 | 0.3413 | 0.5794 | 0.3256 | 0.1531 |
| 1.2745 | 29.0 | 3103 | 1.5029 | 0.1826 | 0.395 | 0.1331 | 0.4466 | 0.1041 | 0.113 | 0.0466 | 0.2026 | 0.2817 | 0.157 | 0.0457 | 0.2141 | 0.3623 | 0.3802 | 0.6446 | 0.3354 | 0.3464 | 0.2554 | 0.3191 | 0.4998 | 0.3378 | 0.1535 |
| 1.2365 | 30.0 | 3210 | 1.4733 | 0.1966 | 0.4269 | 0.1553 | 0.4552 | 0.1469 | 0.1287 | 0.035 | 0.217 | 0.2938 | 0.1694 | 0.0659 | 0.2247 | 0.388 | 0.3993 | 0.6284 | 0.3633 | 0.3536 | 0.3292 | 0.3222 | 0.5594 | 0.3502 | 0.1447 |
| 1.2055 | 31.0 | 3317 | 1.5310 | 0.1831 | 0.3896 | 0.1457 | 0.4614 | 0.1266 | 0.0936 | 0.0351 | 0.1988 | 0.2706 | 0.1474 | 0.0524 | 0.2158 | 0.3636 | 0.38 | 0.6225 | 0.3696 | 0.3174 | 0.2923 | 0.2982 | 0.5223 | 0.3278 | 0.1527 |
| 1.2181 | 32.0 | 3424 | 1.4300 | 0.206 | 0.4241 | 0.1698 | 0.4943 | 0.125 | 0.1308 | 0.0418 | 0.2381 | 0.3151 | 0.1464 | 0.0786 | 0.2372 | 0.3845 | 0.3965 | 0.6622 | 0.3608 | 0.3384 | 0.2815 | 0.3396 | 0.5687 | 0.3259 | 0.1504 |
| 1.1936 | 33.0 | 3531 | 1.3983 | 0.219 | 0.4472 | 0.1882 | 0.5025 | 0.161 | 0.1486 | 0.0388 | 0.2439 | 0.3481 | 0.1659 | 0.0532 | 0.2361 | 0.3955 | 0.4157 | 0.6477 | 0.3962 | 0.3768 | 0.2969 | 0.3609 | 0.5569 | 0.3681 | 0.1852 |
| 1.1766 | 34.0 | 3638 | 1.4252 | 0.2112 | 0.4429 | 0.186 | 0.4788 | 0.1525 | 0.1409 | 0.0413 | 0.2424 | 0.3333 | 0.1618 | 0.0649 | 0.2415 | 0.4032 | 0.4171 | 0.6333 | 0.4139 | 0.3723 | 0.3031 | 0.3627 | 0.5865 | 0.3613 | 0.1671 |
| 1.1881 | 35.0 | 3745 | 1.4474 | 0.2089 | 0.4392 | 0.1807 | 0.4701 | 0.1567 | 0.1537 | 0.0433 | 0.2206 | 0.3283 | 0.1735 | 0.0476 | 0.2301 | 0.3828 | 0.3938 | 0.6059 | 0.4 | 0.3723 | 0.2523 | 0.3387 | 0.5522 | 0.3409 | 0.1313 |
| 1.1731 | 36.0 | 3852 | 1.4049 | 0.2193 | 0.4635 | 0.1851 | 0.5034 | 0.1324 | 0.1668 | 0.0523 | 0.2416 | 0.3293 | 0.1738 | 0.0544 | 0.2415 | 0.3998 | 0.4116 | 0.6459 | 0.3785 | 0.3737 | 0.3154 | 0.3444 | 0.5581 | 0.3617 | 0.1726 |
| 1.14 | 37.0 | 3959 | 1.4157 | 0.2097 | 0.4485 | 0.1698 | 0.4988 | 0.1456 | 0.1321 | 0.0615 | 0.2106 | 0.343 | 0.1592 | 0.061 | 0.2267 | 0.3779 | 0.3934 | 0.6297 | 0.3582 | 0.35 | 0.2892 | 0.34 | 0.5569 | 0.3352 | 0.1308 |
| 1.1286 | 38.0 | 4066 | 1.3872 | 0.2135 | 0.4475 | 0.1802 | 0.4968 | 0.1468 | 0.1432 | 0.0545 | 0.2264 | 0.3308 | 0.1695 | 0.0541 | 0.2388 | 0.4061 | 0.4215 | 0.6495 | 0.4228 | 0.3821 | 0.3138 | 0.3391 | 0.5656 | 0.3647 | 0.2025 |
| 1.1398 | 39.0 | 4173 | 1.4290 | 0.2131 | 0.4419 | 0.1668 | 0.4882 | 0.1032 | 0.1618 | 0.0638 | 0.2485 | 0.3403 | 0.1659 | 0.0482 | 0.2407 | 0.4155 | 0.4279 | 0.6405 | 0.4228 | 0.3661 | 0.3385 | 0.3716 | 0.6137 | 0.372 | 0.1347 |
| 1.1372 | 40.0 | 4280 | 1.3823 | 0.212 | 0.4684 | 0.1785 | 0.4819 | 0.1455 | 0.1478 | 0.05 | 0.235 | 0.3349 | 0.1684 | 0.0616 | 0.2547 | 0.4168 | 0.4355 | 0.6306 | 0.4304 | 0.3866 | 0.3523 | 0.3773 | 0.6017 | 0.3784 | 0.1724 |
| 1.1173 | 41.0 | 4387 | 1.4033 | 0.2191 | 0.4555 | 0.1875 | 0.5062 | 0.1254 | 0.1576 | 0.0658 | 0.2402 | 0.3384 | 0.1826 | 0.0538 | 0.2474 | 0.4157 | 0.4311 | 0.6437 | 0.4291 | 0.3879 | 0.3262 | 0.3684 | 0.6138 | 0.3651 | 0.1632 |
| 1.1065 | 42.0 | 4494 | 1.4276 | 0.2176 | 0.4688 | 0.1656 | 0.4854 | 0.1977 | 0.1425 | 0.0682 | 0.1943 | 0.3273 | 0.1838 | 0.069 | 0.2479 | 0.3991 | 0.4159 | 0.6405 | 0.4506 | 0.3482 | 0.3108 | 0.3293 | 0.5677 | 0.3603 | 0.1665 |
| 1.1245 | 43.0 | 4601 | 1.4040 | 0.2073 | 0.4466 | 0.1712 | 0.4941 | 0.1068 | 0.1453 | 0.0624 | 0.2281 | 0.3255 | 0.1618 | 0.0731 | 0.2357 | 0.402 | 0.4105 | 0.6176 | 0.3797 | 0.3536 | 0.3415 | 0.36 | 0.5864 | 0.3442 | 0.1519 |
| 1.1049 | 44.0 | 4708 | 1.3916 | 0.2169 | 0.4598 | 0.1835 | 0.4769 | 0.1651 | 0.154 | 0.0539 | 0.2347 | 0.3413 | 0.1707 | 0.0746 | 0.2535 | 0.406 | 0.422 | 0.6284 | 0.4025 | 0.3924 | 0.32 | 0.3667 | 0.5728 | 0.3657 | 0.1741 |
| 1.07 | 45.0 | 4815 | 1.3629 | 0.2307 | 0.479 | 0.1857 | 0.5024 | 0.1537 | 0.1864 | 0.075 | 0.2361 | 0.3512 | 0.1931 | 0.0677 | 0.258 | 0.4256 | 0.4405 | 0.6468 | 0.4228 | 0.379 | 0.3892 | 0.3644 | 0.6005 | 0.3921 | 0.1622 |
| 1.0862 | 46.0 | 4922 | 1.3544 | 0.2329 | 0.4875 | 0.1938 | 0.5099 | 0.1729 | 0.1743 | 0.0601 | 0.2472 | 0.3683 | 0.1849 | 0.069 | 0.2417 | 0.4062 | 0.4213 | 0.6671 | 0.3785 | 0.3884 | 0.3154 | 0.3569 | 0.5998 | 0.3649 | 0.1415 |
| 1.0606 | 47.0 | 5029 | 1.3490 | 0.2279 | 0.4671 | 0.1828 | 0.491 | 0.1715 | 0.1666 | 0.064 | 0.2465 | 0.3586 | 0.1748 | 0.0727 | 0.2603 | 0.4306 | 0.4434 | 0.6559 | 0.438 | 0.3848 | 0.3615 | 0.3769 | 0.6136 | 0.372 | 0.1867 |
| 1.0517 | 48.0 | 5136 | 1.3711 | 0.2323 | 0.4913 | 0.181 | 0.4912 | 0.2222 | 0.1615 | 0.0442 | 0.2426 | 0.3617 | 0.1758 | 0.0705 | 0.2434 | 0.4108 | 0.4233 | 0.627 | 0.4443 | 0.3683 | 0.3154 | 0.3613 | 0.5821 | 0.3642 | 0.1745 |
| 1.0691 | 49.0 | 5243 | 1.3260 | 0.2389 | 0.4867 | 0.199 | 0.5088 | 0.1961 | 0.1662 | 0.0433 | 0.28 | 0.3837 | 0.1806 | 0.0863 | 0.2603 | 0.4327 | 0.4406 | 0.6486 | 0.4544 | 0.371 | 0.3385 | 0.3907 | 0.6257 | 0.3787 | 0.167 |
| 1.0383 | 50.0 | 5350 | 1.3316 | 0.2444 | 0.4987 | 0.2146 | 0.5157 | 0.1974 | 0.1867 | 0.0746 | 0.2476 | 0.3849 | 0.19 | 0.0714 | 0.2569 | 0.425 | 0.4383 | 0.6608 | 0.4494 | 0.3987 | 0.3231 | 0.3596 | 0.6142 | 0.3792 | 0.1694 |
| 1.0445 | 51.0 | 5457 | 1.3406 | 0.2374 | 0.4855 | 0.1968 | 0.5008 | 0.1831 | 0.1698 | 0.0791 | 0.2545 | 0.3681 | 0.1947 | 0.0747 | 0.2525 | 0.4258 | 0.4403 | 0.6572 | 0.4468 | 0.3853 | 0.3431 | 0.3693 | 0.6079 | 0.3877 | 0.1859 |
| 1.0122 | 52.0 | 5564 | 1.3005 | 0.2477 | 0.5029 | 0.2034 | 0.5084 | 0.1895 | 0.1706 | 0.1017 | 0.268 | 0.3893 | 0.1935 | 0.0755 | 0.2747 | 0.4432 | 0.4526 | 0.6599 | 0.4608 | 0.392 | 0.3662 | 0.3844 | 0.6098 | 0.3925 | 0.2031 |
| 0.9938 | 53.0 | 5671 | 1.3286 | 0.2532 | 0.5169 | 0.2223 | 0.5146 | 0.1887 | 0.1815 | 0.1132 | 0.2682 | 0.3849 | 0.205 | 0.0745 | 0.2782 | 0.4453 | 0.4591 | 0.6743 | 0.4785 | 0.3772 | 0.3754 | 0.3902 | 0.626 | 0.396 | 0.1838 |
| 1.0204 | 54.0 | 5778 | 1.3251 | 0.2528 | 0.518 | 0.224 | 0.5171 | 0.2166 | 0.1915 | 0.0875 | 0.251 | 0.404 | 0.1964 | 0.0822 | 0.2674 | 0.4319 | 0.4424 | 0.6568 | 0.4519 | 0.3808 | 0.3354 | 0.3871 | 0.6108 | 0.3899 | 0.1771 |
| 0.9882 | 55.0 | 5885 | 1.3231 | 0.2495 | 0.5069 | 0.22 | 0.531 | 0.2113 | 0.1735 | 0.1058 | 0.2257 | 0.3987 | 0.2008 | 0.0674 | 0.2629 | 0.4312 | 0.4405 | 0.6784 | 0.4519 | 0.3804 | 0.3354 | 0.3564 | 0.6144 | 0.3806 | 0.1674 |
| 1.0046 | 56.0 | 5992 | 1.3377 | 0.2524 | 0.523 | 0.2186 | 0.5272 | 0.2091 | 0.1884 | 0.0904 | 0.2472 | 0.4021 | 0.201 | 0.0665 | 0.2729 | 0.4396 | 0.4498 | 0.6671 | 0.4646 | 0.3826 | 0.3692 | 0.3653 | 0.6219 | 0.3964 | 0.1789 |
| 1.0016 | 57.0 | 6099 | 1.3185 | 0.2503 | 0.5142 | 0.2258 | 0.5272 | 0.216 | 0.1628 | 0.0851 | 0.2606 | 0.3973 | 0.1923 | 0.0674 | 0.2689 | 0.4362 | 0.4497 | 0.6577 | 0.4747 | 0.3746 | 0.3631 | 0.3787 | 0.6336 | 0.3877 | 0.1685 |
| 0.9883 | 58.0 | 6206 | 1.3084 | 0.2568 | 0.5155 | 0.2298 | 0.5325 | 0.2181 | 0.1826 | 0.0855 | 0.2653 | 0.4028 | 0.2064 | 0.0776 | 0.2762 | 0.4401 | 0.4531 | 0.6671 | 0.4785 | 0.3804 | 0.3585 | 0.3809 | 0.636 | 0.3909 | 0.1667 |
| 0.9602 | 59.0 | 6313 | 1.2997 | 0.2547 | 0.5081 | 0.2266 | 0.5313 | 0.2093 | 0.1846 | 0.0738 | 0.2743 | 0.3964 | 0.1954 | 0.0712 | 0.2736 | 0.4402 | 0.4507 | 0.6559 | 0.4608 | 0.3893 | 0.3477 | 0.4 | 0.6033 | 0.394 | 0.1952 |
| 0.9773 | 60.0 | 6420 | 1.3113 | 0.2645 | 0.5457 | 0.2198 | 0.5352 | 0.238 | 0.188 | 0.1104 | 0.2508 | 0.417 | 0.207 | 0.066 | 0.2807 | 0.4395 | 0.4497 | 0.6563 | 0.4873 | 0.3643 | 0.3646 | 0.376 | 0.6122 | 0.3969 | 0.1644 |
| 0.9686 | 61.0 | 6527 | 1.3026 | 0.2559 | 0.5301 | 0.2045 | 0.5328 | 0.2314 | 0.1755 | 0.0815 | 0.2583 | 0.4018 | 0.2057 | 0.0625 | 0.2682 | 0.4381 | 0.4518 | 0.6766 | 0.4722 | 0.3723 | 0.3646 | 0.3733 | 0.6317 | 0.3969 | 0.1681 |
| 0.9567 | 62.0 | 6634 | 1.2796 | 0.2705 | 0.553 | 0.2302 | 0.5388 | 0.2515 | 0.1876 | 0.1091 | 0.2653 | 0.4179 | 0.2184 | 0.0828 | 0.2758 | 0.4523 | 0.4657 | 0.6806 | 0.4949 | 0.3808 | 0.3831 | 0.3889 | 0.6367 | 0.4141 | 0.1773 |
| 0.9708 | 63.0 | 6741 | 1.3059 | 0.2601 | 0.5508 | 0.2151 | 0.5379 | 0.2271 | 0.1795 | 0.1046 | 0.2514 | 0.4032 | 0.203 | 0.0794 | 0.266 | 0.4358 | 0.452 | 0.6698 | 0.4747 | 0.3705 | 0.38 | 0.3649 | 0.6006 | 0.4044 | 0.1817 |
| 0.952 | 64.0 | 6848 | 1.3013 | 0.2637 | 0.5312 | 0.228 | 0.5374 | 0.227 | 0.1805 | 0.0944 | 0.2791 | 0.4199 | 0.2113 | 0.0749 | 0.2824 | 0.4484 | 0.4629 | 0.6626 | 0.4937 | 0.3911 | 0.3677 | 0.3996 | 0.6251 | 0.4122 | 0.1934 |
| 0.9335 | 65.0 | 6955 | 1.3231 | 0.2644 | 0.5376 | 0.2208 | 0.5362 | 0.2564 | 0.1668 | 0.0945 | 0.2681 | 0.4075 | 0.2091 | 0.083 | 0.2741 | 0.4524 | 0.4649 | 0.6721 | 0.5089 | 0.3777 | 0.3892 | 0.3764 | 0.6225 | 0.4149 | 0.1879 |
| 0.9378 | 66.0 | 7062 | 1.2839 | 0.258 | 0.5316 | 0.2175 | 0.5311 | 0.2351 | 0.1747 | 0.0904 | 0.2586 | 0.4166 | 0.2101 | 0.0745 | 0.2793 | 0.4521 | 0.4661 | 0.6689 | 0.5025 | 0.3955 | 0.3785 | 0.3849 | 0.6323 | 0.4171 | 0.188 |
| 0.9359 | 67.0 | 7169 | 1.3037 | 0.2606 | 0.548 | 0.2147 | 0.5387 | 0.2334 | 0.1713 | 0.1064 | 0.2533 | 0.415 | 0.2146 | 0.0795 | 0.2728 | 0.4415 | 0.4559 | 0.6784 | 0.4835 | 0.3781 | 0.36 | 0.3796 | 0.6312 | 0.4075 | 0.1637 |
| 0.9218 | 68.0 | 7276 | 1.2800 | 0.269 | 0.5546 | 0.2302 | 0.5459 | 0.2507 | 0.1823 | 0.1058 | 0.2603 | 0.4256 | 0.2151 | 0.083 | 0.2706 | 0.4481 | 0.4597 | 0.6712 | 0.4696 | 0.3835 | 0.3846 | 0.3898 | 0.6186 | 0.4051 | 0.2107 |
| 0.9189 | 69.0 | 7383 | 1.2613 | 0.2724 | 0.5536 | 0.2313 | 0.5453 | 0.2606 | 0.1822 | 0.1036 | 0.27 | 0.4374 | 0.2123 | 0.0791 | 0.2795 | 0.4526 | 0.4663 | 0.6676 | 0.4987 | 0.3902 | 0.3723 | 0.4027 | 0.6376 | 0.4138 | 0.2006 |
| 0.9092 | 70.0 | 7490 | 1.2850 | 0.2628 | 0.5303 | 0.2188 | 0.5448 | 0.247 | 0.1701 | 0.0999 | 0.2524 | 0.4314 | 0.2052 | 0.0815 | 0.2755 | 0.4481 | 0.4618 | 0.668 | 0.4949 | 0.3848 | 0.3677 | 0.3938 | 0.645 | 0.4011 | 0.1933 |
| 0.9069 | 71.0 | 7597 | 1.2548 | 0.2751 | 0.5565 | 0.2414 | 0.5499 | 0.2558 | 0.1791 | 0.1248 | 0.2662 | 0.4429 | 0.2188 | 0.0703 | 0.2929 | 0.4524 | 0.4669 | 0.6775 | 0.4747 | 0.3938 | 0.3908 | 0.3978 | 0.6499 | 0.4108 | 0.1824 |
| 0.9118 | 72.0 | 7704 | 1.2529 | 0.2691 | 0.5525 | 0.2408 | 0.5462 | 0.2308 | 0.1804 | 0.1244 | 0.2638 | 0.4295 | 0.2146 | 0.0737 | 0.2817 | 0.4469 | 0.4569 | 0.6703 | 0.4481 | 0.3871 | 0.3877 | 0.3916 | 0.6281 | 0.4004 | 0.1912 |
| 0.8915 | 73.0 | 7811 | 1.2830 | 0.2778 | 0.5637 | 0.2352 | 0.5459 | 0.2499 | 0.1818 | 0.1303 | 0.2814 | 0.4376 | 0.2216 | 0.085 | 0.2877 | 0.454 | 0.4651 | 0.6644 | 0.4873 | 0.3777 | 0.3923 | 0.4036 | 0.6459 | 0.4085 | 0.1722 |
| 0.8906 | 74.0 | 7918 | 1.2621 | 0.2812 | 0.5762 | 0.2419 | 0.5442 | 0.274 | 0.1863 | 0.1225 | 0.2788 | 0.435 | 0.2297 | 0.0872 | 0.2833 | 0.4524 | 0.4695 | 0.6721 | 0.5038 | 0.3955 | 0.3677 | 0.4084 | 0.6412 | 0.4176 | 0.1956 |
| 0.8748 | 75.0 | 8025 | 1.2661 | 0.2813 | 0.5702 | 0.2334 | 0.5428 | 0.2763 | 0.1817 | 0.1276 | 0.2784 | 0.4281 | 0.232 | 0.0904 | 0.2843 | 0.4608 | 0.4733 | 0.6658 | 0.5051 | 0.3969 | 0.3923 | 0.4067 | 0.6409 | 0.4236 | 0.197 |
| 0.8745 | 76.0 | 8132 | 1.2626 | 0.2823 | 0.5652 | 0.2466 | 0.5456 | 0.2825 | 0.1917 | 0.1227 | 0.269 | 0.4304 | 0.2321 | 0.0955 | 0.2872 | 0.4495 | 0.4641 | 0.6658 | 0.4987 | 0.3848 | 0.3769 | 0.3942 | 0.6428 | 0.4117 | 0.1705 |
| 0.8898 | 77.0 | 8239 | 1.2889 | 0.2811 | 0.5707 | 0.2403 | 0.5353 | 0.2697 | 0.1868 | 0.1405 | 0.273 | 0.4344 | 0.2318 | 0.0737 | 0.2846 | 0.458 | 0.4696 | 0.6599 | 0.5165 | 0.3799 | 0.3877 | 0.404 | 0.6407 | 0.4147 | 0.2015 |
| 0.8799 | 78.0 | 8346 | 1.2816 | 0.2865 | 0.5721 | 0.2468 | 0.535 | 0.288 | 0.1895 | 0.1505 | 0.2696 | 0.4493 | 0.2353 | 0.0869 | 0.2873 | 0.4518 | 0.4688 | 0.6671 | 0.5038 | 0.4 | 0.3831 | 0.3898 | 0.6507 | 0.4175 | 0.1889 |
| 0.861 | 79.0 | 8453 | 1.2650 | 0.2894 | 0.5759 | 0.26 | 0.5441 | 0.2918 | 0.1965 | 0.1429 | 0.2718 | 0.4567 | 0.2339 | 0.0807 | 0.2924 | 0.4512 | 0.4629 | 0.6721 | 0.5089 | 0.3799 | 0.3631 | 0.3907 | 0.6506 | 0.404 | 0.1721 |
| 0.8627 | 80.0 | 8560 | 1.2548 | 0.2861 | 0.5717 | 0.2503 | 0.5476 | 0.2736 | 0.1949 | 0.1458 | 0.2687 | 0.4461 | 0.2372 | 0.0873 | 0.2868 | 0.4531 | 0.4677 | 0.6757 | 0.4949 | 0.3938 | 0.3738 | 0.4004 | 0.6411 | 0.4176 | 0.1916 |
| 0.8622 | 81.0 | 8667 | 1.2928 | 0.2847 | 0.5631 | 0.2481 | 0.5391 | 0.2657 | 0.1996 | 0.1288 | 0.2904 | 0.4474 | 0.2295 | 0.0797 | 0.2879 | 0.4585 | 0.4705 | 0.6644 | 0.5089 | 0.3781 | 0.38 | 0.4209 | 0.6554 | 0.4199 | 0.1616 |
| 0.8586 | 82.0 | 8774 | 1.2744 | 0.2801 | 0.5663 | 0.2436 | 0.5414 | 0.2653 | 0.1943 | 0.1235 | 0.2761 | 0.4351 | 0.2301 | 0.0846 | 0.2866 | 0.4532 | 0.4655 | 0.6703 | 0.481 | 0.3857 | 0.3938 | 0.3969 | 0.6363 | 0.4059 | 0.2026 |
| 0.8523 | 83.0 | 8881 | 1.2564 | 0.2885 | 0.5749 | 0.2494 | 0.548 | 0.2971 | 0.1862 | 0.1276 | 0.2838 | 0.4436 | 0.2355 | 0.0837 | 0.2887 | 0.4608 | 0.4761 | 0.6716 | 0.5215 | 0.3915 | 0.3908 | 0.4049 | 0.6465 | 0.4221 | 0.1964 |
| 0.8366 | 84.0 | 8988 | 1.2571 | 0.2953 | 0.5842 | 0.2646 | 0.5476 | 0.3256 | 0.1859 | 0.14 | 0.2772 | 0.4622 | 0.243 | 0.0893 | 0.3019 | 0.4561 | 0.47 | 0.6734 | 0.5127 | 0.3786 | 0.3769 | 0.4084 | 0.6532 | 0.4145 | 0.1874 |
| 0.8217 | 85.0 | 9095 | 1.2677 | 0.2967 | 0.5928 | 0.268 | 0.5481 | 0.3208 | 0.1918 | 0.1424 | 0.2805 | 0.4632 | 0.2397 | 0.087 | 0.2971 | 0.457 | 0.4695 | 0.6779 | 0.5152 | 0.3879 | 0.3569 | 0.4093 | 0.6515 | 0.4172 | 0.1938 |
| 0.8385 | 86.0 | 9202 | 1.2808 | 0.2903 | 0.583 | 0.2494 | 0.5434 | 0.3045 | 0.1934 | 0.141 | 0.2691 | 0.4654 | 0.2261 | 0.0893 | 0.2932 | 0.4558 | 0.4655 | 0.6649 | 0.5114 | 0.3879 | 0.3708 | 0.3924 | 0.655 | 0.401 | 0.1873 |
| 0.8304 | 87.0 | 9309 | 1.2956 | 0.2888 | 0.5773 | 0.2582 | 0.5437 | 0.2936 | 0.1877 | 0.1485 | 0.2707 | 0.4552 | 0.231 | 0.0846 | 0.2898 | 0.4587 | 0.4728 | 0.6671 | 0.519 | 0.3902 | 0.3985 | 0.3893 | 0.6544 | 0.4195 | 0.1903 |
| 0.8369 | 88.0 | 9416 | 1.2704 | 0.2884 | 0.5857 | 0.2531 | 0.5443 | 0.3007 | 0.1908 | 0.1325 | 0.2738 | 0.4529 | 0.2275 | 0.086 | 0.2853 | 0.4556 | 0.4681 | 0.6779 | 0.5025 | 0.3911 | 0.3708 | 0.3982 | 0.6439 | 0.4036 | 0.2107 |
| 0.8317 | 89.0 | 9523 | 1.2721 | 0.2837 | 0.5738 | 0.2341 | 0.5465 | 0.2812 | 0.1887 | 0.1291 | 0.2728 | 0.4506 | 0.2235 | 0.0871 | 0.286 | 0.4533 | 0.4638 | 0.6734 | 0.4873 | 0.3848 | 0.3846 | 0.3889 | 0.6381 | 0.4021 | 0.2009 |
| 0.8319 | 90.0 | 9630 | 1.2615 | 0.2838 | 0.573 | 0.2459 | 0.5477 | 0.2789 | 0.1854 | 0.1354 | 0.2716 | 0.4556 | 0.2219 | 0.0856 | 0.2887 | 0.4537 | 0.4641 | 0.6662 | 0.4797 | 0.396 | 0.3862 | 0.3924 | 0.6459 | 0.4055 | 0.1986 |
| 0.8259 | 91.0 | 9737 | 1.2576 | 0.2862 | 0.575 | 0.2422 | 0.5465 | 0.2978 | 0.1854 | 0.1336 | 0.2678 | 0.4559 | 0.2227 | 0.0904 | 0.2854 | 0.4596 | 0.4715 | 0.6761 | 0.5013 | 0.3964 | 0.3985 | 0.3853 | 0.6493 | 0.4163 | 0.2011 |
| 0.8261 | 92.0 | 9844 | 1.2630 | 0.2903 | 0.578 | 0.2561 | 0.5502 | 0.2979 | 0.191 | 0.133 | 0.2793 | 0.4549 | 0.2275 | 0.0854 | 0.2922 | 0.4582 | 0.4681 | 0.6707 | 0.4987 | 0.392 | 0.3862 | 0.3929 | 0.6396 | 0.4136 | 0.1935 |
| 0.8222 | 93.0 | 9951 | 1.2568 | 0.2926 | 0.5865 | 0.2522 | 0.5484 | 0.2989 | 0.1909 | 0.1454 | 0.2793 | 0.4598 | 0.2371 | 0.0844 | 0.2895 | 0.4604 | 0.473 | 0.6766 | 0.5 | 0.3938 | 0.3969 | 0.3978 | 0.6476 | 0.425 | 0.1893 |
| 0.815 | 94.0 | 10058 | 1.2552 | 0.2918 | 0.5843 | 0.2481 | 0.548 | 0.2894 | 0.1927 | 0.1499 | 0.2788 | 0.4632 | 0.2349 | 0.0855 | 0.2906 | 0.4547 | 0.4687 | 0.6739 | 0.4987 | 0.3942 | 0.3785 | 0.3982 | 0.6562 | 0.4095 | 0.1851 |
| 0.8016 | 95.0 | 10165 | 1.2575 | 0.2899 | 0.5824 | 0.2444 | 0.5516 | 0.2855 | 0.1968 | 0.1366 | 0.2789 | 0.4661 | 0.2233 | 0.085 | 0.2875 | 0.4542 | 0.4672 | 0.6775 | 0.4962 | 0.3978 | 0.3723 | 0.3924 | 0.6563 | 0.4053 | 0.179 |
| 0.8191 | 96.0 | 10272 | 1.2532 | 0.294 | 0.5848 | 0.2411 | 0.5536 | 0.2938 | 0.1956 | 0.1438 | 0.2833 | 0.4694 | 0.225 | 0.0885 | 0.2972 | 0.4581 | 0.4707 | 0.677 | 0.4937 | 0.3978 | 0.3785 | 0.4067 | 0.6565 | 0.4116 | 0.1814 |
| 0.7974 | 97.0 | 10379 | 1.2629 | 0.2915 | 0.5849 | 0.236 | 0.5456 | 0.2891 | 0.1935 | 0.1465 | 0.2827 | 0.4674 | 0.2285 | 0.0838 | 0.2964 | 0.4575 | 0.4695 | 0.6721 | 0.4924 | 0.3897 | 0.3846 | 0.4089 | 0.6555 | 0.4113 | 0.1808 |
| 0.8021 | 98.0 | 10486 | 1.2549 | 0.2939 | 0.5839 | 0.2424 | 0.5491 | 0.2927 | 0.1977 | 0.1489 | 0.2811 | 0.464 | 0.2358 | 0.0839 | 0.2969 | 0.459 | 0.4717 | 0.6739 | 0.4975 | 0.3978 | 0.3846 | 0.4049 | 0.652 | 0.4136 | 0.193 |
| 0.8073 | 99.0 | 10593 | 1.2519 | 0.2945 | 0.5865 | 0.241 | 0.5512 | 0.2915 | 0.198 | 0.1521 | 0.2798 | 0.4662 | 0.2335 | 0.0834 | 0.297 | 0.46 | 0.4713 | 0.6761 | 0.4949 | 0.396 | 0.3846 | 0.4049 | 0.6554 | 0.4146 | 0.1775 |
| 0.8109 | 100.0 | 10700 | 1.2564 | 0.2948 | 0.5884 | 0.2425 | 0.55 | 0.2939 | 0.1976 | 0.1503 | 0.282 | 0.4679 | 0.2362 | 0.0834 | 0.2966 | 0.4598 | 0.4716 | 0.6766 | 0.4987 | 0.3946 | 0.3846 | 0.4036 | 0.6584 | 0.4137 | 0.1785 |
### Framework versions
- Transformers 4.45.0.dev0
- Pytorch 2.4.0+cu124
- Datasets 2.21.0
- Tokenizers 0.19.1
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