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---
license: apache-2.0
base_model: microsoft/conditional-detr-resnet-50
tags:
- object-detection
- vision
- generated_from_trainer
model-index:
- name: microsoft-conditional-detr-resnet-50-finetuned-10k-cppe5
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. -->
# microsoft-conditional-detr-resnet-50-finetuned-10k-cppe5
This model is a fine-tuned version of [microsoft/conditional-detr-resnet-50](https://huggingface.co/microsoft/conditional-detr-resnet-50) on the cppe-5 dataset.
It achieves the following results on the evaluation set:
- Loss: 1.3007
- Map: 0.3131
- Map 50: 0.6268
- Map 75: 0.2698
- Map Small: 0.2089
- Map Medium: 0.2237
- Map Large: 0.5358
- Mar 1: 0.3352
- Mar 10: 0.4586
- Mar 100: 0.4682
- Mar Small: 0.2773
- Mar Medium: 0.3748
- Mar Large: 0.6417
- Map Coverall: 0.5362
- Mar 100 Coverall: 0.6844
- Map Face Shield: 0.3199
- Mar 100 Face Shield: 0.4635
- Map Gloves: 0.1628
- Mar 100 Gloves: 0.3176
- Map Goggles: 0.2427
- Mar 100 Goggles: 0.4475
- Map Mask: 0.3038
- Mar 100 Mask: 0.4278
## 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 Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Coverall | Mar 100 Coverall | Map Face Shield | Mar 100 Face Shield | Map Gloves | Mar 100 Gloves | Map Goggles | Mar 100 Goggles | Map Mask | Mar 100 Mask |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:---------------:|:-------------------:|:----------:|:--------------:|:-----------:|:---------------:|:--------:|:------------:|
| 13.6734 | 1.0 | 107 | 3.0782 | 0.0022 | 0.009 | 0.0004 | 0.0002 | 0.0002 | 0.0027 | 0.0054 | 0.0291 | 0.0632 | 0.0028 | 0.0108 | 0.0955 | 0.0105 | 0.2595 | 0.0 | 0.0 | 0.0 | 0.0126 | 0.0 | 0.0 | 0.0005 | 0.0438 |
| 2.9712 | 2.0 | 214 | 2.7340 | 0.0089 | 0.0267 | 0.0034 | 0.0036 | 0.0017 | 0.0114 | 0.0186 | 0.0749 | 0.1162 | 0.0082 | 0.0358 | 0.1266 | 0.0374 | 0.4457 | 0.0 | 0.0 | 0.0004 | 0.0101 | 0.0 | 0.0 | 0.0069 | 0.1253 |
| 2.6599 | 3.0 | 321 | 2.6057 | 0.0122 | 0.0432 | 0.0034 | 0.0011 | 0.003 | 0.0138 | 0.0281 | 0.1003 | 0.1355 | 0.0324 | 0.0542 | 0.1526 | 0.0538 | 0.4428 | 0.0004 | 0.0288 | 0.0003 | 0.0322 | 0.0 | 0.0049 | 0.0064 | 0.1686 |
| 2.53 | 4.0 | 428 | 2.3681 | 0.0187 | 0.0542 | 0.0099 | 0.0061 | 0.0057 | 0.0372 | 0.0494 | 0.1502 | 0.1831 | 0.0272 | 0.1134 | 0.1631 | 0.0737 | 0.5191 | 0.0032 | 0.1 | 0.0012 | 0.0487 | 0.0058 | 0.0656 | 0.0097 | 0.182 |
| 2.3495 | 5.0 | 535 | 2.2947 | 0.0282 | 0.0843 | 0.0163 | 0.0163 | 0.0175 | 0.0387 | 0.0796 | 0.194 | 0.2282 | 0.0407 | 0.1538 | 0.2516 | 0.0928 | 0.5798 | 0.015 | 0.1577 | 0.0009 | 0.0563 | 0.0131 | 0.123 | 0.0193 | 0.2242 |
| 2.2478 | 6.0 | 642 | 2.2016 | 0.0346 | 0.0914 | 0.0186 | 0.0079 | 0.0116 | 0.0668 | 0.0938 | 0.2406 | 0.2729 | 0.0362 | 0.1578 | 0.4043 | 0.1208 | 0.6121 | 0.0178 | 0.2577 | 0.0021 | 0.0925 | 0.0152 | 0.2033 | 0.017 | 0.199 |
| 2.1515 | 7.0 | 749 | 2.1026 | 0.0424 | 0.1121 | 0.0226 | 0.0162 | 0.0197 | 0.0747 | 0.1058 | 0.2613 | 0.2973 | 0.0996 | 0.2269 | 0.3484 | 0.1382 | 0.5769 | 0.0236 | 0.3 | 0.0052 | 0.1216 | 0.0125 | 0.2246 | 0.0327 | 0.2634 |
| 2.0571 | 8.0 | 856 | 2.1115 | 0.0485 | 0.1183 | 0.0346 | 0.0078 | 0.0287 | 0.0922 | 0.1332 | 0.2587 | 0.2995 | 0.0573 | 0.1973 | 0.424 | 0.1446 | 0.6318 | 0.0442 | 0.2808 | 0.0027 | 0.1211 | 0.0182 | 0.1836 | 0.0327 | 0.2804 |
| 1.9981 | 9.0 | 963 | 2.0429 | 0.0433 | 0.1161 | 0.0242 | 0.0239 | 0.0216 | 0.0831 | 0.1163 | 0.2543 | 0.2985 | 0.1208 | 0.1892 | 0.4359 | 0.1403 | 0.6358 | 0.0251 | 0.2365 | 0.0059 | 0.1673 | 0.0187 | 0.1754 | 0.0265 | 0.2773 |
| 1.9338 | 10.0 | 1070 | 1.9025 | 0.079 | 0.1694 | 0.061 | 0.0175 | 0.0481 | 0.1245 | 0.1621 | 0.313 | 0.3524 | 0.1106 | 0.2565 | 0.5211 | 0.2324 | 0.6809 | 0.0753 | 0.3269 | 0.0094 | 0.198 | 0.0112 | 0.2328 | 0.0667 | 0.3232 |
| 1.8745 | 11.0 | 1177 | 1.8462 | 0.0938 | 0.2008 | 0.0772 | 0.0191 | 0.0666 | 0.1644 | 0.1632 | 0.3078 | 0.3485 | 0.1358 | 0.2725 | 0.483 | 0.3093 | 0.6618 | 0.0471 | 0.3442 | 0.0104 | 0.2005 | 0.0122 | 0.2033 | 0.0899 | 0.3325 |
| 1.7669 | 12.0 | 1284 | 1.7660 | 0.12 | 0.271 | 0.0939 | 0.0298 | 0.0714 | 0.2035 | 0.1928 | 0.3391 | 0.366 | 0.1539 | 0.2852 | 0.5395 | 0.368 | 0.6566 | 0.0741 | 0.3327 | 0.0236 | 0.2442 | 0.0363 | 0.2459 | 0.0981 | 0.3505 |
| 1.7122 | 13.0 | 1391 | 1.7355 | 0.1376 | 0.2863 | 0.1139 | 0.027 | 0.0899 | 0.2379 | 0.2151 | 0.3567 | 0.3878 | 0.1285 | 0.2998 | 0.5798 | 0.3958 | 0.637 | 0.0969 | 0.3712 | 0.0389 | 0.2548 | 0.0271 | 0.3115 | 0.1294 | 0.3644 |
| 1.6336 | 14.0 | 1498 | 1.6695 | 0.1609 | 0.3374 | 0.1317 | 0.0196 | 0.107 | 0.2757 | 0.2211 | 0.3673 | 0.3964 | 0.1449 | 0.3237 | 0.5801 | 0.4353 | 0.6595 | 0.146 | 0.3923 | 0.034 | 0.2482 | 0.0437 | 0.3361 | 0.1455 | 0.3459 |
| 1.5696 | 15.0 | 1605 | 1.6275 | 0.1601 | 0.3509 | 0.127 | 0.0231 | 0.102 | 0.2989 | 0.2181 | 0.3813 | 0.4083 | 0.1688 | 0.3313 | 0.5781 | 0.4323 | 0.6549 | 0.1061 | 0.4038 | 0.0618 | 0.3005 | 0.029 | 0.3246 | 0.1714 | 0.3577 |
| 1.5149 | 16.0 | 1712 | 1.5810 | 0.1862 | 0.3984 | 0.1463 | 0.0622 | 0.1143 | 0.3439 | 0.2268 | 0.3819 | 0.4019 | 0.1881 | 0.3158 | 0.6013 | 0.4779 | 0.6624 | 0.1141 | 0.4 | 0.0694 | 0.2668 | 0.0704 | 0.3262 | 0.1991 | 0.3541 |
| 1.4732 | 17.0 | 1819 | 1.5458 | 0.1905 | 0.4135 | 0.1472 | 0.0514 | 0.1196 | 0.3237 | 0.2289 | 0.3868 | 0.4171 | 0.167 | 0.3378 | 0.5905 | 0.4746 | 0.6538 | 0.1547 | 0.4519 | 0.0932 | 0.3055 | 0.0488 | 0.3279 | 0.1812 | 0.3464 |
| 1.4327 | 18.0 | 1926 | 1.5617 | 0.1887 | 0.4038 | 0.142 | 0.0323 | 0.1178 | 0.3574 | 0.2395 | 0.3855 | 0.4114 | 0.1902 | 0.3236 | 0.589 | 0.4801 | 0.6595 | 0.1518 | 0.4462 | 0.0866 | 0.2829 | 0.0389 | 0.3197 | 0.186 | 0.349 |
| 1.3925 | 19.0 | 2033 | 1.5032 | 0.2162 | 0.4531 | 0.1701 | 0.0303 | 0.1292 | 0.3854 | 0.2572 | 0.4077 | 0.4328 | 0.1759 | 0.3377 | 0.6233 | 0.5043 | 0.6734 | 0.169 | 0.4442 | 0.1341 | 0.3221 | 0.0725 | 0.3754 | 0.201 | 0.349 |
| 1.3582 | 20.0 | 2140 | 1.4728 | 0.2077 | 0.4357 | 0.1744 | 0.0412 | 0.1414 | 0.3759 | 0.2516 | 0.4017 | 0.4251 | 0.1842 | 0.3402 | 0.6106 | 0.4879 | 0.6607 | 0.1537 | 0.4404 | 0.1159 | 0.2955 | 0.0633 | 0.359 | 0.2178 | 0.3701 |
| 1.329 | 21.0 | 2247 | 1.4826 | 0.2062 | 0.4509 | 0.1642 | 0.0325 | 0.1256 | 0.4185 | 0.2559 | 0.3974 | 0.4214 | 0.1371 | 0.3201 | 0.619 | 0.4879 | 0.6584 | 0.146 | 0.4212 | 0.1136 | 0.2698 | 0.0884 | 0.4164 | 0.195 | 0.3412 |
| 1.3458 | 22.0 | 2354 | 1.4653 | 0.2244 | 0.4636 | 0.1859 | 0.074 | 0.1501 | 0.4031 | 0.272 | 0.4102 | 0.4276 | 0.1735 | 0.3346 | 0.6213 | 0.5139 | 0.6711 | 0.1848 | 0.4712 | 0.1083 | 0.2769 | 0.0732 | 0.323 | 0.2419 | 0.3959 |
| 1.3028 | 23.0 | 2461 | 1.4139 | 0.2289 | 0.4906 | 0.1886 | 0.0572 | 0.1524 | 0.4043 | 0.2721 | 0.4191 | 0.4353 | 0.1771 | 0.3517 | 0.5964 | 0.4964 | 0.6653 | 0.1865 | 0.4481 | 0.1575 | 0.3211 | 0.0746 | 0.3738 | 0.2293 | 0.368 |
| 1.2704 | 24.0 | 2568 | 1.4173 | 0.2371 | 0.4973 | 0.199 | 0.0605 | 0.1634 | 0.419 | 0.2752 | 0.4172 | 0.4401 | 0.1776 | 0.3515 | 0.6027 | 0.5033 | 0.6636 | 0.2403 | 0.4596 | 0.1149 | 0.3005 | 0.1009 | 0.4066 | 0.2261 | 0.3701 |
| 1.2379 | 25.0 | 2675 | 1.3933 | 0.2608 | 0.5303 | 0.2271 | 0.0541 | 0.188 | 0.4582 | 0.2849 | 0.4189 | 0.4396 | 0.158 | 0.3455 | 0.6343 | 0.5376 | 0.6913 | 0.2509 | 0.4635 | 0.1194 | 0.3065 | 0.1534 | 0.3623 | 0.2428 | 0.3742 |
| 1.2257 | 26.0 | 2782 | 1.4209 | 0.2467 | 0.5049 | 0.2078 | 0.0557 | 0.1592 | 0.4446 | 0.2708 | 0.4135 | 0.4292 | 0.1526 | 0.3298 | 0.6245 | 0.5239 | 0.6636 | 0.2282 | 0.4288 | 0.134 | 0.294 | 0.1079 | 0.3902 | 0.2394 | 0.3696 |
| 1.1706 | 27.0 | 2889 | 1.3593 | 0.2631 | 0.5273 | 0.2353 | 0.0955 | 0.1891 | 0.4521 | 0.2912 | 0.4196 | 0.4422 | 0.1554 | 0.3475 | 0.6437 | 0.5374 | 0.685 | 0.261 | 0.4692 | 0.1276 | 0.2925 | 0.1269 | 0.3803 | 0.2624 | 0.384 |
| 1.1512 | 28.0 | 2996 | 1.3320 | 0.27 | 0.5371 | 0.2171 | 0.0727 | 0.192 | 0.456 | 0.2981 | 0.4398 | 0.4609 | 0.1954 | 0.3663 | 0.6427 | 0.5406 | 0.6971 | 0.2264 | 0.5 | 0.1629 | 0.3131 | 0.1617 | 0.4066 | 0.2584 | 0.3876 |
| 1.1511 | 29.0 | 3103 | 1.3592 | 0.2641 | 0.526 | 0.2346 | 0.0526 | 0.1701 | 0.498 | 0.2977 | 0.4249 | 0.4395 | 0.1836 | 0.3263 | 0.6367 | 0.5376 | 0.6717 | 0.2129 | 0.4154 | 0.1414 | 0.291 | 0.1589 | 0.418 | 0.2697 | 0.4015 |
| 1.1312 | 30.0 | 3210 | 1.3863 | 0.2582 | 0.5328 | 0.2115 | 0.0667 | 0.1747 | 0.4443 | 0.283 | 0.4188 | 0.4418 | 0.2191 | 0.332 | 0.6478 | 0.5086 | 0.6526 | 0.2387 | 0.4808 | 0.1249 | 0.295 | 0.1609 | 0.3787 | 0.2579 | 0.4021 |
| 1.1207 | 31.0 | 3317 | 1.3294 | 0.2813 | 0.5581 | 0.252 | 0.1121 | 0.1988 | 0.4749 | 0.296 | 0.4362 | 0.4568 | 0.2423 | 0.3532 | 0.6468 | 0.5314 | 0.6775 | 0.2837 | 0.4788 | 0.1526 | 0.3131 | 0.1613 | 0.4033 | 0.2777 | 0.4113 |
| 1.0856 | 32.0 | 3424 | 1.3426 | 0.274 | 0.565 | 0.2282 | 0.1612 | 0.2023 | 0.4789 | 0.2989 | 0.4375 | 0.4541 | 0.2492 | 0.3497 | 0.6661 | 0.5195 | 0.6844 | 0.2952 | 0.4731 | 0.149 | 0.298 | 0.1551 | 0.4393 | 0.2516 | 0.3758 |
| 1.0909 | 33.0 | 3531 | 1.3174 | 0.2868 | 0.5799 | 0.2445 | 0.0956 | 0.2097 | 0.4865 | 0.3119 | 0.4466 | 0.4652 | 0.2553 | 0.3672 | 0.653 | 0.536 | 0.704 | 0.3096 | 0.4788 | 0.1576 | 0.3211 | 0.1758 | 0.441 | 0.2552 | 0.3809 |
| 1.0726 | 34.0 | 3638 | 1.3767 | 0.2751 | 0.561 | 0.2242 | 0.0993 | 0.1951 | 0.4811 | 0.2831 | 0.4241 | 0.452 | 0.2247 | 0.3529 | 0.6578 | 0.5375 | 0.6919 | 0.2638 | 0.4692 | 0.1562 | 0.3075 | 0.1456 | 0.3885 | 0.2724 | 0.4026 |
| 1.0799 | 35.0 | 3745 | 1.3316 | 0.2691 | 0.5569 | 0.2126 | 0.1108 | 0.1876 | 0.4522 | 0.2913 | 0.4243 | 0.4443 | 0.2217 | 0.3366 | 0.6247 | 0.5257 | 0.6879 | 0.2661 | 0.4712 | 0.1575 | 0.3055 | 0.1659 | 0.3869 | 0.2301 | 0.3701 |
| 1.0402 | 36.0 | 3852 | 1.3501 | 0.2735 | 0.5757 | 0.207 | 0.1217 | 0.2057 | 0.4564 | 0.284 | 0.4377 | 0.4568 | 0.2358 | 0.3814 | 0.6465 | 0.5171 | 0.685 | 0.2325 | 0.4481 | 0.1429 | 0.3035 | 0.2158 | 0.4656 | 0.2594 | 0.382 |
| 1.0531 | 37.0 | 3959 | 1.3324 | 0.2701 | 0.5336 | 0.2233 | 0.0834 | 0.1907 | 0.4826 | 0.2852 | 0.4439 | 0.4644 | 0.2142 | 0.3754 | 0.6658 | 0.5318 | 0.7052 | 0.2218 | 0.4596 | 0.1431 | 0.2995 | 0.1909 | 0.4639 | 0.2632 | 0.3938 |
| 1.028 | 38.0 | 4066 | 1.3593 | 0.2637 | 0.5412 | 0.2147 | 0.0638 | 0.1752 | 0.4642 | 0.2853 | 0.4231 | 0.4438 | 0.1997 | 0.3274 | 0.6417 | 0.5256 | 0.6705 | 0.2526 | 0.4327 | 0.1312 | 0.2854 | 0.1766 | 0.4344 | 0.2324 | 0.3959 |
| 1.0211 | 39.0 | 4173 | 1.3359 | 0.2728 | 0.5553 | 0.2294 | 0.1086 | 0.1991 | 0.4663 | 0.3018 | 0.4335 | 0.4525 | 0.2277 | 0.3625 | 0.6463 | 0.5408 | 0.6821 | 0.2664 | 0.4635 | 0.1253 | 0.2995 | 0.1883 | 0.4377 | 0.2433 | 0.3799 |
| 0.9986 | 40.0 | 4280 | 1.2900 | 0.2921 | 0.5961 | 0.2449 | 0.1617 | 0.2199 | 0.4851 | 0.3028 | 0.4506 | 0.4659 | 0.2422 | 0.3836 | 0.6408 | 0.546 | 0.696 | 0.2649 | 0.4538 | 0.1729 | 0.3111 | 0.2041 | 0.4574 | 0.2725 | 0.4113 |
| 0.9951 | 41.0 | 4387 | 1.3541 | 0.2695 | 0.5709 | 0.2055 | 0.1418 | 0.1857 | 0.4392 | 0.2921 | 0.4326 | 0.4456 | 0.2248 | 0.3602 | 0.602 | 0.5355 | 0.6855 | 0.2612 | 0.4365 | 0.137 | 0.2879 | 0.1907 | 0.4344 | 0.2233 | 0.3835 |
| 0.9838 | 42.0 | 4494 | 1.2978 | 0.2868 | 0.5888 | 0.2326 | 0.1262 | 0.209 | 0.5085 | 0.3099 | 0.4478 | 0.463 | 0.2469 | 0.3642 | 0.6518 | 0.5266 | 0.6867 | 0.2904 | 0.4692 | 0.1673 | 0.3291 | 0.2 | 0.4295 | 0.2497 | 0.4005 |
| 0.9637 | 43.0 | 4601 | 1.2950 | 0.285 | 0.5769 | 0.2351 | 0.1588 | 0.2034 | 0.4954 | 0.3066 | 0.4479 | 0.463 | 0.2504 | 0.3566 | 0.658 | 0.5326 | 0.689 | 0.2793 | 0.4615 | 0.1678 | 0.3171 | 0.1861 | 0.4262 | 0.2593 | 0.4211 |
| 0.9408 | 44.0 | 4708 | 1.3063 | 0.2795 | 0.5601 | 0.2375 | 0.1689 | 0.1905 | 0.5034 | 0.3126 | 0.4407 | 0.4552 | 0.2524 | 0.3763 | 0.6449 | 0.5461 | 0.6884 | 0.2866 | 0.4635 | 0.1291 | 0.2935 | 0.1614 | 0.4262 | 0.2741 | 0.4046 |
| 0.9457 | 45.0 | 4815 | 1.2866 | 0.2851 | 0.5794 | 0.2471 | 0.1712 | 0.2011 | 0.5017 | 0.3168 | 0.448 | 0.4642 | 0.2719 | 0.3629 | 0.6464 | 0.544 | 0.6896 | 0.2772 | 0.4692 | 0.1691 | 0.3176 | 0.1561 | 0.4328 | 0.279 | 0.4119 |
| 0.9476 | 46.0 | 4922 | 1.3047 | 0.2737 | 0.5779 | 0.2219 | 0.1539 | 0.1932 | 0.4666 | 0.3059 | 0.4356 | 0.449 | 0.2126 | 0.3626 | 0.6348 | 0.5344 | 0.6896 | 0.2537 | 0.4615 | 0.1547 | 0.3055 | 0.1925 | 0.4393 | 0.233 | 0.349 |
| 0.9206 | 47.0 | 5029 | 1.2955 | 0.283 | 0.579 | 0.2365 | 0.1437 | 0.1993 | 0.5024 | 0.3048 | 0.4388 | 0.4501 | 0.2412 | 0.3643 | 0.6283 | 0.5501 | 0.6913 | 0.2723 | 0.4096 | 0.1598 | 0.302 | 0.1965 | 0.4689 | 0.2364 | 0.3789 |
| 0.9431 | 48.0 | 5136 | 1.2809 | 0.2955 | 0.6039 | 0.2482 | 0.0914 | 0.2308 | 0.5222 | 0.3096 | 0.4442 | 0.4548 | 0.2012 | 0.3786 | 0.6271 | 0.5476 | 0.6855 | 0.3006 | 0.4154 | 0.1713 | 0.3246 | 0.2015 | 0.441 | 0.2567 | 0.4072 |
| 0.8965 | 49.0 | 5243 | 1.2968 | 0.2935 | 0.6015 | 0.2566 | 0.1579 | 0.2276 | 0.4831 | 0.3112 | 0.4451 | 0.4623 | 0.2279 | 0.3816 | 0.6389 | 0.5336 | 0.6844 | 0.2907 | 0.4558 | 0.1725 | 0.3317 | 0.1938 | 0.4344 | 0.2771 | 0.4052 |
| 0.8636 | 50.0 | 5350 | 1.2918 | 0.2933 | 0.611 | 0.2363 | 0.1728 | 0.2087 | 0.5035 | 0.3236 | 0.4496 | 0.468 | 0.2535 | 0.3745 | 0.6468 | 0.5353 | 0.6786 | 0.2819 | 0.4769 | 0.1849 | 0.3432 | 0.2064 | 0.4475 | 0.2583 | 0.3938 |
| 0.8769 | 51.0 | 5457 | 1.2744 | 0.2959 | 0.6161 | 0.2408 | 0.1599 | 0.2291 | 0.4925 | 0.3212 | 0.4461 | 0.4567 | 0.2249 | 0.3782 | 0.6405 | 0.5475 | 0.6942 | 0.289 | 0.4365 | 0.1629 | 0.3191 | 0.2061 | 0.4361 | 0.2737 | 0.3974 |
| 0.8591 | 52.0 | 5564 | 1.3174 | 0.2949 | 0.6031 | 0.254 | 0.1589 | 0.2241 | 0.5068 | 0.3164 | 0.4543 | 0.4668 | 0.2307 | 0.3872 | 0.6637 | 0.5382 | 0.6884 | 0.2941 | 0.4596 | 0.1565 | 0.3106 | 0.2212 | 0.4689 | 0.2645 | 0.4067 |
| 0.8347 | 53.0 | 5671 | 1.2626 | 0.3071 | 0.6126 | 0.2618 | 0.1107 | 0.228 | 0.5266 | 0.3237 | 0.4523 | 0.4672 | 0.2187 | 0.3786 | 0.6472 | 0.5428 | 0.6809 | 0.3195 | 0.4673 | 0.1497 | 0.3156 | 0.2318 | 0.4377 | 0.2917 | 0.4345 |
| 0.8474 | 54.0 | 5778 | 1.2730 | 0.3094 | 0.6174 | 0.2591 | 0.1729 | 0.2387 | 0.5153 | 0.3268 | 0.4591 | 0.4714 | 0.2482 | 0.3975 | 0.645 | 0.5352 | 0.6925 | 0.3235 | 0.4615 | 0.1627 | 0.3151 | 0.2273 | 0.459 | 0.2983 | 0.4289 |
| 0.8326 | 55.0 | 5885 | 1.3201 | 0.2977 | 0.6056 | 0.259 | 0.1635 | 0.2296 | 0.4971 | 0.3159 | 0.4505 | 0.4619 | 0.2297 | 0.3789 | 0.6458 | 0.5208 | 0.6769 | 0.3094 | 0.4462 | 0.1661 | 0.3075 | 0.1961 | 0.4508 | 0.2963 | 0.4284 |
| 0.8263 | 56.0 | 5992 | 1.2886 | 0.3029 | 0.6093 | 0.2592 | 0.1656 | 0.2243 | 0.5254 | 0.3256 | 0.4529 | 0.471 | 0.2464 | 0.3875 | 0.6623 | 0.5289 | 0.6838 | 0.3448 | 0.4808 | 0.1479 | 0.3095 | 0.2026 | 0.4574 | 0.2906 | 0.4237 |
| 0.8222 | 57.0 | 6099 | 1.2601 | 0.3086 | 0.6085 | 0.2789 | 0.1746 | 0.2259 | 0.5201 | 0.3328 | 0.4596 | 0.4718 | 0.2474 | 0.3766 | 0.6718 | 0.5455 | 0.6931 | 0.3148 | 0.4769 | 0.1575 | 0.3181 | 0.2356 | 0.4525 | 0.2895 | 0.4186 |
| 0.8328 | 58.0 | 6206 | 1.2603 | 0.3137 | 0.6183 | 0.2922 | 0.1647 | 0.2253 | 0.5418 | 0.3307 | 0.4605 | 0.4712 | 0.243 | 0.3802 | 0.6654 | 0.5519 | 0.6936 | 0.3174 | 0.4615 | 0.1559 | 0.3276 | 0.2486 | 0.4492 | 0.2948 | 0.4242 |
| 0.8005 | 59.0 | 6313 | 1.2536 | 0.3103 | 0.6141 | 0.266 | 0.173 | 0.2226 | 0.5386 | 0.3322 | 0.4597 | 0.4703 | 0.2512 | 0.3798 | 0.6546 | 0.5517 | 0.6867 | 0.3166 | 0.4673 | 0.1487 | 0.309 | 0.2489 | 0.4623 | 0.2857 | 0.4263 |
| 0.7786 | 60.0 | 6420 | 1.2642 | 0.309 | 0.6275 | 0.2553 | 0.1445 | 0.2286 | 0.5254 | 0.3205 | 0.4492 | 0.4578 | 0.223 | 0.3713 | 0.6501 | 0.5394 | 0.6786 | 0.3146 | 0.4346 | 0.1573 | 0.3126 | 0.2571 | 0.4623 | 0.2764 | 0.401 |
| 0.8077 | 61.0 | 6527 | 1.2750 | 0.2959 | 0.6106 | 0.236 | 0.1838 | 0.2134 | 0.5175 | 0.3227 | 0.4463 | 0.4581 | 0.2573 | 0.3555 | 0.662 | 0.5316 | 0.6884 | 0.3034 | 0.4308 | 0.1394 | 0.302 | 0.2304 | 0.459 | 0.2748 | 0.4103 |
| 0.7867 | 62.0 | 6634 | 1.2521 | 0.3135 | 0.6255 | 0.2768 | 0.1781 | 0.2267 | 0.5261 | 0.3347 | 0.4584 | 0.4696 | 0.2595 | 0.3671 | 0.6675 | 0.5386 | 0.6925 | 0.3145 | 0.4635 | 0.1656 | 0.3211 | 0.258 | 0.4639 | 0.2908 | 0.4072 |
| 0.772 | 63.0 | 6741 | 1.2546 | 0.3072 | 0.6313 | 0.2524 | 0.1802 | 0.2297 | 0.5233 | 0.3295 | 0.4587 | 0.4696 | 0.2715 | 0.3667 | 0.6625 | 0.5381 | 0.6913 | 0.277 | 0.4346 | 0.1792 | 0.3327 | 0.2497 | 0.4787 | 0.2918 | 0.4108 |
| 0.7736 | 64.0 | 6848 | 1.2673 | 0.3021 | 0.614 | 0.244 | 0.1813 | 0.2327 | 0.4996 | 0.3305 | 0.4561 | 0.4622 | 0.2509 | 0.3738 | 0.6488 | 0.5308 | 0.6803 | 0.3057 | 0.4423 | 0.1597 | 0.306 | 0.2247 | 0.459 | 0.2895 | 0.4232 |
| 0.7561 | 65.0 | 6955 | 1.3063 | 0.2936 | 0.6089 | 0.2321 | 0.1759 | 0.2158 | 0.5179 | 0.3244 | 0.4481 | 0.4604 | 0.2518 | 0.3706 | 0.6391 | 0.519 | 0.6769 | 0.3054 | 0.4558 | 0.1472 | 0.308 | 0.2309 | 0.459 | 0.2653 | 0.4021 |
| 0.7316 | 66.0 | 7062 | 1.2575 | 0.315 | 0.6168 | 0.2804 | 0.1995 | 0.2251 | 0.5303 | 0.3363 | 0.464 | 0.4719 | 0.2563 | 0.3883 | 0.6547 | 0.5418 | 0.6913 | 0.3304 | 0.4577 | 0.1497 | 0.3141 | 0.2533 | 0.4738 | 0.3001 | 0.4227 |
| 0.746 | 67.0 | 7169 | 1.2713 | 0.3118 | 0.6229 | 0.2625 | 0.1695 | 0.2338 | 0.5371 | 0.3323 | 0.4597 | 0.4707 | 0.2419 | 0.3916 | 0.6594 | 0.5428 | 0.6896 | 0.3193 | 0.4538 | 0.1503 | 0.3166 | 0.2676 | 0.4787 | 0.2791 | 0.4149 |
| 0.7539 | 68.0 | 7276 | 1.2705 | 0.3161 | 0.6353 | 0.2591 | 0.1718 | 0.2332 | 0.5451 | 0.3343 | 0.4568 | 0.4702 | 0.2554 | 0.3826 | 0.6569 | 0.5358 | 0.6803 | 0.3318 | 0.4577 | 0.1494 | 0.3146 | 0.2715 | 0.4918 | 0.292 | 0.4067 |
| 0.7219 | 69.0 | 7383 | 1.2644 | 0.3175 | 0.6321 | 0.2758 | 0.1924 | 0.2341 | 0.5379 | 0.3404 | 0.4653 | 0.4744 | 0.2457 | 0.3925 | 0.6648 | 0.5442 | 0.6988 | 0.3151 | 0.4712 | 0.1662 | 0.3176 | 0.2727 | 0.4672 | 0.2895 | 0.417 |
| 0.7202 | 70.0 | 7490 | 1.2718 | 0.3124 | 0.6233 | 0.2622 | 0.1758 | 0.2246 | 0.5305 | 0.334 | 0.4534 | 0.4602 | 0.2437 | 0.3718 | 0.6419 | 0.547 | 0.6954 | 0.3204 | 0.4327 | 0.16 | 0.3251 | 0.2487 | 0.4361 | 0.2858 | 0.4119 |
| 0.7019 | 71.0 | 7597 | 1.2819 | 0.3073 | 0.6104 | 0.2737 | 0.1777 | 0.2295 | 0.5232 | 0.3287 | 0.4558 | 0.4679 | 0.2492 | 0.3812 | 0.6526 | 0.548 | 0.6913 | 0.3097 | 0.4269 | 0.1571 | 0.3176 | 0.2321 | 0.4951 | 0.2894 | 0.4088 |
| 0.6951 | 72.0 | 7704 | 1.2853 | 0.3099 | 0.6174 | 0.2613 | 0.1872 | 0.2375 | 0.5177 | 0.3358 | 0.463 | 0.4711 | 0.2495 | 0.3905 | 0.6495 | 0.5493 | 0.6954 | 0.3007 | 0.4462 | 0.1597 | 0.3312 | 0.2477 | 0.4689 | 0.2921 | 0.4139 |
| 0.6821 | 73.0 | 7811 | 1.2949 | 0.304 | 0.6157 | 0.2543 | 0.1795 | 0.2194 | 0.5134 | 0.3303 | 0.4579 | 0.4682 | 0.2485 | 0.3667 | 0.6627 | 0.5392 | 0.6884 | 0.3043 | 0.4596 | 0.1457 | 0.3106 | 0.2493 | 0.4803 | 0.2817 | 0.4021 |
| 0.6943 | 74.0 | 7918 | 1.2790 | 0.3101 | 0.6194 | 0.2567 | 0.1863 | 0.2366 | 0.52 | 0.3337 | 0.4559 | 0.4647 | 0.2422 | 0.3708 | 0.6517 | 0.5416 | 0.6844 | 0.3093 | 0.4442 | 0.1441 | 0.3005 | 0.2547 | 0.4754 | 0.3007 | 0.4191 |
| 0.6786 | 75.0 | 8025 | 1.2823 | 0.3121 | 0.6285 | 0.2576 | 0.1497 | 0.2309 | 0.5135 | 0.3348 | 0.4575 | 0.4686 | 0.2583 | 0.3764 | 0.6485 | 0.5449 | 0.6838 | 0.3174 | 0.4635 | 0.1517 | 0.3111 | 0.2466 | 0.4639 | 0.2997 | 0.4206 |
| 0.6606 | 76.0 | 8132 | 1.2780 | 0.3191 | 0.628 | 0.2754 | 0.1958 | 0.2363 | 0.5414 | 0.3399 | 0.4597 | 0.4708 | 0.2592 | 0.3744 | 0.6633 | 0.5547 | 0.7 | 0.316 | 0.4442 | 0.1575 | 0.3111 | 0.2601 | 0.4672 | 0.3071 | 0.4314 |
| 0.6585 | 77.0 | 8239 | 1.2696 | 0.3162 | 0.6344 | 0.2645 | 0.1962 | 0.2277 | 0.5346 | 0.3365 | 0.4586 | 0.4682 | 0.2466 | 0.3861 | 0.6505 | 0.544 | 0.6931 | 0.3221 | 0.4462 | 0.1604 | 0.3231 | 0.243 | 0.4541 | 0.3117 | 0.4247 |
| 0.6592 | 78.0 | 8346 | 1.2684 | 0.3196 | 0.6245 | 0.2718 | 0.2043 | 0.2306 | 0.5384 | 0.3429 | 0.4657 | 0.4755 | 0.2704 | 0.3934 | 0.6572 | 0.5458 | 0.6902 | 0.3302 | 0.4577 | 0.1748 | 0.3377 | 0.2455 | 0.4672 | 0.3014 | 0.4247 |
| 0.6585 | 79.0 | 8453 | 1.2727 | 0.3178 | 0.6234 | 0.2755 | 0.2032 | 0.2309 | 0.5422 | 0.337 | 0.4627 | 0.4718 | 0.2685 | 0.3828 | 0.6604 | 0.5462 | 0.6879 | 0.334 | 0.4538 | 0.1643 | 0.3337 | 0.2447 | 0.4738 | 0.2997 | 0.4098 |
| 0.6463 | 80.0 | 8560 | 1.2868 | 0.3123 | 0.6186 | 0.2752 | 0.1921 | 0.2364 | 0.5315 | 0.3377 | 0.4535 | 0.465 | 0.2578 | 0.3804 | 0.6535 | 0.5375 | 0.6879 | 0.333 | 0.4519 | 0.1566 | 0.3201 | 0.2372 | 0.4525 | 0.2973 | 0.4129 |
| 0.6458 | 81.0 | 8667 | 1.2962 | 0.3167 | 0.6227 | 0.277 | 0.1767 | 0.2339 | 0.5406 | 0.3376 | 0.4549 | 0.4652 | 0.244 | 0.3766 | 0.6626 | 0.5454 | 0.6948 | 0.3445 | 0.4692 | 0.1444 | 0.3146 | 0.2609 | 0.441 | 0.2885 | 0.4062 |
| 0.6207 | 82.0 | 8774 | 1.2957 | 0.3139 | 0.6258 | 0.2759 | 0.202 | 0.2299 | 0.5281 | 0.3389 | 0.4568 | 0.47 | 0.2643 | 0.3793 | 0.6634 | 0.5374 | 0.6896 | 0.3243 | 0.4692 | 0.151 | 0.3246 | 0.258 | 0.4443 | 0.2987 | 0.4222 |
| 0.6356 | 83.0 | 8881 | 1.3102 | 0.31 | 0.618 | 0.2765 | 0.1833 | 0.229 | 0.5134 | 0.3317 | 0.4583 | 0.4686 | 0.2588 | 0.394 | 0.642 | 0.5361 | 0.689 | 0.3412 | 0.4769 | 0.1453 | 0.3241 | 0.241 | 0.4443 | 0.2865 | 0.4088 |
| 0.6286 | 84.0 | 8988 | 1.2985 | 0.3066 | 0.6197 | 0.2678 | 0.1879 | 0.2187 | 0.524 | 0.3336 | 0.4478 | 0.4549 | 0.2533 | 0.3669 | 0.6431 | 0.5354 | 0.6844 | 0.3222 | 0.4423 | 0.1468 | 0.306 | 0.2344 | 0.4344 | 0.294 | 0.4072 |
| 0.6269 | 85.0 | 9095 | 1.2769 | 0.3174 | 0.6259 | 0.2708 | 0.2034 | 0.2266 | 0.5397 | 0.3425 | 0.4593 | 0.4669 | 0.2736 | 0.3741 | 0.6577 | 0.5429 | 0.6919 | 0.3334 | 0.4596 | 0.1592 | 0.3211 | 0.2454 | 0.441 | 0.3061 | 0.4211 |
| 0.5998 | 86.0 | 9202 | 1.2841 | 0.317 | 0.616 | 0.2823 | 0.1881 | 0.2347 | 0.538 | 0.3419 | 0.4606 | 0.4711 | 0.2701 | 0.3843 | 0.6488 | 0.5414 | 0.6896 | 0.3243 | 0.4692 | 0.1586 | 0.3256 | 0.2489 | 0.4443 | 0.3116 | 0.4268 |
| 0.6054 | 87.0 | 9309 | 1.2951 | 0.3163 | 0.6223 | 0.2731 | 0.1937 | 0.2287 | 0.541 | 0.3368 | 0.4578 | 0.4648 | 0.2732 | 0.3682 | 0.6534 | 0.5436 | 0.6832 | 0.3263 | 0.4577 | 0.1617 | 0.3196 | 0.251 | 0.4377 | 0.2988 | 0.4258 |
| 0.6138 | 88.0 | 9416 | 1.2934 | 0.3144 | 0.6109 | 0.2739 | 0.1932 | 0.2315 | 0.5285 | 0.3451 | 0.4584 | 0.4683 | 0.264 | 0.3767 | 0.6479 | 0.5384 | 0.6844 | 0.3286 | 0.4712 | 0.1513 | 0.3131 | 0.2518 | 0.4492 | 0.3019 | 0.4237 |
| 0.5887 | 89.0 | 9523 | 1.2940 | 0.3171 | 0.6147 | 0.279 | 0.2023 | 0.2306 | 0.5411 | 0.3377 | 0.4613 | 0.4698 | 0.2773 | 0.3725 | 0.6505 | 0.5397 | 0.689 | 0.336 | 0.4673 | 0.161 | 0.3161 | 0.248 | 0.4541 | 0.3008 | 0.4227 |
| 0.6026 | 90.0 | 9630 | 1.3081 | 0.3106 | 0.6154 | 0.2657 | 0.2063 | 0.2143 | 0.5398 | 0.3342 | 0.4543 | 0.4616 | 0.2846 | 0.3601 | 0.6397 | 0.5287 | 0.6769 | 0.3076 | 0.4442 | 0.1675 | 0.3146 | 0.2498 | 0.4426 | 0.2996 | 0.4299 |
| 0.6116 | 91.0 | 9737 | 1.3193 | 0.3046 | 0.5974 | 0.2664 | 0.215 | 0.2096 | 0.5344 | 0.3349 | 0.4514 | 0.4594 | 0.2806 | 0.3671 | 0.6362 | 0.5371 | 0.6844 | 0.2908 | 0.4327 | 0.1537 | 0.3121 | 0.2481 | 0.4475 | 0.2931 | 0.4201 |
| 0.5874 | 92.0 | 9844 | 1.3148 | 0.307 | 0.5997 | 0.2706 | 0.207 | 0.2168 | 0.5303 | 0.3364 | 0.457 | 0.4653 | 0.2759 | 0.38 | 0.6418 | 0.5305 | 0.6827 | 0.3038 | 0.4519 | 0.1554 | 0.3176 | 0.2488 | 0.4541 | 0.2965 | 0.4201 |
| 0.5765 | 93.0 | 9951 | 1.3114 | 0.31 | 0.6063 | 0.2757 | 0.2056 | 0.2172 | 0.5388 | 0.3349 | 0.4549 | 0.4625 | 0.275 | 0.369 | 0.6406 | 0.5308 | 0.6827 | 0.3106 | 0.4538 | 0.1567 | 0.309 | 0.2532 | 0.4459 | 0.2988 | 0.4211 |
| 0.5799 | 94.0 | 10058 | 1.3074 | 0.3101 | 0.6134 | 0.2681 | 0.2042 | 0.2135 | 0.5519 | 0.3365 | 0.454 | 0.4634 | 0.272 | 0.3674 | 0.6508 | 0.53 | 0.6821 | 0.3105 | 0.4596 | 0.1525 | 0.3161 | 0.2582 | 0.4377 | 0.2993 | 0.4216 |
| 0.5678 | 95.0 | 10165 | 1.3073 | 0.3102 | 0.6184 | 0.2637 | 0.2103 | 0.2233 | 0.537 | 0.3327 | 0.4527 | 0.461 | 0.2775 | 0.3668 | 0.6309 | 0.537 | 0.6884 | 0.3217 | 0.4404 | 0.1558 | 0.3106 | 0.2354 | 0.4459 | 0.3011 | 0.4196 |
| 0.5776 | 96.0 | 10272 | 1.3083 | 0.3146 | 0.6177 | 0.2751 | 0.2083 | 0.2193 | 0.5465 | 0.3364 | 0.4548 | 0.4627 | 0.2731 | 0.3681 | 0.6399 | 0.5359 | 0.6861 | 0.3306 | 0.4538 | 0.1566 | 0.3176 | 0.2484 | 0.4361 | 0.3012 | 0.4201 |
| 0.5768 | 97.0 | 10379 | 1.3027 | 0.3134 | 0.6204 | 0.2681 | 0.2056 | 0.2203 | 0.5453 | 0.3365 | 0.4545 | 0.4622 | 0.2774 | 0.3652 | 0.6417 | 0.5329 | 0.6832 | 0.3282 | 0.4538 | 0.1591 | 0.3181 | 0.2445 | 0.4328 | 0.3021 | 0.4232 |
| 0.5708 | 98.0 | 10486 | 1.3045 | 0.3094 | 0.6223 | 0.2705 | 0.2077 | 0.2196 | 0.5411 | 0.3325 | 0.4544 | 0.4623 | 0.2754 | 0.3668 | 0.641 | 0.5342 | 0.6838 | 0.3201 | 0.4519 | 0.1588 | 0.3181 | 0.2347 | 0.4361 | 0.299 | 0.4216 |
| 0.5779 | 99.0 | 10593 | 1.3050 | 0.3104 | 0.6231 | 0.2616 | 0.2049 | 0.2159 | 0.5424 | 0.3324 | 0.455 | 0.4645 | 0.274 | 0.3682 | 0.6457 | 0.536 | 0.6838 | 0.3162 | 0.4615 | 0.1593 | 0.3176 | 0.2376 | 0.4377 | 0.303 | 0.4216 |
| 0.5571 | 100.0 | 10700 | 1.3007 | 0.3131 | 0.6268 | 0.2698 | 0.2089 | 0.2237 | 0.5358 | 0.3352 | 0.4586 | 0.4682 | 0.2773 | 0.3748 | 0.6417 | 0.5362 | 0.6844 | 0.3199 | 0.4635 | 0.1628 | 0.3176 | 0.2427 | 0.4475 | 0.3038 | 0.4278 |
### Framework versions
- Transformers 4.40.0.dev0
- Pytorch 1.13.0+cu117
- Datasets 2.18.0
- Tokenizers 0.19.0
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