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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-manual-pad
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/qubvel-hf-co/transformers-detection-model-finetuning-cppe5/runs/zldi4iq1)
# microsoft-conditional-detr-resnet-50-finetuned-10k-cppe5-manual-pad
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: 1.3721
- Map: 0.3104
- Map 50: 0.6106
- Map 75: 0.2705
- Map Coverall: 0.5609
- Map Face Shield: 0.3402
- Map Gloves: 0.1979
- Map Goggles: 0.1636
- Map Mask: 0.2893
- Map Large: 0.5049
- Map Medium: 0.2484
- Map Small: 0.1755
- Mar 1: 0.2951
- Mar 10: 0.4381
- Mar 100: 0.4488
- Mar 100 Coverall: 0.6473
- Mar 100 Face Shield: 0.4785
- Mar 100 Gloves: 0.3424
- Mar 100 Goggles: 0.3569
- Mar 100 Mask: 0.4187
- Mar Large: 0.6319
- Mar Medium: 0.3997
- Mar Small: 0.2478
## 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: 1
- 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:------------:|:---------------:|:----------:|:-----------:|:--------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:----------------:|:-------------------:|:--------------:|:---------------:|:------------:|:---------:|:----------:|:---------:|
| 17.6568 | 1.0 | 107 | 2.4953 | 0.0339 | 0.0842 | 0.0227 | 0.1092 | 0.0002 | 0.0089 | 0.017 | 0.0342 | 0.0527 | 0.01 | 0.0165 | 0.0675 | 0.1549 | 0.1841 | 0.432 | 0.0051 | 0.1777 | 0.0585 | 0.2476 | 0.3078 | 0.1385 | 0.0262 |
| 2.2726 | 2.0 | 214 | 2.1154 | 0.0344 | 0.0841 | 0.0221 | 0.0897 | 0.0039 | 0.0166 | 0.0013 | 0.0606 | 0.0447 | 0.0213 | 0.0221 | 0.0802 | 0.206 | 0.2426 | 0.4324 | 0.1696 | 0.2518 | 0.0554 | 0.3036 | 0.3095 | 0.2163 | 0.0662 |
| 2.0505 | 3.0 | 321 | 2.0062 | 0.0536 | 0.1162 | 0.0434 | 0.1705 | 0.0076 | 0.0204 | 0.0011 | 0.0682 | 0.0579 | 0.0305 | 0.0214 | 0.1051 | 0.2384 | 0.2811 | 0.5896 | 0.1684 | 0.2603 | 0.0538 | 0.3333 | 0.3967 | 0.2222 | 0.0914 |
| 1.8348 | 4.0 | 428 | 1.8721 | 0.0741 | 0.1785 | 0.0559 | 0.2067 | 0.0218 | 0.0355 | 0.0117 | 0.0949 | 0.0939 | 0.0538 | 0.0238 | 0.1239 | 0.2861 | 0.3282 | 0.6284 | 0.2519 | 0.2817 | 0.1492 | 0.3298 | 0.5104 | 0.2702 | 0.0656 |
| 1.6955 | 5.0 | 535 | 1.7602 | 0.1034 | 0.2289 | 0.0816 | 0.2403 | 0.0467 | 0.0709 | 0.0071 | 0.1518 | 0.1379 | 0.0965 | 0.0413 | 0.1589 | 0.323 | 0.3676 | 0.6414 | 0.3 | 0.3049 | 0.22 | 0.3716 | 0.5454 | 0.3134 | 0.1233 |
| 1.5709 | 6.0 | 642 | 1.6756 | 0.1543 | 0.3537 | 0.1194 | 0.4106 | 0.0641 | 0.0857 | 0.0102 | 0.2007 | 0.2414 | 0.1082 | 0.0484 | 0.1676 | 0.3411 | 0.377 | 0.5883 | 0.3392 | 0.2937 | 0.2892 | 0.3747 | 0.5802 | 0.3264 | 0.1353 |
| 1.4727 | 7.0 | 749 | 1.5794 | 0.1786 | 0.3785 | 0.1377 | 0.4591 | 0.0953 | 0.0999 | 0.0146 | 0.2244 | 0.2856 | 0.1422 | 0.0445 | 0.1881 | 0.3607 | 0.3864 | 0.6099 | 0.3696 | 0.3071 | 0.28 | 0.3653 | 0.5846 | 0.3654 | 0.0988 |
| 1.3995 | 8.0 | 856 | 1.5788 | 0.1908 | 0.4159 | 0.1574 | 0.4528 | 0.1007 | 0.1204 | 0.0378 | 0.2422 | 0.2724 | 0.1519 | 0.0759 | 0.1971 | 0.3636 | 0.3898 | 0.6117 | 0.4063 | 0.3009 | 0.2615 | 0.3684 | 0.6211 | 0.329 | 0.1343 |
| 1.3292 | 9.0 | 963 | 1.5187 | 0.1914 | 0.4178 | 0.148 | 0.4528 | 0.0844 | 0.1179 | 0.0415 | 0.2602 | 0.3182 | 0.1516 | 0.0579 | 0.2069 | 0.3783 | 0.4111 | 0.6068 | 0.4329 | 0.3022 | 0.3169 | 0.3964 | 0.661 | 0.3612 | 0.1544 |
| 1.2708 | 10.0 | 1070 | 1.4632 | 0.2162 | 0.453 | 0.1905 | 0.4807 | 0.121 | 0.1524 | 0.0665 | 0.2606 | 0.3165 | 0.1789 | 0.0758 | 0.225 | 0.3959 | 0.419 | 0.6378 | 0.4215 | 0.3254 | 0.3169 | 0.3933 | 0.6753 | 0.366 | 0.1667 |
| 1.239 | 11.0 | 1177 | 1.4840 | 0.2052 | 0.4409 | 0.1663 | 0.4863 | 0.1335 | 0.1338 | 0.0729 | 0.1992 | 0.3564 | 0.1622 | 0.0953 | 0.2304 | 0.3846 | 0.4105 | 0.6324 | 0.4304 | 0.3107 | 0.3446 | 0.3342 | 0.6558 | 0.3492 | 0.1948 |
| 1.1893 | 12.0 | 1284 | 1.4335 | 0.2266 | 0.4772 | 0.1934 | 0.4806 | 0.1614 | 0.1582 | 0.0738 | 0.2589 | 0.3835 | 0.174 | 0.1113 | 0.2327 | 0.3966 | 0.4218 | 0.6374 | 0.4127 | 0.3393 | 0.3246 | 0.3951 | 0.6436 | 0.3453 | 0.2243 |
| 1.1573 | 13.0 | 1391 | 1.4246 | 0.221 | 0.4715 | 0.1741 | 0.501 | 0.1494 | 0.1345 | 0.0744 | 0.2459 | 0.4129 | 0.1588 | 0.0798 | 0.2405 | 0.3808 | 0.4012 | 0.6333 | 0.3582 | 0.3116 | 0.3185 | 0.3844 | 0.6432 | 0.3325 | 0.1909 |
| 1.1162 | 14.0 | 1498 | 1.3995 | 0.2411 | 0.4955 | 0.1981 | 0.5029 | 0.1679 | 0.1707 | 0.0912 | 0.2728 | 0.4063 | 0.1949 | 0.0838 | 0.2434 | 0.4041 | 0.4229 | 0.623 | 0.4278 | 0.3585 | 0.3215 | 0.3836 | 0.6515 | 0.3785 | 0.1658 |
| 1.0907 | 15.0 | 1605 | 1.3640 | 0.2416 | 0.4875 | 0.1991 | 0.536 | 0.1697 | 0.1669 | 0.0821 | 0.2533 | 0.4098 | 0.1802 | 0.1059 | 0.2525 | 0.406 | 0.4357 | 0.6622 | 0.4342 | 0.3433 | 0.3554 | 0.3836 | 0.6634 | 0.3886 | 0.1862 |
| 1.0499 | 16.0 | 1712 | 1.3436 | 0.2481 | 0.5321 | 0.1994 | 0.5252 | 0.1767 | 0.1641 | 0.1141 | 0.2602 | 0.4198 | 0.1986 | 0.1268 | 0.2605 | 0.4142 | 0.4382 | 0.6541 | 0.438 | 0.3487 | 0.3538 | 0.3964 | 0.6637 | 0.3915 | 0.22 |
| 1.0233 | 17.0 | 1819 | 1.3491 | 0.2536 | 0.5073 | 0.2178 | 0.5374 | 0.1551 | 0.171 | 0.1216 | 0.2826 | 0.445 | 0.1893 | 0.1107 | 0.2539 | 0.4242 | 0.4465 | 0.6653 | 0.4494 | 0.3692 | 0.3431 | 0.4058 | 0.6824 | 0.3809 | 0.2184 |
| 1.0235 | 18.0 | 1926 | 1.3456 | 0.2626 | 0.5241 | 0.2438 | 0.5297 | 0.2344 | 0.175 | 0.0958 | 0.2782 | 0.4598 | 0.2052 | 0.0951 | 0.265 | 0.4291 | 0.4513 | 0.6464 | 0.5013 | 0.3634 | 0.3446 | 0.4009 | 0.6631 | 0.4071 | 0.2025 |
| 1.006 | 19.0 | 2033 | 1.3521 | 0.2655 | 0.5481 | 0.2342 | 0.5114 | 0.2176 | 0.1863 | 0.154 | 0.2583 | 0.4477 | 0.2157 | 0.1332 | 0.2689 | 0.42 | 0.4444 | 0.6387 | 0.4582 | 0.3643 | 0.3662 | 0.3947 | 0.6656 | 0.3946 | 0.2349 |
| 0.9926 | 20.0 | 2140 | 1.3951 | 0.262 | 0.5454 | 0.2149 | 0.5158 | 0.2245 | 0.1703 | 0.131 | 0.2684 | 0.4636 | 0.2118 | 0.0878 | 0.2565 | 0.4028 | 0.4294 | 0.6315 | 0.4152 | 0.3388 | 0.3815 | 0.38 | 0.6523 | 0.3863 | 0.1966 |
| 0.9899 | 21.0 | 2247 | 1.3274 | 0.2765 | 0.5713 | 0.24 | 0.5412 | 0.2674 | 0.1799 | 0.1284 | 0.2658 | 0.4725 | 0.2159 | 0.1493 | 0.2736 | 0.4196 | 0.4443 | 0.6559 | 0.4785 | 0.3531 | 0.3308 | 0.4031 | 0.6579 | 0.3927 | 0.2354 |
| 0.964 | 22.0 | 2354 | 1.3400 | 0.2692 | 0.5645 | 0.2201 | 0.5284 | 0.2252 | 0.1989 | 0.1176 | 0.2756 | 0.4348 | 0.2153 | 0.1263 | 0.2636 | 0.4074 | 0.4318 | 0.6505 | 0.4152 | 0.3701 | 0.3246 | 0.3987 | 0.6182 | 0.3853 | 0.2309 |
| 0.9667 | 23.0 | 2461 | 1.3043 | 0.2874 | 0.5701 | 0.2519 | 0.559 | 0.2777 | 0.2036 | 0.1204 | 0.2763 | 0.4895 | 0.2318 | 0.128 | 0.279 | 0.4278 | 0.4469 | 0.6716 | 0.4582 | 0.3616 | 0.3477 | 0.3956 | 0.6768 | 0.3903 | 0.2349 |
| 0.9338 | 24.0 | 2568 | 1.3279 | 0.2747 | 0.5597 | 0.234 | 0.5338 | 0.2431 | 0.1989 | 0.1385 | 0.2592 | 0.4913 | 0.208 | 0.105 | 0.2761 | 0.4198 | 0.4427 | 0.6464 | 0.4519 | 0.3719 | 0.3508 | 0.3924 | 0.6705 | 0.3814 | 0.246 |
| 0.9216 | 25.0 | 2675 | 1.3820 | 0.2616 | 0.5326 | 0.2269 | 0.5107 | 0.2591 | 0.1532 | 0.15 | 0.2351 | 0.4739 | 0.2108 | 0.1267 | 0.2597 | 0.4022 | 0.4283 | 0.6338 | 0.4557 | 0.329 | 0.3523 | 0.3707 | 0.6457 | 0.371 | 0.2289 |
| 0.9163 | 26.0 | 2782 | 1.3271 | 0.285 | 0.5686 | 0.2344 | 0.532 | 0.2534 | 0.1961 | 0.1737 | 0.27 | 0.4934 | 0.2195 | 0.1306 | 0.2805 | 0.4219 | 0.443 | 0.6365 | 0.4494 | 0.3679 | 0.3692 | 0.392 | 0.65 | 0.3955 | 0.1989 |
| 0.8966 | 27.0 | 2889 | 1.3206 | 0.287 | 0.58 | 0.2502 | 0.541 | 0.2498 | 0.1969 | 0.1794 | 0.2679 | 0.4865 | 0.2336 | 0.1694 | 0.2772 | 0.4273 | 0.446 | 0.6423 | 0.4658 | 0.3683 | 0.3569 | 0.3964 | 0.6458 | 0.4048 | 0.2276 |
| 0.8961 | 28.0 | 2996 | 1.3924 | 0.2735 | 0.5468 | 0.2348 | 0.5331 | 0.2492 | 0.1776 | 0.1476 | 0.2598 | 0.4491 | 0.2151 | 0.151 | 0.268 | 0.4136 | 0.4364 | 0.6356 | 0.4646 | 0.354 | 0.3385 | 0.3893 | 0.6288 | 0.3888 | 0.2323 |
| 0.881 | 29.0 | 3103 | 1.3549 | 0.2774 | 0.5754 | 0.2403 | 0.5262 | 0.2546 | 0.1861 | 0.1322 | 0.2876 | 0.479 | 0.214 | 0.1403 | 0.2634 | 0.4081 | 0.434 | 0.6306 | 0.4367 | 0.3692 | 0.3292 | 0.404 | 0.6574 | 0.3649 | 0.2436 |
| 0.8557 | 30.0 | 3210 | 1.3429 | 0.2797 | 0.5698 | 0.2423 | 0.5272 | 0.2706 | 0.1946 | 0.1308 | 0.275 | 0.4581 | 0.2313 | 0.1306 | 0.2712 | 0.4254 | 0.4493 | 0.6351 | 0.4544 | 0.3848 | 0.3662 | 0.4058 | 0.6492 | 0.3974 | 0.2533 |
| 0.8594 | 31.0 | 3317 | 1.3327 | 0.2774 | 0.5727 | 0.2397 | 0.5515 | 0.2655 | 0.1812 | 0.1353 | 0.2533 | 0.4598 | 0.22 | 0.1441 | 0.274 | 0.4106 | 0.4273 | 0.6505 | 0.4038 | 0.3518 | 0.3462 | 0.3844 | 0.6478 | 0.3701 | 0.2079 |
| 0.842 | 32.0 | 3424 | 1.3370 | 0.2791 | 0.5773 | 0.229 | 0.5437 | 0.2617 | 0.1788 | 0.1568 | 0.2543 | 0.4562 | 0.2142 | 0.1545 | 0.2743 | 0.4108 | 0.4313 | 0.6527 | 0.4532 | 0.3513 | 0.3231 | 0.3764 | 0.631 | 0.3834 | 0.2092 |
| 0.8255 | 33.0 | 3531 | 1.3559 | 0.2852 | 0.5765 | 0.2366 | 0.5361 | 0.2591 | 0.1973 | 0.1456 | 0.288 | 0.4829 | 0.2308 | 0.1392 | 0.2786 | 0.4195 | 0.4385 | 0.6378 | 0.4519 | 0.3652 | 0.3369 | 0.4004 | 0.6556 | 0.3925 | 0.2252 |
| 0.8113 | 34.0 | 3638 | 1.3142 | 0.2813 | 0.5843 | 0.2478 | 0.5419 | 0.2532 | 0.1844 | 0.1569 | 0.2703 | 0.504 | 0.2088 | 0.1556 | 0.2788 | 0.4256 | 0.4484 | 0.6523 | 0.4646 | 0.3643 | 0.3646 | 0.3964 | 0.6623 | 0.4064 | 0.2367 |
| 0.8204 | 35.0 | 3745 | 1.3551 | 0.2884 | 0.5732 | 0.2521 | 0.5432 | 0.2726 | 0.1793 | 0.164 | 0.2828 | 0.5103 | 0.2154 | 0.1341 | 0.2787 | 0.4176 | 0.4362 | 0.6437 | 0.4658 | 0.3371 | 0.34 | 0.3947 | 0.6734 | 0.39 | 0.1963 |
| 0.795 | 36.0 | 3852 | 1.2942 | 0.291 | 0.5763 | 0.2627 | 0.5471 | 0.3036 | 0.1778 | 0.147 | 0.2794 | 0.4803 | 0.2412 | 0.1615 | 0.2893 | 0.4332 | 0.4501 | 0.6554 | 0.4785 | 0.3576 | 0.3569 | 0.4022 | 0.6524 | 0.4066 | 0.2563 |
| 0.7839 | 37.0 | 3959 | 1.3312 | 0.2792 | 0.5541 | 0.2309 | 0.5464 | 0.2328 | 0.1921 | 0.141 | 0.2836 | 0.4562 | 0.2221 | 0.18 | 0.2783 | 0.4296 | 0.447 | 0.6527 | 0.4392 | 0.3661 | 0.3662 | 0.4107 | 0.6637 | 0.3846 | 0.2661 |
| 0.7852 | 38.0 | 4066 | 1.3136 | 0.2894 | 0.5913 | 0.2499 | 0.5364 | 0.2877 | 0.1999 | 0.147 | 0.2763 | 0.4798 | 0.236 | 0.1421 | 0.2768 | 0.4195 | 0.4383 | 0.6374 | 0.462 | 0.3509 | 0.3415 | 0.3996 | 0.6582 | 0.3844 | 0.2245 |
| 0.7821 | 39.0 | 4173 | 1.3303 | 0.2893 | 0.5808 | 0.2493 | 0.541 | 0.2832 | 0.1896 | 0.1281 | 0.3046 | 0.4619 | 0.238 | 0.1658 | 0.2881 | 0.4395 | 0.4563 | 0.6446 | 0.5076 | 0.3487 | 0.3585 | 0.4222 | 0.6699 | 0.4019 | 0.2395 |
| 0.7806 | 40.0 | 4280 | 1.3082 | 0.3004 | 0.597 | 0.2685 | 0.5461 | 0.2978 | 0.1875 | 0.1662 | 0.3046 | 0.4939 | 0.2597 | 0.1656 | 0.2937 | 0.4288 | 0.4506 | 0.6676 | 0.4709 | 0.3513 | 0.3492 | 0.4142 | 0.6703 | 0.4056 | 0.2188 |
| 0.7456 | 41.0 | 4387 | 1.3027 | 0.2925 | 0.5982 | 0.2462 | 0.5538 | 0.287 | 0.1788 | 0.1698 | 0.273 | 0.506 | 0.2356 | 0.1438 | 0.2835 | 0.4278 | 0.4467 | 0.6685 | 0.4557 | 0.3469 | 0.3615 | 0.4009 | 0.6879 | 0.3959 | 0.2174 |
| 0.7375 | 42.0 | 4494 | 1.2844 | 0.3029 | 0.6032 | 0.2652 | 0.5428 | 0.3001 | 0.1924 | 0.1788 | 0.3003 | 0.4969 | 0.2519 | 0.1534 | 0.2993 | 0.4335 | 0.4544 | 0.6486 | 0.4658 | 0.367 | 0.3615 | 0.4289 | 0.6631 | 0.4078 | 0.2517 |
| 0.7436 | 43.0 | 4601 | 1.2853 | 0.3106 | 0.6179 | 0.2576 | 0.562 | 0.3038 | 0.2 | 0.1828 | 0.3044 | 0.4968 | 0.2594 | 0.1734 | 0.289 | 0.4349 | 0.4613 | 0.6685 | 0.4759 | 0.3821 | 0.3585 | 0.4213 | 0.6595 | 0.4223 | 0.2639 |
| 0.7251 | 44.0 | 4708 | 1.3116 | 0.3023 | 0.5867 | 0.2709 | 0.5617 | 0.2734 | 0.2051 | 0.1816 | 0.2895 | 0.499 | 0.2489 | 0.1543 | 0.2853 | 0.435 | 0.4525 | 0.6622 | 0.4367 | 0.3884 | 0.3662 | 0.4089 | 0.6615 | 0.3953 | 0.2351 |
| 0.7068 | 45.0 | 4815 | 1.2828 | 0.3039 | 0.6035 | 0.2734 | 0.5536 | 0.3082 | 0.1953 | 0.1657 | 0.2966 | 0.5417 | 0.2353 | 0.1772 | 0.2927 | 0.4373 | 0.4601 | 0.6743 | 0.4886 | 0.3754 | 0.3462 | 0.416 | 0.6844 | 0.4062 | 0.2327 |
| 0.7012 | 46.0 | 4922 | 1.3041 | 0.2979 | 0.6 | 0.2602 | 0.5483 | 0.3326 | 0.1768 | 0.1364 | 0.2954 | 0.4817 | 0.2446 | 0.168 | 0.2923 | 0.4252 | 0.4446 | 0.6595 | 0.4633 | 0.3442 | 0.3554 | 0.4009 | 0.6279 | 0.4003 | 0.245 |
| 0.691 | 47.0 | 5029 | 1.3613 | 0.291 | 0.5768 | 0.2549 | 0.5418 | 0.3051 | 0.1824 | 0.1397 | 0.2858 | 0.4959 | 0.227 | 0.1538 | 0.2831 | 0.4247 | 0.4437 | 0.6473 | 0.4734 | 0.3527 | 0.3369 | 0.408 | 0.6462 | 0.398 | 0.2257 |
| 0.6788 | 48.0 | 5136 | 1.2981 | 0.3069 | 0.6091 | 0.2697 | 0.5592 | 0.3108 | 0.1914 | 0.179 | 0.2942 | 0.4958 | 0.2427 | 0.174 | 0.2931 | 0.4285 | 0.4445 | 0.6563 | 0.4532 | 0.358 | 0.3508 | 0.404 | 0.6548 | 0.3785 | 0.2394 |
| 0.6686 | 49.0 | 5243 | 1.3091 | 0.3042 | 0.6092 | 0.2661 | 0.5485 | 0.2999 | 0.2021 | 0.1767 | 0.2935 | 0.4948 | 0.2477 | 0.1776 | 0.2902 | 0.4318 | 0.4479 | 0.6509 | 0.4582 | 0.3723 | 0.3369 | 0.4209 | 0.6412 | 0.3926 | 0.2623 |
| 0.6581 | 50.0 | 5350 | 1.3058 | 0.3049 | 0.6004 | 0.2652 | 0.5365 | 0.2952 | 0.1997 | 0.1931 | 0.3002 | 0.5173 | 0.2472 | 0.1605 | 0.2943 | 0.4304 | 0.4547 | 0.6432 | 0.4582 | 0.3679 | 0.3785 | 0.4258 | 0.6647 | 0.4006 | 0.2449 |
| 0.6626 | 51.0 | 5457 | 1.3289 | 0.2979 | 0.5867 | 0.2674 | 0.5626 | 0.2893 | 0.1845 | 0.166 | 0.2871 | 0.4978 | 0.2412 | 0.1518 | 0.2932 | 0.4294 | 0.4494 | 0.6581 | 0.4544 | 0.3455 | 0.3785 | 0.4107 | 0.6758 | 0.401 | 0.2275 |
| 0.6561 | 52.0 | 5564 | 1.2867 | 0.3142 | 0.6067 | 0.2769 | 0.5532 | 0.3268 | 0.1937 | 0.1922 | 0.3053 | 0.5119 | 0.2662 | 0.1689 | 0.3035 | 0.4412 | 0.4638 | 0.6559 | 0.4886 | 0.3603 | 0.3892 | 0.4249 | 0.6548 | 0.4191 | 0.2652 |
| 0.6437 | 53.0 | 5671 | 1.3071 | 0.3045 | 0.5936 | 0.2761 | 0.5495 | 0.3066 | 0.1881 | 0.1806 | 0.2977 | 0.4799 | 0.2546 | 0.1626 | 0.297 | 0.4415 | 0.463 | 0.6658 | 0.4684 | 0.3585 | 0.3938 | 0.4284 | 0.6654 | 0.407 | 0.2577 |
| 0.6464 | 54.0 | 5778 | 1.2750 | 0.3038 | 0.6037 | 0.2641 | 0.5534 | 0.2888 | 0.1921 | 0.1796 | 0.3052 | 0.4945 | 0.2486 | 0.1579 | 0.2973 | 0.4386 | 0.4586 | 0.664 | 0.4646 | 0.3562 | 0.3862 | 0.4222 | 0.6732 | 0.3952 | 0.2589 |
| 0.6137 | 55.0 | 5885 | 1.2895 | 0.3015 | 0.5944 | 0.2633 | 0.5509 | 0.2864 | 0.1955 | 0.1784 | 0.2963 | 0.5175 | 0.2394 | 0.1619 | 0.2962 | 0.4376 | 0.4547 | 0.6554 | 0.4354 | 0.3692 | 0.4015 | 0.412 | 0.6569 | 0.3984 | 0.2524 |
| 0.6086 | 56.0 | 5992 | 1.3076 | 0.3032 | 0.5974 | 0.2722 | 0.5495 | 0.2951 | 0.1972 | 0.1811 | 0.2929 | 0.5145 | 0.2431 | 0.168 | 0.2947 | 0.4373 | 0.4541 | 0.6423 | 0.4759 | 0.3603 | 0.3877 | 0.4044 | 0.6605 | 0.3992 | 0.2598 |
| 0.6189 | 57.0 | 6099 | 1.3197 | 0.303 | 0.597 | 0.271 | 0.5518 | 0.2878 | 0.1943 | 0.1692 | 0.3118 | 0.5042 | 0.2437 | 0.1745 | 0.2929 | 0.4412 | 0.4573 | 0.6545 | 0.443 | 0.3728 | 0.4031 | 0.4129 | 0.6597 | 0.417 | 0.2682 |
| 0.6284 | 58.0 | 6206 | 1.3357 | 0.2991 | 0.6012 | 0.2619 | 0.5462 | 0.3024 | 0.1919 | 0.1575 | 0.2975 | 0.5082 | 0.2401 | 0.1646 | 0.2946 | 0.438 | 0.4536 | 0.655 | 0.4937 | 0.3612 | 0.3585 | 0.3996 | 0.6601 | 0.4006 | 0.2342 |
| 0.609 | 59.0 | 6313 | 1.3311 | 0.3019 | 0.5995 | 0.2766 | 0.5547 | 0.2903 | 0.1887 | 0.168 | 0.3077 | 0.5124 | 0.2485 | 0.1684 | 0.2909 | 0.4377 | 0.45 | 0.6536 | 0.4608 | 0.3603 | 0.3615 | 0.4138 | 0.6493 | 0.4023 | 0.2437 |
| 0.6045 | 60.0 | 6420 | 1.3433 | 0.3019 | 0.5885 | 0.259 | 0.5443 | 0.2862 | 0.1889 | 0.1871 | 0.3031 | 0.5115 | 0.2401 | 0.1699 | 0.2899 | 0.4268 | 0.4436 | 0.641 | 0.4316 | 0.3607 | 0.3677 | 0.4169 | 0.6624 | 0.3853 | 0.2524 |
| 0.6099 | 61.0 | 6527 | 1.3523 | 0.2969 | 0.5912 | 0.2611 | 0.5598 | 0.2626 | 0.1973 | 0.1712 | 0.2933 | 0.509 | 0.2357 | 0.1572 | 0.277 | 0.4226 | 0.4408 | 0.6509 | 0.4228 | 0.3612 | 0.3569 | 0.4124 | 0.6423 | 0.3845 | 0.2633 |
| 0.5861 | 62.0 | 6634 | 1.3354 | 0.3057 | 0.5999 | 0.269 | 0.5641 | 0.296 | 0.2004 | 0.167 | 0.301 | 0.503 | 0.2357 | 0.1758 | 0.2923 | 0.4348 | 0.4498 | 0.6617 | 0.4671 | 0.3571 | 0.3508 | 0.4124 | 0.6529 | 0.3946 | 0.2423 |
| 0.585 | 63.0 | 6741 | 1.3022 | 0.3087 | 0.6067 | 0.2633 | 0.5583 | 0.3118 | 0.1948 | 0.163 | 0.3156 | 0.4967 | 0.2518 | 0.1736 | 0.2897 | 0.4379 | 0.4582 | 0.6631 | 0.4886 | 0.371 | 0.3492 | 0.4191 | 0.6421 | 0.4167 | 0.2614 |
| 0.5621 | 64.0 | 6848 | 1.3480 | 0.3068 | 0.6013 | 0.2707 | 0.5616 | 0.3032 | 0.1885 | 0.1639 | 0.3169 | 0.5079 | 0.2469 | 0.1719 | 0.2893 | 0.4394 | 0.4554 | 0.6495 | 0.4608 | 0.3549 | 0.38 | 0.4316 | 0.649 | 0.3978 | 0.2735 |
| 0.5707 | 65.0 | 6955 | 1.3343 | 0.3073 | 0.6073 | 0.2752 | 0.55 | 0.3149 | 0.1969 | 0.1719 | 0.3029 | 0.5146 | 0.2496 | 0.1676 | 0.2951 | 0.4327 | 0.4516 | 0.6559 | 0.4772 | 0.3683 | 0.3492 | 0.4076 | 0.6649 | 0.3961 | 0.2503 |
| 0.5585 | 66.0 | 7062 | 1.3624 | 0.3008 | 0.601 | 0.2562 | 0.5594 | 0.2869 | 0.193 | 0.1628 | 0.3017 | 0.5058 | 0.2336 | 0.1721 | 0.2876 | 0.4264 | 0.4436 | 0.6523 | 0.4608 | 0.3607 | 0.3338 | 0.4107 | 0.6468 | 0.3776 | 0.2523 |
| 0.5519 | 67.0 | 7169 | 1.3701 | 0.2932 | 0.5902 | 0.2571 | 0.5449 | 0.2934 | 0.1897 | 0.1451 | 0.2929 | 0.5024 | 0.2281 | 0.1705 | 0.292 | 0.4263 | 0.44 | 0.6505 | 0.4443 | 0.3598 | 0.3431 | 0.4022 | 0.6348 | 0.381 | 0.2691 |
| 0.5496 | 68.0 | 7276 | 1.3509 | 0.3043 | 0.6112 | 0.2653 | 0.5516 | 0.3041 | 0.1995 | 0.1655 | 0.3007 | 0.5101 | 0.2506 | 0.1734 | 0.2914 | 0.4311 | 0.4454 | 0.6626 | 0.4671 | 0.3625 | 0.3262 | 0.4089 | 0.6464 | 0.4039 | 0.2374 |
| 0.5397 | 69.0 | 7383 | 1.3480 | 0.3026 | 0.6123 | 0.2568 | 0.545 | 0.321 | 0.1926 | 0.1605 | 0.2938 | 0.4958 | 0.241 | 0.1686 | 0.2939 | 0.4302 | 0.4477 | 0.6505 | 0.4646 | 0.3607 | 0.3477 | 0.4151 | 0.6395 | 0.3922 | 0.2432 |
| 0.5242 | 70.0 | 7490 | 1.3460 | 0.3061 | 0.6069 | 0.2684 | 0.5569 | 0.3133 | 0.196 | 0.1597 | 0.3047 | 0.5008 | 0.2383 | 0.1726 | 0.2946 | 0.4378 | 0.455 | 0.655 | 0.4747 | 0.3683 | 0.3585 | 0.4187 | 0.6292 | 0.4094 | 0.2516 |
| 0.5235 | 71.0 | 7597 | 1.3534 | 0.3072 | 0.6033 | 0.2743 | 0.5589 | 0.316 | 0.1996 | 0.1685 | 0.2932 | 0.5113 | 0.2421 | 0.1732 | 0.297 | 0.4352 | 0.4492 | 0.6523 | 0.457 | 0.3598 | 0.3631 | 0.4138 | 0.6328 | 0.4037 | 0.2595 |
| 0.5174 | 72.0 | 7704 | 1.3735 | 0.3009 | 0.6115 | 0.2618 | 0.5509 | 0.3186 | 0.188 | 0.1636 | 0.2834 | 0.4879 | 0.2333 | 0.1791 | 0.2953 | 0.431 | 0.4479 | 0.6477 | 0.4759 | 0.3411 | 0.3646 | 0.4102 | 0.6396 | 0.3958 | 0.2528 |
| 0.5122 | 73.0 | 7811 | 1.3526 | 0.3078 | 0.6129 | 0.2707 | 0.5484 | 0.3256 | 0.2031 | 0.1592 | 0.3026 | 0.4938 | 0.2438 | 0.1844 | 0.3001 | 0.437 | 0.4488 | 0.6577 | 0.4734 | 0.3589 | 0.34 | 0.4142 | 0.6363 | 0.3928 | 0.2521 |
| 0.5058 | 74.0 | 7918 | 1.3602 | 0.2959 | 0.5941 | 0.2574 | 0.5562 | 0.2956 | 0.194 | 0.1429 | 0.2907 | 0.5187 | 0.2318 | 0.1769 | 0.2948 | 0.4289 | 0.4443 | 0.6509 | 0.4354 | 0.3638 | 0.3615 | 0.4098 | 0.6445 | 0.3871 | 0.2544 |
| 0.4987 | 75.0 | 8025 | 1.3553 | 0.3034 | 0.5964 | 0.2713 | 0.5519 | 0.3014 | 0.2065 | 0.1633 | 0.2941 | 0.5055 | 0.241 | 0.1781 | 0.299 | 0.4377 | 0.4501 | 0.6514 | 0.4671 | 0.3737 | 0.3462 | 0.412 | 0.6548 | 0.4051 | 0.2498 |
| 0.4926 | 76.0 | 8132 | 1.3653 | 0.3046 | 0.6112 | 0.2752 | 0.5497 | 0.3246 | 0.1985 | 0.1579 | 0.2921 | 0.4911 | 0.2414 | 0.1839 | 0.2927 | 0.4323 | 0.4466 | 0.65 | 0.4671 | 0.35 | 0.3508 | 0.4151 | 0.6253 | 0.3907 | 0.2599 |
| 0.4885 | 77.0 | 8239 | 1.3816 | 0.3023 | 0.6023 | 0.2742 | 0.548 | 0.315 | 0.1962 | 0.1605 | 0.2918 | 0.4972 | 0.2401 | 0.1777 | 0.293 | 0.4307 | 0.4451 | 0.6477 | 0.4696 | 0.3496 | 0.3492 | 0.4093 | 0.6271 | 0.3959 | 0.2453 |
| 0.493 | 78.0 | 8346 | 1.3648 | 0.3014 | 0.5999 | 0.2713 | 0.5493 | 0.3168 | 0.1929 | 0.1541 | 0.2941 | 0.5039 | 0.2422 | 0.1865 | 0.2929 | 0.4374 | 0.4498 | 0.6455 | 0.4709 | 0.3504 | 0.3585 | 0.4236 | 0.6348 | 0.3949 | 0.2552 |
| 0.4819 | 79.0 | 8453 | 1.3878 | 0.3069 | 0.5988 | 0.274 | 0.552 | 0.3248 | 0.1948 | 0.1608 | 0.3019 | 0.4952 | 0.2494 | 0.181 | 0.299 | 0.436 | 0.4489 | 0.6509 | 0.4747 | 0.3487 | 0.3554 | 0.4151 | 0.6316 | 0.4079 | 0.2449 |
| 0.4748 | 80.0 | 8560 | 1.3725 | 0.3042 | 0.5927 | 0.2657 | 0.5512 | 0.3187 | 0.1969 | 0.1517 | 0.3023 | 0.5014 | 0.2398 | 0.1802 | 0.2938 | 0.432 | 0.4479 | 0.6432 | 0.4759 | 0.3531 | 0.3492 | 0.4178 | 0.6461 | 0.3976 | 0.2552 |
| 0.4723 | 81.0 | 8667 | 1.3718 | 0.2997 | 0.5946 | 0.2603 | 0.5406 | 0.3067 | 0.2006 | 0.1545 | 0.2959 | 0.4987 | 0.2364 | 0.187 | 0.2924 | 0.432 | 0.4433 | 0.6392 | 0.4658 | 0.3518 | 0.34 | 0.4196 | 0.6169 | 0.3988 | 0.2552 |
| 0.4653 | 82.0 | 8774 | 1.3623 | 0.3044 | 0.6039 | 0.2684 | 0.5495 | 0.3252 | 0.1942 | 0.1588 | 0.2944 | 0.5066 | 0.2405 | 0.1793 | 0.295 | 0.4399 | 0.4527 | 0.6486 | 0.4772 | 0.3513 | 0.3662 | 0.42 | 0.6394 | 0.4066 | 0.2461 |
| 0.459 | 83.0 | 8881 | 1.3512 | 0.3061 | 0.6051 | 0.2725 | 0.5629 | 0.3122 | 0.2017 | 0.1626 | 0.2912 | 0.5149 | 0.2351 | 0.1678 | 0.2982 | 0.4329 | 0.4487 | 0.6572 | 0.4481 | 0.3522 | 0.3662 | 0.42 | 0.6379 | 0.4013 | 0.2417 |
| 0.4513 | 84.0 | 8988 | 1.3729 | 0.3063 | 0.6091 | 0.2648 | 0.5598 | 0.3177 | 0.1956 | 0.1648 | 0.2937 | 0.5081 | 0.2414 | 0.1756 | 0.2948 | 0.4367 | 0.4506 | 0.6554 | 0.4709 | 0.3518 | 0.3538 | 0.4209 | 0.6284 | 0.401 | 0.255 |
| 0.4641 | 85.0 | 9095 | 1.3579 | 0.3093 | 0.6129 | 0.2714 | 0.5621 | 0.3127 | 0.2035 | 0.1766 | 0.2917 | 0.5073 | 0.2449 | 0.1837 | 0.2945 | 0.4438 | 0.4545 | 0.6541 | 0.4696 | 0.3643 | 0.3615 | 0.4231 | 0.6304 | 0.4025 | 0.2649 |
| 0.4512 | 86.0 | 9202 | 1.3691 | 0.3074 | 0.6095 | 0.2721 | 0.5558 | 0.3079 | 0.2021 | 0.1694 | 0.3017 | 0.5088 | 0.2398 | 0.1833 | 0.295 | 0.4371 | 0.4512 | 0.65 | 0.457 | 0.3487 | 0.3738 | 0.4267 | 0.6322 | 0.3985 | 0.2531 |
| 0.4474 | 87.0 | 9309 | 1.3729 | 0.3083 | 0.6122 | 0.2697 | 0.5627 | 0.3161 | 0.2016 | 0.1751 | 0.2859 | 0.5032 | 0.2428 | 0.1786 | 0.2968 | 0.4326 | 0.442 | 0.6505 | 0.4532 | 0.3469 | 0.3446 | 0.4151 | 0.6346 | 0.3862 | 0.237 |
| 0.4422 | 88.0 | 9416 | 1.3734 | 0.3111 | 0.6086 | 0.2676 | 0.5594 | 0.3357 | 0.2003 | 0.1722 | 0.2878 | 0.5086 | 0.2475 | 0.1813 | 0.2969 | 0.4368 | 0.4462 | 0.6514 | 0.4734 | 0.3424 | 0.3523 | 0.4116 | 0.6372 | 0.3976 | 0.2391 |
| 0.446 | 89.0 | 9523 | 1.3712 | 0.3085 | 0.6081 | 0.2744 | 0.5605 | 0.3339 | 0.1896 | 0.1713 | 0.2873 | 0.5004 | 0.2447 | 0.1761 | 0.2955 | 0.4358 | 0.4481 | 0.6505 | 0.4835 | 0.3446 | 0.3477 | 0.4142 | 0.6293 | 0.3991 | 0.2441 |
| 0.4424 | 90.0 | 9630 | 1.3704 | 0.3074 | 0.6102 | 0.2807 | 0.5591 | 0.3329 | 0.1979 | 0.1621 | 0.2852 | 0.5178 | 0.2451 | 0.179 | 0.3009 | 0.4391 | 0.4496 | 0.6518 | 0.4785 | 0.3487 | 0.3492 | 0.42 | 0.6428 | 0.4032 | 0.2394 |
| 0.4253 | 91.0 | 9737 | 1.3607 | 0.3109 | 0.6076 | 0.275 | 0.5597 | 0.3338 | 0.2005 | 0.1733 | 0.2871 | 0.508 | 0.2519 | 0.1884 | 0.3003 | 0.4418 | 0.4529 | 0.6495 | 0.4747 | 0.3607 | 0.3662 | 0.4133 | 0.6421 | 0.4024 | 0.2544 |
| 0.4251 | 92.0 | 9844 | 1.3659 | 0.3046 | 0.6052 | 0.2693 | 0.5568 | 0.3272 | 0.1937 | 0.1607 | 0.2847 | 0.4935 | 0.2448 | 0.176 | 0.296 | 0.4377 | 0.4495 | 0.6482 | 0.4785 | 0.3509 | 0.3538 | 0.416 | 0.6267 | 0.4036 | 0.2518 |
| 0.4237 | 93.0 | 9951 | 1.3676 | 0.3125 | 0.6086 | 0.2752 | 0.5596 | 0.3327 | 0.1996 | 0.175 | 0.2957 | 0.5042 | 0.2557 | 0.1803 | 0.2996 | 0.4388 | 0.4527 | 0.6518 | 0.4759 | 0.3598 | 0.3538 | 0.4222 | 0.6285 | 0.4135 | 0.25 |
| 0.4175 | 94.0 | 10058 | 1.3663 | 0.3097 | 0.6062 | 0.2743 | 0.5572 | 0.3296 | 0.1951 | 0.174 | 0.2925 | 0.5068 | 0.2495 | 0.1728 | 0.2955 | 0.4394 | 0.4482 | 0.6486 | 0.4747 | 0.346 | 0.3585 | 0.4133 | 0.6366 | 0.4038 | 0.2461 |
| 0.4248 | 95.0 | 10165 | 1.3646 | 0.3136 | 0.6154 | 0.2802 | 0.5654 | 0.3486 | 0.1987 | 0.1662 | 0.289 | 0.5023 | 0.2511 | 0.1783 | 0.2996 | 0.4447 | 0.4547 | 0.655 | 0.4911 | 0.3482 | 0.36 | 0.4191 | 0.6457 | 0.4057 | 0.255 |
| 0.4212 | 96.0 | 10272 | 1.3659 | 0.312 | 0.616 | 0.2705 | 0.5629 | 0.3432 | 0.1985 | 0.1667 | 0.2885 | 0.5093 | 0.2493 | 0.179 | 0.2968 | 0.4421 | 0.4546 | 0.6505 | 0.4911 | 0.3504 | 0.36 | 0.4209 | 0.6421 | 0.4021 | 0.2628 |
| 0.4052 | 97.0 | 10379 | 1.3720 | 0.311 | 0.617 | 0.276 | 0.5682 | 0.3364 | 0.1976 | 0.1653 | 0.2874 | 0.502 | 0.2513 | 0.1753 | 0.2987 | 0.4404 | 0.4511 | 0.6541 | 0.481 | 0.35 | 0.3523 | 0.4182 | 0.6339 | 0.4083 | 0.2454 |
| 0.408 | 98.0 | 10486 | 1.3707 | 0.3128 | 0.6174 | 0.2723 | 0.5627 | 0.3392 | 0.1993 | 0.1719 | 0.291 | 0.5123 | 0.2549 | 0.1778 | 0.2973 | 0.4406 | 0.4509 | 0.6477 | 0.481 | 0.3509 | 0.3554 | 0.4196 | 0.6325 | 0.408 | 0.2492 |
| 0.4153 | 99.0 | 10593 | 1.3719 | 0.3121 | 0.6158 | 0.2729 | 0.5647 | 0.3407 | 0.1957 | 0.169 | 0.2903 | 0.5058 | 0.2523 | 0.1749 | 0.2959 | 0.4414 | 0.4515 | 0.6518 | 0.4823 | 0.3429 | 0.3615 | 0.4191 | 0.6331 | 0.407 | 0.2539 |
| 0.4156 | 100.0 | 10700 | 1.3721 | 0.3104 | 0.6106 | 0.2705 | 0.5609 | 0.3402 | 0.1979 | 0.1636 | 0.2893 | 0.5049 | 0.2484 | 0.1755 | 0.2951 | 0.4381 | 0.4488 | 0.6473 | 0.4785 | 0.3424 | 0.3569 | 0.4187 | 0.6319 | 0.3997 | 0.2478 |
### Framework versions
- Transformers 4.41.0.dev0
- Pytorch 1.13.0+cu117
- Datasets 2.18.0
- Tokenizers 0.19.0
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