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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: 1.2683
- Map: 0.2876
- Map 50: 0.548
- Map 75: 0.268
- Map Coverall: 0.5615
- Map Face Shield: 0.2396
- Map Gloves: 0.2085
- Map Goggles: 0.1386
- Map Mask: 0.2901
- Map Large: 0.4466
- Map Medium: 0.2337
- Map Small: 0.0849
- Mar 1: 0.2822
- Mar 10: 0.4586
- Mar 100: 0.471
- Mar 100 Coverall: 0.6995
- Mar 100 Face Shield: 0.5013
- Mar 100 Gloves: 0.3946
- Mar 100 Goggles: 0.3754
- Mar 100 Mask: 0.384
- Mar Large: 0.6399
- Mar Medium: 0.4132
- Mar Small: 0.2103
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:------------:|:---------------:|:----------:|:-----------:|:--------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:----------------:|:-------------------:|:--------------:|:---------------:|:------------:|:---------:|:----------:|:---------:|
| 2.5588 | 1.0 | 107 | 2.5836 | 0.0189 | 0.0371 | 0.017 | 0.0728 | 0.0 | 0.0017 | 0.0 | 0.0201 | 0.0198 | 0.0199 | 0.004 | 0.045 | 0.0925 | 0.1133 | 0.2428 | 0.0 | 0.1125 | 0.0 | 0.2111 | 0.1708 | 0.0911 | 0.0268 |
| 2.2402 | 2.0 | 214 | 2.7766 | 0.0381 | 0.0854 | 0.0301 | 0.1538 | 0.0 | 0.0027 | 0.0 | 0.0338 | 0.0476 | 0.0275 | 0.0078 | 0.0705 | 0.1321 | 0.1381 | 0.4532 | 0.0 | 0.0576 | 0.0 | 0.1796 | 0.1649 | 0.0957 | 0.0334 |
| 2.1058 | 3.0 | 321 | 2.1333 | 0.0441 | 0.106 | 0.0342 | 0.1568 | 0.0 | 0.0175 | 0.0 | 0.0464 | 0.0512 | 0.0314 | 0.0193 | 0.076 | 0.1619 | 0.1837 | 0.5527 | 0.0 | 0.1621 | 0.0 | 0.2036 | 0.2292 | 0.1393 | 0.0466 |
| 1.8196 | 4.0 | 428 | 2.0629 | 0.051 | 0.1266 | 0.0344 | 0.1591 | 0.0 | 0.0068 | 0.0007 | 0.0883 | 0.065 | 0.0424 | 0.0161 | 0.0825 | 0.162 | 0.189 | 0.5351 | 0.0 | 0.1576 | 0.0046 | 0.2476 | 0.2274 | 0.1422 | 0.06 |
| 1.7891 | 5.0 | 535 | 2.0399 | 0.0539 | 0.1328 | 0.0344 | 0.1232 | 0.0003 | 0.0279 | 0.0012 | 0.1167 | 0.0796 | 0.0677 | 0.0243 | 0.071 | 0.1731 | 0.2076 | 0.5383 | 0.0025 | 0.2254 | 0.0292 | 0.2427 | 0.2783 | 0.1554 | 0.0689 |
| 1.7706 | 6.0 | 642 | 1.8604 | 0.0952 | 0.222 | 0.0713 | 0.3453 | 0.002 | 0.0296 | 0.0008 | 0.0983 | 0.107 | 0.0771 | 0.029 | 0.1126 | 0.2069 | 0.2277 | 0.6108 | 0.0405 | 0.1924 | 0.0892 | 0.2058 | 0.3101 | 0.1681 | 0.0683 |
| 1.6854 | 7.0 | 749 | 1.8219 | 0.1078 | 0.2395 | 0.0842 | 0.3538 | 0.0165 | 0.0316 | 0.0084 | 0.1289 | 0.1379 | 0.0985 | 0.0377 | 0.1338 | 0.2557 | 0.2776 | 0.5527 | 0.1203 | 0.2491 | 0.1677 | 0.2982 | 0.3665 | 0.2327 | 0.1161 |
| 1.5801 | 8.0 | 856 | 1.7859 | 0.1217 | 0.2614 | 0.1017 | 0.4204 | 0.0264 | 0.0411 | 0.0024 | 0.1184 | 0.1512 | 0.0877 | 0.0184 | 0.1429 | 0.2905 | 0.3167 | 0.6414 | 0.3089 | 0.2567 | 0.1015 | 0.2751 | 0.4161 | 0.2536 | 0.0875 |
| 1.5666 | 9.0 | 963 | 1.7921 | 0.1176 | 0.2803 | 0.0871 | 0.3524 | 0.0458 | 0.0532 | 0.0066 | 0.13 | 0.1568 | 0.1007 | 0.0249 | 0.1566 | 0.2935 | 0.3133 | 0.5626 | 0.2785 | 0.2835 | 0.1862 | 0.2556 | 0.4029 | 0.2667 | 0.1035 |
| 1.5349 | 10.0 | 1070 | 1.7596 | 0.1323 | 0.2877 | 0.1122 | 0.4035 | 0.0477 | 0.0512 | 0.0115 | 0.1479 | 0.2039 | 0.0962 | 0.0298 | 0.1723 | 0.3053 | 0.3315 | 0.5811 | 0.2975 | 0.2857 | 0.2108 | 0.2827 | 0.4874 | 0.26 | 0.0993 |
| 1.5319 | 11.0 | 1177 | 1.8014 | 0.1077 | 0.2538 | 0.0798 | 0.3197 | 0.0526 | 0.0417 | 0.006 | 0.1183 | 0.1372 | 0.0797 | 0.0359 | 0.1409 | 0.271 | 0.291 | 0.5347 | 0.2468 | 0.2482 | 0.1477 | 0.2773 | 0.3782 | 0.2435 | 0.1001 |
| 1.5349 | 12.0 | 1284 | 1.7285 | 0.1314 | 0.3 | 0.0875 | 0.3845 | 0.0591 | 0.0477 | 0.0095 | 0.156 | 0.1712 | 0.1022 | 0.0687 | 0.1497 | 0.2993 | 0.3162 | 0.5545 | 0.3177 | 0.2629 | 0.1538 | 0.292 | 0.4104 | 0.2602 | 0.1458 |
| 1.6402 | 13.0 | 1391 | 1.7097 | 0.1283 | 0.2851 | 0.0997 | 0.3808 | 0.0348 | 0.0565 | 0.0109 | 0.1587 | 0.1878 | 0.0979 | 0.0372 | 0.1636 | 0.3236 | 0.3445 | 0.5842 | 0.2899 | 0.2973 | 0.2615 | 0.2898 | 0.4481 | 0.2919 | 0.1307 |
| 1.5345 | 14.0 | 1498 | 1.7460 | 0.13 | 0.2783 | 0.1091 | 0.3747 | 0.0664 | 0.0602 | 0.0213 | 0.1276 | 0.1994 | 0.0909 | 0.0476 | 0.1856 | 0.3292 | 0.3538 | 0.5595 | 0.4038 | 0.2839 | 0.2538 | 0.268 | 0.4851 | 0.2861 | 0.1474 |
| 1.4773 | 15.0 | 1605 | 1.6503 | 0.152 | 0.3114 | 0.1354 | 0.4279 | 0.07 | 0.0538 | 0.016 | 0.1922 | 0.222 | 0.1119 | 0.0422 | 0.2026 | 0.3373 | 0.3607 | 0.6185 | 0.3506 | 0.2576 | 0.2431 | 0.3338 | 0.5023 | 0.2948 | 0.1211 |
| 1.4822 | 16.0 | 1712 | 1.6648 | 0.1429 | 0.304 | 0.1187 | 0.4522 | 0.0567 | 0.0463 | 0.0083 | 0.1512 | 0.2121 | 0.1058 | 0.0414 | 0.1637 | 0.3194 | 0.3386 | 0.641 | 0.3456 | 0.2411 | 0.1815 | 0.284 | 0.4395 | 0.2802 | 0.1365 |
| 1.4557 | 17.0 | 1819 | 1.6038 | 0.1592 | 0.3358 | 0.1331 | 0.4363 | 0.0785 | 0.0755 | 0.0167 | 0.1888 | 0.2358 | 0.1184 | 0.0566 | 0.191 | 0.3525 | 0.3758 | 0.6396 | 0.343 | 0.3129 | 0.2477 | 0.3356 | 0.5437 | 0.2989 | 0.1301 |
| 1.4644 | 18.0 | 1926 | 1.5534 | 0.1588 | 0.3444 | 0.1257 | 0.4351 | 0.0745 | 0.0715 | 0.0269 | 0.1859 | 0.2247 | 0.1262 | 0.0442 | 0.197 | 0.3433 | 0.3615 | 0.6387 | 0.3443 | 0.2964 | 0.22 | 0.308 | 0.4799 | 0.2992 | 0.1397 |
| 1.3847 | 19.0 | 2033 | 1.5755 | 0.1583 | 0.3576 | 0.1261 | 0.4503 | 0.0837 | 0.0715 | 0.0187 | 0.1675 | 0.2379 | 0.1209 | 0.0607 | 0.1929 | 0.354 | 0.3715 | 0.6356 | 0.3544 | 0.3121 | 0.2492 | 0.3062 | 0.4949 | 0.3157 | 0.1753 |
| 1.4198 | 20.0 | 2140 | 1.7037 | 0.1494 | 0.3249 | 0.1212 | 0.4156 | 0.0408 | 0.0673 | 0.0314 | 0.1921 | 0.2208 | 0.1153 | 0.0494 | 0.1936 | 0.3216 | 0.3395 | 0.6095 | 0.2924 | 0.2629 | 0.2292 | 0.3036 | 0.4689 | 0.2765 | 0.1058 |
| 1.3866 | 21.0 | 2247 | 1.5504 | 0.1694 | 0.3681 | 0.1379 | 0.4553 | 0.0792 | 0.0844 | 0.0318 | 0.196 | 0.2608 | 0.1283 | 0.0575 | 0.2032 | 0.3554 | 0.371 | 0.6365 | 0.3342 | 0.3196 | 0.2523 | 0.3124 | 0.5051 | 0.3138 | 0.1409 |
| 1.3592 | 22.0 | 2354 | 1.5890 | 0.1604 | 0.3461 | 0.1333 | 0.4449 | 0.0731 | 0.0836 | 0.0173 | 0.183 | 0.2533 | 0.1223 | 0.0404 | 0.1985 | 0.3634 | 0.3789 | 0.6324 | 0.357 | 0.3254 | 0.2785 | 0.3013 | 0.5302 | 0.3158 | 0.1263 |
| 1.3602 | 23.0 | 2461 | 1.6250 | 0.1629 | 0.3567 | 0.1342 | 0.4446 | 0.0775 | 0.0669 | 0.0233 | 0.2023 | 0.2478 | 0.1267 | 0.043 | 0.1933 | 0.3375 | 0.3551 | 0.6167 | 0.3354 | 0.2777 | 0.2415 | 0.304 | 0.4965 | 0.2959 | 0.094 |
| 1.3773 | 24.0 | 2568 | 1.5816 | 0.1766 | 0.3699 | 0.1473 | 0.4844 | 0.0793 | 0.0792 | 0.026 | 0.2142 | 0.2542 | 0.1417 | 0.0498 | 0.1935 | 0.3434 | 0.3658 | 0.6482 | 0.3177 | 0.3219 | 0.2292 | 0.312 | 0.4903 | 0.3218 | 0.1367 |
| 1.3918 | 25.0 | 2675 | 1.5896 | 0.1545 | 0.3315 | 0.1288 | 0.4496 | 0.0587 | 0.0753 | 0.0218 | 0.1673 | 0.2443 | 0.1112 | 0.0442 | 0.1822 | 0.347 | 0.3684 | 0.6203 | 0.3772 | 0.2996 | 0.2538 | 0.2911 | 0.49 | 0.3188 | 0.1396 |
| 1.3254 | 26.0 | 2782 | 1.5416 | 0.1723 | 0.3638 | 0.1517 | 0.4706 | 0.0722 | 0.0743 | 0.0394 | 0.2052 | 0.2513 | 0.1429 | 0.0496 | 0.1992 | 0.3594 | 0.3776 | 0.6333 | 0.3747 | 0.3121 | 0.2585 | 0.3093 | 0.5114 | 0.319 | 0.1536 |
| 1.3393 | 27.0 | 2889 | 1.4658 | 0.184 | 0.3695 | 0.1653 | 0.4922 | 0.0744 | 0.0949 | 0.0226 | 0.2356 | 0.297 | 0.1286 | 0.0564 | 0.2007 | 0.3848 | 0.4005 | 0.6383 | 0.3861 | 0.3103 | 0.3308 | 0.3373 | 0.5409 | 0.3371 | 0.1833 |
| 1.2816 | 28.0 | 2996 | 1.5467 | 0.1792 | 0.3764 | 0.1497 | 0.4785 | 0.0672 | 0.0855 | 0.0317 | 0.2331 | 0.265 | 0.1387 | 0.0474 | 0.2154 | 0.3713 | 0.3842 | 0.6351 | 0.362 | 0.3085 | 0.2738 | 0.3413 | 0.5269 | 0.321 | 0.1462 |
| 1.298 | 29.0 | 3103 | 1.4971 | 0.1777 | 0.3909 | 0.1386 | 0.482 | 0.0694 | 0.0983 | 0.0289 | 0.21 | 0.2805 | 0.134 | 0.0686 | 0.2097 | 0.3774 | 0.3919 | 0.6541 | 0.3532 | 0.3201 | 0.2908 | 0.3413 | 0.5229 | 0.3339 | 0.1733 |
| 1.3079 | 30.0 | 3210 | 1.5049 | 0.1741 | 0.3718 | 0.1437 | 0.4674 | 0.071 | 0.0998 | 0.0228 | 0.2097 | 0.2751 | 0.1147 | 0.0593 | 0.2156 | 0.3669 | 0.383 | 0.6279 | 0.319 | 0.3259 | 0.3015 | 0.3404 | 0.5281 | 0.2951 | 0.1667 |
| 1.2494 | 31.0 | 3317 | 1.4427 | 0.1919 | 0.4041 | 0.1543 | 0.4876 | 0.0968 | 0.1214 | 0.0282 | 0.2253 | 0.3002 | 0.1385 | 0.0653 | 0.2212 | 0.382 | 0.3987 | 0.6419 | 0.3937 | 0.3634 | 0.2738 | 0.3209 | 0.5467 | 0.3201 | 0.1964 |
| 1.2191 | 32.0 | 3424 | 1.4607 | 0.182 | 0.3715 | 0.1605 | 0.48 | 0.0694 | 0.1278 | 0.0247 | 0.2083 | 0.304 | 0.1289 | 0.0594 | 0.2245 | 0.3891 | 0.4068 | 0.6279 | 0.3873 | 0.3424 | 0.3508 | 0.3253 | 0.5578 | 0.3428 | 0.1695 |
| 1.2032 | 33.0 | 3531 | 1.4382 | 0.2014 | 0.4103 | 0.1757 | 0.4792 | 0.1109 | 0.1354 | 0.0283 | 0.2534 | 0.3126 | 0.1516 | 0.0608 | 0.2291 | 0.3929 | 0.4089 | 0.6324 | 0.3949 | 0.3576 | 0.3123 | 0.3471 | 0.5595 | 0.3468 | 0.1781 |
| 1.2524 | 34.0 | 3638 | 1.5703 | 0.1823 | 0.3973 | 0.1353 | 0.4378 | 0.0926 | 0.12 | 0.0292 | 0.2316 | 0.2772 | 0.1383 | 0.0732 | 0.2236 | 0.3887 | 0.4039 | 0.6086 | 0.4165 | 0.3348 | 0.3185 | 0.3413 | 0.5526 | 0.3554 | 0.1525 |
| 1.242 | 35.0 | 3745 | 1.5388 | 0.1906 | 0.4011 | 0.1575 | 0.4706 | 0.0915 | 0.1242 | 0.039 | 0.2278 | 0.3073 | 0.1399 | 0.0547 | 0.2317 | 0.3938 | 0.4173 | 0.6144 | 0.4038 | 0.329 | 0.3969 | 0.3422 | 0.574 | 0.3629 | 0.1648 |
| 1.229 | 36.0 | 3852 | 1.4810 | 0.1744 | 0.3838 | 0.1452 | 0.4299 | 0.0909 | 0.118 | 0.0195 | 0.2136 | 0.2838 | 0.1259 | 0.0516 | 0.2159 | 0.3755 | 0.3965 | 0.5802 | 0.4177 | 0.3424 | 0.3215 | 0.3204 | 0.5457 | 0.3359 | 0.1789 |
| 1.2041 | 37.0 | 3959 | 1.4555 | 0.1896 | 0.3921 | 0.155 | 0.4721 | 0.0731 | 0.1309 | 0.0379 | 0.2339 | 0.2935 | 0.1495 | 0.0486 | 0.2215 | 0.3904 | 0.4061 | 0.6243 | 0.4114 | 0.3527 | 0.3015 | 0.3404 | 0.5462 | 0.3605 | 0.1592 |
| 1.1762 | 38.0 | 4066 | 1.4493 | 0.1818 | 0.3896 | 0.1507 | 0.4733 | 0.0844 | 0.1198 | 0.0236 | 0.2081 | 0.2867 | 0.1387 | 0.046 | 0.2103 | 0.3867 | 0.411 | 0.6387 | 0.4367 | 0.3607 | 0.3046 | 0.3142 | 0.532 | 0.362 | 0.1857 |
| 1.1731 | 39.0 | 4173 | 1.4147 | 0.1999 | 0.4084 | 0.1802 | 0.5015 | 0.1047 | 0.1363 | 0.0317 | 0.2254 | 0.3095 | 0.1505 | 0.0556 | 0.2195 | 0.4139 | 0.4268 | 0.6441 | 0.4519 | 0.3598 | 0.3569 | 0.3213 | 0.5706 | 0.3736 | 0.1939 |
| 1.1373 | 40.0 | 4280 | 1.4616 | 0.2065 | 0.4203 | 0.179 | 0.5155 | 0.0951 | 0.1367 | 0.0446 | 0.2406 | 0.3142 | 0.1577 | 0.0629 | 0.2322 | 0.3984 | 0.416 | 0.6653 | 0.4051 | 0.3558 | 0.32 | 0.3338 | 0.5772 | 0.3599 | 0.1669 |
| 1.1555 | 41.0 | 4387 | 1.4085 | 0.2056 | 0.4298 | 0.1852 | 0.5084 | 0.0938 | 0.1467 | 0.0318 | 0.2473 | 0.3073 | 0.1579 | 0.0613 | 0.2332 | 0.4107 | 0.4286 | 0.6599 | 0.4506 | 0.3522 | 0.3308 | 0.3493 | 0.5641 | 0.3887 | 0.1693 |
| 1.1251 | 42.0 | 4494 | 1.4251 | 0.2016 | 0.4199 | 0.1708 | 0.4991 | 0.0886 | 0.1526 | 0.0353 | 0.2325 | 0.3155 | 0.1518 | 0.0622 | 0.2355 | 0.4061 | 0.4188 | 0.6369 | 0.4266 | 0.3571 | 0.3262 | 0.3471 | 0.5733 | 0.36 | 0.1816 |
| 1.13 | 43.0 | 4601 | 1.4109 | 0.2082 | 0.4235 | 0.1871 | 0.5153 | 0.0981 | 0.1493 | 0.0355 | 0.243 | 0.3314 | 0.1561 | 0.0468 | 0.2499 | 0.4077 | 0.4286 | 0.6527 | 0.4443 | 0.3504 | 0.3538 | 0.3418 | 0.5721 | 0.3896 | 0.1574 |
| 1.1054 | 44.0 | 4708 | 1.4445 | 0.1986 | 0.414 | 0.1641 | 0.4908 | 0.0998 | 0.1489 | 0.0334 | 0.2202 | 0.3213 | 0.1555 | 0.0467 | 0.2271 | 0.3984 | 0.4155 | 0.6622 | 0.3987 | 0.3696 | 0.3123 | 0.3347 | 0.5447 | 0.3817 | 0.1669 |
| 1.0976 | 45.0 | 4815 | 1.3522 | 0.2204 | 0.4545 | 0.1927 | 0.5164 | 0.1406 | 0.1522 | 0.0447 | 0.2481 | 0.3496 | 0.1758 | 0.0601 | 0.2479 | 0.4202 | 0.4408 | 0.6626 | 0.4316 | 0.3692 | 0.3785 | 0.3622 | 0.5881 | 0.4096 | 0.1567 |
| 1.0902 | 46.0 | 4922 | 1.3911 | 0.2255 | 0.459 | 0.1903 | 0.5246 | 0.1499 | 0.1554 | 0.0443 | 0.2531 | 0.3737 | 0.1667 | 0.0562 | 0.2534 | 0.4091 | 0.427 | 0.6608 | 0.4278 | 0.3321 | 0.3492 | 0.3649 | 0.5908 | 0.3789 | 0.1419 |
| 1.0924 | 47.0 | 5029 | 1.4129 | 0.2179 | 0.438 | 0.1968 | 0.5126 | 0.1287 | 0.1623 | 0.0357 | 0.2502 | 0.3678 | 0.1568 | 0.064 | 0.2464 | 0.4227 | 0.4414 | 0.6613 | 0.4671 | 0.3656 | 0.3615 | 0.3516 | 0.6118 | 0.3921 | 0.156 |
| 1.0578 | 48.0 | 5136 | 1.3591 | 0.226 | 0.458 | 0.1983 | 0.5164 | 0.1453 | 0.1699 | 0.0535 | 0.245 | 0.3499 | 0.1859 | 0.0795 | 0.2654 | 0.4282 | 0.4467 | 0.6649 | 0.4291 | 0.3714 | 0.4092 | 0.3587 | 0.6001 | 0.4059 | 0.1825 |
| 1.0784 | 49.0 | 5243 | 1.3628 | 0.2351 | 0.4789 | 0.2056 | 0.5266 | 0.1709 | 0.1683 | 0.0821 | 0.2278 | 0.3749 | 0.1851 | 0.0632 | 0.2463 | 0.4193 | 0.434 | 0.6635 | 0.4241 | 0.3723 | 0.3769 | 0.3333 | 0.5954 | 0.3687 | 0.1871 |
| 1.0538 | 50.0 | 5350 | 1.3747 | 0.2235 | 0.4678 | 0.1824 | 0.5198 | 0.1498 | 0.1553 | 0.0658 | 0.2268 | 0.3455 | 0.1741 | 0.0559 | 0.251 | 0.4235 | 0.441 | 0.6698 | 0.4658 | 0.3688 | 0.3646 | 0.336 | 0.5987 | 0.3796 | 0.2044 |
| 1.073 | 51.0 | 5457 | 1.3670 | 0.2327 | 0.4743 | 0.2008 | 0.5208 | 0.1665 | 0.153 | 0.0708 | 0.2526 | 0.3665 | 0.1921 | 0.065 | 0.2572 | 0.4244 | 0.4447 | 0.6685 | 0.4519 | 0.3754 | 0.3738 | 0.3538 | 0.6049 | 0.3983 | 0.1842 |
| 1.046 | 52.0 | 5564 | 1.3740 | 0.2274 | 0.4689 | 0.2021 | 0.5104 | 0.1316 | 0.1589 | 0.085 | 0.2511 | 0.3452 | 0.1893 | 0.0699 | 0.2603 | 0.4256 | 0.4417 | 0.6599 | 0.443 | 0.3853 | 0.3646 | 0.3556 | 0.6094 | 0.3834 | 0.1673 |
| 1.0357 | 53.0 | 5671 | 1.3717 | 0.234 | 0.4706 | 0.205 | 0.5205 | 0.1471 | 0.1758 | 0.0706 | 0.2559 | 0.3477 | 0.1915 | 0.0707 | 0.2489 | 0.4459 | 0.4583 | 0.6752 | 0.4696 | 0.3844 | 0.4108 | 0.3516 | 0.6231 | 0.4067 | 0.1743 |
| 1.0409 | 54.0 | 5778 | 1.3340 | 0.2379 | 0.4808 | 0.2053 | 0.5229 | 0.1567 | 0.1758 | 0.078 | 0.2562 | 0.3685 | 0.185 | 0.0666 | 0.257 | 0.4239 | 0.4391 | 0.6788 | 0.4519 | 0.3853 | 0.3246 | 0.3551 | 0.6022 | 0.3845 | 0.1809 |
| 0.9965 | 55.0 | 5885 | 1.3820 | 0.2278 | 0.4612 | 0.2021 | 0.5011 | 0.1362 | 0.1706 | 0.0689 | 0.262 | 0.357 | 0.1874 | 0.05 | 0.2588 | 0.4149 | 0.4334 | 0.6586 | 0.4165 | 0.3915 | 0.3354 | 0.3649 | 0.5898 | 0.3901 | 0.1513 |
| 1.0164 | 56.0 | 5992 | 1.3389 | 0.2296 | 0.4745 | 0.2029 | 0.5153 | 0.1461 | 0.1701 | 0.0799 | 0.2365 | 0.3576 | 0.1839 | 0.053 | 0.2526 | 0.4205 | 0.438 | 0.6743 | 0.4203 | 0.4062 | 0.3462 | 0.3431 | 0.5991 | 0.3765 | 0.1948 |
| 1.0269 | 57.0 | 6099 | 1.3383 | 0.2428 | 0.4846 | 0.2082 | 0.517 | 0.1608 | 0.1881 | 0.0976 | 0.2505 | 0.3809 | 0.1975 | 0.0578 | 0.2657 | 0.4294 | 0.4426 | 0.6757 | 0.4532 | 0.383 | 0.3369 | 0.364 | 0.6041 | 0.3911 | 0.1599 |
| 1.0046 | 58.0 | 6206 | 1.3327 | 0.242 | 0.5002 | 0.2153 | 0.5332 | 0.1674 | 0.1622 | 0.1032 | 0.2439 | 0.3925 | 0.1925 | 0.0694 | 0.2554 | 0.4239 | 0.4404 | 0.682 | 0.4595 | 0.3629 | 0.3415 | 0.356 | 0.6121 | 0.3883 | 0.1649 |
| 0.9824 | 59.0 | 6313 | 1.3146 | 0.2374 | 0.4831 | 0.2061 | 0.532 | 0.1447 | 0.1729 | 0.0735 | 0.2638 | 0.3835 | 0.1987 | 0.0489 | 0.2584 | 0.4291 | 0.4468 | 0.6811 | 0.4506 | 0.3777 | 0.3508 | 0.3738 | 0.6235 | 0.405 | 0.1578 |
| 0.993 | 60.0 | 6420 | 1.3323 | 0.2473 | 0.4911 | 0.2301 | 0.5446 | 0.1633 | 0.1693 | 0.0918 | 0.2675 | 0.3966 | 0.1955 | 0.062 | 0.2581 | 0.4351 | 0.4493 | 0.6959 | 0.4494 | 0.3741 | 0.3585 | 0.3684 | 0.6193 | 0.399 | 0.1689 |
| 0.9693 | 61.0 | 6527 | 1.3266 | 0.2482 | 0.5025 | 0.2301 | 0.531 | 0.1638 | 0.1818 | 0.0934 | 0.271 | 0.3887 | 0.208 | 0.0719 | 0.2538 | 0.4263 | 0.4394 | 0.6739 | 0.4203 | 0.3759 | 0.3569 | 0.3702 | 0.6136 | 0.3829 | 0.1565 |
| 0.9659 | 62.0 | 6634 | 1.3103 | 0.2489 | 0.5113 | 0.2211 | 0.5394 | 0.1635 | 0.2051 | 0.0788 | 0.2577 | 0.3992 | 0.1974 | 0.0613 | 0.2531 | 0.4417 | 0.4587 | 0.6874 | 0.443 | 0.4036 | 0.3938 | 0.3658 | 0.6242 | 0.4077 | 0.1785 |
| 0.9812 | 63.0 | 6741 | 1.3091 | 0.2484 | 0.5071 | 0.2221 | 0.5391 | 0.1971 | 0.1813 | 0.068 | 0.2565 | 0.3881 | 0.2023 | 0.059 | 0.261 | 0.4321 | 0.4472 | 0.6842 | 0.4443 | 0.3683 | 0.3815 | 0.3578 | 0.6004 | 0.4011 | 0.1762 |
| 0.9443 | 64.0 | 6848 | 1.3034 | 0.255 | 0.5053 | 0.234 | 0.5466 | 0.1946 | 0.196 | 0.0808 | 0.2569 | 0.4079 | 0.1967 | 0.0655 | 0.2622 | 0.4358 | 0.4519 | 0.6932 | 0.4658 | 0.3781 | 0.3569 | 0.3653 | 0.6256 | 0.4023 | 0.1695 |
| 0.9468 | 65.0 | 6955 | 1.3067 | 0.2543 | 0.5115 | 0.2286 | 0.5465 | 0.2078 | 0.1787 | 0.0851 | 0.2533 | 0.3954 | 0.2185 | 0.0509 | 0.2679 | 0.4375 | 0.4469 | 0.6806 | 0.4595 | 0.375 | 0.3646 | 0.3547 | 0.6126 | 0.4035 | 0.1647 |
| 0.9427 | 66.0 | 7062 | 1.3082 | 0.2566 | 0.5135 | 0.2296 | 0.5537 | 0.1822 | 0.1903 | 0.1002 | 0.2565 | 0.4108 | 0.2056 | 0.0582 | 0.2631 | 0.4291 | 0.444 | 0.6941 | 0.4481 | 0.3754 | 0.3446 | 0.3578 | 0.6226 | 0.3932 | 0.164 |
| 0.9407 | 67.0 | 7169 | 1.2939 | 0.2554 | 0.5046 | 0.2354 | 0.5447 | 0.1809 | 0.1784 | 0.1029 | 0.2699 | 0.3997 | 0.209 | 0.0651 | 0.2775 | 0.4442 | 0.459 | 0.6883 | 0.4405 | 0.4009 | 0.3769 | 0.3884 | 0.6138 | 0.4135 | 0.2002 |
| 0.9415 | 68.0 | 7276 | 1.3124 | 0.2646 | 0.5194 | 0.2399 | 0.5569 | 0.1971 | 0.1767 | 0.1011 | 0.2914 | 0.4107 | 0.2057 | 0.0701 | 0.2679 | 0.4475 | 0.4654 | 0.6973 | 0.457 | 0.3781 | 0.4 | 0.3947 | 0.6329 | 0.4028 | 0.2046 |
| 0.9355 | 69.0 | 7383 | 1.3057 | 0.2559 | 0.5018 | 0.2431 | 0.564 | 0.1882 | 0.1702 | 0.075 | 0.2823 | 0.397 | 0.2078 | 0.0678 | 0.2693 | 0.4378 | 0.4526 | 0.7054 | 0.457 | 0.3714 | 0.3354 | 0.3938 | 0.6233 | 0.3913 | 0.2025 |
| 0.9219 | 70.0 | 7490 | 1.3124 | 0.2597 | 0.5199 | 0.237 | 0.5355 | 0.2125 | 0.1808 | 0.0888 | 0.2806 | 0.3964 | 0.2092 | 0.0786 | 0.2741 | 0.4348 | 0.4492 | 0.6739 | 0.4671 | 0.3933 | 0.3323 | 0.3796 | 0.6152 | 0.3894 | 0.1811 |
| 0.924 | 71.0 | 7597 | 1.2846 | 0.2617 | 0.5187 | 0.2391 | 0.5557 | 0.1992 | 0.1934 | 0.0901 | 0.2704 | 0.4049 | 0.2025 | 0.0702 | 0.2746 | 0.4484 | 0.4624 | 0.6851 | 0.4582 | 0.3875 | 0.4015 | 0.3796 | 0.6209 | 0.4033 | 0.197 |
| 0.9059 | 72.0 | 7704 | 1.3033 | 0.2654 | 0.5153 | 0.2509 | 0.5439 | 0.2186 | 0.1882 | 0.0907 | 0.2857 | 0.4047 | 0.2232 | 0.0667 | 0.2793 | 0.4522 | 0.4674 | 0.6883 | 0.4861 | 0.3893 | 0.3892 | 0.384 | 0.6274 | 0.4195 | 0.2061 |
| 0.898 | 73.0 | 7811 | 1.3032 | 0.2566 | 0.5055 | 0.2341 | 0.5384 | 0.188 | 0.1921 | 0.0934 | 0.271 | 0.4023 | 0.1998 | 0.0624 | 0.2678 | 0.4448 | 0.4627 | 0.677 | 0.4747 | 0.3955 | 0.3908 | 0.3756 | 0.618 | 0.4065 | 0.2145 |
| 0.8891 | 74.0 | 7918 | 1.3166 | 0.2575 | 0.5163 | 0.2318 | 0.5505 | 0.1876 | 0.1786 | 0.0896 | 0.2811 | 0.3978 | 0.2063 | 0.0807 | 0.2714 | 0.4399 | 0.4573 | 0.6937 | 0.462 | 0.396 | 0.3477 | 0.3871 | 0.6207 | 0.405 | 0.2097 |
| 0.8795 | 75.0 | 8025 | 1.2989 | 0.2629 | 0.5072 | 0.2471 | 0.5572 | 0.198 | 0.1819 | 0.0975 | 0.28 | 0.4177 | 0.2137 | 0.0777 | 0.2667 | 0.4464 | 0.4623 | 0.6973 | 0.4582 | 0.4004 | 0.3738 | 0.3818 | 0.6225 | 0.4086 | 0.2155 |
| 0.8835 | 76.0 | 8132 | 1.2978 | 0.2714 | 0.5307 | 0.2606 | 0.5548 | 0.2234 | 0.1905 | 0.1016 | 0.2867 | 0.4302 | 0.2229 | 0.086 | 0.2744 | 0.4566 | 0.4724 | 0.6946 | 0.5038 | 0.3964 | 0.3831 | 0.384 | 0.6389 | 0.4226 | 0.2132 |
| 0.9 | 77.0 | 8239 | 1.2916 | 0.2674 | 0.5237 | 0.242 | 0.5506 | 0.2127 | 0.1916 | 0.1094 | 0.2727 | 0.4176 | 0.2194 | 0.0704 | 0.2639 | 0.4432 | 0.4565 | 0.6914 | 0.4532 | 0.4004 | 0.36 | 0.3773 | 0.6091 | 0.3982 | 0.2424 |
| 0.8872 | 78.0 | 8346 | 1.2752 | 0.2744 | 0.5395 | 0.2546 | 0.5543 | 0.2139 | 0.1967 | 0.121 | 0.2864 | 0.4319 | 0.2262 | 0.0621 | 0.2721 | 0.4467 | 0.4647 | 0.6964 | 0.481 | 0.3879 | 0.3692 | 0.3889 | 0.6395 | 0.4137 | 0.1906 |
| 0.8767 | 79.0 | 8453 | 1.2916 | 0.2737 | 0.5397 | 0.2503 | 0.5436 | 0.2175 | 0.1985 | 0.1219 | 0.287 | 0.4288 | 0.2291 | 0.0837 | 0.2797 | 0.4519 | 0.4664 | 0.6959 | 0.4873 | 0.392 | 0.3631 | 0.3938 | 0.6321 | 0.4188 | 0.1945 |
| 0.8785 | 80.0 | 8560 | 1.3004 | 0.2719 | 0.537 | 0.2452 | 0.549 | 0.2249 | 0.1836 | 0.1143 | 0.2876 | 0.426 | 0.2257 | 0.0863 | 0.2821 | 0.4519 | 0.4615 | 0.6892 | 0.4835 | 0.3839 | 0.3585 | 0.3924 | 0.6326 | 0.4125 | 0.1763 |
| 0.8733 | 81.0 | 8667 | 1.2918 | 0.2688 | 0.5325 | 0.2473 | 0.5406 | 0.2208 | 0.1963 | 0.1138 | 0.2725 | 0.421 | 0.2187 | 0.0796 | 0.2771 | 0.4499 | 0.4635 | 0.6946 | 0.5038 | 0.3893 | 0.3554 | 0.3747 | 0.6206 | 0.4117 | 0.2144 |
| 0.8823 | 82.0 | 8774 | 1.3056 | 0.2712 | 0.5299 | 0.2497 | 0.5278 | 0.2231 | 0.1861 | 0.1298 | 0.289 | 0.4239 | 0.2287 | 0.0651 | 0.2797 | 0.4489 | 0.4588 | 0.6869 | 0.4759 | 0.3737 | 0.3723 | 0.3853 | 0.6287 | 0.4063 | 0.1962 |
| 0.8704 | 83.0 | 8881 | 1.2819 | 0.2695 | 0.5333 | 0.2459 | 0.5283 | 0.2208 | 0.1939 | 0.1213 | 0.2834 | 0.4246 | 0.2255 | 0.0779 | 0.279 | 0.4489 | 0.4591 | 0.6869 | 0.4759 | 0.3938 | 0.3569 | 0.3818 | 0.6371 | 0.3994 | 0.1888 |
| 0.8465 | 84.0 | 8988 | 1.3033 | 0.2735 | 0.5394 | 0.2551 | 0.5387 | 0.2369 | 0.1953 | 0.1169 | 0.2797 | 0.4277 | 0.2244 | 0.0877 | 0.2786 | 0.4465 | 0.4575 | 0.6797 | 0.481 | 0.3951 | 0.3477 | 0.384 | 0.633 | 0.4044 | 0.1802 |
| 0.8366 | 85.0 | 9095 | 1.3053 | 0.2708 | 0.531 | 0.2427 | 0.5338 | 0.2317 | 0.1927 | 0.1134 | 0.2822 | 0.4223 | 0.2165 | 0.0786 | 0.2723 | 0.4379 | 0.4517 | 0.6752 | 0.4823 | 0.375 | 0.3477 | 0.3782 | 0.6049 | 0.4051 | 0.1898 |
| 0.8491 | 86.0 | 9202 | 1.2840 | 0.2805 | 0.5355 | 0.2549 | 0.5392 | 0.2504 | 0.2054 | 0.1197 | 0.288 | 0.4282 | 0.2341 | 0.0783 | 0.2831 | 0.4491 | 0.4645 | 0.6811 | 0.4962 | 0.4018 | 0.3569 | 0.3867 | 0.6288 | 0.4189 | 0.199 |
| 0.8473 | 87.0 | 9309 | 1.2829 | 0.2785 | 0.5435 | 0.2557 | 0.538 | 0.2432 | 0.2038 | 0.1273 | 0.2802 | 0.4339 | 0.2234 | 0.0868 | 0.2807 | 0.4509 | 0.4637 | 0.6815 | 0.4848 | 0.3879 | 0.3815 | 0.3827 | 0.6366 | 0.4085 | 0.2053 |
| 0.844 | 88.0 | 9416 | 1.2751 | 0.2794 | 0.5433 | 0.2532 | 0.5424 | 0.2415 | 0.2012 | 0.1279 | 0.2842 | 0.4367 | 0.2218 | 0.0767 | 0.2785 | 0.4568 | 0.4691 | 0.6829 | 0.5051 | 0.3969 | 0.3754 | 0.3853 | 0.6326 | 0.4168 | 0.2101 |
| 0.8411 | 89.0 | 9523 | 1.2844 | 0.2813 | 0.5461 | 0.2606 | 0.5418 | 0.2438 | 0.2045 | 0.1335 | 0.2831 | 0.4414 | 0.2267 | 0.0947 | 0.2824 | 0.4511 | 0.4647 | 0.6847 | 0.4911 | 0.3969 | 0.3662 | 0.3849 | 0.6306 | 0.4107 | 0.2043 |
| 0.8375 | 90.0 | 9630 | 1.2949 | 0.2758 | 0.5364 | 0.2516 | 0.5433 | 0.2321 | 0.1937 | 0.1287 | 0.2811 | 0.4359 | 0.2251 | 0.0942 | 0.2797 | 0.4481 | 0.462 | 0.6824 | 0.481 | 0.3929 | 0.3677 | 0.3858 | 0.6303 | 0.4087 | 0.2091 |
| 0.8338 | 91.0 | 9737 | 1.2828 | 0.2843 | 0.5496 | 0.2604 | 0.5478 | 0.2493 | 0.2043 | 0.1324 | 0.2877 | 0.4388 | 0.2413 | 0.0914 | 0.2825 | 0.4592 | 0.4735 | 0.6937 | 0.5025 | 0.4071 | 0.3738 | 0.3902 | 0.636 | 0.4261 | 0.2145 |
| 0.83 | 92.0 | 9844 | 1.3003 | 0.2866 | 0.5615 | 0.2591 | 0.5463 | 0.2636 | 0.2034 | 0.1303 | 0.2896 | 0.4329 | 0.244 | 0.0747 | 0.2854 | 0.4557 | 0.4687 | 0.6914 | 0.5013 | 0.3942 | 0.3738 | 0.3827 | 0.6259 | 0.4222 | 0.1996 |
| 0.8328 | 93.0 | 9951 | 1.2828 | 0.288 | 0.5537 | 0.2649 | 0.5568 | 0.2477 | 0.2126 | 0.1374 | 0.2854 | 0.4461 | 0.2385 | 0.0873 | 0.2819 | 0.4572 | 0.4693 | 0.7009 | 0.4873 | 0.4022 | 0.3769 | 0.3791 | 0.6381 | 0.4181 | 0.186 |
| 0.8267 | 94.0 | 10058 | 1.2746 | 0.2883 | 0.5541 | 0.2651 | 0.5599 | 0.249 | 0.212 | 0.1343 | 0.2866 | 0.4479 | 0.2336 | 0.0997 | 0.2809 | 0.4596 | 0.4717 | 0.7045 | 0.4911 | 0.4022 | 0.3769 | 0.3836 | 0.6444 | 0.4129 | 0.2108 |
| 0.8184 | 95.0 | 10165 | 1.2821 | 0.2885 | 0.5582 | 0.2654 | 0.5595 | 0.2428 | 0.2099 | 0.1405 | 0.29 | 0.4466 | 0.2342 | 0.0796 | 0.2815 | 0.4591 | 0.4703 | 0.7 | 0.4823 | 0.3973 | 0.3846 | 0.3871 | 0.6396 | 0.4184 | 0.2009 |
| 0.8347 | 96.0 | 10272 | 1.2907 | 0.2886 | 0.5566 | 0.2638 | 0.5606 | 0.243 | 0.211 | 0.1368 | 0.2915 | 0.4469 | 0.2346 | 0.0904 | 0.2789 | 0.4536 | 0.4663 | 0.7005 | 0.4785 | 0.3955 | 0.3708 | 0.3862 | 0.6404 | 0.4093 | 0.1899 |
| 0.8128 | 97.0 | 10379 | 1.2762 | 0.2894 | 0.5568 | 0.2646 | 0.5633 | 0.2445 | 0.2112 | 0.1379 | 0.2902 | 0.4477 | 0.2343 | 0.094 | 0.2824 | 0.4589 | 0.4704 | 0.7005 | 0.4949 | 0.3942 | 0.3738 | 0.3884 | 0.6454 | 0.4109 | 0.2085 |
| 0.8138 | 98.0 | 10486 | 1.2712 | 0.2856 | 0.5452 | 0.2679 | 0.5633 | 0.2304 | 0.2102 | 0.137 | 0.2873 | 0.4444 | 0.2318 | 0.0849 | 0.2804 | 0.4581 | 0.4701 | 0.7023 | 0.4937 | 0.3978 | 0.3754 | 0.3813 | 0.6402 | 0.4112 | 0.204 |
| 0.8153 | 99.0 | 10593 | 1.2698 | 0.2874 | 0.5483 | 0.2658 | 0.5605 | 0.2384 | 0.2089 | 0.1397 | 0.2896 | 0.4474 | 0.2323 | 0.0861 | 0.282 | 0.4581 | 0.4693 | 0.6986 | 0.4962 | 0.3938 | 0.3738 | 0.384 | 0.6407 | 0.4107 | 0.2069 |
| 0.8216 | 100.0 | 10700 | 1.2683 | 0.2876 | 0.548 | 0.268 | 0.5615 | 0.2396 | 0.2085 | 0.1386 | 0.2901 | 0.4466 | 0.2337 | 0.0849 | 0.2822 | 0.4586 | 0.471 | 0.6995 | 0.5013 | 0.3946 | 0.3754 | 0.384 | 0.6399 | 0.4132 | 0.2103 |
### Framework versions
- Transformers 4.45.0.dev0
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
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