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---
base_model: microsoft/conditional-detr-resnet-50
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: queue_detection
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. -->
# queue_detection
This model is a fine-tuned version of [microsoft/conditional-detr-resnet-50](https://huggingface.co/microsoft/conditional-detr-resnet-50) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1228
- Map: 0.9583
- Map 50: 0.9901
- Map 75: 0.9849
- Map Small: -1.0
- Map Medium: 0.3316
- Map Large: 0.9632
- Mar 1: 0.5063
- Mar 10: 0.9729
- Mar 100: 0.9739
- Mar Small: -1.0
- Mar Medium: 0.3538
- Mar Large: 0.9766
- Map Cashier: 0.9647
- Mar 100 Cashier: 0.9794
- Map Cx: 0.9518
- Mar 100 Cx: 0.9683
## 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: 2
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 100
- 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 Cashier | Mar 100 Cashier | Map Cx | Mar 100 Cx |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:------:|:----------:|
| No log | 1.0 | 218 | 1.4057 | 0.1641 | 0.3255 | 0.1512 | -1.0 | 0.0025 | 0.1654 | 0.1989 | 0.5764 | 0.7192 | -1.0 | 0.0045 | 0.7239 | 0.1469 | 0.7972 | 0.1812 | 0.6412 |
| No log | 2.0 | 436 | 0.8303 | 0.6194 | 0.8906 | 0.7502 | -1.0 | 0.0257 | 0.6248 | 0.3586 | 0.7306 | 0.7683 | -1.0 | 0.0357 | 0.7749 | 0.6695 | 0.8172 | 0.5693 | 0.7195 |
| 2.1969 | 3.0 | 654 | 0.7041 | 0.6838 | 0.9374 | 0.831 | -1.0 | 0.0328 | 0.6885 | 0.3839 | 0.7626 | 0.7788 | -1.0 | 0.08 | 0.7836 | 0.7383 | 0.8176 | 0.6293 | 0.74 |
| 2.1969 | 4.0 | 872 | 0.6046 | 0.7209 | 0.9558 | 0.8836 | -1.0 | 0.0399 | 0.7263 | 0.3972 | 0.7862 | 0.798 | -1.0 | 0.0654 | 0.8035 | 0.7628 | 0.8395 | 0.6791 | 0.7565 |
| 0.7017 | 5.0 | 1090 | 0.5944 | 0.7205 | 0.9673 | 0.882 | -1.0 | 0.0176 | 0.7251 | 0.401 | 0.7823 | 0.7901 | -1.0 | 0.0864 | 0.7945 | 0.7676 | 0.8277 | 0.6734 | 0.7525 |
| 0.7017 | 6.0 | 1308 | 0.5142 | 0.7631 | 0.9692 | 0.9084 | 0.0 | 0.0295 | 0.7695 | 0.422 | 0.8158 | 0.8237 | 0.0 | 0.0692 | 0.8299 | 0.803 | 0.8594 | 0.7231 | 0.788 |
| 0.5807 | 7.0 | 1526 | 0.5099 | 0.7695 | 0.9767 | 0.9152 | -1.0 | 0.1416 | 0.7743 | 0.4215 | 0.8181 | 0.8225 | -1.0 | 0.1841 | 0.8272 | 0.8104 | 0.8625 | 0.7286 | 0.7825 |
| 0.5807 | 8.0 | 1744 | 0.4803 | 0.772 | 0.9743 | 0.9286 | -1.0 | 0.0746 | 0.7756 | 0.4289 | 0.8165 | 0.8205 | -1.0 | 0.2536 | 0.8236 | 0.7968 | 0.839 | 0.7471 | 0.8021 |
| 0.5807 | 9.0 | 1962 | 0.4620 | 0.7911 | 0.9762 | 0.9274 | -1.0 | 0.0212 | 0.7969 | 0.4381 | 0.8311 | 0.8349 | -1.0 | 0.1 | 0.8402 | 0.8318 | 0.8715 | 0.7504 | 0.7982 |
| 0.5078 | 10.0 | 2180 | 0.4532 | 0.7897 | 0.9838 | 0.9395 | 0.0 | 0.0996 | 0.7935 | 0.4323 | 0.8294 | 0.8316 | 0.0 | 0.1444 | 0.8354 | 0.8346 | 0.8701 | 0.7448 | 0.7931 |
| 0.5078 | 11.0 | 2398 | 0.4599 | 0.776 | 0.9773 | 0.9425 | 0.0 | 0.0436 | 0.7849 | 0.4253 | 0.8241 | 0.8274 | 0.0 | 0.1441 | 0.8363 | 0.7926 | 0.8447 | 0.7594 | 0.8102 |
| 0.4769 | 12.0 | 2616 | 0.4330 | 0.7868 | 0.9836 | 0.9448 | 0.0 | 0.0652 | 0.7911 | 0.4299 | 0.8288 | 0.8313 | 0.0 | 0.1917 | 0.8355 | 0.814 | 0.8556 | 0.7596 | 0.8071 |
| 0.4769 | 13.0 | 2834 | 0.4130 | 0.7989 | 0.9855 | 0.9495 | -1.0 | 0.0792 | 0.804 | 0.4364 | 0.843 | 0.8464 | -1.0 | 0.145 | 0.8502 | 0.8186 | 0.867 | 0.7792 | 0.8258 |
| 0.4413 | 14.0 | 3052 | 0.4568 | 0.7897 | 0.9813 | 0.9397 | -1.0 | 0.0826 | 0.7954 | 0.432 | 0.8347 | 0.8369 | -1.0 | 0.1344 | 0.8427 | 0.827 | 0.8692 | 0.7525 | 0.8045 |
| 0.4413 | 15.0 | 3270 | 0.3883 | 0.8207 | 0.9798 | 0.9477 | 0.0 | 0.0496 | 0.8288 | 0.4499 | 0.8573 | 0.8616 | 0.0 | 0.1139 | 0.8698 | 0.8553 | 0.8932 | 0.7862 | 0.83 |
| 0.4413 | 16.0 | 3488 | 0.3683 | 0.818 | 0.988 | 0.9453 | -1.0 | 0.2522 | 0.8218 | 0.4497 | 0.8555 | 0.8579 | -1.0 | 0.4 | 0.8615 | 0.8652 | 0.8975 | 0.7708 | 0.8184 |
| 0.4141 | 17.0 | 3706 | 0.3566 | 0.828 | 0.9847 | 0.9622 | -1.0 | 0.1069 | 0.8324 | 0.4516 | 0.868 | 0.8697 | -1.0 | 0.15 | 0.8745 | 0.8642 | 0.9013 | 0.7918 | 0.838 |
| 0.4141 | 18.0 | 3924 | 0.3579 | 0.8224 | 0.9886 | 0.9596 | -1.0 | 0.1294 | 0.8253 | 0.45 | 0.8578 | 0.8604 | -1.0 | 0.2333 | 0.863 | 0.8486 | 0.8823 | 0.7962 | 0.8385 |
| 0.3776 | 19.0 | 4142 | 0.3598 | 0.8283 | 0.9884 | 0.9573 | -1.0 | 0.1469 | 0.8331 | 0.4486 | 0.8595 | 0.8603 | -1.0 | 0.2964 | 0.8653 | 0.8553 | 0.8838 | 0.8013 | 0.8368 |
| 0.3776 | 20.0 | 4360 | 0.4028 | 0.8064 | 0.979 | 0.9467 | -1.0 | 0.1026 | 0.81 | 0.4463 | 0.8509 | 0.8545 | -1.0 | 0.1958 | 0.8582 | 0.8424 | 0.8866 | 0.7704 | 0.8224 |
| 0.3855 | 21.0 | 4578 | 0.3613 | 0.8293 | 0.9826 | 0.9541 | -1.0 | 0.0435 | 0.8338 | 0.4537 | 0.8682 | 0.8687 | -1.0 | 0.1409 | 0.873 | 0.8519 | 0.8924 | 0.8067 | 0.8449 |
| 0.3855 | 22.0 | 4796 | 0.4035 | 0.8153 | 0.9799 | 0.9389 | 0.0 | 0.0705 | 0.8248 | 0.4527 | 0.8546 | 0.8554 | 0.0 | 0.1 | 0.8652 | 0.8332 | 0.8759 | 0.7973 | 0.8349 |
| 0.3672 | 23.0 | 5014 | 0.3230 | 0.8498 | 0.989 | 0.9614 | -1.0 | 0.1735 | 0.8533 | 0.4663 | 0.8885 | 0.8887 | -1.0 | 0.2607 | 0.8923 | 0.8716 | 0.9072 | 0.8281 | 0.8703 |
| 0.3672 | 24.0 | 5232 | 0.3054 | 0.8537 | 0.9894 | 0.9689 | -1.0 | 0.1367 | 0.8581 | 0.4647 | 0.8909 | 0.8915 | -1.0 | 0.1864 | 0.8953 | 0.8834 | 0.9215 | 0.8239 | 0.8614 |
| 0.3672 | 25.0 | 5450 | 0.3393 | 0.83 | 0.9857 | 0.9553 | -1.0 | 0.1022 | 0.8356 | 0.4534 | 0.8708 | 0.8731 | -1.0 | 0.1286 | 0.8787 | 0.8674 | 0.9064 | 0.7926 | 0.8399 |
| 0.3462 | 26.0 | 5668 | 0.2955 | 0.8573 | 0.9894 | 0.9718 | 0.0 | 0.2103 | 0.8602 | 0.4667 | 0.8964 | 0.8971 | 0.0 | 0.25 | 0.9011 | 0.8831 | 0.9202 | 0.8314 | 0.874 |
| 0.3462 | 27.0 | 5886 | 0.2985 | 0.8562 | 0.9887 | 0.9638 | -1.0 | 0.1125 | 0.8616 | 0.4648 | 0.8916 | 0.8933 | -1.0 | 0.1633 | 0.8987 | 0.8929 | 0.9258 | 0.8195 | 0.8607 |
| 0.3327 | 28.0 | 6104 | 0.2843 | 0.8665 | 0.9881 | 0.9683 | -1.0 | 0.1624 | 0.87 | 0.4695 | 0.9011 | 0.9032 | -1.0 | 0.2083 | 0.9072 | 0.892 | 0.9277 | 0.8409 | 0.8788 |
| 0.3327 | 29.0 | 6322 | 0.2695 | 0.8688 | 0.99 | 0.9764 | -1.0 | 0.1715 | 0.8719 | 0.4733 | 0.9078 | 0.9078 | -1.0 | 0.235 | 0.9108 | 0.9035 | 0.9383 | 0.834 | 0.8773 |
| 0.3169 | 30.0 | 6540 | 0.2818 | 0.8615 | 0.9897 | 0.9667 | -1.0 | 0.1763 | 0.8661 | 0.4684 | 0.8981 | 0.8995 | -1.0 | 0.1923 | 0.9038 | 0.8998 | 0.9359 | 0.8232 | 0.863 |
| 0.3169 | 31.0 | 6758 | 0.3053 | 0.8524 | 0.9886 | 0.966 | 0.0 | 0.0813 | 0.8581 | 0.4644 | 0.888 | 0.889 | 0.0 | 0.1577 | 0.895 | 0.8963 | 0.9294 | 0.8084 | 0.8487 |
| 0.3169 | 32.0 | 6976 | 0.3037 | 0.8535 | 0.9895 | 0.9676 | -1.0 | 0.155 | 0.8582 | 0.4618 | 0.8891 | 0.8902 | -1.0 | 0.2 | 0.8954 | 0.8753 | 0.9102 | 0.8317 | 0.8701 |
| 0.3108 | 33.0 | 7194 | 0.2659 | 0.8781 | 0.9896 | 0.9735 | -1.0 | 0.1659 | 0.8811 | 0.4739 | 0.9092 | 0.9107 | -1.0 | 0.2364 | 0.914 | 0.9073 | 0.9371 | 0.8488 | 0.8843 |
| 0.3108 | 34.0 | 7412 | 0.2657 | 0.8708 | 0.9897 | 0.9675 | -1.0 | 0.1681 | 0.8755 | 0.4731 | 0.9053 | 0.9075 | -1.0 | 0.2143 | 0.9119 | 0.902 | 0.9342 | 0.8396 | 0.8808 |
| 0.2968 | 35.0 | 7630 | 0.2666 | 0.8796 | 0.9896 | 0.9733 | -1.0 | 0.1805 | 0.8838 | 0.4745 | 0.9106 | 0.9114 | -1.0 | 0.2056 | 0.9172 | 0.9049 | 0.9359 | 0.8542 | 0.8868 |
| 0.2968 | 36.0 | 7848 | 0.2595 | 0.882 | 0.9895 | 0.9718 | -1.0 | 0.1349 | 0.885 | 0.4749 | 0.9145 | 0.9155 | -1.0 | 0.1909 | 0.9195 | 0.9101 | 0.9417 | 0.8539 | 0.8893 |
| 0.2955 | 37.0 | 8066 | 0.2698 | 0.8797 | 0.9892 | 0.9693 | 0.0 | 0.1204 | 0.8853 | 0.4767 | 0.9104 | 0.9116 | 0.0 | 0.25 | 0.9174 | 0.9125 | 0.94 | 0.847 | 0.8833 |
| 0.2955 | 38.0 | 8284 | 0.2630 | 0.8726 | 0.9892 | 0.9731 | -1.0 | 0.2045 | 0.8755 | 0.4726 | 0.9097 | 0.9102 | -1.0 | 0.2889 | 0.9126 | 0.8851 | 0.9226 | 0.8601 | 0.8979 |
| 0.2842 | 39.0 | 8502 | 0.2710 | 0.8756 | 0.9896 | 0.9781 | -1.0 | 0.181 | 0.8789 | 0.4774 | 0.909 | 0.9104 | -1.0 | 0.27 | 0.9142 | 0.9034 | 0.9348 | 0.8477 | 0.886 |
| 0.2842 | 40.0 | 8720 | 0.2323 | 0.8878 | 0.99 | 0.9796 | -1.0 | 0.1808 | 0.894 | 0.4789 | 0.9215 | 0.9216 | -1.0 | 0.1969 | 0.9271 | 0.9159 | 0.9463 | 0.8596 | 0.8969 |
| 0.2842 | 41.0 | 8938 | 0.2694 | 0.8722 | 0.9898 | 0.9703 | -1.0 | 0.1406 | 0.8773 | 0.4743 | 0.9083 | 0.9088 | -1.0 | 0.2094 | 0.914 | 0.8898 | 0.9239 | 0.8545 | 0.8936 |
| 0.2659 | 42.0 | 9156 | 0.2314 | 0.8961 | 0.9895 | 0.9835 | -1.0 | 0.3379 | 0.8995 | 0.4823 | 0.9253 | 0.9254 | -1.0 | 0.3596 | 0.9304 | 0.9148 | 0.9443 | 0.8774 | 0.9065 |
| 0.2659 | 43.0 | 9374 | 0.2244 | 0.9018 | 0.99 | 0.9838 | -1.0 | 0.154 | 0.9054 | 0.4835 | 0.9317 | 0.9319 | -1.0 | 0.1962 | 0.9366 | 0.9203 | 0.9496 | 0.8834 | 0.9142 |
| 0.2611 | 44.0 | 9592 | 0.2332 | 0.8962 | 0.9887 | 0.9782 | -1.0 | 0.1654 | 0.9009 | 0.4849 | 0.9262 | 0.9268 | -1.0 | 0.2 | 0.9308 | 0.9201 | 0.9487 | 0.8723 | 0.9049 |
| 0.2611 | 45.0 | 9810 | 0.2454 | 0.8914 | 0.9896 | 0.9787 | 0.0 | 0.2162 | 0.896 | 0.4799 | 0.9236 | 0.9242 | 0.0 | 0.3333 | 0.9292 | 0.917 | 0.9474 | 0.8658 | 0.9009 |
| 0.2503 | 46.0 | 10028 | 0.2507 | 0.88 | 0.9875 | 0.9602 | 0.0 | 0.1455 | 0.8844 | 0.4816 | 0.9143 | 0.9159 | 0.0 | 0.2154 | 0.9207 | 0.9076 | 0.9387 | 0.8524 | 0.8931 |
| 0.2503 | 47.0 | 10246 | 0.2254 | 0.8996 | 0.9896 | 0.9778 | 0.0 | 0.2108 | 0.9031 | 0.4837 | 0.9318 | 0.9327 | 0.0 | 0.2833 | 0.9364 | 0.9217 | 0.9516 | 0.8776 | 0.9138 |
| 0.2503 | 48.0 | 10464 | 0.2281 | 0.8961 | 0.99 | 0.9788 | -1.0 | 0.2211 | 0.8996 | 0.4823 | 0.9277 | 0.9278 | -1.0 | 0.2455 | 0.9312 | 0.9167 | 0.9477 | 0.8754 | 0.9078 |
| 0.2489 | 49.0 | 10682 | 0.2273 | 0.9029 | 0.9854 | 0.973 | 0.0 | 0.2073 | 0.9093 | 0.4856 | 0.9331 | 0.9337 | 0.0 | 0.3 | 0.9405 | 0.9252 | 0.9517 | 0.8807 | 0.9156 |
| 0.2489 | 50.0 | 10900 | 0.2415 | 0.8945 | 0.985 | 0.9687 | -1.0 | 0.1871 | 0.9001 | 0.4794 | 0.9253 | 0.9262 | -1.0 | 0.2125 | 0.9321 | 0.9197 | 0.9497 | 0.8692 | 0.9027 |
| 0.2444 | 51.0 | 11118 | 0.2012 | 0.9076 | 0.99 | 0.9846 | -1.0 | 0.2531 | 0.9115 | 0.4906 | 0.9371 | 0.9381 | -1.0 | 0.2889 | 0.9406 | 0.9239 | 0.9536 | 0.8913 | 0.9226 |
| 0.2444 | 52.0 | 11336 | 0.2297 | 0.9029 | 0.9898 | 0.9754 | -1.0 | 0.3548 | 0.9073 | 0.4844 | 0.9307 | 0.9327 | -1.0 | 0.459 | 0.937 | 0.9275 | 0.9556 | 0.8783 | 0.9097 |
| 0.2249 | 53.0 | 11554 | 0.2274 | 0.9031 | 0.9868 | 0.9723 | -1.0 | 0.1333 | 0.9106 | 0.4872 | 0.9322 | 0.9326 | -1.0 | 0.16 | 0.9405 | 0.9206 | 0.9483 | 0.8855 | 0.917 |
| 0.2249 | 54.0 | 11772 | 0.2077 | 0.9065 | 0.99 | 0.9789 | -1.0 | 0.2057 | 0.91 | 0.4871 | 0.937 | 0.9373 | -1.0 | 0.2231 | 0.9416 | 0.9294 | 0.9556 | 0.8836 | 0.919 |
| 0.2249 | 55.0 | 11990 | 0.1968 | 0.9186 | 0.9901 | 0.9863 | -1.0 | 0.2848 | 0.9231 | 0.4918 | 0.9468 | 0.9472 | -1.0 | 0.3167 | 0.9495 | 0.9398 | 0.9625 | 0.8974 | 0.932 |
| 0.2355 | 56.0 | 12208 | 0.1917 | 0.9203 | 0.9896 | 0.9814 | 0.0 | 0.1946 | 0.9253 | 0.495 | 0.9447 | 0.9459 | 0.0 | 0.26 | 0.9509 | 0.9471 | 0.967 | 0.8935 | 0.9248 |
| 0.2355 | 57.0 | 12426 | 0.2067 | 0.9176 | 0.9897 | 0.9805 | -1.0 | 0.1789 | 0.9219 | 0.493 | 0.9423 | 0.9442 | -1.0 | 0.1885 | 0.9492 | 0.938 | 0.9593 | 0.8971 | 0.9291 |
| 0.2144 | 58.0 | 12644 | 0.1956 | 0.9229 | 0.9899 | 0.9835 | -1.0 | 0.1698 | 0.9269 | 0.4926 | 0.9476 | 0.9482 | -1.0 | 0.1962 | 0.953 | 0.9447 | 0.9661 | 0.901 | 0.9302 |
| 0.2144 | 59.0 | 12862 | 0.1815 | 0.9266 | 0.99 | 0.9807 | 0.0 | 0.3156 | 0.9312 | 0.4959 | 0.9493 | 0.9498 | 0.0 | 0.345 | 0.9531 | 0.9445 | 0.964 | 0.9087 | 0.9357 |
| 0.2072 | 60.0 | 13080 | 0.1736 | 0.9318 | 0.99 | 0.9836 | -1.0 | 0.2841 | 0.936 | 0.498 | 0.9555 | 0.9557 | -1.0 | 0.335 | 0.9579 | 0.9531 | 0.9722 | 0.9105 | 0.9391 |
| 0.2072 | 61.0 | 13298 | 0.1780 | 0.9253 | 0.99 | 0.9825 | -1.0 | 0.3056 | 0.93 | 0.4966 | 0.9506 | 0.9512 | -1.0 | 0.3267 | 0.9544 | 0.9447 | 0.9654 | 0.9059 | 0.9369 |
| 0.2116 | 62.0 | 13516 | 0.1838 | 0.9281 | 0.99 | 0.9828 | 0.0 | 0.288 | 0.9317 | 0.4964 | 0.9529 | 0.9536 | 0.0 | 0.3125 | 0.9576 | 0.9473 | 0.9678 | 0.9088 | 0.9394 |
| 0.2116 | 63.0 | 13734 | 0.1775 | 0.9305 | 0.99 | 0.9886 | -1.0 | 0.2744 | 0.934 | 0.496 | 0.9562 | 0.9563 | -1.0 | 0.285 | 0.9592 | 0.9455 | 0.9672 | 0.9155 | 0.9454 |
| 0.2116 | 64.0 | 13952 | 0.1781 | 0.9316 | 0.9901 | 0.9842 | 0.0 | 0.2486 | 0.9361 | 0.4985 | 0.9548 | 0.9549 | 0.0 | 0.2708 | 0.9596 | 0.9552 | 0.973 | 0.908 | 0.9369 |
| 0.2015 | 65.0 | 14170 | 0.1879 | 0.9241 | 0.9901 | 0.9842 | -1.0 | 0.2391 | 0.928 | 0.4965 | 0.95 | 0.9502 | -1.0 | 0.25 | 0.9537 | 0.9397 | 0.9641 | 0.9086 | 0.9362 |
| 0.2015 | 66.0 | 14388 | 0.1790 | 0.9306 | 0.99 | 0.9876 | 0.0 | 0.3498 | 0.934 | 0.4974 | 0.9559 | 0.9562 | 0.0 | 0.3528 | 0.9605 | 0.9501 | 0.9714 | 0.9111 | 0.9411 |
| 0.1942 | 67.0 | 14606 | 0.1770 | 0.9278 | 0.99 | 0.9782 | 0.0 | 0.2129 | 0.9335 | 0.4959 | 0.9508 | 0.9509 | 0.0 | 0.25 | 0.956 | 0.9547 | 0.9707 | 0.9009 | 0.931 |
| 0.1942 | 68.0 | 14824 | 0.1836 | 0.9228 | 0.989 | 0.9777 | 0.0 | 0.1945 | 0.9293 | 0.4947 | 0.9511 | 0.9515 | 0.0 | 0.2333 | 0.957 | 0.9408 | 0.9656 | 0.9048 | 0.9374 |
| 0.1871 | 69.0 | 15042 | 0.1525 | 0.9388 | 0.9901 | 0.9828 | -1.0 | 0.2472 | 0.9426 | 0.499 | 0.9621 | 0.9629 | -1.0 | 0.275 | 0.9669 | 0.9598 | 0.9775 | 0.9179 | 0.9483 |
| 0.1871 | 70.0 | 15260 | 0.1671 | 0.9328 | 0.99 | 0.9812 | -1.0 | 0.2318 | 0.9383 | 0.4998 | 0.956 | 0.9567 | -1.0 | 0.2357 | 0.9613 | 0.9482 | 0.9698 | 0.9174 | 0.9436 |
| 0.1871 | 71.0 | 15478 | 0.1585 | 0.9393 | 0.9901 | 0.9829 | -1.0 | 0.2604 | 0.9438 | 0.5001 | 0.9621 | 0.9623 | -1.0 | 0.4036 | 0.9666 | 0.9536 | 0.9741 | 0.9251 | 0.9506 |
| 0.1744 | 72.0 | 15696 | 0.1586 | 0.9432 | 0.9901 | 0.9843 | -1.0 | 0.2409 | 0.9456 | 0.4997 | 0.9636 | 0.9637 | -1.0 | 0.2654 | 0.9676 | 0.9619 | 0.977 | 0.9245 | 0.9504 |
| 0.1744 | 73.0 | 15914 | 0.1473 | 0.9421 | 0.99 | 0.9808 | 0.0 | 0.2676 | 0.9476 | 0.5032 | 0.9643 | 0.9645 | 0.0 | 0.31 | 0.9687 | 0.955 | 0.9743 | 0.9292 | 0.9546 |
| 0.1776 | 74.0 | 16132 | 0.1395 | 0.9498 | 0.995 | 0.9839 | -1.0 | 0.5613 | 0.9522 | 0.5045 | 0.9686 | 0.9689 | -1.0 | 0.6273 | 0.9711 | 0.9631 | 0.9784 | 0.9364 | 0.9594 |
| 0.1776 | 75.0 | 16350 | 0.1650 | 0.9379 | 0.992 | 0.9842 | -1.0 | 0.2138 | 0.9404 | 0.5006 | 0.9591 | 0.9598 | -1.0 | 0.2778 | 0.9631 | 0.9556 | 0.9732 | 0.9203 | 0.9464 |
| 0.1708 | 76.0 | 16568 | 0.1472 | 0.9476 | 0.99 | 0.9841 | -1.0 | 0.2132 | 0.9548 | 0.5031 | 0.9647 | 0.9648 | -1.0 | 0.2294 | 0.9706 | 0.9563 | 0.9735 | 0.939 | 0.9561 |
| 0.1708 | 77.0 | 16786 | 0.1361 | 0.9554 | 0.99 | 0.9845 | -1.0 | 0.2166 | 0.962 | 0.505 | 0.9708 | 0.9709 | -1.0 | 0.25 | 0.9763 | 0.9688 | 0.982 | 0.9419 | 0.9598 |
| 0.1673 | 78.0 | 17004 | 0.1380 | 0.9537 | 0.9901 | 0.99 | 0.0 | 0.3042 | 0.957 | 0.5056 | 0.9709 | 0.971 | 0.0 | 0.3278 | 0.9739 | 0.9637 | 0.9793 | 0.9438 | 0.9627 |
| 0.1673 | 79.0 | 17222 | 0.1545 | 0.9402 | 0.995 | 0.9785 | -1.0 | 0.5031 | 0.9435 | 0.5012 | 0.9617 | 0.9622 | -1.0 | 0.5437 | 0.9662 | 0.9565 | 0.9734 | 0.9238 | 0.9511 |
| 0.1673 | 80.0 | 17440 | 0.1391 | 0.9503 | 0.99 | 0.9842 | -1.0 | 0.1648 | 0.9557 | 0.5037 | 0.9656 | 0.9659 | -1.0 | 0.2321 | 0.9707 | 0.9613 | 0.9759 | 0.9393 | 0.9559 |
| 0.1609 | 81.0 | 17658 | 0.1319 | 0.956 | 0.9901 | 0.9871 | -1.0 | 0.295 | 0.9618 | 0.5051 | 0.9728 | 0.973 | -1.0 | 0.3333 | 0.9764 | 0.9643 | 0.9787 | 0.9476 | 0.9672 |
| 0.1609 | 82.0 | 17876 | 0.1327 | 0.9513 | 0.9901 | 0.9837 | -1.0 | 0.2333 | 0.9586 | 0.5057 | 0.9698 | 0.9701 | -1.0 | 0.2464 | 0.9747 | 0.9629 | 0.9786 | 0.9398 | 0.9616 |
| 0.1569 | 83.0 | 18094 | 0.1299 | 0.9555 | 0.9901 | 0.9895 | -1.0 | 0.2888 | 0.9609 | 0.5054 | 0.972 | 0.9723 | -1.0 | 0.3167 | 0.9754 | 0.9631 | 0.9794 | 0.9479 | 0.9653 |
| 0.1569 | 84.0 | 18312 | 0.1274 | 0.9591 | 0.99 | 0.9848 | 0.0 | 0.2495 | 0.9654 | 0.5068 | 0.9725 | 0.9728 | 0.0 | 0.2714 | 0.9776 | 0.9681 | 0.9815 | 0.9501 | 0.9641 |
| 0.1447 | 85.0 | 18530 | 0.1466 | 0.9511 | 0.99 | 0.9828 | -1.0 | 0.2215 | 0.955 | 0.5031 | 0.9666 | 0.967 | -1.0 | 0.25 | 0.9713 | 0.9579 | 0.9743 | 0.9443 | 0.9597 |
| 0.1447 | 86.0 | 18748 | 0.1268 | 0.9528 | 0.9901 | 0.9849 | -1.0 | 0.3375 | 0.9579 | 0.5065 | 0.9706 | 0.9708 | -1.0 | 0.3727 | 0.9728 | 0.9646 | 0.9795 | 0.941 | 0.962 |
| 0.1447 | 87.0 | 18966 | 0.1272 | 0.962 | 0.99 | 0.9847 | 0.0 | 0.461 | 0.9673 | 0.5072 | 0.9752 | 0.9757 | 0.0 | 0.5033 | 0.9803 | 0.9707 | 0.9824 | 0.9532 | 0.9689 |
| 0.1477 | 88.0 | 19184 | 0.1302 | 0.9541 | 0.9901 | 0.9843 | 0.0 | 0.2659 | 0.9608 | 0.5055 | 0.9714 | 0.9716 | 0.0 | 0.2846 | 0.9759 | 0.9623 | 0.9777 | 0.9458 | 0.9655 |
| 0.1477 | 89.0 | 19402 | 0.1261 | 0.956 | 0.9901 | 0.985 | -1.0 | 0.2716 | 0.9614 | 0.5053 | 0.9716 | 0.9717 | -1.0 | 0.2875 | 0.9751 | 0.9655 | 0.979 | 0.9465 | 0.9644 |
| 0.1467 | 90.0 | 19620 | 0.1167 | 0.9578 | 0.9901 | 0.9888 | -1.0 | 0.4922 | 0.9595 | 0.5073 | 0.9755 | 0.976 | -1.0 | 0.6 | 0.9776 | 0.9659 | 0.9809 | 0.9498 | 0.9712 |
| 0.1467 | 91.0 | 19838 | 0.1288 | 0.9544 | 0.9901 | 0.9838 | 0.0 | 0.3752 | 0.9588 | 0.5032 | 0.9712 | 0.9714 | 0.0 | 0.385 | 0.975 | 0.9599 | 0.9766 | 0.9489 | 0.9663 |
| 0.1423 | 92.0 | 20056 | 0.1243 | 0.9574 | 0.9901 | 0.9838 | -1.0 | 0.2814 | 0.9623 | 0.5056 | 0.9742 | 0.9744 | -1.0 | 0.3083 | 0.9776 | 0.9647 | 0.9801 | 0.9501 | 0.9687 |
| 0.1423 | 93.0 | 20274 | 0.1274 | 0.9579 | 0.9901 | 0.9825 | -1.0 | 0.2909 | 0.9617 | 0.5061 | 0.9724 | 0.9738 | -1.0 | 0.3136 | 0.9767 | 0.9694 | 0.9828 | 0.9463 | 0.9648 |
| 0.1423 | 94.0 | 20492 | 0.1264 | 0.9619 | 0.99 | 0.9847 | -1.0 | 0.2738 | 0.967 | 0.5052 | 0.974 | 0.9749 | -1.0 | 0.2875 | 0.9783 | 0.9695 | 0.981 | 0.9543 | 0.9687 |
| 0.1441 | 95.0 | 20710 | 0.1205 | 0.9565 | 0.9901 | 0.9819 | 0.0 | 0.2593 | 0.9622 | 0.5055 | 0.9744 | 0.9745 | 0.0 | 0.2833 | 0.9786 | 0.9643 | 0.9814 | 0.9486 | 0.9676 |
| 0.1441 | 96.0 | 20928 | 0.1185 | 0.9621 | 0.9901 | 0.9865 | 0.0 | 0.3152 | 0.9677 | 0.5074 | 0.9763 | 0.977 | 0.0 | 0.3273 | 0.9803 | 0.9709 | 0.984 | 0.9532 | 0.97 |
| 0.1482 | 97.0 | 21146 | 0.1258 | 0.9531 | 0.9901 | 0.9846 | -1.0 | 0.2896 | 0.9552 | 0.5042 | 0.9708 | 0.9711 | -1.0 | 0.3071 | 0.9747 | 0.9624 | 0.9785 | 0.9438 | 0.9638 |
| 0.1482 | 98.0 | 21364 | 0.1309 | 0.9485 | 0.9898 | 0.9778 | 0.0 | 0.4634 | 0.9549 | 0.5036 | 0.9673 | 0.9681 | 0.0 | 0.475 | 0.9727 | 0.9606 | 0.9786 | 0.9363 | 0.9576 |
| 0.1413 | 99.0 | 21582 | 0.1203 | 0.9612 | 0.9901 | 0.9847 | -1.0 | 0.3531 | 0.9644 | 0.5075 | 0.9755 | 0.9757 | -1.0 | 0.4917 | 0.979 | 0.9703 | 0.9826 | 0.9521 | 0.9688 |
| 0.1413 | 100.0 | 21800 | 0.1228 | 0.9583 | 0.9901 | 0.9849 | -1.0 | 0.3316 | 0.9632 | 0.5063 | 0.9729 | 0.9739 | -1.0 | 0.3538 | 0.9766 | 0.9647 | 0.9794 | 0.9518 | 0.9683 |
### Framework versions
- Transformers 4.42.3
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
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