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queue_detection

Object Detection
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conditional_detr
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metadata
base_model: microsoft/conditional-detr-resnet-50
license: apache-2.0
tags:
  - generated_from_trainer
model-index:
  - name: queue_detection
    results: []

queue_detection

This model is a fine-tuned version of 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