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queue_detection

Object Detection
Transformers
Safetensors
conditional_detr
Generated from Trainer
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metadata
license: apache-2.0
base_model: microsoft/conditional-detr-resnet-50
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: 0.1338
  • Map: 0.953
  • Map 50: 0.99
  • Map 75: 0.9837
  • Map Small: -1.0
  • Map Medium: 0.2906
  • Map Large: 0.9593
  • Mar 1: 0.5028
  • Mar 10: 0.9718
  • Mar 100: 0.9723
  • Mar Small: -1.0
  • Mar Medium: 0.3308
  • Mar Large: 0.9753
  • Map Cashier: 0.9579
  • Mar 100 Cashier: 0.9778
  • Map Cx: 0.9481
  • Mar 100 Cx: 0.9668

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 1.3222 0.2232 0.3751 0.2428 -1.0 0.0 0.2245 0.2421 0.5567 0.7376 -1.0 0.0 0.7425 0.2738 0.8178 0.1727 0.6574
No log 2.0 436 0.9137 0.5996 0.8561 0.7026 -1.0 0.0459 0.6043 0.356 0.7397 0.7888 -1.0 0.05 0.7954 0.7021 0.833 0.4971 0.7447
2.8394 3.0 654 0.7633 0.6569 0.9114 0.7731 -1.0 0.0345 0.6618 0.3787 0.741 0.7789 -1.0 0.095 0.7833 0.7291 0.8184 0.5847 0.7395
2.8394 4.0 872 0.6643 0.6979 0.9409 0.8311 -1.0 0.0269 0.703 0.3904 0.7711 0.7802 -1.0 0.1231 0.7846 0.7663 0.8213 0.6296 0.7391
0.7548 5.0 1090 0.5994 0.7344 0.9543 0.8734 -1.0 0.0539 0.7388 0.4059 0.8025 0.8117 -1.0 0.0955 0.8161 0.7813 0.8509 0.6875 0.7725
0.7548 6.0 1308 0.5173 0.7707 0.9681 0.8979 0.0 0.0549 0.7763 0.4213 0.8226 0.8283 0.0 0.1154 0.8338 0.8118 0.8596 0.7297 0.797
0.6085 7.0 1526 0.5579 0.7471 0.9731 0.8741 -1.0 0.0605 0.7516 0.4125 0.8035 0.8124 -1.0 0.2 0.816 0.7947 0.8523 0.6995 0.7726
0.6085 8.0 1744 0.5245 0.7509 0.9751 0.9061 -1.0 0.0791 0.7561 0.4131 0.7994 0.8042 -1.0 0.1393 0.809 0.7765 0.8215 0.7254 0.7868
0.6085 9.0 1962 0.5536 0.7425 0.9686 0.9093 -1.0 0.0565 0.7474 0.4162 0.7968 0.8004 -1.0 0.1654 0.8044 0.7753 0.8306 0.7096 0.7702
0.5339 10.0 2180 0.4923 0.7603 0.9828 0.9262 0.0 0.0702 0.7644 0.4133 0.8054 0.8101 0.0 0.1278 0.814 0.7844 0.8319 0.7362 0.7884
0.5339 11.0 2398 0.4439 0.7974 0.9761 0.9421 0.0 0.0603 0.8059 0.4355 0.8456 0.8487 0.0 0.175 0.8567 0.8291 0.8795 0.7657 0.8179
0.4885 12.0 2616 0.4764 0.7736 0.9808 0.928 0.0 0.1004 0.778 0.4271 0.8172 0.8186 0.0 0.1708 0.8229 0.7978 0.8406 0.7494 0.7967
0.4885 13.0 2834 0.4206 0.7913 0.9858 0.9387 -1.0 0.1192 0.7947 0.434 0.8388 0.8404 -1.0 0.19 0.8436 0.8167 0.863 0.766 0.8178
0.4576 14.0 3052 0.4035 0.8124 0.9831 0.9425 -1.0 0.1166 0.8182 0.442 0.8579 0.8606 -1.0 0.1844 0.8656 0.8501 0.8928 0.7746 0.8283
0.4576 15.0 3270 0.4372 0.7949 0.9768 0.9347 0.0 0.063 0.8029 0.4393 0.8415 0.8446 0.0 0.1556 0.8517 0.8189 0.8718 0.7709 0.8174
0.4576 16.0 3488 0.3761 0.8206 0.9874 0.95 -1.0 0.3495 0.8234 0.4501 0.863 0.8662 -1.0 0.5214 0.869 0.8395 0.8855 0.8017 0.8469
0.4348 17.0 3706 0.3401 0.842 0.9884 0.9601 -1.0 0.1317 0.8464 0.4556 0.8822 0.8835 -1.0 0.2154 0.8874 0.8648 0.9088 0.8191 0.8582
0.4348 18.0 3924 0.3658 0.8191 0.9876 0.9518 -1.0 0.1158 0.8214 0.4501 0.8657 0.8665 -1.0 0.2278 0.8691 0.8467 0.8987 0.7916 0.8342
0.3957 19.0 4142 0.3534 0.828 0.9855 0.9583 -1.0 0.2679 0.8333 0.4545 0.8676 0.8684 -1.0 0.3 0.8737 0.86 0.9004 0.796 0.8364
0.3957 20.0 4360 0.3768 0.8087 0.9885 0.9589 -1.0 0.1463 0.8123 0.4492 0.8562 0.8572 -1.0 0.1833 0.8612 0.8292 0.8761 0.7881 0.8383
0.4105 21.0 4578 0.3539 0.8169 0.9869 0.9616 -1.0 0.0973 0.8206 0.4481 0.8591 0.8601 -1.0 0.1864 0.8636 0.8485 0.8944 0.7853 0.8257
0.4105 22.0 4796 0.3858 0.8221 0.9818 0.9509 0.0 0.1213 0.8302 0.4517 0.857 0.8588 0.0 0.2059 0.8663 0.8501 0.8858 0.7942 0.8318
0.3693 23.0 5014 0.3562 0.8258 0.9841 0.9571 -1.0 0.1165 0.8311 0.4536 0.8668 0.8685 -1.0 0.1679 0.8734 0.8502 0.8924 0.8015 0.8445
0.3693 24.0 5232 0.3512 0.8306 0.9879 0.9647 -1.0 0.1015 0.8343 0.4547 0.8698 0.8712 -1.0 0.1682 0.875 0.8766 0.9128 0.7846 0.8295
0.3693 25.0 5450 0.3211 0.8487 0.989 0.9592 -1.0 0.1232 0.8531 0.4612 0.8821 0.883 -1.0 0.2107 0.8873 0.8753 0.9093 0.8222 0.8567
0.3558 26.0 5668 0.3124 0.8542 0.9878 0.9718 0.0 0.2193 0.8587 0.4643 0.8922 0.8928 0.0 0.335 0.8958 0.8708 0.9061 0.8376 0.8795
0.3558 27.0 5886 0.3104 0.8521 0.9875 0.962 -1.0 0.1322 0.8576 0.4635 0.8879 0.8887 -1.0 0.16 0.8943 0.8733 0.9101 0.8308 0.8674
0.3385 28.0 6104 0.3139 0.8561 0.9878 0.9668 -1.0 0.1602 0.8592 0.4625 0.8935 0.8953 -1.0 0.2625 0.8984 0.881 0.9182 0.8312 0.8723
0.3385 29.0 6322 0.2996 0.8552 0.9897 0.9668 -1.0 0.1056 0.8586 0.465 0.892 0.8927 -1.0 0.15 0.8967 0.8743 0.9101 0.836 0.8752
0.3399 30.0 6540 0.2752 0.8683 0.9896 0.9736 -1.0 0.2009 0.8728 0.4686 0.9039 0.9049 -1.0 0.2654 0.9082 0.897 0.933 0.8396 0.8768
0.3399 31.0 6758 0.2941 0.8678 0.9889 0.9673 0.0 0.0985 0.873 0.4697 0.9019 0.9024 0.0 0.1538 0.9087 0.8924 0.9269 0.8431 0.878
0.3399 32.0 6976 0.2779 0.8662 0.9895 0.9685 -1.0 0.1967 0.8707 0.4717 0.9031 0.9038 -1.0 0.2429 0.9084 0.8858 0.9237 0.8465 0.884
0.3179 33.0 7194 0.2781 0.8705 0.9889 0.9705 -1.0 0.1986 0.8745 0.4703 0.9078 0.9084 -1.0 0.2364 0.9117 0.9023 0.9371 0.8387 0.8798
0.3179 34.0 7412 0.2776 0.8654 0.9896 0.9743 -1.0 0.1549 0.8707 0.4704 0.8996 0.9003 -1.0 0.1893 0.9051 0.8896 0.9237 0.8411 0.8769
0.3092 35.0 7630 0.2791 0.8744 0.9849 0.9689 -1.0 0.1117 0.8806 0.4745 0.9038 0.9055 -1.0 0.1778 0.9118 0.9079 0.9366 0.8409 0.8744
0.3092 36.0 7848 0.2734 0.8738 0.9893 0.9731 -1.0 0.1253 0.877 0.4721 0.9105 0.9109 -1.0 0.1864 0.915 0.9031 0.9389 0.8445 0.883
0.2975 37.0 8066 0.2620 0.8742 0.9898 0.9726 0.0 0.1405 0.8815 0.4751 0.9093 0.91 0.0 0.2067 0.9165 0.9101 0.9412 0.8383 0.8787
0.2975 38.0 8284 0.2394 0.8939 0.9897 0.9805 -1.0 0.1562 0.8973 0.4813 0.9247 0.9257 -1.0 0.2389 0.9286 0.9151 0.9444 0.8727 0.9069
0.272 39.0 8502 0.2769 0.8717 0.9895 0.9746 -1.0 0.1595 0.8757 0.4752 0.9073 0.9082 -1.0 0.2233 0.9127 0.9047 0.938 0.8387 0.8783
0.272 40.0 8720 0.2599 0.8838 0.9896 0.9776 -1.0 0.2362 0.8888 0.4777 0.9176 0.9185 -1.0 0.2812 0.9224 0.9114 0.9424 0.8563 0.8947
0.272 41.0 8938 0.2640 0.8689 0.9897 0.9646 -1.0 0.1327 0.8744 0.4736 0.9056 0.9069 -1.0 0.2344 0.9114 0.9053 0.9387 0.8326 0.875
0.2833 42.0 9156 0.2505 0.8826 0.9892 0.9793 -1.0 0.3463 0.8866 0.476 0.9158 0.9161 -1.0 0.3692 0.9205 0.9119 0.9423 0.8533 0.8899
0.2833 43.0 9374 0.2635 0.8773 0.9899 0.9821 -1.0 0.223 0.8813 0.4725 0.9141 0.9143 -1.0 0.2423 0.9182 0.8973 0.9315 0.8573 0.8972
0.2794 44.0 9592 0.2520 0.8818 0.9896 0.9778 -1.0 0.1684 0.8858 0.4759 0.9146 0.915 -1.0 0.1909 0.9191 0.8916 0.9277 0.872 0.9024
0.2794 45.0 9810 0.2459 0.8946 0.9896 0.9701 0.0 0.2655 0.8998 0.4815 0.9261 0.9272 0.0 0.3042 0.9323 0.9109 0.9423 0.8783 0.912
0.2582 46.0 10028 0.2549 0.8825 0.9891 0.9696 0.0 0.1167 0.8877 0.4809 0.9161 0.917 0.0 0.2115 0.9219 0.908 0.9428 0.8569 0.8912
0.2582 47.0 10246 0.2286 0.8959 0.9894 0.9773 0.0 0.1485 0.9007 0.4825 0.9267 0.9273 0.0 0.2292 0.9317 0.9183 0.9504 0.8734 0.9043
0.2582 48.0 10464 0.2219 0.8995 0.9898 0.9825 -1.0 0.202 0.9046 0.4852 0.9325 0.9335 -1.0 0.2409 0.937 0.9161 0.9484 0.8829 0.9186
0.2576 49.0 10682 0.2540 0.887 0.9898 0.9782 0.0 0.3753 0.8914 0.4802 0.9218 0.9221 0.0 0.4233 0.928 0.9021 0.9372 0.8719 0.9069
0.2576 50.0 10900 0.2434 0.8973 0.9893 0.9773 -1.0 0.1759 0.9029 0.4795 0.9274 0.9289 -1.0 0.3688 0.9339 0.9218 0.9481 0.8728 0.9097
0.2518 51.0 11118 0.2083 0.9099 0.9899 0.9832 -1.0 0.215 0.9131 0.4894 0.9402 0.9404 -1.0 0.2611 0.9432 0.9307 0.959 0.889 0.9218
0.2518 52.0 11336 0.2362 0.8965 0.9899 0.9742 -1.0 0.2292 0.902 0.4834 0.9291 0.9296 -1.0 0.2795 0.9352 0.9182 0.9499 0.8748 0.9094
0.2335 53.0 11554 0.2394 0.8943 0.9897 0.975 -1.0 0.1762 0.9004 0.4831 0.9253 0.9271 -1.0 0.245 0.9328 0.9139 0.946 0.8747 0.9082
0.2335 54.0 11772 0.2122 0.9067 0.99 0.9788 -1.0 0.1806 0.9118 0.4875 0.9361 0.9369 -1.0 0.25 0.9408 0.9247 0.9512 0.8888 0.9225
0.2335 55.0 11990 0.2102 0.9127 0.99 0.9834 -1.0 0.3312 0.9161 0.488 0.9428 0.9429 -1.0 0.3556 0.9447 0.9273 0.9552 0.8981 0.9305
0.2337 56.0 12208 0.2021 0.9172 0.9898 0.9792 0.0 0.1966 0.9226 0.4939 0.9432 0.9438 0.0 0.22 0.9488 0.9399 0.9634 0.8944 0.9242
0.2337 57.0 12426 0.2242 0.906 0.9874 0.9812 -1.0 0.1802 0.9109 0.4889 0.9364 0.9369 -1.0 0.2 0.9416 0.9256 0.9552 0.8864 0.9185
0.2206 58.0 12644 0.2087 0.9095 0.9899 0.9804 -1.0 0.1752 0.9139 0.4889 0.9408 0.9412 -1.0 0.2231 0.9456 0.9318 0.9601 0.8872 0.9223
0.2206 59.0 12862 0.1855 0.9265 0.99 0.9844 0.0 0.3123 0.9314 0.495 0.9517 0.9523 0.0 0.34 0.9557 0.9451 0.9665 0.9079 0.9382
0.2115 60.0 13080 0.1884 0.9239 0.99 0.9846 -1.0 0.2547 0.9266 0.4937 0.9497 0.9498 -1.0 0.275 0.9527 0.947 0.9689 0.9007 0.9307
0.2115 61.0 13298 0.1886 0.9205 0.99 0.9785 -1.0 0.2443 0.9251 0.4943 0.9464 0.9467 -1.0 0.2833 0.9506 0.9429 0.9672 0.8981 0.9263
0.2117 62.0 13516 0.1859 0.9249 0.99 0.9845 0.0 0.24 0.9288 0.4921 0.9503 0.9506 0.0 0.2458 0.9556 0.9418 0.9661 0.908 0.9352
0.2117 63.0 13734 0.1865 0.921 0.9901 0.9843 -1.0 0.2654 0.9259 0.4938 0.9495 0.9499 -1.0 0.28 0.9528 0.937 0.9654 0.9049 0.9344
0.2117 64.0 13952 0.1845 0.9269 0.9899 0.9841 0.0 0.2197 0.9319 0.496 0.9528 0.9534 0.0 0.2292 0.9586 0.9443 0.9682 0.9095 0.9385
0.2046 65.0 14170 0.1685 0.9329 0.9901 0.9891 -1.0 0.2906 0.9365 0.4977 0.9581 0.9586 -1.0 0.3273 0.9612 0.9448 0.9684 0.9211 0.9489
0.2046 66.0 14388 0.1730 0.9347 0.9899 0.9839 0.0 0.3175 0.9395 0.4985 0.9589 0.9592 0.0 0.3944 0.9633 0.9491 0.9722 0.9203 0.9462
0.1976 67.0 14606 0.1815 0.9277 0.9898 0.9799 0.0 0.2651 0.9338 0.4951 0.9529 0.9535 0.0 0.2846 0.9582 0.9459 0.9706 0.9094 0.9365
0.1976 68.0 14824 0.1803 0.9273 0.9899 0.984 0.0 0.2124 0.9326 0.4947 0.9525 0.9536 0.0 0.3133 0.9577 0.9413 0.9658 0.9133 0.9414
0.192 69.0 15042 0.1601 0.9422 0.99 0.9891 -1.0 0.2813 0.9477 0.4994 0.9648 0.965 -1.0 0.3071 0.9685 0.955 0.975 0.9295 0.9549
0.192 70.0 15260 0.1598 0.9376 0.9899 0.9846 -1.0 0.2597 0.9413 0.4985 0.9595 0.9603 -1.0 0.325 0.9635 0.9458 0.9689 0.9294 0.9517
0.192 71.0 15478 0.1535 0.9456 0.99 0.9844 -1.0 0.2089 0.9525 0.502 0.9662 0.9666 -1.0 0.2857 0.9712 0.9559 0.9758 0.9352 0.9575
0.1765 72.0 15696 0.1554 0.9462 0.99 0.9844 -1.0 0.2743 0.9477 0.5001 0.9662 0.9665 -1.0 0.3038 0.9699 0.9603 0.9776 0.9321 0.9553
0.1765 73.0 15914 0.1483 0.9427 0.9901 0.979 0.0 0.2381 0.9485 0.5013 0.9635 0.964 0.0 0.2833 0.9688 0.956 0.9739 0.9294 0.9541
0.1842 74.0 16132 0.1422 0.9472 0.995 0.9843 -1.0 0.5574 0.9488 0.5018 0.967 0.967 -1.0 0.6636 0.969 0.9626 0.9775 0.9318 0.9566
0.1842 75.0 16350 0.1664 0.9386 0.9901 0.9842 -1.0 0.2193 0.9416 0.5005 0.9607 0.9616 -1.0 0.3611 0.9644 0.9532 0.9726 0.924 0.9506
0.1734 76.0 16568 0.1566 0.9443 0.9898 0.9845 -1.0 0.1834 0.9508 0.5021 0.9631 0.9639 -1.0 0.2618 0.969 0.953 0.9715 0.9356 0.9562
0.1734 77.0 16786 0.1365 0.9528 0.9899 0.9846 -1.0 0.2278 0.96 0.5047 0.971 0.9721 -1.0 0.3147 0.9762 0.9637 0.9814 0.942 0.9629
0.1731 78.0 17004 0.1582 0.95 0.9898 0.9895 0.0 0.3414 0.9519 0.5044 0.969 0.9694 0.0 0.3667 0.9719 0.9601 0.9774 0.9399 0.9614
0.1731 79.0 17222 0.1559 0.9408 0.9949 0.9849 -1.0 0.5289 0.9433 0.5014 0.9615 0.9618 -1.0 0.6 0.9652 0.9519 0.9724 0.9296 0.9512
0.1731 80.0 17440 0.1496 0.9505 0.9898 0.9821 -1.0 0.1917 0.9566 0.5041 0.9671 0.9683 -1.0 0.2643 0.9726 0.9593 0.9777 0.9416 0.959
0.1628 81.0 17658 0.1373 0.9579 0.99 0.9871 -1.0 0.2929 0.9598 0.5059 0.9731 0.9735 -1.0 0.3958 0.9766 0.965 0.9791 0.9507 0.9678
0.1628 82.0 17876 0.1420 0.9512 0.99 0.9845 -1.0 0.2549 0.9577 0.5049 0.9704 0.9711 -1.0 0.3107 0.9746 0.9603 0.9793 0.9421 0.9629
0.1586 83.0 18094 0.1373 0.9557 0.99 0.9848 -1.0 0.2539 0.959 0.5053 0.9727 0.9729 -1.0 0.2875 0.9764 0.9629 0.9795 0.9485 0.9664
0.1586 84.0 18312 0.1291 0.957 0.9897 0.9842 0.0 0.2644 0.9632 0.5051 0.9743 0.9744 0.0 0.3036 0.9787 0.9643 0.9806 0.9498 0.9682
0.1482 85.0 18530 0.1488 0.9487 0.99 0.9843 -1.0 0.2384 0.9529 0.5025 0.9662 0.967 -1.0 0.2846 0.9707 0.9572 0.9747 0.9402 0.9592
0.1482 86.0 18748 0.1219 0.9524 0.99 0.9847 -1.0 0.3259 0.9574 0.505 0.9721 0.9729 -1.0 0.3682 0.9751 0.9616 0.9807 0.9433 0.9651
0.1482 87.0 18966 0.1250 0.9581 0.9899 0.9895 0.0 0.4347 0.9631 0.5056 0.9736 0.9744 0.0 0.4883 0.9789 0.9646 0.9802 0.9516 0.9685
0.1582 88.0 19184 0.1324 0.9539 0.99 0.9898 0.0 0.2573 0.9593 0.5061 0.9717 0.9722 0.0 0.2962 0.9764 0.9605 0.9789 0.9472 0.9656
0.1582 89.0 19402 0.1286 0.9532 0.99 0.9846 -1.0 0.2523 0.958 0.504 0.9715 0.972 -1.0 0.3333 0.9748 0.9603 0.9785 0.9462 0.9656
0.1484 90.0 19620 0.1252 0.9574 0.9901 0.989 -1.0 0.5121 0.9588 0.5073 0.9764 0.9765 -1.0 0.5312 0.9784 0.9623 0.9809 0.9526 0.9721
0.1484 91.0 19838 0.1378 0.9503 0.9901 0.9836 0.0 0.4968 0.952 0.5028 0.9705 0.9708 0.0 0.52 0.9737 0.9584 0.9778 0.9422 0.9639
0.1462 92.0 20056 0.1259 0.9563 0.99 0.9836 -1.0 0.3464 0.9599 0.5064 0.9746 0.975 -1.0 0.3833 0.9771 0.9609 0.9794 0.9518 0.9706
0.1462 93.0 20274 0.1306 0.9574 0.99 0.9844 -1.0 0.2994 0.9596 0.5055 0.9737 0.9738 -1.0 0.35 0.9762 0.9651 0.9815 0.9498 0.966
0.1462 94.0 20492 0.1343 0.9588 0.99 0.9844 -1.0 0.314 0.9626 0.504 0.9747 0.9755 -1.0 0.3583 0.9779 0.962 0.9802 0.9555 0.9707
0.1472 95.0 20710 0.1236 0.9544 0.99 0.9846 0.0 0.2797 0.961 0.5054 0.9741 0.9744 0.0 0.3083 0.9781 0.9622 0.981 0.9466 0.9677
0.1472 96.0 20928 0.1262 0.9622 0.99 0.9892 0.0 0.2968 0.9654 0.5076 0.9764 0.9766 0.0 0.3591 0.9795 0.9688 0.9836 0.9556 0.9695
0.1539 97.0 21146 0.1328 0.9529 0.99 0.9848 -1.0 0.2533 0.9575 0.5038 0.9716 0.9717 -1.0 0.3107 0.9753 0.9618 0.9795 0.9441 0.9639
0.1539 98.0 21364 0.1439 0.9494 0.9894 0.979 0.0 0.4037 0.955 0.5036 0.9678 0.9686 0.0 0.4958 0.972 0.9588 0.9785 0.9399 0.9588
0.1484 99.0 21582 0.1244 0.96 0.9899 0.9841 -1.0 0.285 0.9628 0.5072 0.9762 0.9764 -1.0 0.3333 0.9799 0.9689 0.9826 0.9511 0.9703
0.1484 100.0 21800 0.1338 0.953 0.99 0.9837 -1.0 0.2906 0.9593 0.5028 0.9718 0.9723 -1.0 0.3308 0.9753 0.9579 0.9778 0.9481 0.9668

Framework versions

  • Transformers 4.42.3
  • Pytorch 2.3.1+cu121
  • Datasets 2.20.0
  • Tokenizers 0.19.1