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

vehicle_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: 0.2233
  • Map: 0.9186
  • Map 50: 0.9888
  • Map 75: 0.9702
  • Map Small: 0.0168
  • Map Medium: 0.8326
  • Map Large: 0.9267
  • Mar 1: 0.39
  • Mar 10: 0.9118
  • Mar 100: 0.9461
  • Mar Small: 0.0167
  • Mar Medium: 0.883
  • Mar Large: 0.953
  • Map Car: 0.9208
  • Mar 100 Car: 0.9447
  • Map Twowheeler: 0.9227
  • Mar 100 Twowheeler: 0.9476
  • Map Auto: 0.8797
  • Mar 100 Auto: 0.9232
  • Map Bus: 0.93
  • Mar 100 Bus: 0.9552
  • Map Truck: 0.94
  • Mar 100 Truck: 0.9599

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: 4
  • 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 Car Mar 100 Car Map Twowheeler Mar 100 Twowheeler Map Auto Mar 100 Auto Map Bus Mar 100 Bus Map Truck Mar 100 Truck
No log 1.0 229 1.9856 0.0192 0.0426 0.0169 0.0 0.0005 0.0205 0.0089 0.0398 0.106 0.0 0.0074 0.1124 0.0947 0.5102 0.0015 0.02 0.0 0.0 0.0 0.0 0.0 0.0
No log 2.0 458 1.6568 0.0551 0.1059 0.0545 0.0 0.0483 0.056 0.0427 0.1326 0.2109 0.0 0.1499 0.2097 0.1798 0.6435 0.0178 0.1473 0.0686 0.1522 0.0007 0.0325 0.0088 0.0787
3.2288 3.0 687 1.5186 0.1102 0.1976 0.1134 0.0 0.0914 0.1095 0.0734 0.238 0.3274 0.0 0.1826 0.3338 0.2763 0.6943 0.1158 0.4139 0.1317 0.271 0.0226 0.119 0.0046 0.1386
3.2288 4.0 916 1.3361 0.1499 0.2474 0.1617 0.0 0.1175 0.1508 0.0948 0.3171 0.4177 0.0 0.2566 0.4266 0.3726 0.7412 0.1597 0.579 0.1768 0.3913 0.0275 0.1867 0.0129 0.1906
1.4282 5.0 1145 1.2549 0.1958 0.326 0.2123 0.0 0.1189 0.2027 0.1253 0.4038 0.5086 0.0 0.2705 0.5279 0.4481 0.7446 0.2302 0.6364 0.1981 0.4741 0.0537 0.3586 0.0488 0.3292
1.4282 6.0 1374 1.1393 0.2589 0.398 0.2816 0.0 0.2273 0.2586 0.1605 0.5096 0.6228 0.0 0.4519 0.6371 0.5211 0.7628 0.3211 0.7083 0.2883 0.6504 0.0848 0.4807 0.0793 0.5119
1.172 7.0 1603 1.0888 0.3236 0.4901 0.3573 0.0 0.3587 0.3187 0.1885 0.5581 0.6591 0.0 0.5986 0.6641 0.5699 0.7709 0.393 0.7138 0.3439 0.661 0.1689 0.5467 0.1424 0.6031
1.172 8.0 1832 0.9997 0.3794 0.5421 0.4216 0.0 0.3792 0.3785 0.2154 0.6143 0.7034 0.0 0.6357 0.7102 0.6207 0.7971 0.47 0.7611 0.4082 0.6813 0.2144 0.6463 0.1835 0.6314
1.0361 9.0 2061 0.9796 0.424 0.6006 0.4761 0.0114 0.3865 0.43 0.2416 0.6314 0.717 0.0333 0.5976 0.7297 0.6461 0.7925 0.5229 0.7637 0.3866 0.6755 0.2786 0.6679 0.2857 0.6855
1.0361 10.0 2290 0.8782 0.5167 0.6937 0.5831 0.0 0.4704 0.524 0.2729 0.6941 0.7711 0.0 0.6556 0.7819 0.6851 0.8177 0.5872 0.7896 0.4967 0.7474 0.374 0.6988 0.4407 0.8018
0.9095 11.0 2519 0.8567 0.5329 0.7133 0.6079 0.0 0.4845 0.5393 0.2805 0.6993 0.773 0.0 0.6472 0.7856 0.6822 0.8049 0.599 0.7895 0.5309 0.7533 0.3702 0.7294 0.4825 0.7877
0.9095 12.0 2748 0.8288 0.5647 0.7448 0.6448 0.1347 0.489 0.5734 0.2862 0.7164 0.7853 0.1333 0.6483 0.7975 0.6904 0.8157 0.6037 0.7808 0.5581 0.7641 0.4403 0.7539 0.5308 0.8118
0.9095 13.0 2977 0.7847 0.5902 0.7746 0.674 0.0 0.5372 0.5951 0.2964 0.7264 0.7867 0.0 0.6727 0.7978 0.7096 0.8184 0.6454 0.8043 0.5636 0.7631 0.4959 0.7512 0.5364 0.7963
0.8129 14.0 3206 0.7430 0.6291 0.8117 0.7151 0.0 0.5248 0.6378 0.3103 0.7454 0.801 0.0 0.6606 0.8146 0.7295 0.8314 0.6656 0.8225 0.6015 0.7824 0.5479 0.7588 0.6009 0.81
0.8129 15.0 3435 0.7187 0.6398 0.8242 0.737 0.0 0.5326 0.6482 0.3083 0.7487 0.8027 0.0 0.672 0.8135 0.7392 0.8356 0.6817 0.8242 0.6307 0.7929 0.5222 0.7398 0.6251 0.821
0.748 16.0 3664 0.7008 0.6486 0.83 0.735 0.0 0.5434 0.6576 0.3076 0.7524 0.8049 0.0 0.6797 0.8164 0.7529 0.844 0.6859 0.8224 0.6329 0.7932 0.5457 0.7446 0.6255 0.8203
0.748 17.0 3893 0.7042 0.6523 0.8462 0.7542 0.0 0.5646 0.6612 0.3162 0.7525 0.806 0.0 0.679 0.8181 0.7367 0.826 0.6755 0.804 0.6157 0.7821 0.5825 0.788 0.651 0.83
0.6979 18.0 4122 0.6434 0.6987 0.8684 0.7936 0.0 0.5947 0.7073 0.3282 0.7857 0.8348 0.0 0.7175 0.8469 0.7767 0.8561 0.7213 0.8463 0.6801 0.8165 0.643 0.8022 0.6722 0.8529
0.6979 19.0 4351 0.6231 0.7049 0.8806 0.8131 0.0 0.607 0.7131 0.3297 0.7819 0.827 0.0 0.7175 0.8374 0.761 0.8424 0.7167 0.8383 0.7004 0.82 0.6527 0.7882 0.6936 0.8461
0.6589 20.0 4580 0.6284 0.7074 0.8836 0.8081 0.0 0.6173 0.7146 0.3324 0.785 0.8311 0.0 0.7258 0.8409 0.7747 0.8543 0.7168 0.8345 0.6881 0.8136 0.6575 0.8058 0.6997 0.8474
0.6589 21.0 4809 0.5998 0.7205 0.8955 0.8187 0.0 0.6133 0.7302 0.3325 0.7944 0.8427 0.0 0.7266 0.8543 0.7821 0.8565 0.7414 0.8484 0.6888 0.8175 0.6778 0.83 0.7125 0.861
0.6182 22.0 5038 0.6040 0.7196 0.888 0.8178 0.0 0.6161 0.7304 0.3288 0.7937 0.8427 0.0 0.7385 0.8538 0.7863 0.8609 0.745 0.8573 0.6975 0.8247 0.6467 0.8147 0.7227 0.8561
0.6182 23.0 5267 0.5959 0.7329 0.8994 0.8317 0.0 0.6189 0.7412 0.338 0.8018 0.8459 0.0 0.7299 0.8566 0.7921 0.864 0.7467 0.8585 0.7291 0.8403 0.6852 0.8164 0.7114 0.8506
0.6182 24.0 5496 0.5712 0.7374 0.9106 0.8392 0.0038 0.649 0.744 0.3395 0.802 0.8487 0.0583 0.7426 0.8587 0.7918 0.8633 0.7476 0.8527 0.7115 0.8233 0.6865 0.8282 0.7499 0.8761
0.6034 25.0 5725 0.5547 0.7488 0.9191 0.8456 0.0 0.6335 0.7602 0.3434 0.8077 0.8548 0.0 0.7327 0.8675 0.804 0.8697 0.7675 0.8616 0.7157 0.8413 0.722 0.847 0.7349 0.8542
0.6034 26.0 5954 0.5622 0.7466 0.9177 0.8593 0.0 0.62 0.7598 0.3441 0.8036 0.8473 0.0 0.7238 0.8588 0.7931 0.8637 0.749 0.8513 0.7233 0.8337 0.7156 0.822 0.7522 0.8657
0.5794 27.0 6183 0.5197 0.7662 0.9283 0.8704 0.0 0.6591 0.7743 0.3468 0.8152 0.8566 0.0 0.7497 0.8669 0.8087 0.8741 0.7721 0.8659 0.7519 0.8431 0.7331 0.8313 0.7652 0.8685
0.5794 28.0 6412 0.5260 0.7729 0.9325 0.8779 0.0 0.6734 0.7813 0.345 0.8214 0.866 0.0 0.7614 0.8768 0.8157 0.8773 0.773 0.8663 0.7612 0.8542 0.7359 0.8431 0.7787 0.889
0.5511 29.0 6641 0.5145 0.7624 0.9301 0.8628 0.0 0.6492 0.7709 0.3447 0.8096 0.8564 0.0 0.7421 0.8666 0.814 0.8736 0.7687 0.8607 0.7453 0.8426 0.725 0.8448 0.7592 0.8604
0.5511 30.0 6870 0.4996 0.7762 0.9407 0.8836 0.0257 0.6791 0.7816 0.3488 0.8238 0.8656 0.025 0.7691 0.8748 0.8188 0.8773 0.7721 0.8684 0.7494 0.8428 0.7624 0.8633 0.7785 0.8761
0.5377 31.0 7099 0.4853 0.7911 0.946 0.9015 0.0 0.6981 0.7972 0.3546 0.8273 0.8692 0.0 0.7815 0.8762 0.8236 0.8826 0.8004 0.8762 0.7789 0.8565 0.765 0.8597 0.7875 0.8709
0.5377 32.0 7328 0.4858 0.7869 0.941 0.8932 0.0 0.679 0.7969 0.3508 0.8262 0.8699 0.0 0.7711 0.8803 0.8251 0.8822 0.7992 0.8823 0.7576 0.8489 0.7519 0.8444 0.8006 0.8919
0.5134 33.0 7557 0.4781 0.7857 0.944 0.9 0.0 0.6941 0.794 0.3543 0.8231 0.8641 0.0 0.7822 0.8715 0.8221 0.8807 0.8036 0.8794 0.7642 0.8548 0.7576 0.8364 0.781 0.8691
0.5134 34.0 7786 0.4783 0.7923 0.9472 0.8978 0.0 0.677 0.8006 0.3537 0.8316 0.8722 0.0 0.7665 0.8818 0.8281 0.8854 0.8027 0.8829 0.7795 0.8617 0.7501 0.8466 0.8014 0.8842
0.5006 35.0 8015 0.4689 0.7943 0.9499 0.9028 0.0101 0.6986 0.8017 0.3551 0.8301 0.8698 0.05 0.7826 0.8783 0.8285 0.8846 0.8059 0.8816 0.7777 0.8613 0.7632 0.8477 0.7961 0.8735
0.5006 36.0 8244 0.4788 0.794 0.9477 0.9019 0.0 0.708 0.8004 0.3539 0.8292 0.8694 0.0 0.7749 0.8778 0.827 0.8839 0.8069 0.8811 0.7793 0.8541 0.7679 0.8477 0.7888 0.8803
0.5006 37.0 8473 0.4364 0.8171 0.9586 0.9214 0.0 0.7011 0.8249 0.3635 0.8448 0.8844 0.0 0.7808 0.8935 0.8447 0.8936 0.8148 0.8844 0.7914 0.8687 0.8181 0.8918 0.8164 0.8834
0.4862 38.0 8702 0.4287 0.8104 0.9598 0.9135 0.0 0.7261 0.8158 0.3582 0.8422 0.8806 0.0 0.8008 0.8879 0.843 0.8947 0.8215 0.8913 0.8011 0.8721 0.7848 0.8672 0.8015 0.8776
0.4862 39.0 8931 0.4381 0.8088 0.9565 0.9112 0.0 0.7092 0.8165 0.3586 0.8421 0.8833 0.0 0.7832 0.8931 0.842 0.8954 0.8195 0.8916 0.7791 0.8664 0.7898 0.8706 0.8134 0.8926
0.467 40.0 9160 0.4064 0.8247 0.9641 0.9272 0.0 0.7091 0.8334 0.3659 0.8506 0.8873 0.0 0.7813 0.8972 0.8478 0.8972 0.8326 0.8964 0.7952 0.8716 0.8167 0.8814 0.8313 0.8901
0.467 41.0 9389 0.4180 0.8301 0.9634 0.926 0.0284 0.7306 0.8379 0.3643 0.8528 0.8907 0.05 0.8049 0.8986 0.856 0.8991 0.8307 0.8949 0.812 0.8768 0.8181 0.8843 0.8336 0.8982
0.4425 42.0 9618 0.4123 0.8297 0.9644 0.9247 0.0 0.7309 0.8382 0.3647 0.8541 0.8903 0.0 0.8033 0.8985 0.8575 0.9011 0.8411 0.9026 0.8103 0.8795 0.8069 0.8672 0.8325 0.9011
0.4425 43.0 9847 0.3825 0.8389 0.9691 0.9398 0.0 0.7355 0.8473 0.3697 0.8586 0.8978 0.0 0.806 0.9065 0.8608 0.9044 0.8405 0.9065 0.8139 0.8834 0.8374 0.8913 0.8417 0.9033
0.4263 44.0 10076 0.3773 0.8377 0.9684 0.931 0.0 0.7218 0.8459 0.3644 0.856 0.8949 0.0 0.7984 0.9029 0.8612 0.9027 0.8361 0.8981 0.822 0.884 0.8272 0.8877 0.8418 0.9018
0.4263 45.0 10305 0.3904 0.824 0.9688 0.9284 0.0084 0.7317 0.8306 0.3598 0.8491 0.8863 0.0167 0.8004 0.894 0.8516 0.895 0.8268 0.8931 0.8067 0.8747 0.817 0.8841 0.8182 0.8847
0.4204 46.0 10534 0.3656 0.8462 0.974 0.9396 0.0 0.7568 0.8524 0.3682 0.8649 0.9007 0.0 0.8266 0.9073 0.8657 0.9099 0.8506 0.9074 0.8161 0.8809 0.8292 0.8877 0.8694 0.9175
0.4204 47.0 10763 0.3758 0.8349 0.9718 0.9392 0.0 0.7035 0.8459 0.368 0.855 0.8913 0.0 0.7802 0.9019 0.8541 0.8991 0.8451 0.8987 0.8029 0.8726 0.8283 0.886 0.8443 0.9
0.4204 48.0 10992 0.3809 0.8353 0.9678 0.9295 0.0118 0.7351 0.8425 0.3663 0.857 0.893 0.05 0.8026 0.9015 0.8607 0.9038 0.8356 0.8969 0.7936 0.8686 0.8459 0.8983 0.8406 0.8972
0.3935 49.0 11221 0.3698 0.8474 0.9735 0.9409 -1.0 0.7592 0.8521 0.3697 0.8651 0.9015 -1.0 0.8194 0.9087 0.8689 0.9079 0.858 0.9095 0.8152 0.8836 0.8403 0.8993 0.8546 0.9072
0.3935 50.0 11450 0.3514 0.8575 0.9736 0.9426 -1.0 0.7425 0.8654 0.374 0.8699 0.9073 -1.0 0.8195 0.9155 0.8727 0.911 0.8644 0.9151 0.8218 0.8843 0.8571 0.9039 0.8714 0.9225
0.3968 51.0 11679 0.3494 0.8593 0.9771 0.9505 0.0 0.7601 0.8679 0.3719 0.8711 0.9076 0.0 0.8205 0.9161 0.8777 0.914 0.861 0.9132 0.8315 0.8882 0.8538 0.9022 0.8727 0.9202
0.3968 52.0 11908 0.3445 0.8562 0.9765 0.9461 0.0 0.7603 0.8639 0.3721 0.8684 0.9052 0.0 0.8178 0.9136 0.8709 0.9081 0.8565 0.9057 0.8201 0.8807 0.8635 0.9106 0.8698 0.921
0.3821 53.0 12137 0.3250 0.8633 0.9803 0.9565 0.0 0.7553 0.873 0.3764 0.8752 0.9117 0.0 0.8214 0.9208 0.8715 0.9119 0.8656 0.9148 0.8328 0.893 0.8728 0.9166 0.8738 0.9221
0.3821 54.0 12366 0.3107 0.875 0.9819 0.9631 0.5 0.775 0.8823 0.3779 0.8859 0.9192 0.5 0.8342 0.9269 0.884 0.9199 0.8872 0.9289 0.8457 0.8988 0.8765 0.9205 0.8814 0.9279
0.3697 55.0 12595 0.3092 0.8724 0.9804 0.9569 0.0125 0.7686 0.8796 0.3769 0.8803 0.9152 0.05 0.8259 0.923 0.8804 0.9167 0.8782 0.9198 0.8347 0.8895 0.8778 0.9195 0.8907 0.9305
0.3697 56.0 12824 0.3221 0.865 0.9815 0.9558 0.0 0.7603 0.8733 0.3748 0.8764 0.9117 0.0 0.8283 0.9199 0.8776 0.9166 0.8651 0.9133 0.8387 0.8942 0.8605 0.9114 0.883 0.923
0.3658 57.0 13053 0.3189 0.8614 0.9765 0.952 0.0 0.744 0.8687 0.3718 0.8728 0.9055 0.0 0.7956 0.9155 0.883 0.9187 0.8745 0.9148 0.8342 0.8899 0.8478 0.8961 0.8672 0.9077
0.3658 58.0 13282 0.3202 0.8636 0.9787 0.9492 0.0167 0.7338 0.8732 0.3733 0.8727 0.9082 0.0333 0.8006 0.918 0.8787 0.9145 0.8703 0.9139 0.8363 0.8902 0.8577 0.9053 0.8747 0.9173
0.3469 59.0 13511 0.3084 0.8795 0.9815 0.957 0.0 0.7775 0.8865 0.3786 0.8846 0.9188 0.0 0.8365 0.9258 0.8897 0.9219 0.8825 0.9237 0.8477 0.8984 0.8844 0.9217 0.8933 0.928
0.3469 60.0 13740 0.3030 0.8802 0.982 0.9588 0.0269 0.7834 0.8881 0.3799 0.8839 0.9186 0.1333 0.8397 0.926 0.893 0.9249 0.8857 0.9241 0.8494 0.9001 0.8859 0.9195 0.8869 0.9243
0.3469 61.0 13969 0.3030 0.8778 0.983 0.964 0.0071 0.7856 0.8853 0.3808 0.8833 0.9177 0.05 0.8419 0.9246 0.884 0.9182 0.8816 0.9221 0.8455 0.8948 0.8868 0.9239 0.891 0.9298
0.3303 62.0 14198 0.3037 0.8785 0.9819 0.9582 0.0024 0.7757 0.8866 0.3783 0.8847 0.919 0.0333 0.8334 0.9269 0.8897 0.9227 0.8862 0.9257 0.8444 0.8991 0.8717 0.913 0.9007 0.9344
0.3303 63.0 14427 0.2819 0.8859 0.9829 0.9624 0.0 0.7911 0.8923 0.3813 0.8888 0.9229 0.0 0.847 0.9297 0.8949 0.925 0.8976 0.9325 0.8558 0.9084 0.8822 0.9164 0.8988 0.932
0.3278 64.0 14656 0.2771 0.8886 0.9878 0.9668 0.0 0.8116 0.8935 0.3804 0.8916 0.9256 0.0 0.8659 0.9311 0.8912 0.9234 0.8903 0.9275 0.8564 0.9065 0.8982 0.9316 0.9071 0.9388
0.3278 65.0 14885 0.2647 0.8869 0.9805 0.961 0.0 0.7776 0.8956 0.3814 0.8904 0.9236 0.0 0.8299 0.9323 0.8997 0.9306 0.9027 0.9357 0.8565 0.9077 0.8827 0.92 0.8928 0.9242
0.3251 66.0 15114 0.2738 0.8856 0.9815 0.9598 0.0 0.8047 0.893 0.3808 0.8898 0.9219 0.0 0.8593 0.9286 0.9009 0.9303 0.8936 0.9269 0.8504 0.9014 0.8972 0.9314 0.8858 0.9193
0.3251 67.0 15343 0.2822 0.892 0.9846 0.9658 0.0126 0.8003 0.9007 0.3816 0.8941 0.9282 0.0125 0.8611 0.9352 0.8977 0.9294 0.8929 0.9286 0.8681 0.915 0.8899 0.9265 0.9112 0.9417
0.3013 68.0 15572 0.2507 0.8976 0.9867 0.9696 0.0 0.8044 0.9054 0.3832 0.8975 0.9315 0.0 0.857 0.939 0.9076 0.9355 0.9059 0.9371 0.8672 0.9138 0.8885 0.9224 0.9187 0.9487
0.3013 69.0 15801 0.2612 0.893 0.9817 0.9624 0.0 0.7973 0.9006 0.3835 0.8937 0.9269 0.0 0.8556 0.934 0.9004 0.9302 0.9028 0.9359 0.8654 0.9148 0.9026 0.934 0.8935 0.9199
0.304 70.0 16030 0.2574 0.8952 0.9861 0.9674 0.0 0.8081 0.9022 0.3818 0.8942 0.9291 0.0 0.8607 0.9359 0.9026 0.9315 0.9017 0.9339 0.8629 0.91 0.8928 0.9267 0.9159 0.9432
0.304 71.0 16259 0.2560 0.9046 0.9867 0.9742 0.0 0.8298 0.9113 0.3859 0.9039 0.9375 0.0 0.8826 0.943 0.9075 0.9358 0.9111 0.9415 0.881 0.9258 0.9036 0.9376 0.9198 0.9467
0.304 72.0 16488 0.2442 0.903 0.987 0.9698 0.0034 0.8363 0.9081 0.3847 0.9018 0.9352 0.0167 0.8818 0.9404 0.9112 0.9385 0.9058 0.938 0.8752 0.9186 0.9004 0.9335 0.9226 0.9475
0.3017 73.0 16717 0.2676 0.8941 0.9846 0.9587 0.0084 0.8202 0.8994 0.3801 0.8937 0.9293 0.0083 0.87 0.9359 0.9087 0.937 0.8989 0.9333 0.8619 0.9114 0.884 0.9229 0.9169 0.9419
0.3017 74.0 16946 0.2373 0.903 0.9862 0.9702 0.0 0.7937 0.9116 0.3851 0.8997 0.9344 0.0 0.8474 0.9419 0.9126 0.9385 0.9112 0.9396 0.8675 0.9163 0.9068 0.9337 0.917 0.9439
0.2849 75.0 17175 0.2357 0.9066 0.987 0.9718 0.0 0.8228 0.9138 0.388 0.9034 0.9373 0.0 0.8698 0.9439 0.9141 0.9398 0.9108 0.9387 0.8752 0.9183 0.9063 0.9386 0.9265 0.9513
0.2849 76.0 17404 0.2351 0.9061 0.986 0.9681 0.1346 0.8157 0.9135 0.3849 0.9031 0.9369 0.325 0.8683 0.9434 0.91 0.9381 0.9141 0.9436 0.8761 0.9196 0.905 0.9299 0.9252 0.9531
0.2899 77.0 17633 0.2298 0.9137 0.9872 0.9734 0.0 0.8293 0.9202 0.3871 0.9096 0.9434 0.0 0.8766 0.9497 0.9192 0.9454 0.9188 0.9461 0.8862 0.9286 0.9181 0.9422 0.926 0.955
0.2899 78.0 17862 0.2373 0.9104 0.9886 0.9733 0.35 0.8262 0.9174 0.3891 0.9066 0.9403 0.35 0.8769 0.9464 0.9096 0.937 0.9154 0.9429 0.8764 0.9227 0.9166 0.9439 0.9342 0.9552
0.2693 79.0 18091 0.2322 0.9124 0.9879 0.9708 0.0 0.8266 0.9192 0.3883 0.9064 0.9413 0.0 0.8753 0.9479 0.9163 0.9405 0.9172 0.9445 0.872 0.9175 0.9235 0.9467 0.933 0.957
0.2693 80.0 18320 0.2238 0.9089 0.9866 0.9742 0.0 0.8083 0.917 0.3856 0.9059 0.9396 0.0 0.8627 0.947 0.9136 0.9396 0.9164 0.9438 0.8796 0.9245 0.9116 0.9402 0.9232 0.9498
0.2788 81.0 18549 0.2170 0.9152 0.9886 0.972 0.0 0.8325 0.9226 0.3876 0.9096 0.9429 0.0 0.8803 0.9496 0.9193 0.9439 0.9149 0.9416 0.8833 0.9238 0.9195 0.9448 0.9388 0.9605
0.2788 82.0 18778 0.2155 0.9176 0.989 0.9729 0.015 0.8253 0.9246 0.3904 0.9117 0.9457 0.0444 0.8758 0.9526 0.9229 0.9477 0.9203 0.9455 0.8828 0.9266 0.9315 0.953 0.9304 0.9554
0.2722 83.0 19007 0.2300 0.9146 0.9869 0.9712 0.0833 0.8085 0.9234 0.39 0.9095 0.9426 0.1667 0.8611 0.9506 0.9219 0.9469 0.9209 0.9486 0.8859 0.925 0.9125 0.9414 0.9317 0.951
0.2722 84.0 19236 0.2123 0.9149 0.9883 0.9744 0.0 0.8187 0.9234 0.3888 0.9085 0.9431 0.0 0.8665 0.9504 0.9188 0.9437 0.9197 0.9461 0.8905 0.9296 0.9228 0.9482 0.9228 0.9482
0.2722 85.0 19465 0.2406 0.9132 0.9883 0.9684 0.0 0.8322 0.9192 0.3888 0.9084 0.9419 0.0 0.8782 0.9479 0.9134 0.9384 0.9185 0.9455 0.8773 0.9221 0.9225 0.9473 0.9343 0.9562
0.2645 86.0 19694 0.2162 0.9146 0.9872 0.9708 0.0 0.8075 0.9233 0.3889 0.9099 0.9428 0.0 0.8611 0.9508 0.9178 0.9423 0.9216 0.9457 0.8741 0.9202 0.9291 0.9531 0.9305 0.9525
0.2645 87.0 19923 0.2313 0.9084 0.9867 0.9664 0.021 0.8051 0.9165 0.3869 0.9034 0.9375 0.0208 0.8589 0.9457 0.9137 0.9389 0.9103 0.9395 0.8742 0.9172 0.9104 0.9367 0.9335 0.9551
0.2632 88.0 20152 0.2140 0.9193 0.9901 0.9727 0.0 0.816 0.9281 0.3899 0.9123 0.9467 0.0 0.8733 0.9544 0.9199 0.9447 0.9223 0.9469 0.8829 0.9278 0.9297 0.9547 0.9416 0.9594
0.2632 89.0 20381 0.2108 0.9206 0.9908 0.976 0.0063 0.8369 0.9282 0.391 0.9129 0.947 0.05 0.8829 0.9536 0.9238 0.9483 0.9253 0.9497 0.8896 0.9292 0.9271 0.9495 0.937 0.9586
0.2558 90.0 20610 0.2074 0.9226 0.9892 0.9725 0.0 0.8464 0.928 0.3893 0.9148 0.9487 0.0 0.891 0.9539 0.9259 0.949 0.925 0.9484 0.8913 0.9325 0.9404 0.961 0.9306 0.9526
0.2558 91.0 20839 0.2065 0.9177 0.9878 0.9746 0.0 0.8105 0.9259 0.3885 0.9111 0.9445 0.0 0.8607 0.9517 0.9222 0.9467 0.9217 0.9486 0.8915 0.9302 0.9299 0.9499 0.9234 0.9473
0.265 92.0 21068 0.2300 0.9179 0.9868 0.9712 0.0097 0.8343 0.9248 0.389 0.9108 0.9445 0.0188 0.8792 0.9513 0.9164 0.9403 0.9173 0.9422 0.8884 0.9269 0.9373 0.9595 0.9301 0.9537
0.265 93.0 21297 0.2123 0.917 0.9855 0.971 0.0 0.8412 0.923 0.3896 0.9118 0.9435 0.0 0.8862 0.949 0.9235 0.9473 0.925 0.9516 0.8916 0.9309 0.9297 0.9518 0.9151 0.936
0.2552 94.0 21526 0.2158 0.9163 0.9871 0.9692 0.025 0.8201 0.9236 0.3899 0.9089 0.9439 0.1 0.873 0.9505 0.9188 0.9427 0.9236 0.9469 0.8851 0.9264 0.9271 0.9531 0.9271 0.9506
0.2552 95.0 21755 0.2067 0.9214 0.988 0.9719 0.0 0.8358 0.9286 0.39 0.9138 0.9476 0.0 0.8828 0.9537 0.9278 0.9507 0.9285 0.9518 0.8957 0.9347 0.9325 0.9538 0.9228 0.9471
0.2552 96.0 21984 0.2016 0.9214 0.9878 0.975 0.0 0.8237 0.9293 0.3906 0.9143 0.9484 0.0 0.8765 0.9548 0.926 0.9492 0.9283 0.9538 0.8922 0.9316 0.9259 0.9513 0.9345 0.9559
0.2594 97.0 22213 0.2237 0.9166 0.9877 0.972 0.0333 0.83 0.9224 0.3894 0.9092 0.9447 0.2 0.8798 0.9506 0.9183 0.9446 0.9215 0.9472 0.8878 0.9291 0.9204 0.9484 0.9348 0.9545
0.2594 98.0 22442 0.2155 0.9158 0.9867 0.9685 0.0 0.8188 0.9233 0.3865 0.9102 0.9434 0.0 0.8684 0.9503 0.9268 0.9478 0.9204 0.9479 0.885 0.9271 0.9187 0.9419 0.928 0.9523
0.2586 99.0 22671 0.2212 0.918 0.9888 0.9709 0.0333 0.833 0.9245 0.39 0.9105 0.9444 0.1 0.8802 0.9506 0.9185 0.9424 0.927 0.9502 0.8793 0.9223 0.9301 0.9513 0.9351 0.9558
0.2586 100.0 22900 0.2233 0.9186 0.9888 0.9702 0.0168 0.8326 0.9267 0.39 0.9118 0.9461 0.0167 0.883 0.953 0.9208 0.9447 0.9227 0.9476 0.8797 0.9232 0.93 0.9552 0.94 0.9599

Framework versions

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