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chickens-composite-02020202020-150-epochs-w-transform-metrics-test

This model is a fine-tuned version of facebook/detr-resnet-50 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2867
  • Map: 0.7918
  • Map 50: 0.9463
  • Map 75: 0.8926
  • Map Small: 0.2343
  • Map Medium: 0.7785
  • Map Large: 0.8114
  • Mar 1: 0.3499
  • Mar 10: 0.8327
  • Mar 100: 0.8371
  • Mar Small: 0.2786
  • Mar Medium: 0.8275
  • Mar Large: 0.842
  • Map Chicken: 0.7868
  • Mar 100 Chicken: 0.8356
  • Map Duck: 0.7203
  • Mar 100 Duck: 0.7758
  • Map Plant: 0.8682
  • Mar 100 Plant: 0.9

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: 1e-05
  • train_batch_size: 2
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • num_epochs: 150

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 Chicken Mar 100 Chicken Map Duck Mar 100 Duck Map Plant Mar 100 Plant
1.4028 1.0 500 1.4007 0.1032 0.149 0.1199 0.0019 0.0595 0.12 0.0805 0.2536 0.3566 0.1119 0.3419 0.3611 0.0572 0.5017 0.0 0.0 0.2524 0.568
1.1569 2.0 1000 1.2683 0.2107 0.2975 0.2472 0.0032 0.1265 0.2298 0.101 0.3546 0.4324 0.1655 0.384 0.4503 0.1044 0.5301 0.0 0.0 0.5277 0.7672
1.1556 3.0 1500 1.1637 0.2445 0.3539 0.2909 0.0142 0.1511 0.2787 0.1108 0.3825 0.4565 0.1702 0.4125 0.4691 0.1606 0.6004 0.0 0.0 0.5729 0.7692
1.0682 4.0 2000 1.0133 0.3096 0.4465 0.3615 0.0255 0.2184 0.3511 0.1187 0.4326 0.4626 0.0976 0.4169 0.493 0.2763 0.618 0.0 0.0 0.6524 0.7698
0.8943 5.0 2500 0.9855 0.3031 0.4609 0.3381 0.0948 0.2224 0.3382 0.116 0.4171 0.4384 0.1179 0.4006 0.4565 0.259 0.5707 0.0 0.0 0.6503 0.7444
0.8934 6.0 3000 0.9259 0.3341 0.4896 0.3878 0.0461 0.2597 0.3773 0.124 0.4412 0.4595 0.0833 0.4209 0.5054 0.3227 0.6222 0.0 0.0 0.6798 0.7562
0.7969 7.0 3500 0.8708 0.3652 0.5141 0.4262 0.0087 0.2969 0.413 0.1331 0.4642 0.4781 0.0226 0.4437 0.5125 0.3829 0.6569 0.0 0.0 0.7128 0.7775
0.8765 8.0 4000 0.8635 0.3498 0.5025 0.4051 0.0193 0.2876 0.3941 0.1221 0.4575 0.4779 0.1 0.4359 0.5054 0.3436 0.6636 0.0 0.0 0.7059 0.7701
0.7567 9.0 4500 0.7950 0.3589 0.5031 0.4159 0.0334 0.3002 0.3935 0.129 0.4714 0.4908 0.0964 0.4391 0.5252 0.3617 0.6929 0.0 0.0 0.715 0.7796
0.8705 10.0 5000 0.7733 0.3744 0.5364 0.4346 0.004 0.3259 0.4146 0.1276 0.4737 0.4815 0.0762 0.4385 0.5143 0.4088 0.6749 0.0 0.0 0.7144 0.7695
0.8581 11.0 5500 0.7106 0.4042 0.5579 0.4747 0.0098 0.3586 0.4354 0.1295 0.493 0.5007 0.0571 0.4624 0.527 0.479 0.7092 0.0 0.0 0.7337 0.7929
0.8615 12.0 6000 0.7182 0.4043 0.5639 0.4749 0.0042 0.3559 0.4375 0.131 0.4874 0.496 0.0905 0.4549 0.5188 0.4919 0.7054 0.0 0.0 0.7211 0.7825
0.7232 13.0 6500 0.6980 0.4015 0.5636 0.461 0.011 0.3574 0.4236 0.1274 0.4847 0.4942 0.1048 0.4544 0.5214 0.4784 0.6946 0.0 0.0 0.7259 0.7882
0.9433 14.0 7000 0.6518 0.4203 0.5701 0.4899 0.0138 0.3713 0.4559 0.138 0.4957 0.5015 0.0952 0.4593 0.5255 0.525 0.7167 0.0 0.0 0.7359 0.7879
0.7484 15.0 7500 0.6229 0.4354 0.5736 0.5186 0.0036 0.3859 0.4695 0.1398 0.509 0.5159 0.0952 0.4701 0.5409 0.5498 0.7427 0.0 0.0 0.7563 0.805
0.6236 16.0 8000 0.6744 0.4065 0.5691 0.4806 0.0016 0.3602 0.4482 0.137 0.4804 0.4901 0.0429 0.4497 0.5244 0.4729 0.6762 0.0 0.0 0.7467 0.7941
0.7592 17.0 8500 0.6446 0.4212 0.5814 0.492 0.0081 0.3725 0.4562 0.1454 0.4895 0.4973 0.0714 0.4603 0.5196 0.5266 0.7088 0.0 0.0 0.737 0.7831
0.676 18.0 9000 0.6180 0.4296 0.5808 0.5064 0.0042 0.3813 0.4602 0.1479 0.5018 0.5087 0.0714 0.4676 0.5342 0.5383 0.7234 0.0 0.0 0.7505 0.8027
0.6221 19.0 9500 0.6123 0.4305 0.5833 0.503 0.0066 0.3893 0.4492 0.1472 0.4987 0.5045 0.1048 0.4735 0.5184 0.536 0.7109 0.0 0.0 0.7556 0.8027
0.5736 20.0 10000 0.5780 0.446 0.586 0.5308 0.0178 0.4027 0.4708 0.1467 0.5137 0.5208 0.1238 0.4822 0.5413 0.567 0.7477 0.0 0.0 0.7711 0.8148
0.6252 21.0 10500 0.5930 0.4359 0.5933 0.5344 0.0123 0.3891 0.4559 0.1444 0.495 0.5015 0.1 0.4613 0.5173 0.5647 0.7151 0.0 0.0 0.743 0.7893
0.6602 22.0 11000 0.5519 0.4522 0.5909 0.5234 0.0074 0.4068 0.4801 0.151 0.5182 0.5264 0.1048 0.4923 0.545 0.5809 0.7573 0.0 0.0 0.7757 0.8219
0.6418 23.0 11500 0.5593 0.4536 0.5918 0.5364 0.0122 0.4053 0.4819 0.1502 0.5134 0.5178 0.1 0.4835 0.5342 0.5961 0.7456 0.0 0.0 0.7647 0.8077
0.5511 24.0 12000 0.5629 0.4534 0.6039 0.5374 0.0114 0.4046 0.4859 0.153 0.5207 0.529 0.1095 0.4981 0.5474 0.5877 0.7502 0.0057 0.0198 0.7668 0.8172
0.657 25.0 12500 0.5526 0.4536 0.602 0.5313 0.0543 0.4096 0.4728 0.1491 0.5126 0.5195 0.1357 0.4839 0.527 0.5908 0.746 0.0069 0.0044 0.7632 0.808
0.6453 26.0 13000 0.5527 0.4535 0.5965 0.5329 0.0074 0.4053 0.486 0.1496 0.5147 0.5218 0.0714 0.4844 0.5427 0.5939 0.749 0.0001 0.0011 0.7667 0.8154
0.5256 27.0 13500 0.5611 0.4564 0.6062 0.5467 0.0166 0.408 0.4885 0.1525 0.5144 0.5187 0.0952 0.4777 0.5425 0.6018 0.7406 0.0015 0.0088 0.7658 0.8068
0.5827 28.0 14000 0.5226 0.4712 0.6153 0.5485 0.0311 0.4306 0.503 0.1576 0.5286 0.5337 0.0857 0.5024 0.5537 0.6247 0.7644 0.0036 0.0055 0.7853 0.8311
0.5469 29.0 14500 0.5364 0.4698 0.6207 0.5634 0.07 0.4254 0.4954 0.1591 0.5242 0.5303 0.1488 0.5015 0.5386 0.6274 0.7586 0.0031 0.011 0.779 0.8213
0.5167 30.0 15000 0.5388 0.4614 0.6096 0.5525 0.0186 0.4109 0.4979 0.1533 0.5192 0.5233 0.1 0.4786 0.5544 0.6108 0.7423 0.0024 0.0132 0.7711 0.8145
0.5829 31.0 15500 0.5306 0.4713 0.6245 0.5616 0.0081 0.4265 0.4991 0.1544 0.5234 0.5304 0.119 0.5005 0.5409 0.6422 0.7665 0.0029 0.011 0.7688 0.8136
0.5343 32.0 16000 0.5142 0.481 0.6364 0.5825 0.0703 0.4456 0.5031 0.1605 0.5315 0.5384 0.1583 0.5133 0.5438 0.649 0.7632 0.0091 0.0231 0.7847 0.829
0.6008 33.0 16500 0.5275 0.4836 0.6435 0.575 0.0123 0.4449 0.5109 0.1629 0.534 0.5394 0.0857 0.5094 0.5517 0.6567 0.7611 0.0172 0.0374 0.777 0.8198
0.5171 34.0 17000 0.5114 0.5137 0.7007 0.5899 0.0855 0.4833 0.5404 0.1896 0.5779 0.5853 0.1738 0.5637 0.585 0.6844 0.7711 0.0717 0.1571 0.7851 0.8275
0.5217 35.0 17500 0.5236 0.5015 0.6923 0.5814 0.0922 0.4624 0.5269 0.1853 0.5718 0.5784 0.1774 0.5503 0.5766 0.6545 0.7427 0.0672 0.1659 0.7829 0.8266
0.5971 36.0 18000 0.4942 0.5181 0.6977 0.599 0.0494 0.4871 0.5287 0.1864 0.5759 0.583 0.1821 0.56 0.5844 0.6911 0.7678 0.0771 0.156 0.7862 0.8251
0.6785 37.0 18500 0.4917 0.5261 0.6974 0.6082 0.0645 0.4874 0.5511 0.1917 0.58 0.5845 0.1417 0.5472 0.6057 0.6916 0.7611 0.0965 0.1659 0.7902 0.8263
0.5474 38.0 19000 0.4861 0.5849 0.7862 0.6779 0.0677 0.5609 0.5807 0.2369 0.6282 0.6344 0.1619 0.6148 0.6238 0.6802 0.7427 0.2843 0.3319 0.7903 0.8287
0.5205 39.0 19500 0.4513 0.6675 0.8701 0.7964 0.1495 0.6457 0.6641 0.2983 0.7164 0.7209 0.2393 0.7036 0.7133 0.6895 0.7481 0.5075 0.567 0.8054 0.8476
0.5673 40.0 20000 0.4444 0.697 0.8958 0.8348 0.0546 0.6706 0.7229 0.3196 0.747 0.7515 0.1488 0.7254 0.7721 0.7095 0.7644 0.5829 0.6527 0.7987 0.8373
0.506 41.0 20500 0.4403 0.6973 0.9101 0.855 0.0914 0.6657 0.7401 0.3198 0.7508 0.7558 0.1857 0.7269 0.7937 0.7077 0.7598 0.5827 0.6637 0.8016 0.8438
0.4758 42.0 21000 0.4174 0.7063 0.9019 0.8437 0.1032 0.6837 0.7274 0.3188 0.7529 0.7593 0.206 0.7392 0.7777 0.7228 0.7682 0.5886 0.6615 0.8074 0.8482
0.5359 43.0 21500 0.4246 0.7034 0.9155 0.8383 0.0681 0.6742 0.7279 0.321 0.7539 0.7584 0.175 0.7343 0.7685 0.7167 0.764 0.602 0.6769 0.7915 0.8343
0.494 44.0 22000 0.4142 0.701 0.9109 0.8539 0.0457 0.6612 0.7498 0.315 0.7458 0.7508 0.1679 0.7183 0.7933 0.7141 0.7665 0.5939 0.6516 0.7951 0.8343
0.6382 45.0 22500 0.4074 0.7136 0.9207 0.8607 0.0343 0.6869 0.752 0.3211 0.7618 0.768 0.1429 0.7493 0.7882 0.7058 0.7623 0.6174 0.6912 0.8175 0.8506
0.6811 46.0 23000 0.3996 0.7303 0.9415 0.8514 0.1423 0.7073 0.7583 0.3313 0.7811 0.7871 0.2369 0.7679 0.8027 0.7323 0.7854 0.6482 0.7231 0.8104 0.853
0.443 47.0 23500 0.4059 0.7173 0.93 0.8484 0.1302 0.692 0.7507 0.328 0.7649 0.7692 0.2214 0.7505 0.7897 0.6986 0.7448 0.6363 0.7088 0.817 0.8541
0.4663 48.0 24000 0.3971 0.7165 0.935 0.8313 0.0973 0.6911 0.7414 0.3183 0.7631 0.7695 0.2048 0.7496 0.7852 0.7186 0.7686 0.6184 0.6901 0.8125 0.8497
0.4728 49.0 24500 0.3779 0.7371 0.9421 0.8685 0.0804 0.7129 0.7624 0.3296 0.7801 0.7874 0.1857 0.7702 0.8069 0.7437 0.7895 0.6525 0.722 0.8152 0.8506
0.6411 50.0 25000 0.4020 0.7219 0.9356 0.8507 0.0823 0.689 0.7456 0.3268 0.7675 0.7739 0.175 0.7479 0.787 0.716 0.764 0.6405 0.7088 0.8092 0.8488
0.3769 51.0 25500 0.3804 0.7326 0.9373 0.8639 0.1069 0.7067 0.7672 0.3251 0.7778 0.7848 0.2405 0.7659 0.8083 0.7317 0.7799 0.6519 0.7242 0.8142 0.8503
0.4945 52.0 26000 0.3946 0.7261 0.9375 0.8597 0.0862 0.6976 0.7559 0.3221 0.7665 0.7728 0.2298 0.7489 0.7926 0.7245 0.7682 0.638 0.7011 0.8157 0.8491
0.4687 53.0 26500 0.3805 0.7251 0.9252 0.874 0.1258 0.6911 0.7687 0.3181 0.7681 0.775 0.2679 0.747 0.8089 0.7335 0.7862 0.6226 0.6824 0.8192 0.8565
0.5792 54.0 27000 0.3738 0.7424 0.9394 0.8667 0.1461 0.7139 0.7751 0.3318 0.7855 0.7921 0.2714 0.7738 0.8146 0.7472 0.7962 0.6557 0.7231 0.8243 0.8571
0.4655 55.0 27500 0.3995 0.7202 0.9248 0.8552 0.1029 0.6947 0.7694 0.3257 0.7624 0.7682 0.1845 0.7491 0.8026 0.7066 0.7536 0.6387 0.6989 0.8154 0.8521
0.4438 56.0 28000 0.3878 0.7365 0.9339 0.8643 0.1023 0.7126 0.7633 0.3299 0.7831 0.7865 0.1964 0.7708 0.8006 0.7329 0.7787 0.6555 0.7209 0.821 0.8601
0.4894 57.0 28500 0.3993 0.7228 0.937 0.8443 0.1098 0.6878 0.7457 0.326 0.7675 0.7737 0.2083 0.7489 0.7834 0.6996 0.7456 0.6523 0.7242 0.8164 0.8512
0.4617 58.0 29000 0.3812 0.7374 0.9223 0.8637 0.1468 0.7072 0.7766 0.333 0.7837 0.7876 0.2512 0.7679 0.8131 0.7423 0.8008 0.6414 0.6989 0.8284 0.863
0.4108 59.0 29500 0.4103 0.7132 0.9307 0.8565 0.1059 0.6858 0.7395 0.3272 0.7602 0.7638 0.225 0.7483 0.7815 0.6928 0.7393 0.6588 0.7297 0.7878 0.8225
0.5917 60.0 30000 0.3873 0.7326 0.93 0.8635 0.1354 0.7103 0.7562 0.3248 0.7759 0.782 0.2155 0.7653 0.7954 0.7366 0.787 0.6427 0.7033 0.8186 0.8556
0.4408 61.0 30500 0.3685 0.7349 0.9404 0.8731 0.1531 0.707 0.7531 0.333 0.7799 0.785 0.2345 0.7605 0.7958 0.7255 0.772 0.6599 0.7242 0.8192 0.8589
0.4881 62.0 31000 0.3971 0.724 0.9318 0.8628 0.1548 0.7056 0.736 0.3272 0.7677 0.7721 0.1786 0.7569 0.778 0.7131 0.7577 0.6594 0.7187 0.7993 0.8399
0.4307 63.0 31500 0.3745 0.7365 0.9371 0.8813 0.1343 0.7095 0.7581 0.3298 0.7775 0.7836 0.2238 0.7614 0.7997 0.7164 0.7632 0.6726 0.7319 0.8206 0.8556
0.4612 64.0 32000 0.3491 0.7564 0.9367 0.8746 0.1445 0.7346 0.7809 0.3398 0.7958 0.8002 0.2631 0.7795 0.8247 0.7598 0.7996 0.6749 0.7286 0.8345 0.8725
0.4558 65.0 32500 0.3588 0.7472 0.9361 0.869 0.1337 0.7244 0.7719 0.3354 0.7892 0.7946 0.2571 0.7777 0.8145 0.7494 0.7954 0.6708 0.7297 0.8215 0.8589
0.392 66.0 33000 0.3584 0.7459 0.9422 0.873 0.1929 0.7292 0.7584 0.3346 0.7862 0.7923 0.2595 0.7785 0.8018 0.7515 0.7975 0.6634 0.7198 0.8227 0.8598
0.4172 67.0 33500 0.3857 0.7264 0.949 0.8732 0.1647 0.7101 0.7442 0.3225 0.7655 0.7716 0.2476 0.7633 0.7822 0.7163 0.7607 0.6415 0.6978 0.8214 0.8562
0.3736 68.0 34000 0.3592 0.7448 0.9417 0.8782 0.1767 0.7168 0.7687 0.3336 0.7847 0.7896 0.2798 0.7683 0.8046 0.7402 0.7816 0.6592 0.7209 0.8348 0.8663
0.3744 69.0 34500 0.3572 0.7365 0.945 0.8647 0.1704 0.7109 0.7661 0.3323 0.7833 0.7888 0.2131 0.7684 0.8093 0.7369 0.7879 0.6481 0.7176 0.8246 0.8609
0.4157 70.0 35000 0.3494 0.7447 0.939 0.8636 0.1402 0.7182 0.7657 0.3335 0.7918 0.7975 0.2655 0.7759 0.8124 0.7466 0.7992 0.6571 0.7242 0.8305 0.8692
0.4944 71.0 35500 0.3328 0.7626 0.9474 0.8651 0.1845 0.7392 0.7887 0.3457 0.8103 0.8142 0.2214 0.7962 0.8287 0.7515 0.8008 0.6971 0.7681 0.8393 0.8737
0.4611 72.0 36000 0.3360 0.7657 0.9481 0.8754 0.1742 0.742 0.7843 0.3417 0.8094 0.8129 0.2821 0.7942 0.8182 0.7708 0.8192 0.6881 0.7473 0.8382 0.8722
0.4413 73.0 36500 0.3490 0.75 0.9387 0.8815 0.2018 0.7324 0.7719 0.3336 0.7964 0.8005 0.2774 0.7863 0.8092 0.7501 0.795 0.6662 0.7352 0.8338 0.8713
0.4712 74.0 37000 0.3358 0.7601 0.9452 0.8747 0.1039 0.7411 0.777 0.3431 0.8044 0.8091 0.1536 0.7924 0.8196 0.7468 0.7933 0.6947 0.7593 0.8388 0.8746
0.3787 75.0 37500 0.3430 0.7593 0.9458 0.8907 0.1535 0.74 0.7817 0.3366 0.8001 0.8053 0.2012 0.7898 0.8173 0.7597 0.8063 0.6808 0.7363 0.8374 0.8734
0.4252 76.0 38000 0.3431 0.7571 0.9431 0.8806 0.1021 0.7366 0.7799 0.3411 0.7994 0.8033 0.2 0.7848 0.817 0.7454 0.7908 0.6912 0.7495 0.8347 0.8695
0.3564 77.0 38500 0.3485 0.7473 0.9223 0.8796 0.1115 0.7236 0.7709 0.3269 0.7853 0.79 0.2262 0.7692 0.8029 0.7636 0.8138 0.6393 0.6824 0.8391 0.8737
0.4422 78.0 39000 0.3266 0.7695 0.945 0.8811 0.1326 0.7496 0.7889 0.3426 0.8126 0.8179 0.1845 0.8005 0.8325 0.7717 0.8197 0.6951 0.7582 0.8416 0.8757
0.4254 79.0 39500 0.3294 0.7682 0.9474 0.8808 0.1473 0.7499 0.7884 0.3431 0.8115 0.8169 0.2917 0.806 0.825 0.7624 0.8126 0.7019 0.7626 0.8402 0.8754
0.5614 80.0 40000 0.3243 0.7744 0.9485 0.9041 0.1867 0.7562 0.7969 0.3436 0.8148 0.8196 0.2714 0.8054 0.8302 0.7636 0.8142 0.7131 0.7637 0.8463 0.8808
0.3283 81.0 40500 0.3264 0.77 0.9512 0.8837 0.1983 0.7526 0.8022 0.3448 0.8126 0.818 0.2833 0.8048 0.8352 0.7619 0.8084 0.7068 0.7659 0.8414 0.8796
0.3889 82.0 41000 0.3263 0.7817 0.9491 0.8921 0.2169 0.766 0.8069 0.3469 0.8168 0.8229 0.2667 0.812 0.8382 0.7828 0.8247 0.7145 0.7626 0.8479 0.8814
0.3442 83.0 41500 0.3267 0.7691 0.9467 0.89 0.2088 0.7538 0.7843 0.3389 0.8153 0.8196 0.2595 0.8093 0.819 0.77 0.8205 0.6952 0.7593 0.8422 0.879
0.3858 84.0 42000 0.3347 0.7635 0.9443 0.892 0.1941 0.7414 0.7981 0.338 0.808 0.8126 0.2833 0.7943 0.837 0.7533 0.8067 0.6939 0.7516 0.8433 0.8796
0.3639 85.0 42500 0.3283 0.7709 0.9471 0.8992 0.195 0.7559 0.7866 0.3398 0.8123 0.819 0.281 0.8038 0.8244 0.7711 0.8192 0.6999 0.7593 0.8416 0.8784
0.3761 86.0 43000 0.3210 0.7698 0.9442 0.8898 0.197 0.7508 0.7919 0.3406 0.8118 0.8173 0.2512 0.8057 0.8238 0.7644 0.8121 0.7072 0.7626 0.838 0.8772
0.4861 87.0 43500 0.3160 0.7821 0.9503 0.899 0.196 0.7671 0.7959 0.3451 0.8209 0.8265 0.2369 0.8148 0.8258 0.7821 0.8259 0.7174 0.767 0.8469 0.8864
0.3586 88.0 44000 0.3202 0.7715 0.9468 0.8912 0.2025 0.7482 0.7994 0.3402 0.8125 0.817 0.2274 0.7963 0.835 0.7715 0.8105 0.6988 0.7593 0.8441 0.8811
0.4547 89.0 44500 0.3250 0.773 0.9468 0.8984 0.2276 0.7456 0.8057 0.3444 0.8162 0.8212 0.2679 0.7979 0.8446 0.7746 0.823 0.7049 0.7626 0.8397 0.8778
0.3646 90.0 45000 0.3179 0.7704 0.9508 0.8899 0.1969 0.7533 0.7924 0.3422 0.8123 0.8175 0.2548 0.8055 0.829 0.7697 0.8092 0.6979 0.7604 0.8435 0.8828
0.3942 91.0 45500 0.3112 0.7769 0.9422 0.8929 0.213 0.7553 0.8103 0.3443 0.8184 0.8231 0.2845 0.8056 0.8429 0.7797 0.8234 0.6981 0.7582 0.8529 0.8876
0.3932 92.0 46000 0.3057 0.7802 0.9483 0.8893 0.2187 0.7659 0.8095 0.3462 0.8232 0.828 0.281 0.8147 0.8472 0.7801 0.8222 0.7111 0.7758 0.8493 0.8861
0.4528 93.0 46500 0.3111 0.7768 0.948 0.8954 0.1844 0.7549 0.8161 0.3448 0.8217 0.827 0.2357 0.809 0.8512 0.7812 0.8285 0.6964 0.7626 0.8527 0.8899
0.4239 94.0 47000 0.3126 0.78 0.9474 0.8895 0.2248 0.7666 0.805 0.3461 0.823 0.8279 0.2988 0.8157 0.8424 0.7827 0.8301 0.7099 0.7681 0.8474 0.8855
0.3341 95.0 47500 0.3240 0.7673 0.9526 0.9017 0.2292 0.7526 0.7891 0.3391 0.8118 0.8157 0.2952 0.8035 0.8289 0.7622 0.8096 0.7014 0.7626 0.8383 0.8749
0.3849 96.0 48000 0.3116 0.7703 0.9468 0.8931 0.2012 0.7506 0.798 0.341 0.8123 0.8168 0.2369 0.7984 0.8381 0.7773 0.8264 0.6834 0.7385 0.8501 0.8855
0.4644 97.0 48500 0.3258 0.7674 0.9535 0.9073 0.1899 0.7485 0.792 0.3411 0.8113 0.8153 0.2274 0.7985 0.8317 0.767 0.8113 0.7033 0.7593 0.8321 0.8751
0.3149 98.0 49000 0.3149 0.779 0.9549 0.9193 0.2234 0.7595 0.8007 0.3426 0.8186 0.8226 0.2619 0.8089 0.834 0.7738 0.8197 0.7167 0.7637 0.8466 0.8843
0.3366 99.0 49500 0.3108 0.7792 0.9435 0.8995 0.1821 0.7552 0.8211 0.3447 0.8199 0.8236 0.2357 0.8039 0.8528 0.7786 0.8264 0.7071 0.7549 0.852 0.8896
0.4285 100.0 50000 0.3148 0.7793 0.9518 0.8912 0.1654 0.7618 0.7996 0.3437 0.8209 0.8255 0.2012 0.8141 0.8321 0.7704 0.813 0.7169 0.7758 0.8507 0.8876
0.338 101.0 50500 0.2999 0.789 0.9553 0.9009 0.2188 0.7707 0.8101 0.3477 0.8354 0.8397 0.2619 0.8259 0.8479 0.7843 0.8347 0.7291 0.7945 0.8538 0.8899
0.4276 102.0 51000 0.3197 0.7727 0.9493 0.8895 0.2196 0.7529 0.8002 0.3398 0.8179 0.8224 0.2714 0.8071 0.8352 0.766 0.8159 0.6999 0.7637 0.8521 0.8876
0.3458 103.0 51500 0.3131 0.776 0.9461 0.8902 0.2038 0.7555 0.8043 0.3415 0.8193 0.8248 0.2976 0.8067 0.8408 0.78 0.8297 0.6984 0.7582 0.8494 0.8864
0.3632 104.0 52000 0.3111 0.7706 0.9429 0.8902 0.2237 0.7502 0.7957 0.3397 0.8139 0.8183 0.2571 0.8025 0.8306 0.7744 0.8243 0.6862 0.7418 0.8511 0.8888
0.3418 105.0 52500 0.2995 0.7866 0.9533 0.8959 0.2163 0.773 0.7984 0.3482 0.8267 0.8312 0.2726 0.8204 0.8316 0.7871 0.8322 0.7198 0.7725 0.8528 0.8888
0.4659 106.0 53000 0.3084 0.7809 0.9461 0.8917 0.2058 0.764 0.7998 0.3442 0.8173 0.8221 0.2405 0.8071 0.8331 0.7829 0.8226 0.7091 0.7571 0.8506 0.8867
0.3353 107.0 53500 0.3096 0.7724 0.941 0.8869 0.2076 0.7529 0.7959 0.3409 0.8136 0.82 0.2667 0.8055 0.8362 0.7739 0.8234 0.691 0.744 0.8523 0.8926
0.4245 108.0 54000 0.3102 0.7815 0.9454 0.8897 0.2151 0.7601 0.8095 0.3418 0.8217 0.8271 0.2679 0.8108 0.843 0.7797 0.8264 0.7083 0.7615 0.8565 0.8935
0.3782 109.0 54500 0.3119 0.7723 0.9472 0.8848 0.2107 0.7563 0.7891 0.3407 0.8148 0.8197 0.231 0.8085 0.8266 0.7684 0.8184 0.6932 0.7495 0.8552 0.8911
0.3651 110.0 55000 0.2999 0.7909 0.9535 0.9105 0.1801 0.7794 0.8125 0.347 0.8301 0.8359 0.2107 0.8304 0.844 0.7845 0.8335 0.7307 0.7802 0.8575 0.8941
0.2835 111.0 55500 0.3068 0.7864 0.9536 0.898 0.2101 0.7707 0.8047 0.3453 0.8264 0.8318 0.2536 0.8228 0.8375 0.7747 0.8255 0.7242 0.7769 0.8603 0.8929
0.3702 112.0 56000 0.3100 0.7764 0.9481 0.8884 0.2008 0.7606 0.7983 0.344 0.8192 0.8244 0.2405 0.8142 0.8301 0.7667 0.8126 0.7063 0.7692 0.8561 0.8914
0.3475 113.0 56500 0.2957 0.7895 0.9499 0.8996 0.2189 0.7707 0.8125 0.3459 0.8293 0.835 0.2667 0.8223 0.845 0.7887 0.8372 0.7203 0.7736 0.8595 0.8941
0.4056 114.0 57000 0.3000 0.7834 0.9456 0.893 0.2203 0.7659 0.805 0.3443 0.8236 0.8292 0.2798 0.8183 0.8355 0.782 0.8297 0.7073 0.7615 0.8609 0.8964
0.3708 115.0 57500 0.2999 0.7834 0.9461 0.8906 0.2253 0.7644 0.8069 0.3467 0.8256 0.83 0.2714 0.8162 0.8417 0.7827 0.8305 0.7082 0.7659 0.8592 0.8935
0.365 116.0 58000 0.3010 0.7841 0.9443 0.8948 0.2201 0.7647 0.8019 0.3444 0.8243 0.8283 0.2607 0.8166 0.8345 0.7735 0.8218 0.7153 0.7681 0.8635 0.895
0.6735 117.0 58500 0.2989 0.7816 0.9433 0.8879 0.2312 0.765 0.7929 0.3428 0.8237 0.8286 0.3167 0.82 0.8265 0.7816 0.8347 0.7014 0.7549 0.8618 0.8962
0.3886 118.0 59000 0.3009 0.7801 0.9493 0.8908 0.2309 0.7666 0.7872 0.3436 0.8234 0.8274 0.2893 0.8166 0.8262 0.7695 0.8205 0.7099 0.767 0.861 0.8947
0.4127 119.0 59500 0.2982 0.7874 0.9496 0.893 0.2301 0.771 0.8011 0.3482 0.8301 0.8346 0.2798 0.8237 0.8364 0.7818 0.8301 0.7181 0.778 0.8624 0.8956
0.3387 120.0 60000 0.2970 0.7884 0.9474 0.8815 0.2342 0.7709 0.8079 0.3493 0.8296 0.8343 0.2845 0.8198 0.8406 0.7811 0.8251 0.7189 0.7802 0.8653 0.8976
0.3816 121.0 60500 0.2993 0.7831 0.9469 0.8864 0.2278 0.7687 0.795 0.3458 0.8241 0.8291 0.2762 0.8182 0.8301 0.7806 0.8268 0.7087 0.767 0.8601 0.8935
0.3813 122.0 61000 0.2972 0.786 0.9465 0.8914 0.2353 0.7676 0.8009 0.3462 0.8273 0.8325 0.2976 0.8184 0.8399 0.7873 0.8347 0.7079 0.767 0.8626 0.8959
0.3785 123.0 61500 0.2949 0.7896 0.9484 0.8975 0.23 0.776 0.8025 0.3475 0.831 0.8352 0.2833 0.8218 0.8402 0.7832 0.8301 0.7223 0.778 0.8632 0.8973
0.3602 124.0 62000 0.2936 0.7902 0.9496 0.8968 0.2422 0.7785 0.8011 0.3494 0.8306 0.8355 0.2833 0.825 0.8368 0.7852 0.8301 0.7183 0.7769 0.867 0.8994
0.3403 125.0 62500 0.2882 0.7907 0.9451 0.8956 0.2436 0.7753 0.8116 0.3495 0.8332 0.8378 0.2976 0.8255 0.8476 0.7891 0.836 0.7172 0.7791 0.8657 0.8982
0.39 126.0 63000 0.2917 0.7919 0.949 0.8946 0.2401 0.7759 0.8135 0.349 0.8313 0.8362 0.2881 0.8242 0.849 0.783 0.8305 0.7224 0.7758 0.8704 0.9024
0.3643 127.0 63500 0.2932 0.7887 0.9491 0.8942 0.237 0.7749 0.8047 0.3466 0.8302 0.8343 0.2893 0.823 0.8402 0.7812 0.8289 0.7195 0.7758 0.8654 0.8982
0.3822 128.0 64000 0.2889 0.7937 0.9457 0.9002 0.2327 0.7757 0.8141 0.3512 0.8345 0.8397 0.2893 0.8281 0.8491 0.7926 0.841 0.7228 0.778 0.8656 0.9
0.377 129.0 64500 0.2926 0.7891 0.9477 0.8955 0.2366 0.773 0.8104 0.3492 0.83 0.8349 0.2976 0.8235 0.8443 0.7861 0.8356 0.718 0.7725 0.8631 0.8967
0.3162 130.0 65000 0.2890 0.7921 0.9485 0.8954 0.2376 0.7722 0.8173 0.3513 0.8332 0.8378 0.3024 0.8237 0.85 0.7905 0.8393 0.7211 0.7769 0.8646 0.897
0.3399 131.0 65500 0.2894 0.7912 0.9466 0.8924 0.237 0.7737 0.8152 0.3493 0.8312 0.8356 0.2976 0.8241 0.8459 0.7856 0.831 0.7222 0.7769 0.8658 0.8988
0.3201 132.0 66000 0.2857 0.7934 0.948 0.899 0.2417 0.7749 0.8127 0.3512 0.8338 0.8384 0.306 0.8254 0.8456 0.7885 0.836 0.7219 0.778 0.8698 0.9012
0.3627 133.0 66500 0.2849 0.7937 0.9479 0.8927 0.2158 0.777 0.8169 0.3511 0.8333 0.838 0.2798 0.8265 0.8497 0.7869 0.8356 0.7235 0.7769 0.8707 0.9015
0.356 134.0 67000 0.2875 0.7904 0.946 0.8934 0.2285 0.7735 0.8125 0.3494 0.83 0.8345 0.2845 0.823 0.8433 0.7857 0.8339 0.7184 0.7714 0.8672 0.8982
0.3514 135.0 67500 0.2868 0.7909 0.9464 0.8928 0.226 0.7745 0.8119 0.3497 0.8305 0.8351 0.2786 0.8233 0.8429 0.785 0.8351 0.7197 0.7714 0.8679 0.8988
0.3632 136.0 68000 0.2867 0.7917 0.9463 0.8935 0.226 0.7771 0.8123 0.3506 0.8319 0.8366 0.2702 0.8267 0.8451 0.7888 0.836 0.72 0.7747 0.8663 0.8991
0.3077 137.0 68500 0.2863 0.7915 0.9468 0.893 0.2342 0.7769 0.8136 0.3496 0.8319 0.8367 0.2786 0.8254 0.847 0.7886 0.8372 0.7194 0.7736 0.8665 0.8991
0.2911 138.0 69000 0.2887 0.7917 0.9478 0.8926 0.2376 0.7762 0.8091 0.349 0.8322 0.8368 0.2976 0.8258 0.8432 0.7879 0.8351 0.7191 0.7747 0.8679 0.9006
0.4159 139.0 69500 0.2869 0.7926 0.9485 0.8932 0.2376 0.7763 0.8119 0.3499 0.8334 0.8377 0.2976 0.8267 0.8421 0.7898 0.8364 0.7208 0.7769 0.8671 0.8997
0.6002 140.0 70000 0.2845 0.7939 0.9468 0.8933 0.2345 0.7803 0.8121 0.3505 0.8344 0.8386 0.2786 0.8289 0.8429 0.7912 0.8368 0.7211 0.7769 0.8694 0.9021
0.4506 141.0 70500 0.2858 0.793 0.9463 0.8927 0.226 0.7788 0.8129 0.35 0.8342 0.8387 0.2702 0.829 0.8447 0.7905 0.8385 0.7209 0.7769 0.8677 0.9006
0.3234 142.0 71000 0.2849 0.7936 0.9464 0.893 0.226 0.7792 0.8134 0.3504 0.8342 0.8389 0.2702 0.8293 0.8435 0.7897 0.8381 0.7211 0.7769 0.8699 0.9018
0.3553 143.0 71500 0.2860 0.7929 0.9465 0.8928 0.2342 0.7799 0.8114 0.3499 0.8335 0.8382 0.2786 0.8293 0.8422 0.7891 0.8377 0.7206 0.7758 0.8688 0.9012
0.3854 144.0 72000 0.2862 0.7931 0.9466 0.8929 0.2342 0.7799 0.8126 0.3503 0.8336 0.8381 0.2786 0.8283 0.844 0.7891 0.8364 0.7216 0.7769 0.8686 0.9009
0.3787 145.0 72500 0.2859 0.7928 0.9465 0.8928 0.2342 0.7793 0.8131 0.3505 0.8335 0.838 0.2786 0.8282 0.844 0.789 0.8372 0.7208 0.7758 0.8687 0.9009
0.4225 146.0 73000 0.2864 0.7919 0.9465 0.8929 0.2342 0.7784 0.8117 0.3495 0.8325 0.837 0.2786 0.8275 0.8421 0.7873 0.8356 0.7197 0.7747 0.8688 0.9006
0.389 147.0 73500 0.2867 0.7921 0.9463 0.8927 0.2342 0.7789 0.8116 0.3499 0.833 0.8377 0.2786 0.828 0.8422 0.7869 0.8356 0.7212 0.7769 0.8681 0.9006
0.3307 148.0 74000 0.2867 0.7921 0.9464 0.8927 0.2343 0.779 0.8114 0.3499 0.8331 0.8375 0.2786 0.828 0.842 0.787 0.8356 0.7212 0.7769 0.8682 0.9
0.3403 149.0 74500 0.2867 0.7918 0.9463 0.8926 0.2343 0.7785 0.8114 0.3499 0.8327 0.8371 0.2786 0.8275 0.842 0.7868 0.8356 0.7203 0.7758 0.8682 0.9
0.4439 150.0 75000 0.2867 0.7918 0.9463 0.8926 0.2343 0.7785 0.8114 0.3499 0.8327 0.8371 0.2786 0.8275 0.842 0.7868 0.8356 0.7203 0.7758 0.8682 0.9

Framework versions

  • Transformers 4.46.1
  • Pytorch 2.5.0+cu121
  • Datasets 2.19.2
  • Tokenizers 0.20.1
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