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End of training

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  1. README.md +508 -258
  2. config.json +1 -1
  3. model.safetensors +1 -1
  4. training_args.bin +1 -1
README.md CHANGED
@@ -20,11 +20,11 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [microsoft/swinv2-base-patch4-window16-256](https://huggingface.co/microsoft/swinv2-base-patch4-window16-256) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 2.0511
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- - Accuracy: 0.7904
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- - F1: 0.7080
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- - Precision: 0.7454
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- - Recall: 0.6989
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  ## Model description
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@@ -49,262 +49,512 @@ The following hyperparameters were used during training:
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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- - training_steps: 5000
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
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- |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
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- | 0.8169 | 0.004 | 20 | 1.5288 | 0.3019 | 0.2413 | 0.2918 | 0.3691 |
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- | 0.3313 | 0.008 | 40 | 1.4209 | 0.4957 | 0.4772 | 0.5469 | 0.5327 |
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- | 0.1596 | 0.012 | 60 | 1.3420 | 0.6057 | 0.5825 | 0.5851 | 0.6313 |
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- | 0.1548 | 0.016 | 80 | 1.1491 | 0.6777 | 0.6146 | 0.6104 | 0.6343 |
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- | 0.0697 | 0.02 | 100 | 1.3103 | 0.7192 | 0.6588 | 0.6647 | 0.6722 |
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- | 0.1706 | 0.024 | 120 | 1.3826 | 0.7058 | 0.6304 | 0.6722 | 0.6510 |
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- | 0.0444 | 0.028 | 140 | 1.5106 | 0.6552 | 0.6201 | 0.6130 | 0.6549 |
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- | 0.0726 | 0.032 | 160 | 1.5560 | 0.6724 | 0.6267 | 0.6289 | 0.6507 |
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- | 0.065 | 0.036 | 180 | 2.2979 | 0.5478 | 0.5452 | 0.5887 | 0.6163 |
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- | 0.089 | 0.04 | 200 | 1.5792 | 0.7126 | 0.6410 | 0.6621 | 0.6422 |
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- | 0.0666 | 0.044 | 220 | 1.6487 | 0.7553 | 0.6607 | 0.7106 | 0.6670 |
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- | 0.0588 | 0.048 | 240 | 1.6536 | 0.7368 | 0.6607 | 0.6628 | 0.6719 |
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- | 0.0552 | 0.052 | 260 | 1.6955 | 0.7502 | 0.6611 | 0.6885 | 0.6682 |
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- | 0.0621 | 0.056 | 280 | 1.5985 | 0.7553 | 0.6730 | 0.6865 | 0.6702 |
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- | 0.1101 | 0.06 | 300 | 1.6365 | 0.7085 | 0.6489 | 0.6486 | 0.6757 |
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- | 0.0794 | 0.064 | 320 | 1.6918 | 0.7447 | 0.6598 | 0.6861 | 0.6488 |
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- | 0.0659 | 0.068 | 340 | 1.8215 | 0.7026 | 0.6319 | 0.6480 | 0.6519 |
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- | 0.0283 | 0.072 | 360 | 2.0111 | 0.7415 | 0.6423 | 0.7066 | 0.6446 |
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- | 0.068 | 0.076 | 380 | 1.7918 | 0.7304 | 0.6666 | 0.6767 | 0.6785 |
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- | 0.0647 | 0.08 | 400 | 1.7306 | 0.7472 | 0.6691 | 0.6863 | 0.6799 |
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- | 0.0471 | 0.084 | 420 | 1.8406 | 0.7619 | 0.6604 | 0.7178 | 0.6664 |
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- | 0.0376 | 0.088 | 440 | 1.8206 | 0.7324 | 0.6689 | 0.6676 | 0.6835 |
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- | 0.0479 | 0.092 | 460 | 1.8339 | 0.7460 | 0.6631 | 0.6885 | 0.6724 |
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- | 0.0423 | 0.096 | 480 | 1.9314 | 0.7562 | 0.6582 | 0.7107 | 0.6682 |
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- | 0.0532 | 0.1 | 500 | 1.6011 | 0.7710 | 0.6969 | 0.6979 | 0.7024 |
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- | 0.0351 | 0.104 | 520 | 1.7001 | 0.7649 | 0.6882 | 0.6939 | 0.6940 |
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- | 0.0986 | 0.108 | 540 | 1.6234 | 0.7570 | 0.6811 | 0.6970 | 0.6769 |
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- | 0.059 | 0.112 | 560 | 1.6405 | 0.7555 | 0.6740 | 0.6904 | 0.6798 |
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- | 0.0257 | 0.116 | 580 | 2.1886 | 0.7313 | 0.6391 | 0.7047 | 0.6479 |
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- | 0.0595 | 0.12 | 600 | 1.8580 | 0.7600 | 0.6606 | 0.7189 | 0.6597 |
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- | 0.0362 | 0.124 | 620 | 1.7232 | 0.7687 | 0.6859 | 0.7063 | 0.6807 |
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- | 0.0346 | 0.128 | 640 | 1.8170 | 0.7396 | 0.6558 | 0.6848 | 0.6718 |
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- | 0.0509 | 0.132 | 660 | 1.7384 | 0.7509 | 0.6771 | 0.6783 | 0.6843 |
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- | 0.0356 | 0.136 | 680 | 1.7770 | 0.7642 | 0.6838 | 0.6939 | 0.6868 |
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- | 0.0782 | 0.14 | 700 | 1.7917 | 0.7313 | 0.6619 | 0.6682 | 0.6728 |
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- | 0.0305 | 0.144 | 720 | 1.9640 | 0.7611 | 0.6711 | 0.7247 | 0.6532 |
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- | 0.0547 | 0.148 | 740 | 1.7882 | 0.7672 | 0.6891 | 0.7156 | 0.6758 |
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- | 0.0574 | 0.152 | 760 | 1.6707 | 0.7619 | 0.6914 | 0.6875 | 0.6997 |
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- | 0.0341 | 0.156 | 780 | 1.8867 | 0.7776 | 0.6887 | 0.7298 | 0.6838 |
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- | 0.0486 | 0.16 | 800 | 1.8698 | 0.7651 | 0.6860 | 0.7039 | 0.6891 |
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- | 0.0304 | 0.164 | 820 | 1.9863 | 0.7725 | 0.6864 | 0.7145 | 0.6879 |
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- | 0.0529 | 0.168 | 840 | 1.8715 | 0.7744 | 0.6933 | 0.7091 | 0.6890 |
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- | 0.0428 | 0.172 | 860 | 1.8680 | 0.7434 | 0.6784 | 0.6743 | 0.6914 |
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- | 0.0303 | 0.176 | 880 | 1.9197 | 0.7708 | 0.6892 | 0.7115 | 0.6947 |
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- | 0.0214 | 0.18 | 900 | 1.9956 | 0.7404 | 0.6761 | 0.6846 | 0.6887 |
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- | 0.0667 | 0.184 | 920 | 1.8409 | 0.7651 | 0.6913 | 0.7060 | 0.6871 |
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- | 0.0459 | 0.188 | 940 | 1.9177 | 0.7742 | 0.6840 | 0.7192 | 0.6760 |
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- | 0.0232 | 0.192 | 960 | 1.8778 | 0.7566 | 0.6826 | 0.6922 | 0.6943 |
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- | 0.0187 | 0.196 | 980 | 2.2011 | 0.7600 | 0.6612 | 0.7209 | 0.6717 |
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- | 0.0293 | 0.2 | 1000 | 2.1118 | 0.7744 | 0.6806 | 0.7236 | 0.6870 |
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- | 0.058 | 0.204 | 1020 | 2.0024 | 0.7372 | 0.6554 | 0.6851 | 0.6742 |
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- | 0.0471 | 0.208 | 1040 | 2.0062 | 0.7485 | 0.6651 | 0.7007 | 0.6723 |
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- | 0.0247 | 0.212 | 1060 | 2.1716 | 0.7630 | 0.6709 | 0.7303 | 0.6608 |
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- | 0.0228 | 0.216 | 1080 | 2.0076 | 0.7704 | 0.6807 | 0.7219 | 0.6835 |
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- | 0.024 | 0.22 | 1100 | 1.9334 | 0.7789 | 0.6872 | 0.7222 | 0.6843 |
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- | 0.0244 | 0.224 | 1120 | 1.9520 | 0.7710 | 0.6920 | 0.7007 | 0.6998 |
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- | 0.0395 | 0.228 | 1140 | 2.0621 | 0.7702 | 0.6927 | 0.7118 | 0.6934 |
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- | 0.0365 | 0.232 | 1160 | 2.0195 | 0.7517 | 0.6833 | 0.6829 | 0.6969 |
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- | 0.022 | 0.236 | 1180 | 1.9342 | 0.7672 | 0.6909 | 0.7003 | 0.6930 |
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- | 0.0418 | 0.24 | 1200 | 1.9085 | 0.7649 | 0.6929 | 0.6970 | 0.6912 |
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- | 0.0376 | 0.244 | 1220 | 1.9928 | 0.7655 | 0.6729 | 0.7273 | 0.6592 |
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- | 0.0304 | 0.248 | 1240 | 1.8051 | 0.7725 | 0.6933 | 0.7044 | 0.6919 |
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- | 0.0145 | 0.252 | 1260 | 2.1409 | 0.7602 | 0.6596 | 0.7256 | 0.6556 |
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- | 0.0136 | 0.256 | 1280 | 1.9489 | 0.7628 | 0.6825 | 0.7030 | 0.6871 |
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- | 0.0398 | 0.26 | 1300 | 1.9823 | 0.7547 | 0.6741 | 0.6948 | 0.6741 |
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- | 0.051 | 0.264 | 1320 | 1.9092 | 0.7651 | 0.6875 | 0.7127 | 0.6793 |
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- | 0.0293 | 0.268 | 1340 | 2.1178 | 0.7664 | 0.6670 | 0.7354 | 0.6615 |
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- | 0.023 | 0.272 | 1360 | 2.0888 | 0.7608 | 0.6731 | 0.7221 | 0.6734 |
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- | 0.0164 | 0.276 | 1380 | 1.9806 | 0.7776 | 0.6869 | 0.7386 | 0.6787 |
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- | 0.0191 | 0.28 | 1400 | 2.1181 | 0.7732 | 0.6766 | 0.7423 | 0.6648 |
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- | 0.0068 | 0.284 | 1420 | 2.0415 | 0.7715 | 0.6765 | 0.7282 | 0.6799 |
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- | 0.0237 | 0.288 | 1440 | 2.0610 | 0.7672 | 0.6720 | 0.7234 | 0.6791 |
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- | 0.0316 | 0.292 | 1460 | 1.9141 | 0.7876 | 0.7030 | 0.7296 | 0.6995 |
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- | 0.0317 | 0.296 | 1480 | 1.9383 | 0.7855 | 0.6985 | 0.7340 | 0.6946 |
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- | 0.0265 | 0.3 | 1500 | 1.9830 | 0.7827 | 0.6951 | 0.7234 | 0.6960 |
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- | 0.0171 | 0.304 | 1520 | 2.0997 | 0.7802 | 0.6883 | 0.7418 | 0.6805 |
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- | 0.0248 | 0.308 | 1540 | 2.2015 | 0.7534 | 0.6693 | 0.7211 | 0.6662 |
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- | 0.0328 | 0.312 | 1560 | 2.0481 | 0.7804 | 0.6938 | 0.7327 | 0.6893 |
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- | 0.0274 | 0.316 | 1580 | 2.0649 | 0.7738 | 0.6926 | 0.7201 | 0.6873 |
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- | 0.0032 | 0.32 | 1600 | 2.2288 | 0.7659 | 0.6778 | 0.7335 | 0.6642 |
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- | 0.0281 | 0.324 | 1620 | 1.9919 | 0.7662 | 0.6825 | 0.7225 | 0.6751 |
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- | 0.0332 | 0.328 | 1640 | 1.9466 | 0.7719 | 0.6884 | 0.7283 | 0.6772 |
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- | 0.0532 | 0.332 | 1660 | 1.9138 | 0.7534 | 0.6870 | 0.7011 | 0.6794 |
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- | 0.0498 | 0.336 | 1680 | 1.8470 | 0.7672 | 0.6858 | 0.7213 | 0.6763 |
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- | 0.027 | 0.34 | 1700 | 1.7451 | 0.7808 | 0.6991 | 0.7236 | 0.6950 |
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- | 0.0259 | 0.344 | 1720 | 1.7737 | 0.7874 | 0.7064 | 0.7363 | 0.6983 |
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- | 0.0184 | 0.348 | 1740 | 1.9273 | 0.7585 | 0.6849 | 0.6966 | 0.6997 |
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- | 0.0216 | 0.352 | 1760 | 2.1094 | 0.7674 | 0.6828 | 0.7252 | 0.6826 |
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- | 0.0343 | 0.356 | 1780 | 2.0939 | 0.7574 | 0.6696 | 0.7151 | 0.6612 |
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- | 0.0213 | 0.36 | 1800 | 2.0420 | 0.7698 | 0.6827 | 0.7218 | 0.6757 |
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- | 0.0144 | 0.364 | 1820 | 2.0380 | 0.7747 | 0.6928 | 0.7251 | 0.6850 |
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- | 0.0113 | 0.368 | 1840 | 1.8928 | 0.7817 | 0.7039 | 0.7135 | 0.7056 |
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- | 0.0093 | 0.372 | 1860 | 1.9707 | 0.7834 | 0.7049 | 0.7176 | 0.7065 |
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- | 0.0277 | 0.376 | 1880 | 2.3124 | 0.7485 | 0.6676 | 0.7109 | 0.6715 |
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- | 0.0089 | 0.38 | 1900 | 2.2395 | 0.7566 | 0.6740 | 0.7106 | 0.6762 |
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- | 0.0064 | 0.384 | 1920 | 2.2374 | 0.7696 | 0.6842 | 0.7250 | 0.6794 |
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- | 0.0497 | 0.388 | 1940 | 2.2056 | 0.7666 | 0.6838 | 0.7207 | 0.6812 |
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- | 0.0029 | 0.392 | 1960 | 2.0368 | 0.7808 | 0.7027 | 0.7137 | 0.7049 |
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- | 0.0553 | 0.396 | 1980 | 2.1463 | 0.7666 | 0.6873 | 0.7153 | 0.6873 |
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- | 0.042 | 0.4 | 2000 | 1.9924 | 0.7870 | 0.7016 | 0.7342 | 0.6946 |
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- | 0.0622 | 0.404 | 2020 | 1.8710 | 0.7753 | 0.6946 | 0.7156 | 0.6984 |
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- | 0.0228 | 0.408 | 2040 | 1.8997 | 0.7719 | 0.6919 | 0.7138 | 0.6952 |
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- | 0.023 | 0.412 | 2060 | 1.8278 | 0.7915 | 0.7097 | 0.7346 | 0.7052 |
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- | 0.0515 | 0.416 | 2080 | 1.7625 | 0.7689 | 0.6975 | 0.6948 | 0.7066 |
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- | 0.0205 | 0.42 | 2100 | 1.8979 | 0.7742 | 0.6884 | 0.7240 | 0.6867 |
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- | 0.0129 | 0.424 | 2120 | 1.9146 | 0.7893 | 0.7032 | 0.7430 | 0.6947 |
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- | 0.0117 | 0.428 | 2140 | 1.8620 | 0.7864 | 0.7088 | 0.7245 | 0.7046 |
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- | 0.021 | 0.432 | 2160 | 1.9294 | 0.7742 | 0.6968 | 0.7160 | 0.6992 |
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- | 0.0521 | 0.436 | 2180 | 2.1119 | 0.7364 | 0.6495 | 0.7039 | 0.6618 |
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- | 0.0151 | 0.44 | 2200 | 1.8735 | 0.7751 | 0.6901 | 0.7172 | 0.6922 |
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- | 0.0335 | 0.444 | 2220 | 1.8854 | 0.7795 | 0.6956 | 0.7336 | 0.6884 |
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- | 0.0242 | 0.448 | 2240 | 1.7997 | 0.7878 | 0.7050 | 0.7304 | 0.7020 |
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- | 0.0293 | 0.452 | 2260 | 1.9462 | 0.7817 | 0.6973 | 0.7333 | 0.6879 |
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- | 0.0171 | 0.456 | 2280 | 1.9591 | 0.7851 | 0.6927 | 0.7373 | 0.6855 |
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- | 0.0207 | 0.46 | 2300 | 1.9415 | 0.7834 | 0.6983 | 0.7273 | 0.6964 |
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- | 0.0042 | 0.464 | 2320 | 2.1175 | 0.7770 | 0.6868 | 0.7369 | 0.6821 |
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- | 0.0649 | 0.468 | 2340 | 2.0327 | 0.7817 | 0.6863 | 0.7437 | 0.6821 |
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- | 0.0147 | 0.472 | 2360 | 1.9038 | 0.7889 | 0.7044 | 0.7331 | 0.6999 |
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- | 0.0112 | 0.476 | 2380 | 1.9565 | 0.7802 | 0.6957 | 0.7258 | 0.6945 |
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- | 0.0145 | 0.48 | 2400 | 1.9352 | 0.7881 | 0.7081 | 0.7280 | 0.7006 |
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- | 0.0264 | 0.484 | 2420 | 1.9185 | 0.7887 | 0.7073 | 0.7292 | 0.7004 |
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- | 0.0513 | 0.488 | 2440 | 2.0005 | 0.7598 | 0.6823 | 0.7052 | 0.6864 |
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- | 0.0106 | 0.492 | 2460 | 1.8639 | 0.7795 | 0.7012 | 0.7139 | 0.7029 |
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- | 0.0102 | 0.496 | 2480 | 1.8810 | 0.7795 | 0.6985 | 0.7200 | 0.6964 |
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- | 0.0324 | 0.5 | 2500 | 2.0004 | 0.7674 | 0.6846 | 0.7165 | 0.6824 |
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- | 0.0066 | 0.504 | 2520 | 2.0025 | 0.7834 | 0.7006 | 0.7280 | 0.6990 |
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- | 0.0325 | 0.508 | 2540 | 2.0293 | 0.7812 | 0.6961 | 0.7328 | 0.6902 |
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- | 0.0218 | 0.512 | 2560 | 2.0315 | 0.7764 | 0.6964 | 0.7208 | 0.6931 |
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- | 0.0495 | 0.516 | 2580 | 2.1118 | 0.7659 | 0.6848 | 0.7133 | 0.6885 |
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- | 0.0116 | 0.52 | 2600 | 2.2202 | 0.7591 | 0.6738 | 0.7197 | 0.6715 |
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- | 0.0087 | 0.524 | 2620 | 2.0047 | 0.7759 | 0.6917 | 0.7258 | 0.6852 |
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- | 0.0413 | 0.528 | 2640 | 2.0134 | 0.7772 | 0.6919 | 0.7306 | 0.6851 |
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- | 0.0196 | 0.532 | 2660 | 2.1001 | 0.7732 | 0.6852 | 0.7337 | 0.6785 |
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- | 0.0124 | 0.536 | 2680 | 2.1026 | 0.7772 | 0.6883 | 0.7426 | 0.6757 |
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- | 0.0192 | 0.54 | 2700 | 2.0533 | 0.7706 | 0.6889 | 0.7246 | 0.6798 |
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- | 0.0155 | 0.544 | 2720 | 2.0434 | 0.7830 | 0.6947 | 0.7402 | 0.6838 |
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- | 0.0203 | 0.548 | 2740 | 2.0044 | 0.7832 | 0.6961 | 0.7354 | 0.6849 |
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- | 0.0236 | 0.552 | 2760 | 1.9366 | 0.7842 | 0.6987 | 0.7292 | 0.6918 |
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- | 0.0249 | 0.556 | 2780 | 1.9613 | 0.7851 | 0.7002 | 0.7325 | 0.6971 |
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- | 0.0044 | 0.56 | 2800 | 1.9085 | 0.7861 | 0.7035 | 0.7276 | 0.7019 |
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- | 0.0146 | 0.564 | 2820 | 2.0575 | 0.7891 | 0.7029 | 0.7461 | 0.6940 |
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- | 0.0163 | 0.568 | 2840 | 2.0780 | 0.7872 | 0.7008 | 0.7434 | 0.6959 |
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- | 0.022 | 0.572 | 2860 | 2.0810 | 0.7864 | 0.6995 | 0.7385 | 0.6955 |
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- | 0.0309 | 0.576 | 2880 | 1.9523 | 0.7887 | 0.7055 | 0.7305 | 0.7025 |
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- | 0.0209 | 0.58 | 2900 | 2.0953 | 0.7851 | 0.6978 | 0.7388 | 0.6932 |
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- | 0.0027 | 0.584 | 2920 | 2.2845 | 0.7696 | 0.6821 | 0.7357 | 0.6709 |
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- | 0.0224 | 0.588 | 2940 | 2.1609 | 0.7730 | 0.6883 | 0.7309 | 0.6813 |
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- | 0.0564 | 0.592 | 2960 | 2.0449 | 0.7744 | 0.6969 | 0.7202 | 0.6928 |
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- | 0.0108 | 0.596 | 2980 | 2.0108 | 0.7832 | 0.7031 | 0.7279 | 0.7026 |
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- | 0.0187 | 0.6 | 3000 | 2.0438 | 0.7727 | 0.6902 | 0.7199 | 0.6927 |
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- | 0.0063 | 0.604 | 3020 | 2.1797 | 0.7645 | 0.6818 | 0.7229 | 0.6824 |
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- | 0.0096 | 0.608 | 3040 | 1.9905 | 0.7798 | 0.7003 | 0.7250 | 0.6972 |
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- | 0.0038 | 0.612 | 3060 | 1.9953 | 0.7793 | 0.7006 | 0.7195 | 0.7025 |
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- | 0.0287 | 0.616 | 3080 | 2.2580 | 0.7460 | 0.6669 | 0.7043 | 0.6804 |
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- | 0.0609 | 0.62 | 3100 | 2.0312 | 0.7795 | 0.6988 | 0.7295 | 0.6926 |
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- | 0.0004 | 0.624 | 3120 | 2.0029 | 0.7876 | 0.7070 | 0.7357 | 0.6997 |
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- | 0.001 | 0.628 | 3140 | 2.1025 | 0.7857 | 0.6999 | 0.7471 | 0.6892 |
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- | 0.0007 | 0.632 | 3160 | 2.0503 | 0.7802 | 0.6994 | 0.7305 | 0.6917 |
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- | 0.0173 | 0.636 | 3180 | 1.9860 | 0.7866 | 0.7071 | 0.7318 | 0.6994 |
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- | 0.0397 | 0.64 | 3200 | 1.9786 | 0.7783 | 0.7040 | 0.7139 | 0.7026 |
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- | 0.0094 | 0.644 | 3220 | 2.1086 | 0.7587 | 0.6851 | 0.7006 | 0.6912 |
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- | 0.0366 | 0.648 | 3240 | 2.0076 | 0.7774 | 0.6992 | 0.7179 | 0.7009 |
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- | 0.0067 | 0.652 | 3260 | 2.0249 | 0.7885 | 0.7056 | 0.7372 | 0.7010 |
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- | 0.0342 | 0.656 | 3280 | 2.0464 | 0.7821 | 0.7009 | 0.7309 | 0.7010 |
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- | 0.0223 | 0.66 | 3300 | 2.0162 | 0.7853 | 0.7025 | 0.7320 | 0.7014 |
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- | 0.0392 | 0.664 | 3320 | 2.1415 | 0.7810 | 0.6940 | 0.7450 | 0.6835 |
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- | 0.0076 | 0.668 | 3340 | 2.2212 | 0.7674 | 0.6837 | 0.7318 | 0.6745 |
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- | 0.0204 | 0.672 | 3360 | 2.0552 | 0.7832 | 0.6987 | 0.7343 | 0.6940 |
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- | 0.0081 | 0.676 | 3380 | 2.0096 | 0.7832 | 0.7026 | 0.7293 | 0.6990 |
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- | 0.0259 | 0.68 | 3400 | 2.0168 | 0.7781 | 0.6961 | 0.7260 | 0.6958 |
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- | 0.031 | 0.684 | 3420 | 2.0094 | 0.7810 | 0.7000 | 0.7328 | 0.6979 |
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- | 0.0426 | 0.688 | 3440 | 1.9587 | 0.7876 | 0.7044 | 0.7380 | 0.6980 |
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- | 0.0468 | 0.692 | 3460 | 1.9638 | 0.7847 | 0.7005 | 0.7344 | 0.6976 |
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- | 0.0024 | 0.696 | 3480 | 1.9529 | 0.7908 | 0.7076 | 0.7417 | 0.7015 |
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- | 0.0021 | 0.7 | 3500 | 1.9416 | 0.7902 | 0.7084 | 0.7392 | 0.7036 |
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- | 0.002 | 0.704 | 3520 | 2.0436 | 0.7825 | 0.7004 | 0.7315 | 0.6996 |
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- | 0.0116 | 0.708 | 3540 | 2.0268 | 0.7851 | 0.7047 | 0.7300 | 0.7049 |
235
- | 0.0072 | 0.712 | 3560 | 2.0174 | 0.7781 | 0.7002 | 0.7184 | 0.7030 |
236
- | 0.0009 | 0.716 | 3580 | 2.0239 | 0.7842 | 0.7041 | 0.7278 | 0.7050 |
237
- | 0.0137 | 0.72 | 3600 | 2.0557 | 0.7785 | 0.6975 | 0.7239 | 0.6998 |
238
- | 0.0055 | 0.724 | 3620 | 2.0745 | 0.7830 | 0.6990 | 0.7349 | 0.6981 |
239
- | 0.0325 | 0.728 | 3640 | 1.9863 | 0.7847 | 0.7056 | 0.7240 | 0.7071 |
240
- | 0.0013 | 0.732 | 3660 | 2.0067 | 0.7830 | 0.7034 | 0.7232 | 0.7047 |
241
- | 0.0225 | 0.736 | 3680 | 2.0209 | 0.7834 | 0.7009 | 0.7294 | 0.7012 |
242
- | 0.0218 | 0.74 | 3700 | 1.9571 | 0.7919 | 0.7133 | 0.7335 | 0.7108 |
243
- | 0.0273 | 0.744 | 3720 | 1.9922 | 0.7936 | 0.7124 | 0.7437 | 0.7062 |
244
- | 0.0155 | 0.748 | 3740 | 1.9423 | 0.7951 | 0.7140 | 0.7411 | 0.7085 |
245
- | 0.0147 | 0.752 | 3760 | 1.9515 | 0.7942 | 0.7125 | 0.7428 | 0.7057 |
246
- | 0.0265 | 0.756 | 3780 | 1.9910 | 0.7883 | 0.7051 | 0.7312 | 0.7057 |
247
- | 0.0136 | 0.76 | 3800 | 2.0000 | 0.7800 | 0.6978 | 0.7219 | 0.6987 |
248
- | 0.0001 | 0.764 | 3820 | 2.0066 | 0.7776 | 0.6965 | 0.7185 | 0.6983 |
249
- | 0.0009 | 0.768 | 3840 | 1.9357 | 0.7895 | 0.7098 | 0.7293 | 0.7072 |
250
- | 0.0109 | 0.772 | 3860 | 2.0023 | 0.7827 | 0.7025 | 0.7286 | 0.6992 |
251
- | 0.0419 | 0.776 | 3880 | 1.9449 | 0.7840 | 0.7048 | 0.7245 | 0.7053 |
252
- | 0.0062 | 0.78 | 3900 | 2.0165 | 0.7842 | 0.7003 | 0.7321 | 0.6999 |
253
- | 0.0099 | 0.784 | 3920 | 2.0016 | 0.7859 | 0.7038 | 0.7322 | 0.7023 |
254
- | 0.0523 | 0.788 | 3940 | 1.9272 | 0.7868 | 0.7065 | 0.7317 | 0.7018 |
255
- | 0.0108 | 0.792 | 3960 | 1.9112 | 0.7885 | 0.7077 | 0.7287 | 0.7059 |
256
- | 0.0147 | 0.796 | 3980 | 1.9271 | 0.7800 | 0.7005 | 0.7176 | 0.7027 |
257
- | 0.0115 | 0.8 | 4000 | 1.9350 | 0.7823 | 0.7021 | 0.7214 | 0.7035 |
258
- | 0.0274 | 0.804 | 4020 | 1.8936 | 0.7915 | 0.7119 | 0.7301 | 0.7111 |
259
- | 0.0279 | 0.808 | 4040 | 1.8748 | 0.8021 | 0.7208 | 0.7477 | 0.7148 |
260
- | 0.0004 | 0.812 | 4060 | 1.9129 | 0.8014 | 0.7196 | 0.7506 | 0.7129 |
261
- | 0.0171 | 0.816 | 4080 | 1.9970 | 0.7940 | 0.7105 | 0.7447 | 0.7072 |
262
- | 0.0002 | 0.82 | 4100 | 1.9983 | 0.7949 | 0.7083 | 0.7466 | 0.7026 |
263
- | 0.0019 | 0.824 | 4120 | 2.0107 | 0.7951 | 0.7084 | 0.7473 | 0.7029 |
264
- | 0.0059 | 0.828 | 4140 | 2.0663 | 0.7857 | 0.7013 | 0.7453 | 0.6952 |
265
- | 0.0304 | 0.832 | 4160 | 2.0433 | 0.7853 | 0.7024 | 0.7373 | 0.7022 |
266
- | 0.0416 | 0.836 | 4180 | 2.0629 | 0.7855 | 0.7010 | 0.7454 | 0.6971 |
267
- | 0.0489 | 0.84 | 4200 | 2.0777 | 0.7840 | 0.6992 | 0.7406 | 0.7008 |
268
- | 0.0105 | 0.844 | 4220 | 2.0575 | 0.7859 | 0.7009 | 0.7389 | 0.7011 |
269
- | 0.0198 | 0.848 | 4240 | 2.0226 | 0.7912 | 0.7071 | 0.7441 | 0.7032 |
270
- | 0.0221 | 0.852 | 4260 | 2.0201 | 0.7917 | 0.7078 | 0.7451 | 0.7043 |
271
- | 0.0168 | 0.856 | 4280 | 1.9936 | 0.7966 | 0.7141 | 0.7476 | 0.7079 |
272
- | 0.0057 | 0.86 | 4300 | 1.9740 | 0.7978 | 0.7156 | 0.7481 | 0.7077 |
273
- | 0.0449 | 0.864 | 4320 | 2.0593 | 0.7887 | 0.7046 | 0.7509 | 0.6932 |
274
- | 0.0151 | 0.868 | 4340 | 2.0453 | 0.7887 | 0.7056 | 0.7504 | 0.6935 |
275
- | 0.0044 | 0.872 | 4360 | 2.0808 | 0.7853 | 0.7029 | 0.7488 | 0.6891 |
276
- | 0.0071 | 0.876 | 4380 | 2.0784 | 0.7847 | 0.7025 | 0.7473 | 0.6895 |
277
- | 0.0 | 0.88 | 4400 | 2.0776 | 0.7855 | 0.7040 | 0.7469 | 0.6923 |
278
- | 0.0171 | 0.884 | 4420 | 2.0440 | 0.7878 | 0.7062 | 0.7467 | 0.6937 |
279
- | 0.0185 | 0.888 | 4440 | 2.0283 | 0.7887 | 0.7085 | 0.7457 | 0.6987 |
280
- | 0.0337 | 0.892 | 4460 | 2.0318 | 0.7881 | 0.7056 | 0.7440 | 0.6963 |
281
- | 0.018 | 0.896 | 4480 | 2.0252 | 0.7915 | 0.7094 | 0.7474 | 0.6997 |
282
- | 0.0033 | 0.9 | 4500 | 1.9966 | 0.7942 | 0.7133 | 0.7451 | 0.7056 |
283
- | 0.0002 | 0.904 | 4520 | 2.0223 | 0.7902 | 0.7094 | 0.7446 | 0.7004 |
284
- | 0.018 | 0.908 | 4540 | 2.0072 | 0.7874 | 0.7074 | 0.7397 | 0.6974 |
285
- | 0.0032 | 0.912 | 4560 | 2.0435 | 0.7876 | 0.7064 | 0.7432 | 0.6957 |
286
- | 0.0242 | 0.916 | 4580 | 2.0097 | 0.7940 | 0.7132 | 0.7450 | 0.7050 |
287
- | 0.0208 | 0.92 | 4600 | 1.9747 | 0.7938 | 0.7138 | 0.7397 | 0.7071 |
288
- | 0.0114 | 0.924 | 4620 | 2.0074 | 0.7936 | 0.7126 | 0.7445 | 0.7043 |
289
- | 0.0188 | 0.928 | 4640 | 2.0167 | 0.7940 | 0.7123 | 0.7462 | 0.7040 |
290
- | 0.0057 | 0.932 | 4660 | 2.0379 | 0.7908 | 0.7088 | 0.7467 | 0.6996 |
291
- | 0.0103 | 0.936 | 4680 | 2.0309 | 0.7934 | 0.7111 | 0.7479 | 0.7024 |
292
- | 0.0005 | 0.94 | 4700 | 2.0406 | 0.7908 | 0.7085 | 0.7466 | 0.6994 |
293
- | 0.0066 | 0.944 | 4720 | 2.0348 | 0.7925 | 0.7104 | 0.7468 | 0.7009 |
294
- | 0.0199 | 0.948 | 4740 | 2.0125 | 0.7942 | 0.7127 | 0.7456 | 0.7041 |
295
- | 0.0046 | 0.952 | 4760 | 2.0125 | 0.7944 | 0.7132 | 0.7458 | 0.7045 |
296
- | 0.0155 | 0.956 | 4780 | 2.0372 | 0.7919 | 0.7098 | 0.7461 | 0.7004 |
297
- | 0.0126 | 0.96 | 4800 | 2.0294 | 0.7927 | 0.7109 | 0.7460 | 0.7017 |
298
- | 0.0065 | 0.964 | 4820 | 2.0284 | 0.7942 | 0.7122 | 0.7461 | 0.7041 |
299
- | 0.0148 | 0.968 | 4840 | 2.0355 | 0.7929 | 0.7105 | 0.7462 | 0.7022 |
300
- | 0.0133 | 0.972 | 4860 | 2.0427 | 0.7921 | 0.7092 | 0.7459 | 0.7002 |
301
- | 0.0021 | 0.976 | 4880 | 2.0548 | 0.7904 | 0.7074 | 0.7454 | 0.6980 |
302
- | 0.0001 | 0.98 | 4900 | 2.0543 | 0.7906 | 0.7076 | 0.7455 | 0.6983 |
303
- | 0.008 | 0.984 | 4920 | 2.0467 | 0.7919 | 0.7090 | 0.7459 | 0.6999 |
304
- | 0.0045 | 0.988 | 4940 | 2.0489 | 0.7917 | 0.7087 | 0.7459 | 0.6996 |
305
- | 0.0225 | 0.992 | 4960 | 2.0517 | 0.7904 | 0.7077 | 0.7453 | 0.6985 |
306
- | 0.0057 | 0.996 | 4980 | 2.0513 | 0.7904 | 0.7080 | 0.7454 | 0.6989 |
307
- | 0.0097 | 1.0 | 5000 | 2.0511 | 0.7904 | 0.7080 | 0.7454 | 0.6989 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
308
 
309
 
310
  ### Framework versions
 
20
 
21
  This model is a fine-tuned version of [microsoft/swinv2-base-patch4-window16-256](https://huggingface.co/microsoft/swinv2-base-patch4-window16-256) on the None dataset.
22
  It achieves the following results on the evaluation set:
23
+ - Loss: 1.3854
24
+ - Accuracy: 0.8487
25
+ - F1: 0.7828
26
+ - Precision: 0.8618
27
+ - Recall: 0.7583
28
 
29
  ## Model description
30
 
 
49
  - seed: 42
50
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
51
  - lr_scheduler_type: linear
52
+ - training_steps: 10000
53
 
54
  ### Training results
55
 
56
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
57
+ |:-------------:|:-----:|:-----:|:---------------:|:--------:|:------:|:---------:|:------:|
58
+ | 0.8305 | 0.002 | 20 | 0.8968 | 0.6491 | 0.6179 | 0.6249 | 0.6587 |
59
+ | 0.2772 | 0.004 | 40 | 0.8381 | 0.7136 | 0.6797 | 0.6799 | 0.6995 |
60
+ | 0.207 | 0.006 | 60 | 1.0716 | 0.6132 | 0.6170 | 0.6540 | 0.6573 |
61
+ | 0.1773 | 0.008 | 80 | 0.9111 | 0.7106 | 0.6759 | 0.6733 | 0.7010 |
62
+ | 0.1392 | 0.01 | 100 | 1.0190 | 0.7925 | 0.6899 | 0.7848 | 0.6776 |
63
+ | 0.1146 | 0.012 | 120 | 0.9824 | 0.7741 | 0.7229 | 0.7279 | 0.7266 |
64
+ | 0.1069 | 0.014 | 140 | 1.0200 | 0.8288 | 0.7446 | 0.8286 | 0.7277 |
65
+ | 0.0842 | 0.016 | 160 | 1.0000 | 0.8147 | 0.7473 | 0.7638 | 0.7522 |
66
+ | 0.1098 | 0.018 | 180 | 0.9541 | 0.8370 | 0.7656 | 0.8038 | 0.7564 |
67
+ | 0.1523 | 0.02 | 200 | 0.8870 | 0.7819 | 0.7366 | 0.7262 | 0.7562 |
68
+ | 0.1103 | 0.022 | 220 | 0.8863 | 0.8399 | 0.7712 | 0.8081 | 0.7606 |
69
+ | 0.0915 | 0.024 | 240 | 1.2072 | 0.8252 | 0.7164 | 0.8341 | 0.7108 |
70
+ | 0.0841 | 0.026 | 260 | 0.9257 | 0.8452 | 0.7832 | 0.8105 | 0.7741 |
71
+ | 0.024 | 0.028 | 280 | 1.2352 | 0.8378 | 0.7605 | 0.8286 | 0.7449 |
72
+ | 0.0678 | 0.03 | 300 | 1.2253 | 0.8378 | 0.7585 | 0.8393 | 0.7410 |
73
+ | 0.0998 | 0.032 | 320 | 1.0253 | 0.8346 | 0.7787 | 0.7892 | 0.7749 |
74
+ | 0.1259 | 0.034 | 340 | 1.2880 | 0.7690 | 0.7062 | 0.7388 | 0.7089 |
75
+ | 0.0483 | 0.036 | 360 | 1.2374 | 0.8474 | 0.7723 | 0.8431 | 0.7582 |
76
+ | 0.0668 | 0.038 | 380 | 1.0140 | 0.8438 | 0.7852 | 0.8051 | 0.7778 |
77
+ | 0.0543 | 0.04 | 400 | 0.9806 | 0.8401 | 0.7797 | 0.7987 | 0.7750 |
78
+ | 0.0938 | 0.042 | 420 | 1.1257 | 0.8423 | 0.7644 | 0.8329 | 0.7520 |
79
+ | 0.0598 | 0.044 | 440 | 1.1707 | 0.8348 | 0.7644 | 0.8295 | 0.7456 |
80
+ | 0.0456 | 0.046 | 460 | 1.1519 | 0.8458 | 0.7680 | 0.8408 | 0.7591 |
81
+ | 0.1077 | 0.048 | 480 | 1.3103 | 0.8227 | 0.7342 | 0.8451 | 0.7143 |
82
+ | 0.0874 | 0.05 | 500 | 0.9506 | 0.8476 | 0.7887 | 0.8194 | 0.7792 |
83
+ | 0.0714 | 0.052 | 520 | 1.1042 | 0.8427 | 0.7632 | 0.8534 | 0.7454 |
84
+ | 0.0547 | 0.054 | 540 | 1.1577 | 0.8401 | 0.7544 | 0.8310 | 0.7520 |
85
+ | 0.0668 | 0.056 | 560 | 1.2812 | 0.8405 | 0.7680 | 0.8339 | 0.7514 |
86
+ | 0.0632 | 0.058 | 580 | 1.2579 | 0.8476 | 0.7801 | 0.8342 | 0.7653 |
87
+ | 0.0423 | 0.06 | 600 | 1.2063 | 0.8415 | 0.7784 | 0.8120 | 0.7718 |
88
+ | 0.0722 | 0.062 | 620 | 1.1261 | 0.8495 | 0.7854 | 0.8283 | 0.7763 |
89
+ | 0.0487 | 0.064 | 640 | 1.3532 | 0.8313 | 0.7604 | 0.8281 | 0.7403 |
90
+ | 0.0316 | 0.066 | 660 | 1.1830 | 0.8460 | 0.7846 | 0.8159 | 0.7826 |
91
+ | 0.0414 | 0.068 | 680 | 1.2328 | 0.8429 | 0.7722 | 0.8252 | 0.7595 |
92
+ | 0.0432 | 0.07 | 700 | 1.2713 | 0.8482 | 0.7813 | 0.8360 | 0.7708 |
93
+ | 0.0624 | 0.072 | 720 | 1.1437 | 0.8525 | 0.7910 | 0.8300 | 0.7853 |
94
+ | 0.0506 | 0.074 | 740 | 1.2602 | 0.8380 | 0.7658 | 0.8282 | 0.7557 |
95
+ | 0.042 | 0.076 | 760 | 1.4864 | 0.8270 | 0.7396 | 0.8332 | 0.7227 |
96
+ | 0.0495 | 0.078 | 780 | 1.6550 | 0.8186 | 0.7198 | 0.8443 | 0.7041 |
97
+ | 0.09 | 0.08 | 800 | 1.2392 | 0.8380 | 0.7692 | 0.8158 | 0.7600 |
98
+ | 0.0743 | 0.082 | 820 | 1.2096 | 0.8309 | 0.7665 | 0.8194 | 0.7476 |
99
+ | 0.0608 | 0.084 | 840 | 1.2309 | 0.8337 | 0.7644 | 0.8301 | 0.7438 |
100
+ | 0.0223 | 0.086 | 860 | 1.3063 | 0.8519 | 0.7788 | 0.8508 | 0.7638 |
101
+ | 0.0348 | 0.088 | 880 | 1.2334 | 0.8468 | 0.7822 | 0.8391 | 0.7634 |
102
+ | 0.0572 | 0.09 | 900 | 1.5572 | 0.8305 | 0.7433 | 0.8417 | 0.7270 |
103
+ | 0.041 | 0.092 | 920 | 1.2460 | 0.8536 | 0.7902 | 0.8425 | 0.7746 |
104
+ | 0.0433 | 0.094 | 940 | 1.3094 | 0.8470 | 0.7731 | 0.8348 | 0.7617 |
105
+ | 0.0529 | 0.096 | 960 | 1.6061 | 0.8235 | 0.7430 | 0.8490 | 0.7185 |
106
+ | 0.043 | 0.098 | 980 | 1.3444 | 0.8452 | 0.7634 | 0.8513 | 0.7500 |
107
+ | 0.0411 | 0.1 | 1000 | 1.4491 | 0.8423 | 0.7499 | 0.8464 | 0.7418 |
108
+ | 0.0433 | 0.102 | 1020 | 1.2582 | 0.8552 | 0.7828 | 0.8450 | 0.7707 |
109
+ | 0.0444 | 0.104 | 1040 | 1.3154 | 0.8583 | 0.7817 | 0.8596 | 0.7689 |
110
+ | 0.0617 | 0.106 | 1060 | 1.4278 | 0.8415 | 0.7651 | 0.8584 | 0.7439 |
111
+ | 0.091 | 0.108 | 1080 | 1.1503 | 0.8538 | 0.7882 | 0.8468 | 0.7711 |
112
+ | 0.0435 | 0.11 | 1100 | 1.3136 | 0.8344 | 0.7634 | 0.8451 | 0.7402 |
113
+ | 0.042 | 0.112 | 1120 | 1.1063 | 0.8580 | 0.7933 | 0.8471 | 0.7784 |
114
+ | 0.0283 | 0.114 | 1140 | 1.1147 | 0.8642 | 0.8042 | 0.8521 | 0.7892 |
115
+ | 0.0826 | 0.116 | 1160 | 1.0588 | 0.8529 | 0.7999 | 0.8225 | 0.7895 |
116
+ | 0.0599 | 0.118 | 1180 | 1.4373 | 0.8260 | 0.7519 | 0.8423 | 0.7275 |
117
+ | 0.085 | 0.12 | 1200 | 1.0753 | 0.8529 | 0.7837 | 0.8418 | 0.7740 |
118
+ | 0.015 | 0.122 | 1220 | 1.1104 | 0.8595 | 0.8030 | 0.8424 | 0.7878 |
119
+ | 0.0258 | 0.124 | 1240 | 1.2051 | 0.8578 | 0.7949 | 0.8533 | 0.7769 |
120
+ | 0.1003 | 0.126 | 1260 | 1.1081 | 0.8507 | 0.7856 | 0.8489 | 0.7658 |
121
+ | 0.0222 | 0.128 | 1280 | 1.2320 | 0.8468 | 0.7814 | 0.8472 | 0.7604 |
122
+ | 0.0212 | 0.13 | 1300 | 1.2915 | 0.8427 | 0.7671 | 0.8478 | 0.7504 |
123
+ | 0.0354 | 0.132 | 1320 | 1.5551 | 0.8276 | 0.7401 | 0.8566 | 0.7192 |
124
+ | 0.0781 | 0.134 | 1340 | 1.1056 | 0.8531 | 0.7902 | 0.8474 | 0.7722 |
125
+ | 0.062 | 0.136 | 1360 | 1.3846 | 0.8301 | 0.7402 | 0.8517 | 0.7223 |
126
+ | 0.0491 | 0.138 | 1380 | 1.2179 | 0.8591 | 0.7902 | 0.8582 | 0.7757 |
127
+ | 0.0519 | 0.14 | 1400 | 1.1529 | 0.8419 | 0.7783 | 0.8486 | 0.7559 |
128
+ | 0.0989 | 0.142 | 1420 | 1.0709 | 0.8523 | 0.7786 | 0.8574 | 0.7637 |
129
+ | 0.0772 | 0.144 | 1440 | 1.1710 | 0.8346 | 0.7499 | 0.8470 | 0.7320 |
130
+ | 0.0445 | 0.146 | 1460 | 1.0408 | 0.8583 | 0.7921 | 0.8551 | 0.7757 |
131
+ | 0.0093 | 0.148 | 1480 | 1.1644 | 0.8462 | 0.7757 | 0.8520 | 0.7560 |
132
+ | 0.0375 | 0.15 | 1500 | 1.2751 | 0.8446 | 0.7601 | 0.8569 | 0.7455 |
133
+ | 0.046 | 0.152 | 1520 | 1.1101 | 0.8556 | 0.7845 | 0.8599 | 0.7673 |
134
+ | 0.0255 | 0.154 | 1540 | 1.2097 | 0.8409 | 0.7688 | 0.8563 | 0.7462 |
135
+ | 0.023 | 0.156 | 1560 | 1.4518 | 0.8078 | 0.7313 | 0.8277 | 0.7036 |
136
+ | 0.0148 | 0.158 | 1580 | 1.3187 | 0.8464 | 0.7749 | 0.8616 | 0.7519 |
137
+ | 0.0605 | 0.16 | 1600 | 1.3435 | 0.8427 | 0.7631 | 0.8645 | 0.7430 |
138
+ | 0.0168 | 0.162 | 1620 | 1.3367 | 0.8491 | 0.7823 | 0.8497 | 0.7627 |
139
+ | 0.0442 | 0.164 | 1640 | 1.3156 | 0.8529 | 0.7831 | 0.8607 | 0.7640 |
140
+ | 0.035 | 0.166 | 1660 | 1.1943 | 0.8529 | 0.7931 | 0.8435 | 0.7740 |
141
+ | 0.0595 | 0.168 | 1680 | 1.1160 | 0.8533 | 0.7925 | 0.8381 | 0.7801 |
142
+ | 0.0233 | 0.17 | 1700 | 1.2185 | 0.8435 | 0.7864 | 0.8297 | 0.7675 |
143
+ | 0.0243 | 0.172 | 1720 | 1.4743 | 0.8299 | 0.7507 | 0.8521 | 0.7279 |
144
+ | 0.0207 | 0.174 | 1740 | 1.5421 | 0.8327 | 0.7484 | 0.8562 | 0.7282 |
145
+ | 0.0054 | 0.176 | 1760 | 1.5514 | 0.8440 | 0.7534 | 0.8527 | 0.7433 |
146
+ | 0.0283 | 0.178 | 1780 | 2.0433 | 0.7839 | 0.6810 | 0.8394 | 0.6582 |
147
+ | 0.0289 | 0.18 | 1800 | 1.9418 | 0.7992 | 0.6993 | 0.8478 | 0.6774 |
148
+ | 0.0163 | 0.182 | 1820 | 1.5420 | 0.8429 | 0.7578 | 0.8542 | 0.7436 |
149
+ | 0.0421 | 0.184 | 1840 | 1.2911 | 0.8550 | 0.7887 | 0.8476 | 0.7731 |
150
+ | 0.0493 | 0.186 | 1860 | 1.4809 | 0.8309 | 0.7586 | 0.8370 | 0.7354 |
151
+ | 0.0465 | 0.188 | 1880 | 1.3390 | 0.8464 | 0.7805 | 0.8428 | 0.7607 |
152
+ | 0.0283 | 0.19 | 1900 | 1.5690 | 0.8260 | 0.7472 | 0.8485 | 0.7229 |
153
+ | 0.0365 | 0.192 | 1920 | 1.3759 | 0.8499 | 0.7739 | 0.8554 | 0.7573 |
154
+ | 0.0412 | 0.194 | 1940 | 1.3300 | 0.8517 | 0.7834 | 0.8556 | 0.7632 |
155
+ | 0.079 | 0.196 | 1960 | 1.1782 | 0.8556 | 0.7982 | 0.8404 | 0.7817 |
156
+ | 0.0559 | 0.198 | 1980 | 1.2982 | 0.8450 | 0.7787 | 0.8583 | 0.7546 |
157
+ | 0.0106 | 0.2 | 2000 | 1.2293 | 0.8548 | 0.7950 | 0.8453 | 0.7761 |
158
+ | 0.0285 | 0.202 | 2020 | 1.3538 | 0.8536 | 0.7830 | 0.8571 | 0.7650 |
159
+ | 0.015 | 0.204 | 2040 | 1.3771 | 0.8450 | 0.7801 | 0.8410 | 0.7600 |
160
+ | 0.0374 | 0.206 | 2060 | 1.3766 | 0.8413 | 0.7737 | 0.8401 | 0.7529 |
161
+ | 0.0518 | 0.208 | 2080 | 1.3408 | 0.8311 | 0.7655 | 0.8419 | 0.7403 |
162
+ | 0.0323 | 0.21 | 2100 | 1.4204 | 0.8399 | 0.7713 | 0.8537 | 0.7465 |
163
+ | 0.0309 | 0.212 | 2120 | 1.3761 | 0.8344 | 0.7664 | 0.8409 | 0.7424 |
164
+ | 0.0453 | 0.214 | 2140 | 1.3741 | 0.8380 | 0.7628 | 0.8430 | 0.7429 |
165
+ | 0.0326 | 0.216 | 2160 | 1.5718 | 0.7958 | 0.7227 | 0.8051 | 0.6957 |
166
+ | 0.0843 | 0.218 | 2180 | 1.1338 | 0.8531 | 0.7869 | 0.8421 | 0.7720 |
167
+ | 0.0279 | 0.22 | 2200 | 1.5665 | 0.7982 | 0.7249 | 0.8327 | 0.6934 |
168
+ | 0.0467 | 0.222 | 2220 | 1.2442 | 0.8472 | 0.7781 | 0.8465 | 0.7578 |
169
+ | 0.0691 | 0.224 | 2240 | 1.2314 | 0.8362 | 0.7681 | 0.8331 | 0.7464 |
170
+ | 0.0471 | 0.226 | 2260 | 1.2135 | 0.8468 | 0.7784 | 0.8440 | 0.7591 |
171
+ | 0.0716 | 0.228 | 2280 | 1.2434 | 0.8348 | 0.7652 | 0.8413 | 0.7424 |
172
+ | 0.0274 | 0.23 | 2300 | 1.2170 | 0.8540 | 0.7873 | 0.8481 | 0.7693 |
173
+ | 0.0358 | 0.232 | 2320 | 1.2247 | 0.8495 | 0.7794 | 0.8518 | 0.7588 |
174
+ | 0.0127 | 0.234 | 2340 | 1.3406 | 0.8423 | 0.7771 | 0.8482 | 0.7533 |
175
+ | 0.0596 | 0.236 | 2360 | 1.2308 | 0.8595 | 0.7904 | 0.8556 | 0.7775 |
176
+ | 0.0082 | 0.238 | 2380 | 1.3719 | 0.8450 | 0.7726 | 0.8561 | 0.7540 |
177
+ | 0.0194 | 0.24 | 2400 | 1.4780 | 0.8297 | 0.7618 | 0.8455 | 0.7357 |
178
+ | 0.0341 | 0.242 | 2420 | 1.4085 | 0.8386 | 0.7714 | 0.8508 | 0.7467 |
179
+ | 0.05 | 0.244 | 2440 | 1.7963 | 0.7845 | 0.6948 | 0.8236 | 0.6685 |
180
+ | 0.0274 | 0.246 | 2460 | 1.6832 | 0.8084 | 0.7257 | 0.8316 | 0.7001 |
181
+ | 0.0203 | 0.248 | 2480 | 1.6954 | 0.8184 | 0.7367 | 0.8438 | 0.7122 |
182
+ | 0.0328 | 0.25 | 2500 | 1.5345 | 0.8337 | 0.7524 | 0.8511 | 0.7314 |
183
+ | 0.0434 | 0.252 | 2520 | 1.5739 | 0.8045 | 0.7503 | 0.8236 | 0.7185 |
184
+ | 0.0505 | 0.254 | 2540 | 1.6393 | 0.8078 | 0.7450 | 0.8320 | 0.7139 |
185
+ | 0.0029 | 0.256 | 2560 | 1.4990 | 0.8317 | 0.7679 | 0.8484 | 0.7410 |
186
+ | 0.0437 | 0.258 | 2580 | 1.8746 | 0.7998 | 0.7167 | 0.8463 | 0.6877 |
187
+ | 0.0573 | 0.26 | 2600 | 2.2431 | 0.7610 | 0.6543 | 0.8298 | 0.6302 |
188
+ | 0.0313 | 0.262 | 2620 | 1.7306 | 0.8039 | 0.7137 | 0.8381 | 0.6910 |
189
+ | 0.0186 | 0.264 | 2640 | 1.7413 | 0.8062 | 0.7239 | 0.8425 | 0.6985 |
190
+ | 0.0426 | 0.266 | 2660 | 1.3704 | 0.8497 | 0.7810 | 0.8566 | 0.7600 |
191
+ | 0.0288 | 0.268 | 2680 | 1.2915 | 0.8531 | 0.7850 | 0.8523 | 0.7679 |
192
+ | 0.0402 | 0.27 | 2700 | 1.4792 | 0.8407 | 0.7610 | 0.8618 | 0.7405 |
193
+ | 0.0184 | 0.272 | 2720 | 1.6357 | 0.8331 | 0.7526 | 0.8616 | 0.7290 |
194
+ | 0.0162 | 0.274 | 2740 | 1.4176 | 0.8548 | 0.7797 | 0.8571 | 0.7663 |
195
+ | 0.0153 | 0.276 | 2760 | 1.3665 | 0.8556 | 0.7879 | 0.8540 | 0.7702 |
196
+ | 0.0189 | 0.278 | 2780 | 1.3686 | 0.8529 | 0.7857 | 0.8597 | 0.7650 |
197
+ | 0.0223 | 0.28 | 2800 | 1.3679 | 0.8566 | 0.7877 | 0.8650 | 0.7683 |
198
+ | 0.0193 | 0.282 | 2820 | 1.4252 | 0.8517 | 0.7814 | 0.8621 | 0.7632 |
199
+ | 0.0201 | 0.284 | 2840 | 1.5652 | 0.8266 | 0.7554 | 0.8548 | 0.7317 |
200
+ | 0.0102 | 0.286 | 2860 | 1.4620 | 0.8423 | 0.7787 | 0.8612 | 0.7562 |
201
+ | 0.0294 | 0.288 | 2880 | 1.6310 | 0.8143 | 0.7560 | 0.8416 | 0.7238 |
202
+ | 0.0106 | 0.29 | 2900 | 1.5361 | 0.8511 | 0.7813 | 0.8697 | 0.7623 |
203
+ | 0.0107 | 0.292 | 2920 | 1.6966 | 0.8211 | 0.7633 | 0.8530 | 0.7328 |
204
+ | 0.0063 | 0.294 | 2940 | 1.4493 | 0.8556 | 0.7930 | 0.8637 | 0.7727 |
205
+ | 0.0389 | 0.296 | 2960 | 1.3437 | 0.8617 | 0.7988 | 0.8552 | 0.7849 |
206
+ | 0.0274 | 0.298 | 2980 | 1.5037 | 0.8382 | 0.7787 | 0.8541 | 0.7543 |
207
+ | 0.0392 | 0.3 | 3000 | 1.3455 | 0.8482 | 0.7906 | 0.8556 | 0.7687 |
208
+ | 0.0367 | 0.302 | 3020 | 1.4267 | 0.8378 | 0.7752 | 0.8568 | 0.7504 |
209
+ | 0.0228 | 0.304 | 3040 | 1.3723 | 0.8587 | 0.7934 | 0.8671 | 0.7739 |
210
+ | 0.0259 | 0.306 | 3060 | 1.4159 | 0.8423 | 0.7802 | 0.8599 | 0.7568 |
211
+ | 0.0074 | 0.308 | 3080 | 1.6634 | 0.8217 | 0.7550 | 0.8538 | 0.7295 |
212
+ | 0.0386 | 0.31 | 3100 | 1.4854 | 0.8399 | 0.7712 | 0.8604 | 0.7476 |
213
+ | 0.017 | 0.312 | 3120 | 1.5554 | 0.8276 | 0.7633 | 0.8519 | 0.7362 |
214
+ | 0.0144 | 0.314 | 3140 | 1.4663 | 0.8354 | 0.7713 | 0.8500 | 0.7466 |
215
+ | 0.0142 | 0.316 | 3160 | 1.6349 | 0.8209 | 0.7528 | 0.8541 | 0.7230 |
216
+ | 0.0236 | 0.318 | 3180 | 1.6757 | 0.8180 | 0.7447 | 0.8566 | 0.7162 |
217
+ | 0.0712 | 0.32 | 3200 | 1.3367 | 0.8456 | 0.7829 | 0.8500 | 0.7603 |
218
+ | 0.0372 | 0.322 | 3220 | 1.3016 | 0.8619 | 0.7992 | 0.8657 | 0.7797 |
219
+ | 0.0301 | 0.324 | 3240 | 1.5439 | 0.8403 | 0.7657 | 0.8642 | 0.7417 |
220
+ | 0.0043 | 0.326 | 3260 | 1.3523 | 0.8495 | 0.7870 | 0.8371 | 0.7715 |
221
+ | 0.0112 | 0.328 | 3280 | 1.6203 | 0.8180 | 0.7489 | 0.8458 | 0.7202 |
222
+ | 0.0389 | 0.33 | 3300 | 1.6012 | 0.8276 | 0.7515 | 0.8558 | 0.7253 |
223
+ | 0.032 | 0.332 | 3320 | 1.4622 | 0.8511 | 0.7749 | 0.8709 | 0.7551 |
224
+ | 0.0484 | 0.334 | 3340 | 1.3753 | 0.8521 | 0.7822 | 0.8517 | 0.7646 |
225
+ | 0.0485 | 0.336 | 3360 | 1.3727 | 0.8507 | 0.7821 | 0.8510 | 0.7622 |
226
+ | 0.0412 | 0.338 | 3380 | 1.4621 | 0.8417 | 0.7700 | 0.8513 | 0.7480 |
227
+ | 0.062 | 0.34 | 3400 | 1.3283 | 0.8472 | 0.7808 | 0.8462 | 0.7593 |
228
+ | 0.0155 | 0.342 | 3420 | 1.4947 | 0.8284 | 0.7573 | 0.8388 | 0.7321 |
229
+ | 0.0604 | 0.344 | 3440 | 1.2953 | 0.8495 | 0.7857 | 0.8497 | 0.7640 |
230
+ | 0.0139 | 0.346 | 3460 | 1.3644 | 0.8562 | 0.7855 | 0.8667 | 0.7669 |
231
+ | 0.0115 | 0.348 | 3480 | 1.3503 | 0.8497 | 0.7849 | 0.8578 | 0.7627 |
232
+ | 0.0262 | 0.35 | 3500 | 1.4776 | 0.8388 | 0.7647 | 0.8649 | 0.7400 |
233
+ | 0.0197 | 0.352 | 3520 | 1.3169 | 0.8566 | 0.7911 | 0.8594 | 0.7704 |
234
+ | 0.0753 | 0.354 | 3540 | 1.4336 | 0.8466 | 0.7742 | 0.8650 | 0.7514 |
235
+ | 0.0541 | 0.356 | 3560 | 1.3846 | 0.8360 | 0.7752 | 0.8395 | 0.7506 |
236
+ | 0.0154 | 0.358 | 3580 | 1.1941 | 0.8601 | 0.8115 | 0.8347 | 0.7996 |
237
+ | 0.0015 | 0.36 | 3600 | 1.3277 | 0.8580 | 0.7972 | 0.8637 | 0.7755 |
238
+ | 0.0284 | 0.362 | 3620 | 1.4280 | 0.8523 | 0.7832 | 0.8693 | 0.7606 |
239
+ | 0.0237 | 0.364 | 3640 | 1.5248 | 0.8337 | 0.7633 | 0.8565 | 0.7369 |
240
+ | 0.0243 | 0.366 | 3660 | 1.5584 | 0.8386 | 0.7636 | 0.8640 | 0.7390 |
241
+ | 0.0628 | 0.368 | 3680 | 1.3950 | 0.8542 | 0.7860 | 0.8656 | 0.7646 |
242
+ | 0.0462 | 0.37 | 3700 | 1.4476 | 0.8419 | 0.7730 | 0.8574 | 0.7478 |
243
+ | 0.0128 | 0.372 | 3720 | 1.5086 | 0.8409 | 0.7705 | 0.8594 | 0.7455 |
244
+ | 0.013 | 0.374 | 3740 | 1.3820 | 0.8544 | 0.7885 | 0.8641 | 0.7663 |
245
+ | 0.0022 | 0.376 | 3760 | 1.3281 | 0.8601 | 0.7924 | 0.8650 | 0.7743 |
246
+ | 0.0359 | 0.378 | 3780 | 1.3168 | 0.8585 | 0.7955 | 0.8597 | 0.7758 |
247
+ | 0.004 | 0.38 | 3800 | 1.3508 | 0.8538 | 0.7900 | 0.8580 | 0.7686 |
248
+ | 0.0227 | 0.382 | 3820 | 1.3766 | 0.8542 | 0.7886 | 0.8630 | 0.7670 |
249
+ | 0.0409 | 0.384 | 3840 | 1.3383 | 0.8497 | 0.7855 | 0.8630 | 0.7620 |
250
+ | 0.0314 | 0.386 | 3860 | 1.3714 | 0.8493 | 0.7808 | 0.8648 | 0.7582 |
251
+ | 0.022 | 0.388 | 3880 | 1.3467 | 0.8531 | 0.7855 | 0.8590 | 0.7654 |
252
+ | 0.0039 | 0.39 | 3900 | 1.4044 | 0.8548 | 0.7884 | 0.8634 | 0.7676 |
253
+ | 0.0342 | 0.392 | 3920 | 1.3077 | 0.8572 | 0.7952 | 0.8527 | 0.7764 |
254
+ | 0.0258 | 0.394 | 3940 | 1.2968 | 0.8658 | 0.8013 | 0.8601 | 0.7873 |
255
+ | 0.0332 | 0.396 | 3960 | 1.3438 | 0.8540 | 0.7817 | 0.8615 | 0.7642 |
256
+ | 0.0153 | 0.398 | 3980 | 1.6289 | 0.8246 | 0.7433 | 0.8564 | 0.7179 |
257
+ | 0.0116 | 0.4 | 4000 | 1.4183 | 0.8454 | 0.7786 | 0.8485 | 0.7572 |
258
+ | 0.0349 | 0.402 | 4020 | 1.4774 | 0.8487 | 0.7767 | 0.8617 | 0.7561 |
259
+ | 0.02 | 0.404 | 4040 | 1.4637 | 0.8511 | 0.7788 | 0.8648 | 0.7587 |
260
+ | 0.0072 | 0.406 | 4060 | 1.5426 | 0.8352 | 0.7633 | 0.8539 | 0.7386 |
261
+ | 0.0229 | 0.408 | 4080 | 1.4962 | 0.8501 | 0.7801 | 0.8667 | 0.7580 |
262
+ | 0.0412 | 0.41 | 4100 | 1.2846 | 0.8632 | 0.8023 | 0.8580 | 0.7859 |
263
+ | 0.0227 | 0.412 | 4120 | 1.2946 | 0.8629 | 0.7982 | 0.8639 | 0.7815 |
264
+ | 0.0278 | 0.414 | 4140 | 1.3961 | 0.8493 | 0.7809 | 0.8610 | 0.7586 |
265
+ | 0.0171 | 0.416 | 4160 | 1.4801 | 0.8417 | 0.7674 | 0.8629 | 0.7441 |
266
+ | 0.0136 | 0.418 | 4180 | 1.4238 | 0.8507 | 0.7736 | 0.8680 | 0.7552 |
267
+ | 0.0213 | 0.42 | 4200 | 1.3588 | 0.8558 | 0.7873 | 0.8645 | 0.7667 |
268
+ | 0.029 | 0.422 | 4220 | 1.4318 | 0.8501 | 0.7789 | 0.8642 | 0.7571 |
269
+ | 0.0226 | 0.424 | 4240 | 1.3959 | 0.8542 | 0.7857 | 0.8660 | 0.7639 |
270
+ | 0.0049 | 0.426 | 4260 | 1.3321 | 0.8601 | 0.7949 | 0.8616 | 0.7757 |
271
+ | 0.0476 | 0.428 | 4280 | 1.3586 | 0.8568 | 0.7859 | 0.8644 | 0.7672 |
272
+ | 0.0462 | 0.43 | 4300 | 1.5131 | 0.8417 | 0.7649 | 0.8663 | 0.7416 |
273
+ | 0.0512 | 0.432 | 4320 | 1.2899 | 0.8505 | 0.7867 | 0.8500 | 0.7650 |
274
+ | 0.0285 | 0.434 | 4340 | 1.2635 | 0.8542 | 0.7881 | 0.8571 | 0.7685 |
275
+ | 0.0415 | 0.436 | 4360 | 1.2625 | 0.8511 | 0.7886 | 0.8552 | 0.7659 |
276
+ | 0.0482 | 0.438 | 4380 | 1.2407 | 0.8527 | 0.7846 | 0.8594 | 0.7646 |
277
+ | 0.0363 | 0.44 | 4400 | 1.3564 | 0.8384 | 0.7648 | 0.8620 | 0.7403 |
278
+ | 0.0276 | 0.442 | 4420 | 1.1727 | 0.8576 | 0.7985 | 0.8458 | 0.7820 |
279
+ | 0.0039 | 0.444 | 4440 | 1.2807 | 0.8619 | 0.7984 | 0.8675 | 0.7790 |
280
+ | 0.0262 | 0.446 | 4460 | 1.3800 | 0.8523 | 0.7815 | 0.8681 | 0.7607 |
281
+ | 0.039 | 0.448 | 4480 | 1.4388 | 0.8421 | 0.7736 | 0.8638 | 0.7475 |
282
+ | 0.0223 | 0.45 | 4500 | 1.1979 | 0.8660 | 0.8041 | 0.8597 | 0.7897 |
283
+ | 0.0073 | 0.452 | 4520 | 1.2264 | 0.8576 | 0.7999 | 0.8458 | 0.7820 |
284
+ | 0.0269 | 0.454 | 4540 | 1.2685 | 0.8603 | 0.8002 | 0.8567 | 0.7808 |
285
+ | 0.0131 | 0.456 | 4560 | 1.3904 | 0.8505 | 0.7824 | 0.8669 | 0.7587 |
286
+ | 0.01 | 0.458 | 4580 | 1.4277 | 0.8499 | 0.7804 | 0.8669 | 0.7572 |
287
+ | 0.0236 | 0.46 | 4600 | 1.3922 | 0.8476 | 0.7863 | 0.8531 | 0.7627 |
288
+ | 0.0216 | 0.462 | 4620 | 1.3886 | 0.8499 | 0.7872 | 0.8588 | 0.7631 |
289
+ | 0.0138 | 0.464 | 4640 | 1.4872 | 0.8462 | 0.7754 | 0.8697 | 0.7510 |
290
+ | 0.0522 | 0.466 | 4660 | 1.4304 | 0.8446 | 0.7710 | 0.8642 | 0.7486 |
291
+ | 0.0071 | 0.468 | 4680 | 1.3784 | 0.8517 | 0.7807 | 0.8637 | 0.7601 |
292
+ | 0.0426 | 0.47 | 4700 | 1.3193 | 0.8544 | 0.7903 | 0.8554 | 0.7698 |
293
+ | 0.0436 | 0.472 | 4720 | 1.2188 | 0.8609 | 0.8004 | 0.8553 | 0.7821 |
294
+ | 0.013 | 0.474 | 4740 | 1.4031 | 0.8474 | 0.7763 | 0.8669 | 0.7532 |
295
+ | 0.0443 | 0.476 | 4760 | 1.5753 | 0.8192 | 0.7395 | 0.8551 | 0.7140 |
296
+ | 0.0444 | 0.478 | 4780 | 1.3850 | 0.8429 | 0.7643 | 0.8643 | 0.7438 |
297
+ | 0.0002 | 0.48 | 4800 | 1.4815 | 0.8358 | 0.7535 | 0.8639 | 0.7319 |
298
+ | 0.0089 | 0.482 | 4820 | 1.4944 | 0.8250 | 0.7524 | 0.8528 | 0.7242 |
299
+ | 0.0239 | 0.484 | 4840 | 1.3902 | 0.8370 | 0.7726 | 0.8432 | 0.7478 |
300
+ | 0.0333 | 0.486 | 4860 | 1.4922 | 0.8211 | 0.7561 | 0.8364 | 0.7272 |
301
+ | 0.0271 | 0.488 | 4880 | 1.5084 | 0.8276 | 0.7577 | 0.8503 | 0.7295 |
302
+ | 0.0337 | 0.49 | 4900 | 1.3764 | 0.8440 | 0.7774 | 0.8570 | 0.7526 |
303
+ | 0.0602 | 0.492 | 4920 | 1.3659 | 0.8393 | 0.7638 | 0.8585 | 0.7410 |
304
+ | 0.0212 | 0.494 | 4940 | 1.2901 | 0.8501 | 0.7837 | 0.8587 | 0.7624 |
305
+ | 0.014 | 0.496 | 4960 | 1.3822 | 0.8354 | 0.7668 | 0.8564 | 0.7402 |
306
+ | 0.0012 | 0.498 | 4980 | 1.4594 | 0.8305 | 0.7592 | 0.8557 | 0.7319 |
307
+ | 0.0051 | 0.5 | 5000 | 1.5347 | 0.8248 | 0.7521 | 0.8560 | 0.7230 |
308
+ | 0.0223 | 0.502 | 5020 | 1.4165 | 0.8370 | 0.7671 | 0.8594 | 0.7404 |
309
+ | 0.0053 | 0.504 | 5040 | 1.3180 | 0.8525 | 0.7900 | 0.8651 | 0.7651 |
310
+ | 0.0293 | 0.506 | 5060 | 1.2316 | 0.8595 | 0.7992 | 0.8675 | 0.7778 |
311
+ | 0.0391 | 0.508 | 5080 | 1.3382 | 0.8415 | 0.7784 | 0.8600 | 0.7524 |
312
+ | 0.0134 | 0.51 | 5100 | 1.3917 | 0.8474 | 0.7773 | 0.8643 | 0.7549 |
313
+ | 0.0187 | 0.512 | 5120 | 1.3604 | 0.8435 | 0.7802 | 0.8625 | 0.7568 |
314
+ | 0.027 | 0.514 | 5140 | 1.5380 | 0.8217 | 0.7518 | 0.8541 | 0.7250 |
315
+ | 0.0367 | 0.516 | 5160 | 1.4179 | 0.8241 | 0.7553 | 0.8585 | 0.7283 |
316
+ | 0.0163 | 0.518 | 5180 | 1.3710 | 0.8331 | 0.7660 | 0.8605 | 0.7386 |
317
+ | 0.0241 | 0.52 | 5200 | 1.2647 | 0.8450 | 0.7845 | 0.8507 | 0.7595 |
318
+ | 0.0122 | 0.522 | 5220 | 1.3431 | 0.8493 | 0.7843 | 0.8646 | 0.7594 |
319
+ | 0.0405 | 0.524 | 5240 | 1.4083 | 0.8405 | 0.7718 | 0.8631 | 0.7454 |
320
+ | 0.0315 | 0.526 | 5260 | 1.2555 | 0.8617 | 0.7963 | 0.8706 | 0.7773 |
321
+ | 0.0158 | 0.528 | 5280 | 1.4175 | 0.8274 | 0.7667 | 0.8562 | 0.7390 |
322
+ | 0.0242 | 0.53 | 5300 | 1.2810 | 0.8476 | 0.7901 | 0.8563 | 0.7665 |
323
+ | 0.0161 | 0.532 | 5320 | 1.3278 | 0.8544 | 0.7883 | 0.8677 | 0.7666 |
324
+ | 0.0353 | 0.534 | 5340 | 1.2567 | 0.8658 | 0.8044 | 0.8681 | 0.7858 |
325
+ | 0.0062 | 0.536 | 5360 | 1.3290 | 0.8589 | 0.7932 | 0.8681 | 0.7724 |
326
+ | 0.0184 | 0.538 | 5380 | 1.2692 | 0.8560 | 0.7939 | 0.8565 | 0.7744 |
327
+ | 0.059 | 0.54 | 5400 | 1.2367 | 0.8605 | 0.8013 | 0.8580 | 0.7814 |
328
+ | 0.0206 | 0.542 | 5420 | 1.3156 | 0.8552 | 0.7912 | 0.8618 | 0.7703 |
329
+ | 0.0175 | 0.544 | 5440 | 1.5553 | 0.8199 | 0.7552 | 0.8570 | 0.7240 |
330
+ | 0.0415 | 0.546 | 5460 | 1.3599 | 0.8546 | 0.7854 | 0.8685 | 0.7650 |
331
+ | 0.0432 | 0.548 | 5480 | 1.5341 | 0.8201 | 0.7529 | 0.8536 | 0.7219 |
332
+ | 0.0545 | 0.55 | 5500 | 1.5413 | 0.8090 | 0.7443 | 0.8475 | 0.7110 |
333
+ | 0.0234 | 0.552 | 5520 | 1.6712 | 0.8009 | 0.7334 | 0.8505 | 0.6984 |
334
+ | 0.0156 | 0.554 | 5540 | 1.6123 | 0.8213 | 0.7497 | 0.8586 | 0.7196 |
335
+ | 0.0172 | 0.556 | 5560 | 1.6196 | 0.8201 | 0.7493 | 0.8646 | 0.7179 |
336
+ | 0.029 | 0.558 | 5580 | 1.5016 | 0.8301 | 0.7614 | 0.8682 | 0.7327 |
337
+ | 0.0216 | 0.56 | 5600 | 1.4448 | 0.8466 | 0.7809 | 0.8622 | 0.7560 |
338
+ | 0.0641 | 0.562 | 5620 | 1.5083 | 0.8358 | 0.7627 | 0.8672 | 0.7364 |
339
+ | 0.0244 | 0.564 | 5640 | 1.4582 | 0.8393 | 0.7712 | 0.8654 | 0.7443 |
340
+ | 0.0304 | 0.566 | 5660 | 1.4796 | 0.8372 | 0.7669 | 0.8686 | 0.7401 |
341
+ | 0.0299 | 0.568 | 5680 | 1.4776 | 0.8442 | 0.7725 | 0.8713 | 0.7481 |
342
+ | 0.0108 | 0.57 | 5700 | 1.5837 | 0.8311 | 0.7575 | 0.8679 | 0.7291 |
343
+ | 0.0568 | 0.572 | 5720 | 1.2901 | 0.8527 | 0.7926 | 0.8573 | 0.7697 |
344
+ | 0.0012 | 0.574 | 5740 | 1.3570 | 0.8509 | 0.7904 | 0.8624 | 0.7658 |
345
+ | 0.0161 | 0.576 | 5760 | 1.4200 | 0.8407 | 0.7803 | 0.8596 | 0.7541 |
346
+ | 0.045 | 0.578 | 5780 | 1.4508 | 0.8440 | 0.7796 | 0.8656 | 0.7532 |
347
+ | 0.04 | 0.58 | 5800 | 1.4328 | 0.8382 | 0.7785 | 0.8620 | 0.7500 |
348
+ | 0.054 | 0.582 | 5820 | 1.2936 | 0.8478 | 0.7885 | 0.8600 | 0.7628 |
349
+ | 0.0366 | 0.584 | 5840 | 1.3365 | 0.8431 | 0.7793 | 0.8626 | 0.7525 |
350
+ | 0.0325 | 0.586 | 5860 | 1.2088 | 0.8542 | 0.7973 | 0.8567 | 0.7739 |
351
+ | 0.0155 | 0.588 | 5880 | 1.2584 | 0.8554 | 0.7917 | 0.8624 | 0.7695 |
352
+ | 0.0027 | 0.59 | 5900 | 1.2414 | 0.8546 | 0.7967 | 0.8527 | 0.7747 |
353
+ | 0.0203 | 0.592 | 5920 | 1.4011 | 0.8403 | 0.7738 | 0.8618 | 0.7468 |
354
+ | 0.0047 | 0.594 | 5940 | 1.3959 | 0.8409 | 0.7760 | 0.8623 | 0.7486 |
355
+ | 0.0156 | 0.596 | 5960 | 1.5100 | 0.8284 | 0.7621 | 0.8619 | 0.7316 |
356
+ | 0.0315 | 0.598 | 5980 | 1.5174 | 0.8254 | 0.7555 | 0.8604 | 0.7283 |
357
+ | 0.0421 | 0.6 | 6000 | 1.3203 | 0.8585 | 0.7901 | 0.8684 | 0.7714 |
358
+ | 0.0009 | 0.602 | 6020 | 1.3933 | 0.8533 | 0.7813 | 0.8694 | 0.7616 |
359
+ | 0.0159 | 0.604 | 6040 | 1.3371 | 0.8617 | 0.7926 | 0.8695 | 0.7761 |
360
+ | 0.0126 | 0.606 | 6060 | 1.3021 | 0.8593 | 0.7941 | 0.8599 | 0.7762 |
361
+ | 0.0456 | 0.608 | 6080 | 1.4119 | 0.8468 | 0.7778 | 0.8623 | 0.7544 |
362
+ | 0.0231 | 0.61 | 6100 | 1.4231 | 0.8464 | 0.7747 | 0.8642 | 0.7528 |
363
+ | 0.0257 | 0.612 | 6120 | 1.5582 | 0.8295 | 0.7535 | 0.8673 | 0.7269 |
364
+ | 0.024 | 0.614 | 6140 | 1.4474 | 0.8399 | 0.7677 | 0.8629 | 0.7426 |
365
+ | 0.0271 | 0.616 | 6160 | 1.3643 | 0.8527 | 0.7831 | 0.8686 | 0.7618 |
366
+ | 0.004 | 0.618 | 6180 | 1.4824 | 0.8319 | 0.7618 | 0.8647 | 0.7349 |
367
+ | 0.0157 | 0.62 | 6200 | 1.6797 | 0.8045 | 0.7176 | 0.8557 | 0.6934 |
368
+ | 0.0084 | 0.622 | 6220 | 1.4220 | 0.8305 | 0.7666 | 0.8526 | 0.7400 |
369
+ | 0.0273 | 0.624 | 6240 | 1.3800 | 0.8274 | 0.7721 | 0.8473 | 0.7436 |
370
+ | 0.0363 | 0.626 | 6260 | 1.3942 | 0.8254 | 0.7647 | 0.8512 | 0.7365 |
371
+ | 0.0471 | 0.628 | 6280 | 1.2489 | 0.8480 | 0.7869 | 0.8557 | 0.7650 |
372
+ | 0.0134 | 0.63 | 6300 | 1.2962 | 0.8489 | 0.7854 | 0.8544 | 0.7623 |
373
+ | 0.0019 | 0.632 | 6320 | 1.3361 | 0.8480 | 0.7848 | 0.8596 | 0.7603 |
374
+ | 0.0145 | 0.634 | 6340 | 1.2290 | 0.8607 | 0.8010 | 0.8548 | 0.7819 |
375
+ | 0.0328 | 0.636 | 6360 | 1.3161 | 0.8466 | 0.7822 | 0.8577 | 0.7587 |
376
+ | 0.013 | 0.638 | 6380 | 1.4434 | 0.8278 | 0.7626 | 0.8548 | 0.7338 |
377
+ | 0.0157 | 0.64 | 6400 | 1.5072 | 0.8305 | 0.7608 | 0.8614 | 0.7326 |
378
+ | 0.0162 | 0.642 | 6420 | 1.4384 | 0.8372 | 0.7676 | 0.8619 | 0.7421 |
379
+ | 0.0031 | 0.644 | 6440 | 1.4686 | 0.8354 | 0.7641 | 0.8624 | 0.7384 |
380
+ | 0.0168 | 0.646 | 6460 | 1.6082 | 0.8233 | 0.7480 | 0.8610 | 0.7198 |
381
+ | 0.0096 | 0.648 | 6480 | 1.5840 | 0.8256 | 0.7523 | 0.8606 | 0.7238 |
382
+ | 0.0254 | 0.65 | 6500 | 1.4263 | 0.8403 | 0.7747 | 0.8617 | 0.7482 |
383
+ | 0.0284 | 0.652 | 6520 | 1.3740 | 0.8468 | 0.7820 | 0.8659 | 0.7573 |
384
+ | 0.0127 | 0.654 | 6540 | 1.3811 | 0.8368 | 0.7746 | 0.8558 | 0.7473 |
385
+ | 0.0313 | 0.656 | 6560 | 1.3887 | 0.8346 | 0.7719 | 0.8502 | 0.7447 |
386
+ | 0.0308 | 0.658 | 6580 | 1.3531 | 0.8376 | 0.7771 | 0.8455 | 0.7510 |
387
+ | 0.0121 | 0.66 | 6600 | 1.3415 | 0.8409 | 0.7791 | 0.8491 | 0.7540 |
388
+ | 0.0337 | 0.662 | 6620 | 1.3951 | 0.8319 | 0.7632 | 0.8505 | 0.7375 |
389
+ | 0.0153 | 0.664 | 6640 | 1.4965 | 0.8219 | 0.7512 | 0.8556 | 0.7234 |
390
+ | 0.0169 | 0.666 | 6660 | 1.3800 | 0.8409 | 0.7719 | 0.8565 | 0.7478 |
391
+ | 0.0231 | 0.668 | 6680 | 1.6212 | 0.8170 | 0.7375 | 0.8563 | 0.7097 |
392
+ | 0.0229 | 0.67 | 6700 | 1.4507 | 0.8268 | 0.7616 | 0.8461 | 0.7330 |
393
+ | 0.0083 | 0.672 | 6720 | 1.4151 | 0.8325 | 0.7666 | 0.8452 | 0.7400 |
394
+ | 0.0122 | 0.674 | 6740 | 1.3248 | 0.8509 | 0.7871 | 0.8619 | 0.7637 |
395
+ | 0.0028 | 0.676 | 6760 | 1.4581 | 0.8372 | 0.7668 | 0.8620 | 0.7406 |
396
+ | 0.0196 | 0.678 | 6780 | 1.3441 | 0.8542 | 0.7842 | 0.8699 | 0.7633 |
397
+ | 0.0564 | 0.68 | 6800 | 1.2805 | 0.8517 | 0.7818 | 0.8627 | 0.7629 |
398
+ | 0.0426 | 0.682 | 6820 | 1.2163 | 0.8542 | 0.7889 | 0.8582 | 0.7699 |
399
+ | 0.012 | 0.684 | 6840 | 1.2336 | 0.8407 | 0.7798 | 0.8520 | 0.7572 |
400
+ | 0.0053 | 0.686 | 6860 | 1.3346 | 0.8282 | 0.7663 | 0.8526 | 0.7394 |
401
+ | 0.018 | 0.688 | 6880 | 1.2456 | 0.8368 | 0.7803 | 0.8446 | 0.7564 |
402
+ | 0.0284 | 0.69 | 6900 | 1.3215 | 0.8295 | 0.7674 | 0.8489 | 0.7398 |
403
+ | 0.0206 | 0.692 | 6920 | 1.2697 | 0.8366 | 0.7774 | 0.8452 | 0.7518 |
404
+ | 0.0185 | 0.694 | 6940 | 1.2302 | 0.8507 | 0.7889 | 0.8528 | 0.7671 |
405
+ | 0.0074 | 0.696 | 6960 | 1.2804 | 0.8466 | 0.7836 | 0.8548 | 0.7601 |
406
+ | 0.0211 | 0.698 | 6980 | 1.3472 | 0.8425 | 0.7749 | 0.8618 | 0.7509 |
407
+ | 0.0093 | 0.7 | 7000 | 1.3526 | 0.8478 | 0.7780 | 0.8635 | 0.7564 |
408
+ | 0.0229 | 0.702 | 7020 | 1.3637 | 0.8505 | 0.7800 | 0.8662 | 0.7586 |
409
+ | 0.047 | 0.704 | 7040 | 1.4245 | 0.8384 | 0.7701 | 0.8589 | 0.7444 |
410
+ | 0.02 | 0.706 | 7060 | 1.4446 | 0.8393 | 0.7677 | 0.8610 | 0.7433 |
411
+ | 0.0322 | 0.708 | 7080 | 1.3445 | 0.8454 | 0.7807 | 0.8566 | 0.7568 |
412
+ | 0.0166 | 0.71 | 7100 | 1.3218 | 0.8452 | 0.7810 | 0.8545 | 0.7573 |
413
+ | 0.0154 | 0.712 | 7120 | 1.3052 | 0.8468 | 0.7852 | 0.8529 | 0.7615 |
414
+ | 0.0209 | 0.714 | 7140 | 1.3200 | 0.8419 | 0.7788 | 0.8499 | 0.7541 |
415
+ | 0.0123 | 0.716 | 7160 | 1.3558 | 0.8393 | 0.7735 | 0.8509 | 0.7481 |
416
+ | 0.011 | 0.718 | 7180 | 1.3138 | 0.8470 | 0.7804 | 0.8543 | 0.7577 |
417
+ | 0.0333 | 0.72 | 7200 | 1.3000 | 0.8495 | 0.7839 | 0.8552 | 0.7616 |
418
+ | 0.0489 | 0.722 | 7220 | 1.2575 | 0.8484 | 0.7825 | 0.8537 | 0.7601 |
419
+ | 0.0394 | 0.724 | 7240 | 1.3221 | 0.8456 | 0.7768 | 0.8543 | 0.7540 |
420
+ | 0.0076 | 0.726 | 7260 | 1.4044 | 0.8399 | 0.7682 | 0.8604 | 0.7433 |
421
+ | 0.0209 | 0.728 | 7280 | 1.3183 | 0.8472 | 0.7808 | 0.8570 | 0.7574 |
422
+ | 0.0068 | 0.73 | 7300 | 1.2884 | 0.8505 | 0.7843 | 0.8573 | 0.7619 |
423
+ | 0.035 | 0.732 | 7320 | 1.3119 | 0.8501 | 0.7820 | 0.8564 | 0.7602 |
424
+ | 0.0146 | 0.734 | 7340 | 1.3595 | 0.8482 | 0.7770 | 0.8614 | 0.7546 |
425
+ | 0.0175 | 0.736 | 7360 | 1.3735 | 0.8429 | 0.7740 | 0.8563 | 0.7496 |
426
+ | 0.0197 | 0.738 | 7380 | 1.2753 | 0.8554 | 0.7917 | 0.8559 | 0.7709 |
427
+ | 0.0145 | 0.74 | 7400 | 1.3514 | 0.8470 | 0.7807 | 0.8574 | 0.7569 |
428
+ | 0.0471 | 0.742 | 7420 | 1.3011 | 0.8507 | 0.7850 | 0.8622 | 0.7613 |
429
+ | 0.0384 | 0.744 | 7440 | 1.2594 | 0.8515 | 0.7891 | 0.8590 | 0.7654 |
430
+ | 0.004 | 0.746 | 7460 | 1.2978 | 0.8466 | 0.7797 | 0.8559 | 0.7565 |
431
+ | 0.0357 | 0.748 | 7480 | 1.2685 | 0.8507 | 0.7826 | 0.8573 | 0.7615 |
432
+ | 0.0072 | 0.75 | 7500 | 1.3033 | 0.8468 | 0.7770 | 0.8569 | 0.7548 |
433
+ | 0.0148 | 0.752 | 7520 | 1.2454 | 0.8558 | 0.7917 | 0.8603 | 0.7704 |
434
+ | 0.0187 | 0.754 | 7540 | 1.2755 | 0.8574 | 0.7884 | 0.8615 | 0.7697 |
435
+ | 0.0362 | 0.756 | 7560 | 1.3040 | 0.8538 | 0.7855 | 0.8632 | 0.7647 |
436
+ | 0.0168 | 0.758 | 7580 | 1.2815 | 0.8550 | 0.7888 | 0.8611 | 0.7679 |
437
+ | 0.0319 | 0.76 | 7600 | 1.2986 | 0.8527 | 0.7856 | 0.8587 | 0.7647 |
438
+ | 0.0118 | 0.762 | 7620 | 1.3524 | 0.8478 | 0.7798 | 0.8593 | 0.7567 |
439
+ | 0.0171 | 0.764 | 7640 | 1.3086 | 0.8531 | 0.7870 | 0.8583 | 0.7655 |
440
+ | 0.0192 | 0.766 | 7660 | 1.3387 | 0.8515 | 0.7818 | 0.8610 | 0.7607 |
441
+ | 0.0146 | 0.768 | 7680 | 1.4237 | 0.8442 | 0.7715 | 0.8606 | 0.7486 |
442
+ | 0.0257 | 0.77 | 7700 | 1.4340 | 0.8413 | 0.7698 | 0.8586 | 0.7454 |
443
+ | 0.0427 | 0.772 | 7720 | 1.4500 | 0.8393 | 0.7673 | 0.8578 | 0.7424 |
444
+ | 0.0001 | 0.774 | 7740 | 1.4393 | 0.8421 | 0.7709 | 0.8590 | 0.7463 |
445
+ | 0.0056 | 0.776 | 7760 | 1.4137 | 0.8444 | 0.7749 | 0.8586 | 0.7508 |
446
+ | 0.0054 | 0.778 | 7780 | 1.4455 | 0.8415 | 0.7703 | 0.8583 | 0.7459 |
447
+ | 0.0224 | 0.78 | 7800 | 1.3827 | 0.8470 | 0.7786 | 0.8570 | 0.7555 |
448
+ | 0.0002 | 0.782 | 7820 | 1.3901 | 0.8454 | 0.7762 | 0.8566 | 0.7533 |
449
+ | 0.01 | 0.784 | 7840 | 1.3898 | 0.8454 | 0.7779 | 0.8594 | 0.7541 |
450
+ | 0.0115 | 0.786 | 7860 | 1.3709 | 0.8521 | 0.7823 | 0.8623 | 0.7611 |
451
+ | 0.0207 | 0.788 | 7880 | 1.3256 | 0.8542 | 0.7868 | 0.8588 | 0.7665 |
452
+ | 0.0254 | 0.79 | 7900 | 1.2879 | 0.8572 | 0.7928 | 0.8582 | 0.7731 |
453
+ | 0.0284 | 0.792 | 7920 | 1.2851 | 0.8570 | 0.7933 | 0.8601 | 0.7721 |
454
+ | 0.0056 | 0.794 | 7940 | 1.3286 | 0.8533 | 0.7891 | 0.8613 | 0.7659 |
455
+ | 0.004 | 0.796 | 7960 | 1.3264 | 0.8560 | 0.7923 | 0.8604 | 0.7703 |
456
+ | 0.0304 | 0.798 | 7980 | 1.3460 | 0.8546 | 0.7896 | 0.8629 | 0.7667 |
457
+ | 0.0074 | 0.8 | 8000 | 1.3500 | 0.8546 | 0.7896 | 0.8616 | 0.7671 |
458
+ | 0.0123 | 0.802 | 8020 | 1.3229 | 0.8578 | 0.7943 | 0.8636 | 0.7725 |
459
+ | 0.034 | 0.804 | 8040 | 1.3199 | 0.8593 | 0.7953 | 0.8648 | 0.7742 |
460
+ | 0.0103 | 0.806 | 8060 | 1.3439 | 0.8548 | 0.7913 | 0.8603 | 0.7686 |
461
+ | 0.0001 | 0.808 | 8080 | 1.3214 | 0.8593 | 0.7964 | 0.8640 | 0.7748 |
462
+ | 0.0019 | 0.81 | 8100 | 1.3628 | 0.8544 | 0.7908 | 0.8608 | 0.7677 |
463
+ | 0.0018 | 0.812 | 8120 | 1.3703 | 0.8538 | 0.7911 | 0.8596 | 0.7677 |
464
+ | 0.0006 | 0.814 | 8140 | 1.3588 | 0.8564 | 0.7942 | 0.8617 | 0.7713 |
465
+ | 0.0004 | 0.816 | 8160 | 1.3652 | 0.8540 | 0.7942 | 0.8579 | 0.7706 |
466
+ | 0.0421 | 0.818 | 8180 | 1.4159 | 0.8468 | 0.7828 | 0.8570 | 0.7580 |
467
+ | 0.0379 | 0.82 | 8200 | 1.3623 | 0.8507 | 0.7916 | 0.8562 | 0.7669 |
468
+ | 0.0016 | 0.822 | 8220 | 1.3659 | 0.8531 | 0.7914 | 0.8604 | 0.7676 |
469
+ | 0.0186 | 0.824 | 8240 | 1.3941 | 0.8456 | 0.7832 | 0.8560 | 0.7576 |
470
+ | 0.0295 | 0.826 | 8260 | 1.3841 | 0.8466 | 0.7845 | 0.8555 | 0.7594 |
471
+ | 0.0264 | 0.828 | 8280 | 1.3704 | 0.8484 | 0.7867 | 0.8574 | 0.7619 |
472
+ | 0.0171 | 0.83 | 8300 | 1.3531 | 0.8503 | 0.7912 | 0.8570 | 0.7663 |
473
+ | 0.017 | 0.832 | 8320 | 1.4407 | 0.8429 | 0.7773 | 0.8579 | 0.7516 |
474
+ | 0.0316 | 0.834 | 8340 | 1.4321 | 0.8393 | 0.7737 | 0.8530 | 0.7473 |
475
+ | 0.023 | 0.836 | 8360 | 1.4401 | 0.8401 | 0.7722 | 0.8585 | 0.7461 |
476
+ | 0.0063 | 0.838 | 8380 | 1.4163 | 0.8423 | 0.7758 | 0.8588 | 0.7500 |
477
+ | 0.0024 | 0.84 | 8400 | 1.4562 | 0.8399 | 0.7722 | 0.8580 | 0.7459 |
478
+ | 0.0037 | 0.842 | 8420 | 1.4190 | 0.8446 | 0.7775 | 0.8587 | 0.7526 |
479
+ | 0.0262 | 0.844 | 8440 | 1.4119 | 0.8450 | 0.7791 | 0.8607 | 0.7534 |
480
+ | 0.006 | 0.846 | 8460 | 1.3936 | 0.8476 | 0.7816 | 0.8611 | 0.7570 |
481
+ | 0.0354 | 0.848 | 8480 | 1.3733 | 0.8474 | 0.7832 | 0.8580 | 0.7586 |
482
+ | 0.0137 | 0.85 | 8500 | 1.3665 | 0.8480 | 0.7851 | 0.8587 | 0.7601 |
483
+ | 0.0243 | 0.852 | 8520 | 1.3896 | 0.8450 | 0.7785 | 0.8599 | 0.7533 |
484
+ | 0.0235 | 0.854 | 8540 | 1.3908 | 0.8460 | 0.7787 | 0.8609 | 0.7540 |
485
+ | 0.0114 | 0.856 | 8560 | 1.3842 | 0.8448 | 0.7777 | 0.8595 | 0.7527 |
486
+ | 0.0126 | 0.858 | 8580 | 1.3689 | 0.8446 | 0.7798 | 0.8563 | 0.7547 |
487
+ | 0.0186 | 0.86 | 8600 | 1.2981 | 0.8513 | 0.7887 | 0.8545 | 0.7660 |
488
+ | 0.0158 | 0.862 | 8620 | 1.2734 | 0.8525 | 0.7930 | 0.8530 | 0.7704 |
489
+ | 0.0028 | 0.864 | 8640 | 1.2963 | 0.8531 | 0.7914 | 0.8560 | 0.7687 |
490
+ | 0.0005 | 0.866 | 8660 | 1.3336 | 0.8503 | 0.7853 | 0.8560 | 0.7624 |
491
+ | 0.0183 | 0.868 | 8680 | 1.3398 | 0.8509 | 0.7840 | 0.8597 | 0.7613 |
492
+ | 0.0095 | 0.87 | 8700 | 1.3530 | 0.8503 | 0.7835 | 0.8611 | 0.7603 |
493
+ | 0.0047 | 0.872 | 8720 | 1.3765 | 0.8480 | 0.7810 | 0.8608 | 0.7570 |
494
+ | 0.0233 | 0.874 | 8740 | 1.4427 | 0.8433 | 0.7738 | 0.8614 | 0.7487 |
495
+ | 0.0026 | 0.876 | 8760 | 1.4369 | 0.8435 | 0.7747 | 0.8612 | 0.7497 |
496
+ | 0.0177 | 0.878 | 8780 | 1.4600 | 0.8403 | 0.7727 | 0.8590 | 0.7463 |
497
+ | 0.0046 | 0.88 | 8800 | 1.4419 | 0.8421 | 0.7749 | 0.8593 | 0.7490 |
498
+ | 0.0111 | 0.882 | 8820 | 1.4529 | 0.8429 | 0.7744 | 0.8616 | 0.7487 |
499
+ | 0.0158 | 0.884 | 8840 | 1.4249 | 0.8452 | 0.7766 | 0.8602 | 0.7520 |
500
+ | 0.0356 | 0.886 | 8860 | 1.3788 | 0.8484 | 0.7821 | 0.8603 | 0.7579 |
501
+ | 0.0356 | 0.888 | 8880 | 1.3773 | 0.8493 | 0.7840 | 0.8627 | 0.7593 |
502
+ | 0.058 | 0.89 | 8900 | 1.3693 | 0.8472 | 0.7829 | 0.8592 | 0.7578 |
503
+ | 0.0227 | 0.892 | 8920 | 1.3804 | 0.8440 | 0.7773 | 0.8561 | 0.7524 |
504
+ | 0.0372 | 0.894 | 8940 | 1.3698 | 0.8474 | 0.7805 | 0.8592 | 0.7564 |
505
+ | 0.0377 | 0.896 | 8960 | 1.3557 | 0.8487 | 0.7825 | 0.8586 | 0.7589 |
506
+ | 0.0297 | 0.898 | 8980 | 1.3414 | 0.8505 | 0.7864 | 0.8599 | 0.7625 |
507
+ | 0.01 | 0.9 | 9000 | 1.3348 | 0.8525 | 0.7883 | 0.8606 | 0.7652 |
508
+ | 0.0309 | 0.902 | 9020 | 1.3000 | 0.8542 | 0.7909 | 0.8609 | 0.7683 |
509
+ | 0.0346 | 0.904 | 9040 | 1.2752 | 0.8576 | 0.7956 | 0.8636 | 0.7735 |
510
+ | 0.0143 | 0.906 | 9060 | 1.2954 | 0.8568 | 0.7938 | 0.8635 | 0.7717 |
511
+ | 0.0187 | 0.908 | 9080 | 1.3109 | 0.8542 | 0.7908 | 0.8621 | 0.7680 |
512
+ | 0.0002 | 0.91 | 9100 | 1.3237 | 0.8542 | 0.7908 | 0.8629 | 0.7677 |
513
+ | 0.0099 | 0.912 | 9120 | 1.3458 | 0.8515 | 0.7875 | 0.8602 | 0.7640 |
514
+ | 0.0128 | 0.914 | 9140 | 1.3486 | 0.8513 | 0.7866 | 0.8609 | 0.7631 |
515
+ | 0.0574 | 0.916 | 9160 | 1.3279 | 0.8527 | 0.7893 | 0.8601 | 0.7658 |
516
+ | 0.0121 | 0.918 | 9180 | 1.3496 | 0.8495 | 0.7853 | 0.8585 | 0.7611 |
517
+ | 0.0179 | 0.92 | 9200 | 1.3531 | 0.8503 | 0.7860 | 0.8595 | 0.7619 |
518
+ | 0.0095 | 0.922 | 9220 | 1.3512 | 0.8517 | 0.7872 | 0.8612 | 0.7635 |
519
+ | 0.0181 | 0.924 | 9240 | 1.3376 | 0.8519 | 0.7881 | 0.8581 | 0.7649 |
520
+ | 0.014 | 0.926 | 9260 | 1.3395 | 0.8531 | 0.7891 | 0.8623 | 0.7657 |
521
+ | 0.0238 | 0.928 | 9280 | 1.3482 | 0.8513 | 0.7875 | 0.8584 | 0.7640 |
522
+ | 0.0002 | 0.93 | 9300 | 1.3507 | 0.8511 | 0.7870 | 0.8591 | 0.7634 |
523
+ | 0.0058 | 0.932 | 9320 | 1.3615 | 0.8503 | 0.7861 | 0.8616 | 0.7619 |
524
+ | 0.0122 | 0.934 | 9340 | 1.3691 | 0.8495 | 0.7857 | 0.8623 | 0.7609 |
525
+ | 0.0047 | 0.936 | 9360 | 1.3662 | 0.8480 | 0.7841 | 0.8574 | 0.7597 |
526
+ | 0.0128 | 0.938 | 9380 | 1.3775 | 0.8464 | 0.7816 | 0.8576 | 0.7567 |
527
+ | 0.0156 | 0.94 | 9400 | 1.3955 | 0.8464 | 0.7809 | 0.8595 | 0.7559 |
528
+ | 0.022 | 0.942 | 9420 | 1.4096 | 0.8458 | 0.7792 | 0.8611 | 0.7540 |
529
+ | 0.0035 | 0.944 | 9440 | 1.4199 | 0.8454 | 0.7784 | 0.8614 | 0.7532 |
530
+ | 0.0008 | 0.946 | 9460 | 1.4331 | 0.8446 | 0.7762 | 0.8608 | 0.7513 |
531
+ | 0.005 | 0.948 | 9480 | 1.4374 | 0.8431 | 0.7742 | 0.8598 | 0.7491 |
532
+ | 0.0576 | 0.95 | 9500 | 1.4237 | 0.8454 | 0.7784 | 0.8613 | 0.7532 |
533
+ | 0.0374 | 0.952 | 9520 | 1.4038 | 0.8466 | 0.7798 | 0.8606 | 0.7550 |
534
+ | 0.0001 | 0.954 | 9540 | 1.3973 | 0.8472 | 0.7808 | 0.8604 | 0.7561 |
535
+ | 0.0036 | 0.956 | 9560 | 1.3831 | 0.8491 | 0.7841 | 0.8606 | 0.7596 |
536
+ | 0.0073 | 0.958 | 9580 | 1.3784 | 0.8491 | 0.7841 | 0.8595 | 0.7598 |
537
+ | 0.0415 | 0.96 | 9600 | 1.3735 | 0.8501 | 0.7851 | 0.8618 | 0.7609 |
538
+ | 0.0016 | 0.962 | 9620 | 1.3675 | 0.8511 | 0.7859 | 0.8630 | 0.7621 |
539
+ | 0.0166 | 0.964 | 9640 | 1.3566 | 0.8523 | 0.7874 | 0.8628 | 0.7641 |
540
+ | 0.0103 | 0.966 | 9660 | 1.3614 | 0.8515 | 0.7863 | 0.8627 | 0.7628 |
541
+ | 0.0067 | 0.968 | 9680 | 1.3839 | 0.8507 | 0.7846 | 0.8638 | 0.7605 |
542
+ | 0.0017 | 0.97 | 9700 | 1.3957 | 0.8491 | 0.7826 | 0.8629 | 0.7582 |
543
+ | 0.0346 | 0.972 | 9720 | 1.3773 | 0.8507 | 0.7846 | 0.8636 | 0.7607 |
544
+ | 0.0033 | 0.974 | 9740 | 1.3816 | 0.8503 | 0.7842 | 0.8637 | 0.7600 |
545
+ | 0.0265 | 0.976 | 9760 | 1.3870 | 0.8493 | 0.7827 | 0.8630 | 0.7584 |
546
+ | 0.0355 | 0.978 | 9780 | 1.3858 | 0.8489 | 0.7824 | 0.8619 | 0.7582 |
547
+ | 0.0001 | 0.98 | 9800 | 1.3875 | 0.8491 | 0.7826 | 0.8624 | 0.7585 |
548
+ | 0.0356 | 0.982 | 9820 | 1.3823 | 0.8495 | 0.7839 | 0.8620 | 0.7596 |
549
+ | 0.0039 | 0.984 | 9840 | 1.3777 | 0.8503 | 0.7855 | 0.8626 | 0.7612 |
550
+ | 0.0074 | 0.986 | 9860 | 1.3826 | 0.8497 | 0.7843 | 0.8626 | 0.7598 |
551
+ | 0.0094 | 0.988 | 9880 | 1.3823 | 0.8493 | 0.7834 | 0.8621 | 0.7591 |
552
+ | 0.0014 | 0.99 | 9900 | 1.3820 | 0.8499 | 0.7845 | 0.8627 | 0.7601 |
553
+ | 0.0488 | 0.992 | 9920 | 1.3875 | 0.8487 | 0.7832 | 0.8623 | 0.7584 |
554
+ | 0.0144 | 0.994 | 9940 | 1.3880 | 0.8487 | 0.7830 | 0.8621 | 0.7583 |
555
+ | 0.0378 | 0.996 | 9960 | 1.3852 | 0.8489 | 0.7831 | 0.8619 | 0.7586 |
556
+ | 0.0234 | 0.998 | 9980 | 1.3850 | 0.8491 | 0.7835 | 0.8621 | 0.7590 |
557
+ | 0.0124 | 1.0 | 10000 | 1.3854 | 0.8487 | 0.7828 | 0.8618 | 0.7583 |
558
 
559
 
560
  ### Framework versions
config.json CHANGED
@@ -20,7 +20,7 @@
20
  "0": "Barcode",
21
  "1": "Invoice",
22
  "2": "Object",
23
- "3": "Invoice",
24
  "4": "Non-Object"
25
  },
26
  "image_size": 256,
 
20
  "0": "Barcode",
21
  "1": "Invoice",
22
  "2": "Object",
23
+ "3": "Receipt",
24
  "4": "Non-Object"
25
  },
26
  "image_size": 256,
model.safetensors CHANGED
@@ -1,3 +1,3 @@
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  size 347657788
 
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  size 5240
 
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+ oid sha256:9b39b2c4ea4fcb1b23ec1ec99a0fee7dfb4a85ab083cdd82698c4e2d44a09eee
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  size 5240