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mujerry
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deeplabv3-mobilevit-small-corm

Image Segmentation
Transformers
Safetensors
mobilevit
vision
Generated from Trainer
Inference Endpoints
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End of training

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  2. model.safetensors +1 -1
  3. training_args.bin +1 -1
README.md CHANGED
@@ -18,16 +18,16 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [apple/deeplabv3-mobilevit-small](https://huggingface.co/apple/deeplabv3-mobilevit-small) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.0614
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- - Mean Iou: 0.5911
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- - Mean Accuracy: 0.9337
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- - Overall Accuracy: 0.9365
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  - Accuracy Background: nan
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- - Accuracy Corm: 0.9210
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- - Accuracy Damage: 0.9464
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  - Iou Background: 0.0
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- - Iou Corm: 0.8603
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- - Iou Damage: 0.9130
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  ## Model description
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@@ -47,8 +47,8 @@ More information needed
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  The following hyperparameters were used during training:
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  - learning_rate: 6e-05
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- - train_batch_size: 4
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- - eval_batch_size: 4
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  - seed: 42
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  - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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  - lr_scheduler_type: linear
@@ -58,331 +58,51 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Corm | Accuracy Damage | Iou Background | Iou Corm | Iou Damage |
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  |:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:-------------:|:---------------:|:--------------:|:--------:|:----------:|
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- | 1.0788 | 0.3077 | 20 | 1.0626 | 0.2102 | 0.4968 | 0.6068 | nan | 0.0084 | 0.9853 | 0.0 | 0.0083 | 0.6221 |
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- | 1.0258 | 0.6154 | 40 | 1.0174 | 0.2242 | 0.4928 | 0.5973 | nan | 0.0284 | 0.9571 | 0.0 | 0.0277 | 0.6448 |
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- | 1.0051 | 0.9231 | 60 | 0.9794 | 0.1940 | 0.4049 | 0.4940 | nan | 0.0091 | 0.8007 | 0.0 | 0.0091 | 0.5728 |
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- | 0.9571 | 1.2308 | 80 | 0.9532 | 0.1573 | 0.2942 | 0.3576 | nan | 0.0130 | 0.5755 | 0.0 | 0.0130 | 0.4589 |
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- | 0.9271 | 1.5385 | 100 | 0.9078 | 0.1468 | 0.2550 | 0.3113 | nan | 0.0047 | 0.5052 | 0.0 | 0.0047 | 0.4358 |
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- | 0.9142 | 1.8462 | 120 | 0.8598 | 0.1180 | 0.2002 | 0.2450 | nan | 0.0008 | 0.3995 | 0.0 | 0.0008 | 0.3531 |
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- | 0.8475 | 2.1538 | 140 | 0.8322 | 0.1504 | 0.2524 | 0.3088 | nan | 0.0017 | 0.5031 | 0.0 | 0.0017 | 0.4496 |
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- | 0.8246 | 2.4615 | 160 | 0.7878 | 0.1815 | 0.3188 | 0.3905 | nan | 0.0005 | 0.6371 | 0.0 | 0.0005 | 0.5441 |
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- | 0.8203 | 2.7692 | 180 | 0.7421 | 0.1520 | 0.2645 | 0.3236 | nan | 0.0020 | 0.5271 | 0.0 | 0.0020 | 0.4539 |
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- | 0.7516 | 3.0769 | 200 | 0.6968 | 0.1547 | 0.2596 | 0.3150 | nan | 0.0133 | 0.5058 | 0.0 | 0.0133 | 0.4508 |
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- | 0.7159 | 3.3846 | 220 | 0.6717 | 0.1951 | 0.3252 | 0.3913 | nan | 0.0315 | 0.6189 | 0.0 | 0.0314 | 0.5538 |
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- | 0.6643 | 3.6923 | 240 | 0.6310 | 0.2148 | 0.3777 | 0.4533 | nan | 0.0421 | 0.7134 | 0.0 | 0.0420 | 0.6023 |
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- | 0.6459 | 4.0 | 260 | 0.6011 | 0.2285 | 0.4175 | 0.4996 | nan | 0.0526 | 0.7824 | 0.0 | 0.0525 | 0.6329 |
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- | 0.5988 | 4.3077 | 280 | 0.5751 | 0.2212 | 0.3983 | 0.4735 | nan | 0.0645 | 0.7322 | 0.0 | 0.0643 | 0.5993 |
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- | 0.604 | 4.6154 | 300 | 0.5449 | 0.2448 | 0.4332 | 0.5124 | nan | 0.0815 | 0.7848 | 0.0 | 0.0812 | 0.6533 |
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- | 0.5659 | 4.9231 | 320 | 0.5260 | 0.2686 | 0.4864 | 0.5620 | nan | 0.1507 | 0.8222 | 0.0 | 0.1494 | 0.6563 |
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- | 0.5203 | 5.2308 | 340 | 0.5145 | 0.2907 | 0.5350 | 0.6109 | nan | 0.1980 | 0.8720 | 0.0 | 0.1958 | 0.6762 |
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- | 0.4893 | 5.5385 | 360 | 0.4926 | 0.2823 | 0.5119 | 0.5899 | nan | 0.1654 | 0.8584 | 0.0 | 0.1636 | 0.6833 |
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- | 0.5138 | 5.8462 | 380 | 0.4680 | 0.2769 | 0.5083 | 0.5874 | nan | 0.1569 | 0.8597 | 0.0 | 0.1555 | 0.6753 |
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- | 0.5399 | 6.1538 | 400 | 0.4510 | 0.3170 | 0.5627 | 0.6311 | nan | 0.2589 | 0.8666 | 0.0 | 0.2545 | 0.6967 |
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- | 0.4742 | 6.4615 | 420 | 0.4271 | 0.3060 | 0.5461 | 0.6155 | nan | 0.2379 | 0.8543 | 0.0 | 0.2347 | 0.6832 |
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- | 0.4312 | 6.7692 | 440 | 0.4307 | 0.3109 | 0.5806 | 0.6554 | nan | 0.2487 | 0.9126 | 0.0 | 0.2452 | 0.6876 |
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- | 0.4536 | 7.0769 | 460 | 0.4136 | 0.3311 | 0.6077 | 0.6777 | nan | 0.2971 | 0.9184 | 0.0 | 0.2919 | 0.7013 |
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- | 0.4298 | 7.3846 | 480 | 0.4000 | 0.3291 | 0.5963 | 0.6662 | nan | 0.2858 | 0.9067 | 0.0 | 0.2809 | 0.7063 |
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- | 0.4938 | 7.6923 | 500 | 0.3874 | 0.3352 | 0.6153 | 0.6845 | nan | 0.3079 | 0.9227 | 0.0 | 0.3027 | 0.7030 |
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- | 0.3847 | 8.0 | 520 | 0.3778 | 0.3449 | 0.6380 | 0.7065 | nan | 0.3338 | 0.9422 | 0.0 | 0.3284 | 0.7065 |
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- | 0.3653 | 8.3077 | 540 | 0.3699 | 0.3694 | 0.6637 | 0.7253 | nan | 0.3900 | 0.9373 | 0.0 | 0.3820 | 0.7261 |
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- | 0.3974 | 8.6154 | 560 | 0.3615 | 0.3960 | 0.6882 | 0.7408 | nan | 0.4547 | 0.9217 | 0.0 | 0.4419 | 0.7461 |
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- | 0.3934 | 8.9231 | 580 | 0.3541 | 0.3798 | 0.6681 | 0.7253 | nan | 0.4138 | 0.9224 | 0.0 | 0.4061 | 0.7334 |
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- | 0.4816 | 9.2308 | 600 | 0.3430 | 0.3938 | 0.6859 | 0.7391 | nan | 0.4497 | 0.9221 | 0.0 | 0.4394 | 0.7419 |
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- | 0.3553 | 9.5385 | 620 | 0.3365 | 0.3978 | 0.6968 | 0.7512 | nan | 0.4553 | 0.9383 | 0.0 | 0.4462 | 0.7473 |
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- | 0.3823 | 9.8462 | 640 | 0.3264 | 0.4016 | 0.6998 | 0.7530 | nan | 0.4636 | 0.9360 | 0.0 | 0.4546 | 0.7502 |
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- | 0.3525 | 10.1538 | 660 | 0.3121 | 0.3973 | 0.6998 | 0.7559 | nan | 0.4508 | 0.9488 | 0.0 | 0.4438 | 0.7482 |
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- | 0.2949 | 10.4615 | 680 | 0.3156 | 0.4425 | 0.7498 | 0.7920 | nan | 0.5624 | 0.9372 | 0.0 | 0.5459 | 0.7815 |
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- | 0.3465 | 10.7692 | 700 | 0.3052 | 0.4514 | 0.7581 | 0.7974 | nan | 0.5837 | 0.9325 | 0.0 | 0.5656 | 0.7886 |
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- | 0.3686 | 11.0769 | 720 | 0.2937 | 0.4378 | 0.7423 | 0.7868 | nan | 0.5445 | 0.9401 | 0.0 | 0.5323 | 0.7810 |
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- | 0.3273 | 11.3846 | 740 | 0.2915 | 0.4464 | 0.7583 | 0.8017 | nan | 0.5656 | 0.9510 | 0.0 | 0.5529 | 0.7862 |
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- | 0.4059 | 11.6923 | 760 | 0.2855 | 0.4580 | 0.7665 | 0.8050 | nan | 0.5954 | 0.9376 | 0.0 | 0.5778 | 0.7963 |
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- | 0.3396 | 12.0 | 780 | 0.2820 | 0.4663 | 0.7789 | 0.8157 | nan | 0.6155 | 0.9424 | 0.0 | 0.5976 | 0.8013 |
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- | 0.3484 | 12.3077 | 800 | 0.2773 | 0.4901 | 0.8045 | 0.8324 | nan | 0.6806 | 0.9284 | 0.0 | 0.6510 | 0.8192 |
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- | 0.3349 | 12.6154 | 820 | 0.2661 | 0.4752 | 0.7902 | 0.8258 | nan | 0.6321 | 0.9482 | 0.0 | 0.6144 | 0.8112 |
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- | 0.2861 | 12.9231 | 840 | 0.2613 | 0.4980 | 0.8162 | 0.8433 | nan | 0.6960 | 0.9365 | 0.0 | 0.6638 | 0.8302 |
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- | 0.3462 | 13.2308 | 860 | 0.2576 | 0.4961 | 0.8121 | 0.8395 | nan | 0.6904 | 0.9339 | 0.0 | 0.6612 | 0.8272 |
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- | 0.2772 | 13.5385 | 880 | 0.2503 | 0.5127 | 0.8356 | 0.8574 | nan | 0.7390 | 0.9323 | 0.0 | 0.6976 | 0.8405 |
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- | 0.2908 | 13.8462 | 900 | 0.2443 | 0.4847 | 0.8014 | 0.8352 | nan | 0.6512 | 0.9516 | 0.0 | 0.6328 | 0.8211 |
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- | 0.2783 | 14.1538 | 920 | 0.2431 | 0.5067 | 0.8285 | 0.8545 | nan | 0.7129 | 0.9441 | 0.0 | 0.6819 | 0.8383 |
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- | 0.3494 | 14.4615 | 940 | 0.2336 | 0.4981 | 0.8195 | 0.8498 | nan | 0.6851 | 0.9540 | 0.0 | 0.6634 | 0.8309 |
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- | 0.2722 | 14.7692 | 960 | 0.2307 | 0.5225 | 0.8471 | 0.8670 | nan | 0.7585 | 0.9356 | 0.0 | 0.7167 | 0.8509 |
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- | 0.2417 | 15.0769 | 980 | 0.2265 | 0.5206 | 0.8462 | 0.8682 | nan | 0.7484 | 0.9440 | 0.0 | 0.7121 | 0.8498 |
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- | 0.3274 | 15.3846 | 1000 | 0.2274 | 0.5200 | 0.8418 | 0.8630 | nan | 0.7472 | 0.9363 | 0.0 | 0.7100 | 0.8501 |
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- | 0.2754 | 15.6923 | 1020 | 0.2122 | 0.5235 | 0.8495 | 0.8712 | nan | 0.7528 | 0.9461 | 0.0 | 0.7175 | 0.8531 |
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- | 0.2971 | 16.0 | 1040 | 0.2096 | 0.5298 | 0.8569 | 0.8757 | nan | 0.7734 | 0.9404 | 0.0 | 0.7314 | 0.8580 |
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- | 0.2199 | 16.3077 | 1060 | 0.2161 | 0.5322 | 0.8585 | 0.8758 | nan | 0.7816 | 0.9354 | 0.0 | 0.7369 | 0.8597 |
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- | 0.1992 | 16.6154 | 1080 | 0.2083 | 0.5343 | 0.8625 | 0.8803 | nan | 0.7833 | 0.9417 | 0.0 | 0.7415 | 0.8614 |
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- | 0.2142 | 16.9231 | 1100 | 0.1989 | 0.5344 | 0.8644 | 0.8835 | nan | 0.7797 | 0.9491 | 0.0 | 0.7409 | 0.8623 |
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- | 0.2103 | 17.2308 | 1120 | 0.2008 | 0.5391 | 0.8680 | 0.8830 | nan | 0.8010 | 0.9349 | 0.0 | 0.7513 | 0.8661 |
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- | 0.2095 | 17.5385 | 1140 | 0.1947 | 0.5342 | 0.8620 | 0.8820 | nan | 0.7730 | 0.9510 | 0.0 | 0.7395 | 0.8630 |
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- | 0.3178 | 17.8462 | 1160 | 0.1890 | 0.5390 | 0.8688 | 0.8872 | nan | 0.7871 | 0.9505 | 0.0 | 0.7496 | 0.8673 |
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- | 0.2229 | 18.1538 | 1180 | 0.1894 | 0.5430 | 0.8723 | 0.8873 | nan | 0.8059 | 0.9387 | 0.0 | 0.7593 | 0.8698 |
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- | 0.2203 | 18.4615 | 1200 | 0.1860 | 0.5490 | 0.8821 | 0.8952 | nan | 0.8237 | 0.9404 | 0.0 | 0.7732 | 0.8738 |
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- | 0.1642 | 18.7692 | 1220 | 0.1824 | 0.5460 | 0.8767 | 0.8928 | nan | 0.8052 | 0.9481 | 0.0 | 0.7649 | 0.8732 |
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- | 0.2489 | 19.0769 | 1240 | 0.1831 | 0.5496 | 0.8815 | 0.8927 | nan | 0.8316 | 0.9313 | 0.0 | 0.7741 | 0.8746 |
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- | 0.1889 | 19.3846 | 1260 | 0.1801 | 0.5515 | 0.8846 | 0.8964 | nan | 0.8324 | 0.9368 | 0.0 | 0.7792 | 0.8752 |
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- | 0.244 | 19.6923 | 1280 | 0.1729 | 0.5531 | 0.8857 | 0.8962 | nan | 0.8392 | 0.9322 | 0.0 | 0.7823 | 0.8770 |
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- | 0.1757 | 20.0 | 1300 | 0.1647 | 0.5462 | 0.8795 | 0.8986 | nan | 0.7948 | 0.9642 | 0.0 | 0.7634 | 0.8752 |
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- | 0.1855 | 20.3077 | 1320 | 0.1650 | 0.5533 | 0.8853 | 0.8991 | nan | 0.8241 | 0.9465 | 0.0 | 0.7798 | 0.8802 |
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- | 0.1747 | 20.6154 | 1340 | 0.1654 | 0.5598 | 0.8966 | 0.9057 | nan | 0.8563 | 0.9370 | 0.0 | 0.7974 | 0.8820 |
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- | 0.219 | 20.9231 | 1360 | 0.1634 | 0.5583 | 0.8931 | 0.9032 | nan | 0.8482 | 0.9379 | 0.0 | 0.7922 | 0.8827 |
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- | 0.1363 | 21.2308 | 1380 | 0.1587 | 0.5595 | 0.8949 | 0.9056 | nan | 0.8475 | 0.9423 | 0.0 | 0.7947 | 0.8838 |
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- | 0.1961 | 21.5385 | 1400 | 0.1571 | 0.5579 | 0.8910 | 0.9028 | nan | 0.8388 | 0.9432 | 0.0 | 0.7906 | 0.8831 |
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- | 0.1672 | 21.8462 | 1420 | 0.1544 | 0.5561 | 0.8883 | 0.9024 | nan | 0.8254 | 0.9511 | 0.0 | 0.7848 | 0.8834 |
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- | 0.2879 | 22.1538 | 1440 | 0.1565 | 0.5551 | 0.8858 | 0.8999 | nan | 0.8229 | 0.9486 | 0.0 | 0.7845 | 0.8809 |
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- | 0.217 | 22.4615 | 1460 | 0.1509 | 0.5595 | 0.8928 | 0.9056 | nan | 0.8361 | 0.9495 | 0.0 | 0.7927 | 0.8858 |
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- | 0.1477 | 22.7692 | 1480 | 0.1510 | 0.5616 | 0.8952 | 0.9063 | nan | 0.8461 | 0.9443 | 0.0 | 0.7978 | 0.8869 |
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- | 0.1339 | 23.0769 | 1500 | 0.1444 | 0.5658 | 0.9030 | 0.9116 | nan | 0.8648 | 0.9411 | 0.0 | 0.8083 | 0.8892 |
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- | 0.1694 | 23.3846 | 1520 | 0.1437 | 0.5629 | 0.8968 | 0.9073 | nan | 0.8500 | 0.9435 | 0.0 | 0.8009 | 0.8879 |
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- | 0.2169 | 23.6923 | 1540 | 0.1410 | 0.5614 | 0.8953 | 0.9084 | nan | 0.8368 | 0.9537 | 0.0 | 0.7957 | 0.8885 |
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- | 0.1659 | 24.0 | 1560 | 0.1376 | 0.5652 | 0.9008 | 0.9120 | nan | 0.8507 | 0.9508 | 0.0 | 0.8059 | 0.8897 |
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- | 0.1801 | 24.3077 | 1580 | 0.1357 | 0.5661 | 0.9020 | 0.9133 | nan | 0.8517 | 0.9522 | 0.0 | 0.8067 | 0.8917 |
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- | 0.166 | 24.6154 | 1600 | 0.1357 | 0.5671 | 0.9022 | 0.9119 | nan | 0.8591 | 0.9453 | 0.0 | 0.8093 | 0.8920 |
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- | 0.1579 | 24.9231 | 1620 | 0.1335 | 0.5686 | 0.9047 | 0.9146 | nan | 0.8611 | 0.9484 | 0.0 | 0.8124 | 0.8933 |
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- | 0.1458 | 25.2308 | 1640 | 0.1308 | 0.5661 | 0.9007 | 0.9122 | nan | 0.8493 | 0.9520 | 0.0 | 0.8067 | 0.8915 |
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- | 0.2154 | 25.5385 | 1660 | 0.1281 | 0.5682 | 0.9036 | 0.9137 | nan | 0.8588 | 0.9485 | 0.0 | 0.8109 | 0.8937 |
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- | 0.1439 | 25.8462 | 1680 | 0.1303 | 0.5704 | 0.9070 | 0.9157 | nan | 0.8684 | 0.9456 | 0.0 | 0.8169 | 0.8942 |
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- | 0.1584 | 26.1538 | 1700 | 0.1300 | 0.5701 | 0.9063 | 0.9149 | nan | 0.8681 | 0.9445 | 0.0 | 0.8168 | 0.8936 |
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- | 0.1207 | 26.4615 | 1720 | 0.1259 | 0.5712 | 0.9086 | 0.9176 | nan | 0.8687 | 0.9485 | 0.0 | 0.8177 | 0.8960 |
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- | 0.1688 | 26.7692 | 1740 | 0.1252 | 0.5742 | 0.9148 | 0.9196 | nan | 0.8937 | 0.9359 | 0.0 | 0.8288 | 0.8939 |
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- | 0.1434 | 27.0769 | 1760 | 0.1242 | 0.5697 | 0.9089 | 0.9124 | nan | 0.8938 | 0.9241 | 0.0 | 0.8193 | 0.8899 |
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- | 0.1466 | 27.3846 | 1780 | 0.1250 | 0.5732 | 0.9103 | 0.9171 | nan | 0.8803 | 0.9403 | 0.0 | 0.8235 | 0.8960 |
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- | 0.1477 | 27.6923 | 1800 | 0.1203 | 0.5733 | 0.9104 | 0.9190 | nan | 0.8722 | 0.9487 | 0.0 | 0.8222 | 0.8976 |
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- | 0.1225 | 28.0 | 1820 | 0.1182 | 0.5736 | 0.9120 | 0.9193 | nan | 0.8793 | 0.9446 | 0.0 | 0.8238 | 0.8970 |
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- | 0.1553 | 28.3077 | 1840 | 0.1172 | 0.5729 | 0.9100 | 0.9194 | nan | 0.8682 | 0.9519 | 0.0 | 0.8207 | 0.8981 |
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- | 0.1264 | 28.6154 | 1860 | 0.1163 | 0.5760 | 0.9156 | 0.9213 | nan | 0.8903 | 0.9409 | 0.0 | 0.8297 | 0.8983 |
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- | 0.1615 | 28.9231 | 1880 | 0.1178 | 0.5722 | 0.9076 | 0.9176 | nan | 0.8633 | 0.9520 | 0.0 | 0.8200 | 0.8965 |
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- | 0.164 | 29.2308 | 1900 | 0.1137 | 0.5754 | 0.9135 | 0.9212 | nan | 0.8793 | 0.9477 | 0.0 | 0.8266 | 0.8996 |
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- | 0.1616 | 29.5385 | 1920 | 0.1137 | 0.5739 | 0.9113 | 0.9205 | nan | 0.8707 | 0.9520 | 0.0 | 0.8227 | 0.8989 |
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- | 0.1845 | 29.8462 | 1940 | 0.1111 | 0.5760 | 0.9162 | 0.9207 | nan | 0.8964 | 0.9360 | 0.0 | 0.8302 | 0.8979 |
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- | 0.0843 | 30.1538 | 1960 | 0.1118 | 0.5768 | 0.9148 | 0.9215 | nan | 0.8852 | 0.9444 | 0.0 | 0.8301 | 0.9004 |
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- | 0.1285 | 30.4615 | 1980 | 0.1089 | 0.5767 | 0.9150 | 0.9214 | nan | 0.8866 | 0.9433 | 0.0 | 0.8299 | 0.9001 |
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- | 0.1419 | 30.7692 | 2000 | 0.1077 | 0.5772 | 0.9156 | 0.9244 | nan | 0.8764 | 0.9547 | 0.0 | 0.8303 | 0.9012 |
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- | 0.1638 | 31.0769 | 2020 | 0.1089 | 0.5761 | 0.9141 | 0.9202 | nan | 0.8870 | 0.9412 | 0.0 | 0.8295 | 0.8989 |
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- | 0.1684 | 31.3846 | 2040 | 0.1057 | 0.5776 | 0.9152 | 0.9234 | nan | 0.8787 | 0.9517 | 0.0 | 0.8312 | 0.9015 |
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- | 0.1177 | 31.6923 | 2060 | 0.1056 | 0.5779 | 0.9171 | 0.9216 | nan | 0.8974 | 0.9369 | 0.0 | 0.8330 | 0.9006 |
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- | 0.0999 | 32.0 | 2080 | 0.1051 | 0.5797 | 0.9191 | 0.9248 | nan | 0.8937 | 0.9445 | 0.0 | 0.8374 | 0.9017 |
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- | 0.0994 | 32.3077 | 2100 | 0.1031 | 0.5792 | 0.9175 | 0.9252 | nan | 0.8835 | 0.9515 | 0.0 | 0.8351 | 0.9026 |
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- | 0.1059 | 32.6154 | 2120 | 0.1033 | 0.5793 | 0.9195 | 0.9239 | nan | 0.8999 | 0.9391 | 0.0 | 0.8359 | 0.9021 |
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- | 0.1159 | 32.9231 | 2140 | 0.1013 | 0.5800 | 0.9195 | 0.9260 | nan | 0.8907 | 0.9483 | 0.0 | 0.8369 | 0.9032 |
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- | 0.1061 | 33.2308 | 2160 | 0.0995 | 0.5798 | 0.9196 | 0.9256 | nan | 0.8929 | 0.9462 | 0.0 | 0.8364 | 0.9029 |
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- | 0.1862 | 33.5385 | 2180 | 0.1010 | 0.5800 | 0.9193 | 0.9246 | nan | 0.8957 | 0.9429 | 0.0 | 0.8383 | 0.9017 |
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- | 0.1409 | 33.8462 | 2200 | 0.0991 | 0.5793 | 0.9179 | 0.9245 | nan | 0.8883 | 0.9474 | 0.0 | 0.8349 | 0.9029 |
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- | 0.1101 | 34.1538 | 2220 | 0.0989 | 0.5812 | 0.9212 | 0.9263 | nan | 0.8990 | 0.9435 | 0.0 | 0.8411 | 0.9026 |
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- | 0.1045 | 34.4615 | 2240 | 0.0972 | 0.5786 | 0.9167 | 0.9248 | nan | 0.8811 | 0.9524 | 0.0 | 0.8321 | 0.9036 |
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- | 0.1911 | 34.7692 | 2260 | 0.0968 | 0.5818 | 0.9218 | 0.9264 | nan | 0.9013 | 0.9422 | 0.0 | 0.8422 | 0.9032 |
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- | 0.0957 | 35.0769 | 2280 | 0.0948 | 0.5820 | 0.9236 | 0.9272 | nan | 0.9078 | 0.9395 | 0.0 | 0.8426 | 0.9034 |
175
- | 0.0957 | 35.3846 | 2300 | 0.0950 | 0.5814 | 0.9218 | 0.9262 | nan | 0.9026 | 0.9411 | 0.0 | 0.8400 | 0.9041 |
176
- | 0.1342 | 35.6923 | 2320 | 0.0953 | 0.5807 | 0.9199 | 0.9256 | nan | 0.8942 | 0.9455 | 0.0 | 0.8382 | 0.9038 |
177
- | 0.0884 | 36.0 | 2340 | 0.0943 | 0.5826 | 0.9221 | 0.9290 | nan | 0.8916 | 0.9527 | 0.0 | 0.8421 | 0.9056 |
178
- | 0.1317 | 36.3077 | 2360 | 0.0934 | 0.5808 | 0.9197 | 0.9248 | nan | 0.8968 | 0.9426 | 0.0 | 0.8394 | 0.9030 |
179
- | 0.158 | 36.6154 | 2380 | 0.0912 | 0.5826 | 0.9228 | 0.9274 | nan | 0.9027 | 0.9430 | 0.0 | 0.8430 | 0.9047 |
180
- | 0.0907 | 36.9231 | 2400 | 0.0923 | 0.5829 | 0.9225 | 0.9290 | nan | 0.8936 | 0.9513 | 0.0 | 0.8420 | 0.9068 |
181
- | 0.1227 | 37.2308 | 2420 | 0.0907 | 0.5828 | 0.9231 | 0.9284 | nan | 0.8997 | 0.9465 | 0.0 | 0.8424 | 0.9060 |
182
- | 0.1049 | 37.5385 | 2440 | 0.0904 | 0.5822 | 0.9202 | 0.9281 | nan | 0.8853 | 0.9552 | 0.0 | 0.8405 | 0.9060 |
183
- | 0.1834 | 37.8462 | 2460 | 0.0905 | 0.5805 | 0.9181 | 0.9251 | nan | 0.8868 | 0.9493 | 0.0 | 0.8364 | 0.9051 |
184
- | 0.1249 | 38.1538 | 2480 | 0.0907 | 0.5831 | 0.9214 | 0.9281 | nan | 0.8917 | 0.9512 | 0.0 | 0.8429 | 0.9063 |
185
- | 0.102 | 38.4615 | 2500 | 0.0880 | 0.5822 | 0.9212 | 0.9277 | nan | 0.8919 | 0.9504 | 0.0 | 0.8403 | 0.9064 |
186
- | 0.1055 | 38.7692 | 2520 | 0.0867 | 0.5832 | 0.9229 | 0.9292 | nan | 0.8952 | 0.9507 | 0.0 | 0.8444 | 0.9051 |
187
- | 0.0871 | 39.0769 | 2540 | 0.0869 | 0.5845 | 0.9262 | 0.9293 | nan | 0.9125 | 0.9398 | 0.0 | 0.8476 | 0.9058 |
188
- | 0.1318 | 39.3846 | 2560 | 0.0873 | 0.5835 | 0.9221 | 0.9286 | nan | 0.8934 | 0.9508 | 0.0 | 0.8434 | 0.9071 |
189
- | 0.0893 | 39.6923 | 2580 | 0.0856 | 0.5846 | 0.9241 | 0.9293 | nan | 0.9010 | 0.9473 | 0.0 | 0.8462 | 0.9075 |
190
- | 0.0954 | 40.0 | 2600 | 0.0863 | 0.5833 | 0.9236 | 0.9280 | nan | 0.9044 | 0.9429 | 0.0 | 0.8434 | 0.9064 |
191
- | 0.1284 | 40.3077 | 2620 | 0.0854 | 0.5829 | 0.9214 | 0.9288 | nan | 0.8884 | 0.9544 | 0.0 | 0.8419 | 0.9067 |
192
- | 0.1074 | 40.6154 | 2640 | 0.0848 | 0.5825 | 0.9224 | 0.9278 | nan | 0.8987 | 0.9462 | 0.0 | 0.8411 | 0.9065 |
193
- | 0.0979 | 40.9231 | 2660 | 0.0856 | 0.5850 | 0.9251 | 0.9299 | nan | 0.9038 | 0.9464 | 0.0 | 0.8481 | 0.9069 |
194
- | 0.089 | 41.2308 | 2680 | 0.0855 | 0.5834 | 0.9255 | 0.9277 | nan | 0.9158 | 0.9352 | 0.0 | 0.8454 | 0.9048 |
195
- | 0.1318 | 41.5385 | 2700 | 0.0846 | 0.5852 | 0.9260 | 0.9311 | nan | 0.9035 | 0.9485 | 0.0 | 0.8473 | 0.9081 |
196
- | 0.0793 | 41.8462 | 2720 | 0.0834 | 0.5851 | 0.9261 | 0.9298 | nan | 0.9095 | 0.9427 | 0.0 | 0.8485 | 0.9067 |
197
- | 0.0686 | 42.1538 | 2740 | 0.0798 | 0.5849 | 0.9243 | 0.9318 | nan | 0.8908 | 0.9577 | 0.0 | 0.8458 | 0.9089 |
198
- | 0.0702 | 42.4615 | 2760 | 0.0807 | 0.5857 | 0.9283 | 0.9306 | nan | 0.9182 | 0.9384 | 0.0 | 0.8506 | 0.9065 |
199
- | 0.1243 | 42.7692 | 2780 | 0.0810 | 0.5853 | 0.9254 | 0.9295 | nan | 0.9072 | 0.9436 | 0.0 | 0.8492 | 0.9067 |
200
- | 0.0763 | 43.0769 | 2800 | 0.0815 | 0.5857 | 0.9275 | 0.9312 | nan | 0.9112 | 0.9438 | 0.0 | 0.8495 | 0.9078 |
201
- | 0.0826 | 43.3846 | 2820 | 0.0806 | 0.5864 | 0.9279 | 0.9317 | nan | 0.9108 | 0.9450 | 0.0 | 0.8509 | 0.9081 |
202
- | 0.0941 | 43.6923 | 2840 | 0.0810 | 0.5855 | 0.9285 | 0.9301 | nan | 0.9216 | 0.9355 | 0.0 | 0.8507 | 0.9058 |
203
- | 0.1294 | 44.0 | 2860 | 0.0803 | 0.5850 | 0.9247 | 0.9292 | nan | 0.9049 | 0.9445 | 0.0 | 0.8466 | 0.9083 |
204
- | 0.0877 | 44.3077 | 2880 | 0.0800 | 0.5857 | 0.9251 | 0.9311 | nan | 0.8984 | 0.9518 | 0.0 | 0.8484 | 0.9086 |
205
- | 0.0881 | 44.6154 | 2900 | 0.0789 | 0.5856 | 0.9258 | 0.9309 | nan | 0.9029 | 0.9486 | 0.0 | 0.8489 | 0.9080 |
206
- | 0.1495 | 44.9231 | 2920 | 0.0810 | 0.5843 | 0.9260 | 0.9287 | nan | 0.9139 | 0.9381 | 0.0 | 0.8466 | 0.9064 |
207
- | 0.1183 | 45.2308 | 2940 | 0.0778 | 0.5854 | 0.9283 | 0.9306 | nan | 0.9182 | 0.9385 | 0.0 | 0.8496 | 0.9067 |
208
- | 0.1311 | 45.5385 | 2960 | 0.0785 | 0.5870 | 0.9274 | 0.9318 | nan | 0.9078 | 0.9470 | 0.0 | 0.8518 | 0.9093 |
209
- | 0.1079 | 45.8462 | 2980 | 0.0786 | 0.5863 | 0.9268 | 0.9309 | nan | 0.9086 | 0.9451 | 0.0 | 0.8503 | 0.9087 |
210
- | 0.1055 | 46.1538 | 3000 | 0.0774 | 0.5865 | 0.9301 | 0.9316 | nan | 0.9231 | 0.9371 | 0.0 | 0.8522 | 0.9072 |
211
- | 0.0996 | 46.4615 | 3020 | 0.0774 | 0.5860 | 0.9253 | 0.9313 | nan | 0.8983 | 0.9523 | 0.0 | 0.8483 | 0.9098 |
212
- | 0.1332 | 46.7692 | 3040 | 0.0767 | 0.5874 | 0.9279 | 0.9325 | nan | 0.9074 | 0.9483 | 0.0 | 0.8524 | 0.9099 |
213
- | 0.1179 | 47.0769 | 3060 | 0.0767 | 0.5867 | 0.9301 | 0.9313 | nan | 0.9249 | 0.9353 | 0.0 | 0.8536 | 0.9066 |
214
- | 0.0892 | 47.3846 | 3080 | 0.0763 | 0.5867 | 0.9277 | 0.9313 | nan | 0.9120 | 0.9435 | 0.0 | 0.8512 | 0.9090 |
215
- | 0.0861 | 47.6923 | 3100 | 0.0757 | 0.5883 | 0.9296 | 0.9334 | nan | 0.9130 | 0.9462 | 0.0 | 0.8547 | 0.9101 |
216
- | 0.1081 | 48.0 | 3120 | 0.0749 | 0.5868 | 0.9286 | 0.9317 | nan | 0.9149 | 0.9423 | 0.0 | 0.8515 | 0.9089 |
217
- | 0.0732 | 48.3077 | 3140 | 0.0755 | 0.5872 | 0.9291 | 0.9317 | nan | 0.9175 | 0.9407 | 0.0 | 0.8533 | 0.9084 |
218
- | 0.1267 | 48.6154 | 3160 | 0.0756 | 0.5859 | 0.9274 | 0.9307 | nan | 0.9130 | 0.9419 | 0.0 | 0.8492 | 0.9084 |
219
- | 0.1099 | 48.9231 | 3180 | 0.0751 | 0.5877 | 0.9287 | 0.9327 | nan | 0.9105 | 0.9468 | 0.0 | 0.8529 | 0.9102 |
220
- | 0.088 | 49.2308 | 3200 | 0.0743 | 0.5878 | 0.9310 | 0.9332 | nan | 0.9215 | 0.9406 | 0.0 | 0.8546 | 0.9089 |
221
- | 0.1086 | 49.5385 | 3220 | 0.0739 | 0.5874 | 0.9281 | 0.9326 | nan | 0.9079 | 0.9483 | 0.0 | 0.8520 | 0.9102 |
222
- | 0.0704 | 49.8462 | 3240 | 0.0736 | 0.5870 | 0.9279 | 0.9318 | nan | 0.9104 | 0.9453 | 0.0 | 0.8510 | 0.9099 |
223
- | 0.1023 | 50.1538 | 3260 | 0.0737 | 0.5878 | 0.9305 | 0.9325 | nan | 0.9215 | 0.9394 | 0.0 | 0.8548 | 0.9087 |
224
- | 0.0839 | 50.4615 | 3280 | 0.0723 | 0.5887 | 0.9292 | 0.9336 | nan | 0.9098 | 0.9486 | 0.0 | 0.8552 | 0.9107 |
225
- | 0.0727 | 50.7692 | 3300 | 0.0741 | 0.5868 | 0.9287 | 0.9316 | nan | 0.9156 | 0.9417 | 0.0 | 0.8517 | 0.9088 |
226
- | 0.0859 | 51.0769 | 3320 | 0.0719 | 0.5880 | 0.9282 | 0.9332 | nan | 0.9059 | 0.9505 | 0.0 | 0.8533 | 0.9107 |
227
- | 0.0926 | 51.3846 | 3340 | 0.0724 | 0.5878 | 0.9310 | 0.9330 | nan | 0.9221 | 0.9399 | 0.0 | 0.8548 | 0.9087 |
228
- | 0.0557 | 51.6923 | 3360 | 0.0716 | 0.5885 | 0.9295 | 0.9340 | nan | 0.9095 | 0.9495 | 0.0 | 0.8541 | 0.9113 |
229
- | 0.1027 | 52.0 | 3380 | 0.0731 | 0.5876 | 0.9304 | 0.9325 | nan | 0.9211 | 0.9397 | 0.0 | 0.8539 | 0.9089 |
230
- | 0.0898 | 52.3077 | 3400 | 0.0716 | 0.5884 | 0.9296 | 0.9330 | nan | 0.9148 | 0.9444 | 0.0 | 0.8553 | 0.9100 |
231
- | 0.1025 | 52.6154 | 3420 | 0.0719 | 0.5889 | 0.9301 | 0.9342 | nan | 0.9119 | 0.9484 | 0.0 | 0.8555 | 0.9111 |
232
- | 0.1534 | 52.9231 | 3440 | 0.0710 | 0.5878 | 0.9291 | 0.9329 | nan | 0.9123 | 0.9460 | 0.0 | 0.8530 | 0.9105 |
233
- | 0.0649 | 53.2308 | 3460 | 0.0710 | 0.5879 | 0.9306 | 0.9327 | nan | 0.9213 | 0.9400 | 0.0 | 0.8545 | 0.9091 |
234
- | 0.0927 | 53.5385 | 3480 | 0.0716 | 0.5875 | 0.9313 | 0.9323 | nan | 0.9268 | 0.9357 | 0.0 | 0.8551 | 0.9073 |
235
- | 0.0884 | 53.8462 | 3500 | 0.0707 | 0.5889 | 0.9294 | 0.9340 | nan | 0.9093 | 0.9496 | 0.0 | 0.8552 | 0.9115 |
236
- | 0.0651 | 54.1538 | 3520 | 0.0714 | 0.5884 | 0.9324 | 0.9336 | nan | 0.9272 | 0.9377 | 0.0 | 0.8564 | 0.9087 |
237
- | 0.0714 | 54.4615 | 3540 | 0.0705 | 0.5888 | 0.9302 | 0.9337 | nan | 0.9145 | 0.9459 | 0.0 | 0.8556 | 0.9108 |
238
- | 0.0981 | 54.7692 | 3560 | 0.0708 | 0.5879 | 0.9277 | 0.9324 | nan | 0.9068 | 0.9485 | 0.0 | 0.8528 | 0.9108 |
239
- | 0.0639 | 55.0769 | 3580 | 0.0693 | 0.5890 | 0.9303 | 0.9344 | nan | 0.9121 | 0.9485 | 0.0 | 0.8553 | 0.9116 |
240
- | 0.0738 | 55.3846 | 3600 | 0.0705 | 0.5881 | 0.9315 | 0.9328 | nan | 0.9254 | 0.9376 | 0.0 | 0.8556 | 0.9086 |
241
- | 0.1016 | 55.6923 | 3620 | 0.0697 | 0.5895 | 0.9306 | 0.9348 | nan | 0.9123 | 0.9490 | 0.0 | 0.8565 | 0.9120 |
242
- | 0.0704 | 56.0 | 3640 | 0.0693 | 0.5896 | 0.9317 | 0.9350 | nan | 0.9169 | 0.9465 | 0.0 | 0.8571 | 0.9117 |
243
- | 0.0715 | 56.3077 | 3660 | 0.0690 | 0.5888 | 0.9306 | 0.9338 | nan | 0.9164 | 0.9449 | 0.0 | 0.8556 | 0.9108 |
244
- | 0.0706 | 56.6154 | 3680 | 0.0702 | 0.5886 | 0.9300 | 0.9334 | nan | 0.9148 | 0.9452 | 0.0 | 0.8553 | 0.9104 |
245
- | 0.0763 | 56.9231 | 3700 | 0.0698 | 0.5889 | 0.9324 | 0.9341 | nan | 0.9246 | 0.9402 | 0.0 | 0.8568 | 0.9100 |
246
- | 0.1035 | 57.2308 | 3720 | 0.0693 | 0.5888 | 0.9314 | 0.9337 | nan | 0.9211 | 0.9417 | 0.0 | 0.8559 | 0.9105 |
247
- | 0.0841 | 57.5385 | 3740 | 0.0689 | 0.5889 | 0.9311 | 0.9341 | nan | 0.9175 | 0.9447 | 0.0 | 0.8553 | 0.9114 |
248
- | 0.0741 | 57.8462 | 3760 | 0.0686 | 0.5890 | 0.9294 | 0.9346 | nan | 0.9064 | 0.9524 | 0.0 | 0.8551 | 0.9120 |
249
- | 0.0842 | 58.1538 | 3780 | 0.0693 | 0.5887 | 0.9309 | 0.9337 | nan | 0.9184 | 0.9434 | 0.0 | 0.8554 | 0.9106 |
250
- | 0.0668 | 58.4615 | 3800 | 0.0689 | 0.5881 | 0.9318 | 0.9330 | nan | 0.9262 | 0.9374 | 0.0 | 0.8556 | 0.9088 |
251
- | 0.0574 | 58.7692 | 3820 | 0.0679 | 0.5893 | 0.9302 | 0.9343 | nan | 0.9119 | 0.9484 | 0.0 | 0.8559 | 0.9119 |
252
- | 0.0614 | 59.0769 | 3840 | 0.0685 | 0.5885 | 0.9318 | 0.9335 | nan | 0.9241 | 0.9395 | 0.0 | 0.8562 | 0.9094 |
253
- | 0.0968 | 59.3846 | 3860 | 0.0683 | 0.5895 | 0.9317 | 0.9345 | nan | 0.9190 | 0.9443 | 0.0 | 0.8575 | 0.9109 |
254
- | 0.0655 | 59.6923 | 3880 | 0.0672 | 0.5902 | 0.9323 | 0.9362 | nan | 0.9152 | 0.9495 | 0.0 | 0.8577 | 0.9128 |
255
- | 0.0593 | 60.0 | 3900 | 0.0678 | 0.5897 | 0.9306 | 0.9348 | nan | 0.9123 | 0.9490 | 0.0 | 0.8568 | 0.9123 |
256
- | 0.0732 | 60.3077 | 3920 | 0.0680 | 0.5886 | 0.9318 | 0.9336 | nan | 0.9241 | 0.9396 | 0.0 | 0.8564 | 0.9096 |
257
- | 0.0821 | 60.6154 | 3940 | 0.0668 | 0.5893 | 0.9321 | 0.9346 | nan | 0.9211 | 0.9431 | 0.0 | 0.8570 | 0.9108 |
258
- | 0.0678 | 60.9231 | 3960 | 0.0671 | 0.5894 | 0.9304 | 0.9345 | nan | 0.9122 | 0.9485 | 0.0 | 0.8562 | 0.9119 |
259
- | 0.0933 | 61.2308 | 3980 | 0.0663 | 0.5898 | 0.9322 | 0.9347 | nan | 0.9210 | 0.9434 | 0.0 | 0.8581 | 0.9113 |
260
- | 0.0403 | 61.5385 | 4000 | 0.0666 | 0.5901 | 0.9323 | 0.9352 | nan | 0.9190 | 0.9455 | 0.0 | 0.8584 | 0.9120 |
261
- | 0.0851 | 61.8462 | 4020 | 0.0668 | 0.5888 | 0.9287 | 0.9351 | nan | 0.9002 | 0.9572 | 0.0 | 0.8537 | 0.9127 |
262
- | 0.0799 | 62.1538 | 4040 | 0.0665 | 0.5903 | 0.9322 | 0.9356 | nan | 0.9168 | 0.9475 | 0.0 | 0.8583 | 0.9125 |
263
- | 0.0755 | 62.4615 | 4060 | 0.0674 | 0.5878 | 0.9316 | 0.9327 | nan | 0.9269 | 0.9363 | 0.0 | 0.8553 | 0.9082 |
264
- | 0.0731 | 62.7692 | 4080 | 0.0664 | 0.5897 | 0.9311 | 0.9348 | nan | 0.9143 | 0.9478 | 0.0 | 0.8572 | 0.9118 |
265
- | 0.0727 | 63.0769 | 4100 | 0.0665 | 0.5900 | 0.9313 | 0.9352 | nan | 0.9138 | 0.9487 | 0.0 | 0.8575 | 0.9126 |
266
- | 0.0578 | 63.3846 | 4120 | 0.0670 | 0.5889 | 0.9330 | 0.9341 | nan | 0.9281 | 0.9379 | 0.0 | 0.8578 | 0.9090 |
267
- | 0.1051 | 63.6923 | 4140 | 0.0661 | 0.5897 | 0.9299 | 0.9350 | nan | 0.9072 | 0.9526 | 0.0 | 0.8560 | 0.9130 |
268
- | 0.088 | 64.0 | 4160 | 0.0669 | 0.5887 | 0.9310 | 0.9336 | nan | 0.9195 | 0.9426 | 0.0 | 0.8561 | 0.9101 |
269
- | 0.1104 | 64.3077 | 4180 | 0.0664 | 0.5893 | 0.9318 | 0.9343 | nan | 0.9206 | 0.9429 | 0.0 | 0.8573 | 0.9107 |
270
- | 0.0737 | 64.6154 | 4200 | 0.0654 | 0.5901 | 0.9317 | 0.9355 | nan | 0.9147 | 0.9487 | 0.0 | 0.8578 | 0.9125 |
271
- | 0.0632 | 64.9231 | 4220 | 0.0654 | 0.5898 | 0.9331 | 0.9349 | nan | 0.9249 | 0.9413 | 0.0 | 0.8586 | 0.9108 |
272
- | 0.109 | 65.2308 | 4240 | 0.0657 | 0.5897 | 0.9323 | 0.9347 | nan | 0.9215 | 0.9430 | 0.0 | 0.8578 | 0.9113 |
273
- | 0.0742 | 65.5385 | 4260 | 0.0648 | 0.5900 | 0.9317 | 0.9352 | nan | 0.9163 | 0.9472 | 0.0 | 0.8575 | 0.9126 |
274
- | 0.1231 | 65.8462 | 4280 | 0.0655 | 0.5900 | 0.9311 | 0.9352 | nan | 0.9130 | 0.9492 | 0.0 | 0.8568 | 0.9131 |
275
- | 0.0676 | 66.1538 | 4300 | 0.0660 | 0.5897 | 0.9321 | 0.9347 | nan | 0.9204 | 0.9437 | 0.0 | 0.8576 | 0.9114 |
276
- | 0.0663 | 66.4615 | 4320 | 0.0657 | 0.5892 | 0.9292 | 0.9346 | nan | 0.9049 | 0.9534 | 0.0 | 0.8555 | 0.9122 |
277
- | 0.0474 | 66.7692 | 4340 | 0.0657 | 0.5887 | 0.9322 | 0.9338 | nan | 0.9249 | 0.9395 | 0.0 | 0.8563 | 0.9098 |
278
- | 0.087 | 67.0769 | 4360 | 0.0647 | 0.5906 | 0.9323 | 0.9362 | nan | 0.9151 | 0.9495 | 0.0 | 0.8585 | 0.9132 |
279
- | 0.0448 | 67.3846 | 4380 | 0.0662 | 0.5891 | 0.9323 | 0.9340 | nan | 0.9246 | 0.9401 | 0.0 | 0.8573 | 0.9101 |
280
- | 0.0589 | 67.6923 | 4400 | 0.0646 | 0.5902 | 0.9342 | 0.9363 | nan | 0.9253 | 0.9432 | 0.0 | 0.8593 | 0.9114 |
281
- | 0.112 | 68.0 | 4420 | 0.0647 | 0.5899 | 0.9317 | 0.9348 | nan | 0.9180 | 0.9453 | 0.0 | 0.8581 | 0.9117 |
282
- | 0.0711 | 68.3077 | 4440 | 0.0649 | 0.5897 | 0.9332 | 0.9350 | nan | 0.9256 | 0.9409 | 0.0 | 0.8584 | 0.9108 |
283
- | 0.0706 | 68.6154 | 4460 | 0.0651 | 0.5900 | 0.9323 | 0.9349 | nan | 0.9208 | 0.9439 | 0.0 | 0.8583 | 0.9117 |
284
- | 0.0668 | 68.9231 | 4480 | 0.0641 | 0.5905 | 0.9324 | 0.9363 | nan | 0.9150 | 0.9498 | 0.0 | 0.8585 | 0.9130 |
285
- | 0.0819 | 69.2308 | 4500 | 0.0646 | 0.5902 | 0.9327 | 0.9353 | nan | 0.9211 | 0.9443 | 0.0 | 0.8586 | 0.9119 |
286
- | 0.0736 | 69.5385 | 4520 | 0.0643 | 0.5903 | 0.9315 | 0.9354 | nan | 0.9138 | 0.9491 | 0.0 | 0.8578 | 0.9130 |
287
- | 0.0953 | 69.8462 | 4540 | 0.0646 | 0.5905 | 0.9319 | 0.9356 | nan | 0.9155 | 0.9482 | 0.0 | 0.8583 | 0.9131 |
288
- | 0.0669 | 70.1538 | 4560 | 0.0650 | 0.5892 | 0.9328 | 0.9340 | nan | 0.9272 | 0.9384 | 0.0 | 0.8577 | 0.9099 |
289
- | 0.0602 | 70.4615 | 4580 | 0.0645 | 0.5901 | 0.9311 | 0.9353 | nan | 0.9126 | 0.9496 | 0.0 | 0.8574 | 0.9129 |
290
- | 0.076 | 70.7692 | 4600 | 0.0645 | 0.5894 | 0.9335 | 0.9347 | nan | 0.9282 | 0.9388 | 0.0 | 0.8583 | 0.9100 |
291
- | 0.0492 | 71.0769 | 4620 | 0.0640 | 0.5901 | 0.9304 | 0.9358 | nan | 0.9065 | 0.9544 | 0.0 | 0.8571 | 0.9134 |
292
- | 0.0672 | 71.3846 | 4640 | 0.0642 | 0.5903 | 0.9329 | 0.9353 | nan | 0.9222 | 0.9436 | 0.0 | 0.8593 | 0.9117 |
293
- | 0.0415 | 71.6923 | 4660 | 0.0641 | 0.5902 | 0.9329 | 0.9354 | nan | 0.9216 | 0.9442 | 0.0 | 0.8586 | 0.9120 |
294
- | 0.0645 | 72.0 | 4680 | 0.0638 | 0.5909 | 0.9324 | 0.9361 | nan | 0.9156 | 0.9491 | 0.0 | 0.8593 | 0.9134 |
295
- | 0.0656 | 72.3077 | 4700 | 0.0638 | 0.5898 | 0.9329 | 0.9351 | nan | 0.9231 | 0.9427 | 0.0 | 0.8583 | 0.9112 |
296
- | 0.1143 | 72.6154 | 4720 | 0.0648 | 0.5902 | 0.9329 | 0.9351 | nan | 0.9229 | 0.9429 | 0.0 | 0.8590 | 0.9117 |
297
- | 0.0908 | 72.9231 | 4740 | 0.0630 | 0.5908 | 0.9328 | 0.9363 | nan | 0.9173 | 0.9483 | 0.0 | 0.8594 | 0.9132 |
298
- | 0.0672 | 73.2308 | 4760 | 0.0633 | 0.5904 | 0.9322 | 0.9352 | nan | 0.9187 | 0.9457 | 0.0 | 0.8591 | 0.9122 |
299
- | 0.0592 | 73.5385 | 4780 | 0.0635 | 0.5901 | 0.9313 | 0.9353 | nan | 0.9138 | 0.9488 | 0.0 | 0.8579 | 0.9123 |
300
- | 0.0418 | 73.8462 | 4800 | 0.0646 | 0.5888 | 0.9334 | 0.9341 | nan | 0.9304 | 0.9364 | 0.0 | 0.8574 | 0.9089 |
301
- | 0.0958 | 74.1538 | 4820 | 0.0640 | 0.5898 | 0.9327 | 0.9350 | nan | 0.9226 | 0.9429 | 0.0 | 0.8580 | 0.9112 |
302
- | 0.0515 | 74.4615 | 4840 | 0.0646 | 0.5890 | 0.9324 | 0.9340 | nan | 0.9254 | 0.9393 | 0.0 | 0.8571 | 0.9100 |
303
- | 0.0584 | 74.7692 | 4860 | 0.0630 | 0.5907 | 0.9332 | 0.9360 | nan | 0.9208 | 0.9457 | 0.0 | 0.8595 | 0.9126 |
304
- | 0.0498 | 75.0769 | 4880 | 0.0632 | 0.5898 | 0.9321 | 0.9348 | nan | 0.9202 | 0.9440 | 0.0 | 0.8580 | 0.9115 |
305
- | 0.0595 | 75.3846 | 4900 | 0.0645 | 0.5884 | 0.9322 | 0.9331 | nan | 0.9281 | 0.9363 | 0.0 | 0.8565 | 0.9087 |
306
- | 0.0915 | 75.6923 | 4920 | 0.0635 | 0.5901 | 0.9324 | 0.9349 | nan | 0.9215 | 0.9433 | 0.0 | 0.8586 | 0.9117 |
307
- | 0.0671 | 76.0 | 4940 | 0.0639 | 0.5897 | 0.9332 | 0.9350 | nan | 0.9252 | 0.9412 | 0.0 | 0.8581 | 0.9108 |
308
- | 0.0715 | 76.3077 | 4960 | 0.0631 | 0.5906 | 0.9334 | 0.9358 | nan | 0.9230 | 0.9438 | 0.0 | 0.8596 | 0.9123 |
309
- | 0.0575 | 76.6154 | 4980 | 0.0639 | 0.5896 | 0.9325 | 0.9346 | nan | 0.9230 | 0.9420 | 0.0 | 0.8578 | 0.9111 |
310
- | 0.0494 | 76.9231 | 5000 | 0.0629 | 0.5908 | 0.9324 | 0.9362 | nan | 0.9156 | 0.9492 | 0.0 | 0.8594 | 0.9130 |
311
- | 0.0641 | 77.2308 | 5020 | 0.0628 | 0.5909 | 0.9328 | 0.9362 | nan | 0.9179 | 0.9477 | 0.0 | 0.8597 | 0.9131 |
312
- | 0.0713 | 77.5385 | 5040 | 0.0628 | 0.5907 | 0.9325 | 0.9357 | nan | 0.9186 | 0.9465 | 0.0 | 0.8594 | 0.9128 |
313
- | 0.075 | 77.8462 | 5060 | 0.0633 | 0.5903 | 0.9327 | 0.9352 | nan | 0.9214 | 0.9439 | 0.0 | 0.8587 | 0.9122 |
314
- | 0.0971 | 78.1538 | 5080 | 0.0632 | 0.5904 | 0.9332 | 0.9354 | nan | 0.9233 | 0.9431 | 0.0 | 0.8594 | 0.9118 |
315
- | 0.1304 | 78.4615 | 5100 | 0.0631 | 0.5899 | 0.9301 | 0.9352 | nan | 0.9075 | 0.9527 | 0.0 | 0.8563 | 0.9134 |
316
- | 0.0749 | 78.7692 | 5120 | 0.0630 | 0.5905 | 0.9320 | 0.9356 | nan | 0.9164 | 0.9477 | 0.0 | 0.8588 | 0.9127 |
317
- | 0.0508 | 79.0769 | 5140 | 0.0635 | 0.5894 | 0.9338 | 0.9348 | nan | 0.9290 | 0.9385 | 0.0 | 0.8584 | 0.9098 |
318
- | 0.0722 | 79.3846 | 5160 | 0.0630 | 0.5908 | 0.9335 | 0.9359 | nan | 0.9228 | 0.9442 | 0.0 | 0.8601 | 0.9122 |
319
- | 0.0529 | 79.6923 | 5180 | 0.0632 | 0.5903 | 0.9334 | 0.9354 | nan | 0.9245 | 0.9423 | 0.0 | 0.8595 | 0.9114 |
320
- | 0.0913 | 80.0 | 5200 | 0.0625 | 0.5905 | 0.9324 | 0.9356 | nan | 0.9183 | 0.9465 | 0.0 | 0.8591 | 0.9125 |
321
- | 0.0477 | 80.3077 | 5220 | 0.0629 | 0.5900 | 0.9326 | 0.9350 | nan | 0.9222 | 0.9430 | 0.0 | 0.8589 | 0.9110 |
322
- | 0.0482 | 80.6154 | 5240 | 0.0627 | 0.5904 | 0.9321 | 0.9355 | nan | 0.9170 | 0.9473 | 0.0 | 0.8588 | 0.9125 |
323
- | 0.0638 | 80.9231 | 5260 | 0.0622 | 0.5904 | 0.9324 | 0.9357 | nan | 0.9178 | 0.9470 | 0.0 | 0.8591 | 0.9122 |
324
- | 0.063 | 81.2308 | 5280 | 0.0635 | 0.5894 | 0.9333 | 0.9345 | nan | 0.9279 | 0.9387 | 0.0 | 0.8582 | 0.9100 |
325
- | 0.0591 | 81.5385 | 5300 | 0.0625 | 0.5905 | 0.9316 | 0.9358 | nan | 0.9129 | 0.9502 | 0.0 | 0.8583 | 0.9132 |
326
- | 0.052 | 81.8462 | 5320 | 0.0622 | 0.5908 | 0.9333 | 0.9361 | nan | 0.9209 | 0.9457 | 0.0 | 0.8599 | 0.9126 |
327
- | 0.0911 | 82.1538 | 5340 | 0.0628 | 0.5905 | 0.9331 | 0.9355 | nan | 0.9226 | 0.9436 | 0.0 | 0.8593 | 0.9122 |
328
- | 0.0589 | 82.4615 | 5360 | 0.0623 | 0.5910 | 0.9329 | 0.9362 | nan | 0.9184 | 0.9474 | 0.0 | 0.8598 | 0.9132 |
329
- | 0.0622 | 82.7692 | 5380 | 0.0626 | 0.5897 | 0.9313 | 0.9343 | nan | 0.9179 | 0.9448 | 0.0 | 0.8577 | 0.9115 |
330
- | 0.0847 | 83.0769 | 5400 | 0.0623 | 0.5906 | 0.9331 | 0.9356 | nan | 0.9217 | 0.9444 | 0.0 | 0.8595 | 0.9122 |
331
- | 0.0702 | 83.3846 | 5420 | 0.0626 | 0.5907 | 0.9318 | 0.9357 | nan | 0.9142 | 0.9493 | 0.0 | 0.8589 | 0.9131 |
332
- | 0.0574 | 83.6923 | 5440 | 0.0633 | 0.5896 | 0.9329 | 0.9345 | nan | 0.9260 | 0.9399 | 0.0 | 0.8585 | 0.9102 |
333
- | 0.043 | 84.0 | 5460 | 0.0630 | 0.5896 | 0.9332 | 0.9348 | nan | 0.9262 | 0.9402 | 0.0 | 0.8585 | 0.9103 |
334
- | 0.0901 | 84.3077 | 5480 | 0.0625 | 0.5909 | 0.9334 | 0.9362 | nan | 0.9209 | 0.9458 | 0.0 | 0.8602 | 0.9126 |
335
- | 0.0426 | 84.6154 | 5500 | 0.0629 | 0.5900 | 0.9332 | 0.9353 | nan | 0.9240 | 0.9425 | 0.0 | 0.8590 | 0.9111 |
336
- | 0.0603 | 84.9231 | 5520 | 0.0623 | 0.5905 | 0.9334 | 0.9358 | nan | 0.9230 | 0.9439 | 0.0 | 0.8593 | 0.9123 |
337
- | 0.0537 | 85.2308 | 5540 | 0.0614 | 0.5911 | 0.9323 | 0.9369 | nan | 0.9118 | 0.9527 | 0.0 | 0.8592 | 0.9142 |
338
- | 0.0705 | 85.5385 | 5560 | 0.0619 | 0.5908 | 0.9327 | 0.9361 | nan | 0.9177 | 0.9477 | 0.0 | 0.8592 | 0.9131 |
339
- | 0.0483 | 85.8462 | 5580 | 0.0624 | 0.5905 | 0.9326 | 0.9356 | nan | 0.9196 | 0.9457 | 0.0 | 0.8589 | 0.9125 |
340
- | 0.0878 | 86.1538 | 5600 | 0.0626 | 0.5904 | 0.9329 | 0.9351 | nan | 0.9232 | 0.9426 | 0.0 | 0.8594 | 0.9117 |
341
- | 0.0658 | 86.4615 | 5620 | 0.0624 | 0.5901 | 0.9325 | 0.9349 | nan | 0.9217 | 0.9432 | 0.0 | 0.8587 | 0.9115 |
342
- | 0.0644 | 86.7692 | 5640 | 0.0622 | 0.5907 | 0.9324 | 0.9358 | nan | 0.9175 | 0.9474 | 0.0 | 0.8592 | 0.9128 |
343
- | 0.0477 | 87.0769 | 5660 | 0.0623 | 0.5906 | 0.9338 | 0.9357 | nan | 0.9251 | 0.9425 | 0.0 | 0.8599 | 0.9118 |
344
- | 0.0615 | 87.3846 | 5680 | 0.0624 | 0.5904 | 0.9332 | 0.9355 | nan | 0.9229 | 0.9435 | 0.0 | 0.8593 | 0.9118 |
345
- | 0.0393 | 87.6923 | 5700 | 0.0624 | 0.5904 | 0.9334 | 0.9355 | nan | 0.9239 | 0.9428 | 0.0 | 0.8594 | 0.9118 |
346
- | 0.0477 | 88.0 | 5720 | 0.0619 | 0.5912 | 0.9339 | 0.9367 | nan | 0.9213 | 0.9465 | 0.0 | 0.8605 | 0.9132 |
347
- | 0.0606 | 88.3077 | 5740 | 0.0618 | 0.5905 | 0.9329 | 0.9356 | nan | 0.9211 | 0.9448 | 0.0 | 0.8590 | 0.9124 |
348
- | 0.0751 | 88.6154 | 5760 | 0.0617 | 0.5907 | 0.9323 | 0.9358 | nan | 0.9164 | 0.9481 | 0.0 | 0.8590 | 0.9131 |
349
- | 0.0681 | 88.9231 | 5780 | 0.0623 | 0.5910 | 0.9341 | 0.9362 | nan | 0.9248 | 0.9434 | 0.0 | 0.8605 | 0.9123 |
350
- | 0.045 | 89.2308 | 5800 | 0.0618 | 0.5910 | 0.9335 | 0.9361 | nan | 0.9220 | 0.9450 | 0.0 | 0.8604 | 0.9126 |
351
- | 0.0507 | 89.5385 | 5820 | 0.0622 | 0.5903 | 0.9326 | 0.9352 | nan | 0.9211 | 0.9441 | 0.0 | 0.8591 | 0.9119 |
352
- | 0.0656 | 89.8462 | 5840 | 0.0617 | 0.5910 | 0.9328 | 0.9361 | nan | 0.9182 | 0.9474 | 0.0 | 0.8598 | 0.9131 |
353
- | 0.0601 | 90.1538 | 5860 | 0.0621 | 0.5908 | 0.9330 | 0.9360 | nan | 0.9200 | 0.9461 | 0.0 | 0.8601 | 0.9123 |
354
- | 0.0566 | 90.4615 | 5880 | 0.0620 | 0.5907 | 0.9330 | 0.9358 | nan | 0.9208 | 0.9452 | 0.0 | 0.8597 | 0.9125 |
355
- | 0.0547 | 90.7692 | 5900 | 0.0618 | 0.5904 | 0.9333 | 0.9358 | nan | 0.9219 | 0.9446 | 0.0 | 0.8593 | 0.9119 |
356
- | 0.0609 | 91.0769 | 5920 | 0.0621 | 0.5906 | 0.9322 | 0.9358 | nan | 0.9165 | 0.9479 | 0.0 | 0.8587 | 0.9132 |
357
- | 0.0724 | 91.3846 | 5940 | 0.0616 | 0.5911 | 0.9339 | 0.9366 | nan | 0.9220 | 0.9458 | 0.0 | 0.8605 | 0.9128 |
358
- | 0.0598 | 91.6923 | 5960 | 0.0619 | 0.5911 | 0.9332 | 0.9362 | nan | 0.9202 | 0.9463 | 0.0 | 0.8604 | 0.9130 |
359
- | 0.0639 | 92.0 | 5980 | 0.0618 | 0.5907 | 0.9326 | 0.9356 | nan | 0.9193 | 0.9460 | 0.0 | 0.8592 | 0.9130 |
360
- | 0.0668 | 92.3077 | 6000 | 0.0619 | 0.5909 | 0.9330 | 0.9360 | nan | 0.9195 | 0.9464 | 0.0 | 0.8595 | 0.9131 |
361
- | 0.0521 | 92.6154 | 6020 | 0.0617 | 0.5908 | 0.9328 | 0.9360 | nan | 0.9189 | 0.9468 | 0.0 | 0.8595 | 0.9129 |
362
- | 0.0963 | 92.9231 | 6040 | 0.0618 | 0.5907 | 0.9329 | 0.9359 | nan | 0.9199 | 0.9460 | 0.0 | 0.8595 | 0.9127 |
363
- | 0.0658 | 93.2308 | 6060 | 0.0612 | 0.5912 | 0.9333 | 0.9365 | nan | 0.9192 | 0.9474 | 0.0 | 0.8605 | 0.9132 |
364
- | 0.0545 | 93.5385 | 6080 | 0.0620 | 0.5901 | 0.9331 | 0.9350 | nan | 0.9249 | 0.9413 | 0.0 | 0.8589 | 0.9113 |
365
- | 0.0653 | 93.8462 | 6100 | 0.0620 | 0.5909 | 0.9329 | 0.9358 | nan | 0.9198 | 0.9460 | 0.0 | 0.8597 | 0.9128 |
366
- | 0.0647 | 94.1538 | 6120 | 0.0617 | 0.5911 | 0.9334 | 0.9365 | nan | 0.9198 | 0.9471 | 0.0 | 0.8603 | 0.9131 |
367
- | 0.05 | 94.4615 | 6140 | 0.0616 | 0.5910 | 0.9327 | 0.9362 | nan | 0.9172 | 0.9482 | 0.0 | 0.8597 | 0.9132 |
368
- | 0.0451 | 94.7692 | 6160 | 0.0622 | 0.5901 | 0.9322 | 0.9350 | nan | 0.9200 | 0.9444 | 0.0 | 0.8584 | 0.9119 |
369
- | 0.0686 | 95.0769 | 6180 | 0.0619 | 0.5904 | 0.9329 | 0.9353 | nan | 0.9223 | 0.9435 | 0.0 | 0.8591 | 0.9120 |
370
- | 0.0629 | 95.3846 | 6200 | 0.0617 | 0.5909 | 0.9327 | 0.9359 | nan | 0.9184 | 0.9470 | 0.0 | 0.8595 | 0.9132 |
371
- | 0.0455 | 95.6923 | 6220 | 0.0617 | 0.5907 | 0.9329 | 0.9357 | nan | 0.9205 | 0.9454 | 0.0 | 0.8595 | 0.9125 |
372
- | 0.0938 | 96.0 | 6240 | 0.0615 | 0.5909 | 0.9338 | 0.9362 | nan | 0.9231 | 0.9445 | 0.0 | 0.8601 | 0.9126 |
373
- | 0.0828 | 96.3077 | 6260 | 0.0618 | 0.5909 | 0.9333 | 0.9360 | nan | 0.9215 | 0.9452 | 0.0 | 0.8603 | 0.9123 |
374
- | 0.0832 | 96.6154 | 6280 | 0.0614 | 0.5909 | 0.9325 | 0.9363 | nan | 0.9156 | 0.9495 | 0.0 | 0.8594 | 0.9134 |
375
- | 0.0677 | 96.9231 | 6300 | 0.0617 | 0.5907 | 0.9331 | 0.9360 | nan | 0.9205 | 0.9458 | 0.0 | 0.8593 | 0.9129 |
376
- | 0.0809 | 97.2308 | 6320 | 0.0620 | 0.5900 | 0.9334 | 0.9352 | nan | 0.9253 | 0.9414 | 0.0 | 0.8588 | 0.9111 |
377
- | 0.0577 | 97.5385 | 6340 | 0.0616 | 0.5909 | 0.9334 | 0.9361 | nan | 0.9214 | 0.9454 | 0.0 | 0.8601 | 0.9126 |
378
- | 0.047 | 97.8462 | 6360 | 0.0619 | 0.5904 | 0.9325 | 0.9352 | nan | 0.9206 | 0.9444 | 0.0 | 0.8591 | 0.9120 |
379
- | 0.0774 | 98.1538 | 6380 | 0.0619 | 0.5903 | 0.9321 | 0.9354 | nan | 0.9176 | 0.9466 | 0.0 | 0.8582 | 0.9128 |
380
- | 0.048 | 98.4615 | 6400 | 0.0616 | 0.5908 | 0.9336 | 0.9359 | nan | 0.9231 | 0.9440 | 0.0 | 0.8602 | 0.9123 |
381
- | 0.0572 | 98.7692 | 6420 | 0.0619 | 0.5904 | 0.9340 | 0.9357 | nan | 0.9264 | 0.9415 | 0.0 | 0.8599 | 0.9113 |
382
- | 0.0609 | 99.0769 | 6440 | 0.0616 | 0.5907 | 0.9328 | 0.9357 | nan | 0.9200 | 0.9456 | 0.0 | 0.8594 | 0.9127 |
383
- | 0.0584 | 99.3846 | 6460 | 0.0618 | 0.5905 | 0.9331 | 0.9355 | nan | 0.9225 | 0.9437 | 0.0 | 0.8594 | 0.9121 |
384
- | 0.0558 | 99.6923 | 6480 | 0.0616 | 0.5908 | 0.9333 | 0.9359 | nan | 0.9217 | 0.9449 | 0.0 | 0.8599 | 0.9125 |
385
- | 0.058 | 100.0 | 6500 | 0.0614 | 0.5911 | 0.9337 | 0.9365 | nan | 0.9210 | 0.9464 | 0.0 | 0.8603 | 0.9130 |
386
 
387
 
388
  ### Framework versions
 
18
 
19
  This model is a fine-tuned version of [apple/deeplabv3-mobilevit-small](https://huggingface.co/apple/deeplabv3-mobilevit-small) on the None dataset.
20
  It achieves the following results on the evaluation set:
21
+ - Loss: 0.3683
22
+ - Mean Iou: 0.5100
23
+ - Mean Accuracy: 0.8339
24
+ - Overall Accuracy: 0.8317
25
  - Accuracy Background: nan
26
+ - Accuracy Corm: 0.8057
27
+ - Accuracy Damage: 0.8621
28
  - Iou Background: 0.0
29
+ - Iou Corm: 0.7541
30
+ - Iou Damage: 0.7759
31
 
32
  ## Model description
33
 
 
47
 
48
  The following hyperparameters were used during training:
49
  - learning_rate: 6e-05
50
+ - train_batch_size: 32
51
+ - eval_batch_size: 32
52
  - seed: 42
53
  - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
54
  - lr_scheduler_type: linear
 
58
 
59
  | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Corm | Accuracy Damage | Iou Background | Iou Corm | Iou Damage |
60
  |:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:-------------:|:---------------:|:--------------:|:--------:|:----------:|
61
+ | 1.0605 | 2.2222 | 20 | 1.0716 | 0.2673 | 0.5409 | 0.5579 | nan | 0.7620 | 0.3198 | 0.0 | 0.5135 | 0.2884 |
62
+ | 1.0126 | 4.4444 | 40 | 1.0116 | 0.2753 | 0.5032 | 0.5099 | nan | 0.5897 | 0.4167 | 0.0 | 0.4581 | 0.3679 |
63
+ | 0.9674 | 6.6667 | 60 | 0.9641 | 0.2948 | 0.5118 | 0.5104 | nan | 0.4937 | 0.5298 | 0.0 | 0.4295 | 0.4548 |
64
+ | 0.9281 | 8.8889 | 80 | 0.9208 | 0.3102 | 0.5386 | 0.5337 | nan | 0.4750 | 0.6022 | 0.0 | 0.4233 | 0.5073 |
65
+ | 0.8893 | 11.1111 | 100 | 0.8746 | 0.3071 | 0.5235 | 0.5191 | nan | 0.4660 | 0.5811 | 0.0 | 0.4201 | 0.5013 |
66
+ | 0.8539 | 13.3333 | 120 | 0.8368 | 0.3205 | 0.5450 | 0.5394 | nan | 0.4718 | 0.6182 | 0.0 | 0.4335 | 0.5279 |
67
+ | 0.8164 | 15.5556 | 140 | 0.7937 | 0.3227 | 0.5465 | 0.5399 | nan | 0.4613 | 0.6316 | 0.0 | 0.4274 | 0.5407 |
68
+ | 0.7956 | 17.7778 | 160 | 0.7577 | 0.3383 | 0.5686 | 0.5634 | nan | 0.5010 | 0.6361 | 0.0 | 0.4620 | 0.5528 |
69
+ | 0.7716 | 20.0 | 180 | 0.7257 | 0.3475 | 0.5847 | 0.5779 | nan | 0.4960 | 0.6735 | 0.0 | 0.4636 | 0.5789 |
70
+ | 0.7278 | 22.2222 | 200 | 0.6851 | 0.3567 | 0.5920 | 0.5902 | nan | 0.5683 | 0.6157 | 0.0 | 0.5155 | 0.5546 |
71
+ | 0.6895 | 24.4444 | 220 | 0.6568 | 0.3787 | 0.6295 | 0.6261 | nan | 0.5853 | 0.6738 | 0.0 | 0.5408 | 0.5952 |
72
+ | 0.6668 | 26.6667 | 240 | 0.6265 | 0.3920 | 0.6505 | 0.6476 | nan | 0.6125 | 0.6885 | 0.0 | 0.5661 | 0.6100 |
73
+ | 0.6513 | 28.8889 | 260 | 0.6051 | 0.4073 | 0.6788 | 0.6769 | nan | 0.6542 | 0.7033 | 0.0 | 0.5976 | 0.6242 |
74
+ | 0.6197 | 31.1111 | 280 | 0.5823 | 0.4129 | 0.6843 | 0.6828 | nan | 0.6654 | 0.7032 | 0.0 | 0.6085 | 0.6301 |
75
+ | 0.6191 | 33.3333 | 300 | 0.5574 | 0.4217 | 0.7003 | 0.6976 | nan | 0.6657 | 0.7349 | 0.0 | 0.6136 | 0.6514 |
76
+ | 0.5747 | 35.5556 | 320 | 0.5463 | 0.4354 | 0.7230 | 0.7203 | nan | 0.6872 | 0.7588 | 0.0 | 0.6342 | 0.6719 |
77
+ | 0.567 | 37.7778 | 340 | 0.5256 | 0.4361 | 0.7293 | 0.7248 | nan | 0.6707 | 0.7878 | 0.0 | 0.6269 | 0.6813 |
78
+ | 0.5657 | 40.0 | 360 | 0.5091 | 0.4410 | 0.7344 | 0.7304 | nan | 0.6828 | 0.7860 | 0.0 | 0.6367 | 0.6862 |
79
+ | 0.5355 | 42.2222 | 380 | 0.4998 | 0.4493 | 0.7531 | 0.7483 | nan | 0.6915 | 0.8146 | 0.0 | 0.6478 | 0.7001 |
80
+ | 0.529 | 44.4444 | 400 | 0.4865 | 0.4547 | 0.7564 | 0.7528 | nan | 0.7096 | 0.8032 | 0.0 | 0.6606 | 0.7033 |
81
+ | 0.5019 | 46.6667 | 420 | 0.4756 | 0.4586 | 0.7666 | 0.7622 | nan | 0.7092 | 0.8241 | 0.0 | 0.6644 | 0.7114 |
82
+ | 0.4869 | 48.8889 | 440 | 0.4659 | 0.4656 | 0.7748 | 0.7714 | nan | 0.7305 | 0.8191 | 0.0 | 0.6799 | 0.7168 |
83
+ | 0.481 | 51.1111 | 460 | 0.4542 | 0.4646 | 0.7736 | 0.7696 | nan | 0.7221 | 0.8251 | 0.0 | 0.6762 | 0.7177 |
84
+ | 0.4795 | 53.3333 | 480 | 0.4441 | 0.4690 | 0.7790 | 0.7753 | nan | 0.7304 | 0.8276 | 0.0 | 0.6838 | 0.7232 |
85
+ | 0.4626 | 55.5556 | 500 | 0.4379 | 0.4774 | 0.7910 | 0.7880 | nan | 0.7512 | 0.8309 | 0.0 | 0.7003 | 0.7319 |
86
+ | 0.4679 | 57.7778 | 520 | 0.4296 | 0.4791 | 0.7941 | 0.7906 | nan | 0.7480 | 0.8403 | 0.0 | 0.7007 | 0.7366 |
87
+ | 0.478 | 60.0 | 540 | 0.4198 | 0.4821 | 0.7961 | 0.7931 | nan | 0.7563 | 0.8359 | 0.0 | 0.7066 | 0.7396 |
88
+ | 0.4562 | 62.2222 | 560 | 0.4142 | 0.4803 | 0.7976 | 0.7931 | nan | 0.7394 | 0.8558 | 0.0 | 0.6986 | 0.7424 |
89
+ | 0.4309 | 64.4444 | 580 | 0.4111 | 0.4857 | 0.8063 | 0.8021 | nan | 0.7513 | 0.8614 | 0.0 | 0.7090 | 0.7481 |
90
+ | 0.4239 | 66.6667 | 600 | 0.4040 | 0.4918 | 0.8105 | 0.8075 | nan | 0.7708 | 0.8503 | 0.0 | 0.7224 | 0.7529 |
91
+ | 0.4436 | 68.8889 | 620 | 0.3981 | 0.4922 | 0.8121 | 0.8086 | nan | 0.7669 | 0.8573 | 0.0 | 0.7220 | 0.7547 |
92
+ | 0.4253 | 71.1111 | 640 | 0.3924 | 0.4915 | 0.8101 | 0.8065 | nan | 0.7628 | 0.8574 | 0.0 | 0.7192 | 0.7553 |
93
+ | 0.4054 | 73.3333 | 660 | 0.3926 | 0.4991 | 0.8197 | 0.8172 | nan | 0.7869 | 0.8526 | 0.0 | 0.7361 | 0.7611 |
94
+ | 0.4368 | 75.5556 | 680 | 0.3861 | 0.5028 | 0.8241 | 0.8220 | nan | 0.7970 | 0.8511 | 0.0 | 0.7437 | 0.7648 |
95
+ | 0.4 | 77.7778 | 700 | 0.3836 | 0.5009 | 0.8245 | 0.8210 | nan | 0.7787 | 0.8704 | 0.0 | 0.7352 | 0.7675 |
96
+ | 0.3801 | 80.0 | 720 | 0.3815 | 0.4985 | 0.8231 | 0.8188 | nan | 0.7677 | 0.8784 | 0.0 | 0.7290 | 0.7664 |
97
+ | 0.3929 | 82.2222 | 740 | 0.3788 | 0.5048 | 0.8276 | 0.8249 | nan | 0.7935 | 0.8616 | 0.0 | 0.7447 | 0.7698 |
98
+ | 0.3923 | 84.4444 | 760 | 0.3752 | 0.5038 | 0.8283 | 0.8249 | nan | 0.7851 | 0.8715 | 0.0 | 0.7406 | 0.7708 |
99
+ | 0.412 | 86.6667 | 780 | 0.3735 | 0.5029 | 0.8286 | 0.8247 | nan | 0.7775 | 0.8798 | 0.0 | 0.7370 | 0.7718 |
100
+ | 0.3757 | 88.8889 | 800 | 0.3731 | 0.5082 | 0.8335 | 0.8306 | nan | 0.7962 | 0.8708 | 0.0 | 0.7492 | 0.7753 |
101
+ | 0.3863 | 91.1111 | 820 | 0.3729 | 0.5063 | 0.8336 | 0.8299 | nan | 0.7854 | 0.8819 | 0.0 | 0.7437 | 0.7751 |
102
+ | 0.3833 | 93.3333 | 840 | 0.3709 | 0.5044 | 0.8310 | 0.8269 | nan | 0.7777 | 0.8843 | 0.0 | 0.7391 | 0.7741 |
103
+ | 0.378 | 95.5556 | 860 | 0.3700 | 0.5073 | 0.8330 | 0.8297 | nan | 0.7896 | 0.8765 | 0.0 | 0.7462 | 0.7758 |
104
+ | 0.3942 | 97.7778 | 880 | 0.3679 | 0.5070 | 0.8316 | 0.8284 | nan | 0.7900 | 0.8732 | 0.0 | 0.7457 | 0.7752 |
105
+ | 0.3877 | 100.0 | 900 | 0.3683 | 0.5100 | 0.8339 | 0.8317 | nan | 0.8057 | 0.8621 | 0.0 | 0.7541 | 0.7759 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
106
 
107
 
108
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