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Aassemtkt
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segformer-b0-finetuned-drugs-in-bins-nov-23

Image Segmentation
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Safetensors
segformer
vision
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README.md CHANGED
@@ -16,15 +16,6 @@ should probably proofread and complete it, then remove this comment. -->
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  # segformer-b0-finetuned-drugs-in-bins-nov-23
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  This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the Aassemtkt/v0.1 dataset.
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- It achieves the following results on the evaluation set:
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- - Loss: 0.0941
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- - Mean Iou: 0.4848
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- - Mean Accuracy: 0.9696
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- - Overall Accuracy: 0.9696
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- - Accuracy Unlabeled: nan
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- - Accuracy Drug-blister: 0.9696
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- - Iou Unlabeled: 0.0
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- - Iou Drug-blister: 0.9696
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  ## Model description
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@@ -51,532 +42,6 @@ The following hyperparameters were used during training:
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  - lr_scheduler_type: linear
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  - num_epochs: 50
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- ### Training results
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-
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- | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Drug-blister | Iou Unlabeled | Iou Drug-blister |
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- |:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:---------------------:|:-------------:|:----------------:|
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- | 0.5012 | 0.1 | 20 | 0.4426 | 0.4726 | 0.9453 | 0.9453 | nan | 0.9453 | 0.0 | 0.9453 |
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- | 0.1467 | 0.19 | 40 | 0.2057 | 0.4698 | 0.9396 | 0.9396 | nan | 0.9396 | 0.0 | 0.9396 |
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- | 0.1453 | 0.29 | 60 | 0.1575 | 0.4647 | 0.9295 | 0.9295 | nan | 0.9295 | 0.0 | 0.9295 |
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- | 0.1115 | 0.38 | 80 | 0.1400 | 0.4426 | 0.8852 | 0.8852 | nan | 0.8852 | 0.0 | 0.8852 |
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- | 0.134 | 0.48 | 100 | 0.1241 | 0.4622 | 0.9244 | 0.9244 | nan | 0.9244 | 0.0 | 0.9244 |
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- | 0.2693 | 0.58 | 120 | 0.1484 | 0.4806 | 0.9613 | 0.9613 | nan | 0.9613 | 0.0 | 0.9613 |
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- | 0.0901 | 0.67 | 140 | 0.1282 | 0.4642 | 0.9285 | 0.9285 | nan | 0.9285 | 0.0 | 0.9285 |
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- | 0.1103 | 0.77 | 160 | 0.1141 | 0.4680 | 0.9360 | 0.9360 | nan | 0.9360 | 0.0 | 0.9360 |
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- | 0.0607 | 0.87 | 180 | 0.1027 | 0.4727 | 0.9454 | 0.9454 | nan | 0.9454 | 0.0 | 0.9454 |
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- | 0.0444 | 0.96 | 200 | 0.1163 | 0.4603 | 0.9206 | 0.9206 | nan | 0.9206 | 0.0 | 0.9206 |
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- | 0.05 | 1.06 | 220 | 0.1067 | 0.4646 | 0.9293 | 0.9293 | nan | 0.9293 | 0.0 | 0.9293 |
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- | 0.0501 | 1.15 | 240 | 0.0950 | 0.4709 | 0.9419 | 0.9419 | nan | 0.9419 | 0.0 | 0.9419 |
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- | 0.1075 | 1.25 | 260 | 0.0890 | 0.4666 | 0.9332 | 0.9332 | nan | 0.9332 | 0.0 | 0.9332 |
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- | 0.0846 | 1.35 | 280 | 0.0834 | 0.4725 | 0.9449 | 0.9449 | nan | 0.9449 | 0.0 | 0.9449 |
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- | 0.0329 | 1.44 | 300 | 0.0902 | 0.4640 | 0.9281 | 0.9281 | nan | 0.9281 | 0.0 | 0.9281 |
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- | 0.0527 | 1.54 | 320 | 0.0803 | 0.4706 | 0.9412 | 0.9412 | nan | 0.9412 | 0.0 | 0.9412 |
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- | 1.3321 | 1.63 | 340 | 0.1099 | 0.4880 | 0.9761 | 0.9761 | nan | 0.9761 | 0.0 | 0.9761 |
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- | 0.0856 | 1.73 | 360 | 0.0848 | 0.4658 | 0.9315 | 0.9315 | nan | 0.9315 | 0.0 | 0.9315 |
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- | 0.0331 | 1.83 | 380 | 0.0792 | 0.4707 | 0.9414 | 0.9414 | nan | 0.9414 | 0.0 | 0.9414 |
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- | 0.0481 | 1.92 | 400 | 0.0871 | 0.4673 | 0.9346 | 0.9346 | nan | 0.9346 | 0.0 | 0.9346 |
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- | 0.0575 | 2.02 | 420 | 0.0744 | 0.4767 | 0.9533 | 0.9533 | nan | 0.9533 | 0.0 | 0.9533 |
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- | 0.0664 | 2.12 | 440 | 0.0733 | 0.4782 | 0.9563 | 0.9563 | nan | 0.9563 | 0.0 | 0.9563 |
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- | 0.0222 | 2.21 | 460 | 0.0926 | 0.4886 | 0.9772 | 0.9772 | nan | 0.9772 | 0.0 | 0.9772 |
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- | 0.0292 | 2.31 | 480 | 0.0779 | 0.4686 | 0.9372 | 0.9372 | nan | 0.9372 | 0.0 | 0.9372 |
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- | 0.0226 | 2.4 | 500 | 0.0810 | 0.4794 | 0.9589 | 0.9589 | nan | 0.9589 | 0.0 | 0.9589 |
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- | 0.0218 | 2.5 | 520 | 0.0815 | 0.4686 | 0.9372 | 0.9372 | nan | 0.9372 | 0.0 | 0.9372 |
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- | 0.0298 | 2.6 | 540 | 0.0926 | 0.4855 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
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- | 0.0177 | 2.69 | 560 | 0.0780 | 0.4711 | 0.9422 | 0.9422 | nan | 0.9422 | 0.0 | 0.9422 |
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- | 0.0238 | 2.79 | 580 | 0.0674 | 0.4806 | 0.9612 | 0.9612 | nan | 0.9612 | 0.0 | 0.9612 |
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- | 0.0965 | 2.88 | 600 | 0.0747 | 0.4717 | 0.9435 | 0.9435 | nan | 0.9435 | 0.0 | 0.9435 |
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- | 0.0529 | 2.98 | 620 | 0.0602 | 0.4716 | 0.9433 | 0.9433 | nan | 0.9433 | 0.0 | 0.9433 |
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- | 0.0243 | 3.08 | 640 | 0.0690 | 0.4757 | 0.9514 | 0.9514 | nan | 0.9514 | 0.0 | 0.9514 |
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- | 0.0306 | 3.17 | 660 | 0.0745 | 0.4861 | 0.9722 | 0.9722 | nan | 0.9722 | 0.0 | 0.9722 |
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- | 0.0147 | 3.27 | 680 | 0.0913 | 0.4666 | 0.9332 | 0.9332 | nan | 0.9332 | 0.0 | 0.9332 |
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- | 0.0204 | 3.37 | 700 | 0.0677 | 0.4748 | 0.9497 | 0.9497 | nan | 0.9497 | 0.0 | 0.9497 |
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- | 0.4116 | 3.46 | 720 | 0.0623 | 0.4722 | 0.9443 | 0.9443 | nan | 0.9443 | 0.0 | 0.9443 |
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- | 0.3541 | 3.56 | 740 | 0.0725 | 0.4661 | 0.9323 | 0.9323 | nan | 0.9323 | 0.0 | 0.9323 |
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- | 0.0151 | 3.65 | 760 | 0.0582 | 0.4753 | 0.9507 | 0.9507 | nan | 0.9507 | 0.0 | 0.9507 |
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- | 0.0163 | 3.75 | 780 | 0.0581 | 0.4758 | 0.9516 | 0.9516 | nan | 0.9516 | 0.0 | 0.9516 |
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- | 0.0185 | 3.85 | 800 | 0.0605 | 0.4750 | 0.9501 | 0.9501 | nan | 0.9501 | 0.0 | 0.9501 |
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- | 0.0199 | 3.94 | 820 | 0.0592 | 0.4750 | 0.9499 | 0.9499 | nan | 0.9499 | 0.0 | 0.9499 |
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- | 0.0582 | 4.04 | 840 | 0.0775 | 0.4711 | 0.9422 | 0.9422 | nan | 0.9422 | 0.0 | 0.9422 |
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- | 0.0214 | 4.13 | 860 | 0.0693 | 0.4744 | 0.9489 | 0.9489 | nan | 0.9489 | 0.0 | 0.9489 |
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- | 0.0406 | 4.23 | 880 | 0.0727 | 0.4855 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
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- | 0.0293 | 4.33 | 900 | 0.0620 | 0.4718 | 0.9436 | 0.9436 | nan | 0.9436 | 0.0 | 0.9436 |
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- | 0.022 | 4.42 | 920 | 0.0606 | 0.4754 | 0.9509 | 0.9509 | nan | 0.9509 | 0.0 | 0.9509 |
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- | 0.0123 | 4.52 | 940 | 0.0896 | 0.4682 | 0.9365 | 0.9365 | nan | 0.9365 | 0.0 | 0.9365 |
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- | 0.0265 | 4.62 | 960 | 0.0519 | 0.4827 | 0.9653 | 0.9653 | nan | 0.9653 | 0.0 | 0.9653 |
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- | 0.012 | 4.71 | 980 | 0.0509 | 0.4776 | 0.9552 | 0.9552 | nan | 0.9552 | 0.0 | 0.9552 |
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- | 0.0137 | 4.81 | 1000 | 0.0576 | 0.4772 | 0.9544 | 0.9544 | nan | 0.9544 | 0.0 | 0.9544 |
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- | 0.0176 | 4.9 | 1020 | 0.0497 | 0.4753 | 0.9505 | 0.9505 | nan | 0.9505 | 0.0 | 0.9505 |
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- | 0.0201 | 5.0 | 1040 | 0.0536 | 0.4763 | 0.9526 | 0.9526 | nan | 0.9526 | 0.0 | 0.9526 |
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- | 0.0094 | 5.1 | 1060 | 0.0586 | 0.4740 | 0.9480 | 0.9480 | nan | 0.9480 | 0.0 | 0.9480 |
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- | 0.0114 | 5.19 | 1080 | 0.0555 | 0.4834 | 0.9668 | 0.9668 | nan | 0.9668 | 0.0 | 0.9668 |
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- | 0.0146 | 5.29 | 1100 | 0.0498 | 0.4817 | 0.9633 | 0.9633 | nan | 0.9633 | 0.0 | 0.9633 |
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- | 0.0209 | 5.38 | 1120 | 0.0492 | 0.4846 | 0.9692 | 0.9692 | nan | 0.9692 | 0.0 | 0.9692 |
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- | 1.3652 | 5.48 | 1140 | 0.0527 | 0.4813 | 0.9626 | 0.9626 | nan | 0.9626 | 0.0 | 0.9626 |
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- | 0.0169 | 5.58 | 1160 | 0.0569 | 0.4789 | 0.9578 | 0.9578 | nan | 0.9578 | 0.0 | 0.9578 |
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- | 0.1665 | 5.67 | 1180 | 0.0545 | 0.4842 | 0.9685 | 0.9685 | nan | 0.9685 | 0.0 | 0.9685 |
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- | 0.3872 | 5.77 | 1200 | 0.0538 | 0.4781 | 0.9561 | 0.9561 | nan | 0.9561 | 0.0 | 0.9561 |
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- | 0.0662 | 5.87 | 1220 | 0.0516 | 0.4786 | 0.9573 | 0.9573 | nan | 0.9573 | 0.0 | 0.9573 |
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- | 0.0141 | 5.96 | 1240 | 0.0602 | 0.4871 | 0.9741 | 0.9741 | nan | 0.9741 | 0.0 | 0.9741 |
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- | 0.0136 | 6.06 | 1260 | 0.0645 | 0.4750 | 0.9499 | 0.9499 | nan | 0.9499 | 0.0 | 0.9499 |
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- | 0.0472 | 6.15 | 1280 | 0.0618 | 0.4780 | 0.9560 | 0.9560 | nan | 0.9560 | 0.0 | 0.9560 |
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- | 0.012 | 6.25 | 1300 | 0.0715 | 0.4734 | 0.9467 | 0.9467 | nan | 0.9467 | 0.0 | 0.9467 |
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- | 0.0093 | 6.35 | 1320 | 0.0568 | 0.4843 | 0.9685 | 0.9685 | nan | 0.9685 | 0.0 | 0.9685 |
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- | 0.0105 | 6.44 | 1340 | 0.0598 | 0.4842 | 0.9684 | 0.9684 | nan | 0.9684 | 0.0 | 0.9684 |
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- | 0.0106 | 6.54 | 1360 | 0.0565 | 0.4795 | 0.9590 | 0.9590 | nan | 0.9590 | 0.0 | 0.9590 |
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- | 0.009 | 6.63 | 1380 | 0.0606 | 0.4770 | 0.9540 | 0.9540 | nan | 0.9540 | 0.0 | 0.9540 |
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- | 0.0126 | 6.73 | 1400 | 0.0496 | 0.4800 | 0.9599 | 0.9599 | nan | 0.9599 | 0.0 | 0.9599 |
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- | 0.0139 | 6.83 | 1420 | 0.0600 | 0.4773 | 0.9546 | 0.9546 | nan | 0.9546 | 0.0 | 0.9546 |
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- | 0.0082 | 6.92 | 1440 | 0.0638 | 0.4770 | 0.9540 | 0.9540 | nan | 0.9540 | 0.0 | 0.9540 |
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- | 0.4191 | 7.02 | 1460 | 0.0609 | 0.4778 | 0.9557 | 0.9557 | nan | 0.9557 | 0.0 | 0.9557 |
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- | 0.0158 | 7.12 | 1480 | 0.0496 | 0.4868 | 0.9735 | 0.9735 | nan | 0.9735 | 0.0 | 0.9735 |
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- | 0.021 | 7.21 | 1500 | 0.0643 | 0.4783 | 0.9566 | 0.9566 | nan | 0.9566 | 0.0 | 0.9566 |
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- | 0.0341 | 7.31 | 1520 | 0.0595 | 0.4781 | 0.9561 | 0.9561 | nan | 0.9561 | 0.0 | 0.9561 |
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- | 0.021 | 7.4 | 1540 | 0.0798 | 0.4761 | 0.9521 | 0.9521 | nan | 0.9521 | 0.0 | 0.9521 |
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- | 0.0088 | 7.5 | 1560 | 0.0751 | 0.4942 | 0.9884 | 0.9884 | nan | 0.9884 | 0.0 | 0.9884 |
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- | 0.0062 | 7.6 | 1580 | 0.0494 | 0.4837 | 0.9674 | 0.9674 | nan | 0.9674 | 0.0 | 0.9674 |
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- | 0.0118 | 7.69 | 1600 | 0.0505 | 0.4752 | 0.9503 | 0.9503 | nan | 0.9503 | 0.0 | 0.9503 |
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- | 0.0163 | 7.79 | 1620 | 0.0506 | 0.4834 | 0.9669 | 0.9669 | nan | 0.9669 | 0.0 | 0.9669 |
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- | 0.0384 | 7.88 | 1640 | 0.0777 | 0.4713 | 0.9426 | 0.9426 | nan | 0.9426 | 0.0 | 0.9426 |
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- | 0.0116 | 7.98 | 1660 | 0.0587 | 0.4777 | 0.9554 | 0.9554 | nan | 0.9554 | 0.0 | 0.9554 |
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- | 0.0099 | 8.08 | 1680 | 0.0521 | 0.4843 | 0.9686 | 0.9686 | nan | 0.9686 | 0.0 | 0.9686 |
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- | 0.0084 | 8.17 | 1700 | 0.0627 | 0.4863 | 0.9725 | 0.9725 | nan | 0.9725 | 0.0 | 0.9725 |
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- | 0.132 | 8.27 | 1720 | 0.0572 | 0.4794 | 0.9589 | 0.9589 | nan | 0.9589 | 0.0 | 0.9589 |
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- | 0.0135 | 8.37 | 1740 | 0.0616 | 0.4838 | 0.9676 | 0.9676 | nan | 0.9676 | 0.0 | 0.9676 |
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- | 0.0145 | 8.46 | 1760 | 0.0663 | 0.4793 | 0.9586 | 0.9586 | nan | 0.9586 | 0.0 | 0.9586 |
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- | 0.0085 | 8.56 | 1780 | 0.0757 | 0.4776 | 0.9551 | 0.9551 | nan | 0.9551 | 0.0 | 0.9551 |
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- | 0.019 | 8.65 | 1800 | 0.0599 | 0.4902 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
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- | 0.0081 | 8.75 | 1820 | 0.0535 | 0.4796 | 0.9591 | 0.9591 | nan | 0.9591 | 0.0 | 0.9591 |
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- | 0.0119 | 8.85 | 1840 | 0.0517 | 0.4833 | 0.9667 | 0.9667 | nan | 0.9667 | 0.0 | 0.9667 |
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- | 0.0263 | 8.94 | 1860 | 0.0558 | 0.4828 | 0.9656 | 0.9656 | nan | 0.9656 | 0.0 | 0.9656 |
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- | 0.1585 | 9.04 | 1880 | 0.0645 | 0.4856 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
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- | 0.008 | 9.13 | 1900 | 0.0513 | 0.4818 | 0.9635 | 0.9635 | nan | 0.9635 | 0.0 | 0.9635 |
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- | 0.0181 | 9.23 | 1920 | 0.0463 | 0.4873 | 0.9746 | 0.9746 | nan | 0.9746 | 0.0 | 0.9746 |
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- | 0.0091 | 9.33 | 1940 | 0.0433 | 0.4853 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
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- | 0.0095 | 9.42 | 1960 | 0.0523 | 0.4890 | 0.9781 | 0.9781 | nan | 0.9781 | 0.0 | 0.9781 |
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- | 0.0072 | 9.52 | 1980 | 0.0543 | 0.4822 | 0.9644 | 0.9644 | nan | 0.9644 | 0.0 | 0.9644 |
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- | 0.0093 | 9.62 | 2000 | 0.0585 | 0.4808 | 0.9615 | 0.9615 | nan | 0.9615 | 0.0 | 0.9615 |
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- | 0.0088 | 9.71 | 2020 | 0.0532 | 0.4797 | 0.9593 | 0.9593 | nan | 0.9593 | 0.0 | 0.9593 |
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- | 0.1613 | 9.81 | 2040 | 0.0590 | 0.4833 | 0.9667 | 0.9667 | nan | 0.9667 | 0.0 | 0.9667 |
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- | 0.1972 | 9.9 | 2060 | 0.0740 | 0.4776 | 0.9552 | 0.9552 | nan | 0.9552 | 0.0 | 0.9552 |
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- | 0.0137 | 10.0 | 2080 | 0.0491 | 0.4826 | 0.9652 | 0.9652 | nan | 0.9652 | 0.0 | 0.9652 |
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- | 0.0092 | 10.1 | 2100 | 0.0483 | 0.4877 | 0.9754 | 0.9754 | nan | 0.9754 | 0.0 | 0.9754 |
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- | 0.011 | 10.19 | 2120 | 0.0508 | 0.4852 | 0.9703 | 0.9703 | nan | 0.9703 | 0.0 | 0.9703 |
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- | 0.0109 | 10.29 | 2140 | 0.0866 | 0.4783 | 0.9565 | 0.9565 | nan | 0.9565 | 0.0 | 0.9565 |
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- | 0.0114 | 10.38 | 2160 | 0.0598 | 0.4795 | 0.9590 | 0.9590 | nan | 0.9590 | 0.0 | 0.9590 |
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- | 0.0409 | 10.48 | 2180 | 0.0571 | 0.4792 | 0.9585 | 0.9585 | nan | 0.9585 | 0.0 | 0.9585 |
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- | 0.0091 | 10.58 | 2200 | 0.0462 | 0.4820 | 0.9641 | 0.9641 | nan | 0.9641 | 0.0 | 0.9641 |
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- | 0.0075 | 10.67 | 2220 | 0.0543 | 0.4876 | 0.9752 | 0.9752 | nan | 0.9752 | 0.0 | 0.9752 |
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- | 0.0058 | 10.77 | 2240 | 0.0878 | 0.4769 | 0.9539 | 0.9539 | nan | 0.9539 | 0.0 | 0.9539 |
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- | 0.0464 | 10.87 | 2260 | 0.0606 | 0.4797 | 0.9594 | 0.9594 | nan | 0.9594 | 0.0 | 0.9594 |
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- | 0.0076 | 10.96 | 2280 | 0.0580 | 0.4803 | 0.9606 | 0.9606 | nan | 0.9606 | 0.0 | 0.9606 |
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- | 0.3015 | 11.06 | 2300 | 0.0500 | 0.4808 | 0.9617 | 0.9617 | nan | 0.9617 | 0.0 | 0.9617 |
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- | 0.0084 | 11.15 | 2320 | 0.0479 | 0.4890 | 0.9780 | 0.9780 | nan | 0.9780 | 0.0 | 0.9780 |
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- | 0.0072 | 11.25 | 2340 | 0.0807 | 0.4769 | 0.9538 | 0.9538 | nan | 0.9538 | 0.0 | 0.9538 |
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- | 0.0085 | 11.35 | 2360 | 0.0488 | 0.4811 | 0.9621 | 0.9621 | nan | 0.9621 | 0.0 | 0.9621 |
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- | 0.0092 | 11.44 | 2380 | 0.0441 | 0.4863 | 0.9725 | 0.9725 | nan | 0.9725 | 0.0 | 0.9725 |
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- | 0.0155 | 11.54 | 2400 | 0.0444 | 0.4819 | 0.9637 | 0.9637 | nan | 0.9637 | 0.0 | 0.9637 |
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- | 0.0091 | 11.63 | 2420 | 0.0468 | 0.4835 | 0.9670 | 0.9670 | nan | 0.9670 | 0.0 | 0.9670 |
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- | 0.0139 | 11.73 | 2440 | 0.0455 | 0.4872 | 0.9744 | 0.9744 | nan | 0.9744 | 0.0 | 0.9744 |
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- | 0.0215 | 11.83 | 2460 | 0.0520 | 0.4840 | 0.9679 | 0.9679 | nan | 0.9679 | 0.0 | 0.9679 |
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- | 0.006 | 11.92 | 2480 | 0.0545 | 0.4821 | 0.9641 | 0.9641 | nan | 0.9641 | 0.0 | 0.9641 |
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- | 0.0126 | 12.02 | 2500 | 0.0572 | 0.4789 | 0.9578 | 0.9578 | nan | 0.9578 | 0.0 | 0.9578 |
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- | 0.0359 | 12.12 | 2520 | 0.0488 | 0.4807 | 0.9615 | 0.9615 | nan | 0.9615 | 0.0 | 0.9615 |
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- | 0.0111 | 12.21 | 2540 | 0.0829 | 0.4759 | 0.9518 | 0.9518 | nan | 0.9518 | 0.0 | 0.9518 |
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- | 0.0087 | 12.31 | 2560 | 0.0628 | 0.4797 | 0.9594 | 0.9594 | nan | 0.9594 | 0.0 | 0.9594 |
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- | 0.0095 | 12.4 | 2580 | 0.0697 | 0.4806 | 0.9612 | 0.9612 | nan | 0.9612 | 0.0 | 0.9612 |
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- | 0.1781 | 12.5 | 2600 | 0.0648 | 0.4797 | 0.9594 | 0.9594 | nan | 0.9594 | 0.0 | 0.9594 |
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- | 0.0089 | 12.6 | 2620 | 0.0492 | 0.4826 | 0.9651 | 0.9651 | nan | 0.9651 | 0.0 | 0.9651 |
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- | 0.0122 | 12.69 | 2640 | 0.0669 | 0.4793 | 0.9586 | 0.9586 | nan | 0.9586 | 0.0 | 0.9586 |
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- | 0.0189 | 12.79 | 2660 | 0.0590 | 0.4858 | 0.9715 | 0.9715 | nan | 0.9715 | 0.0 | 0.9715 |
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- | 0.0073 | 12.88 | 2680 | 0.0622 | 0.4829 | 0.9659 | 0.9659 | nan | 0.9659 | 0.0 | 0.9659 |
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- | 0.0188 | 12.98 | 2700 | 0.0657 | 0.4831 | 0.9662 | 0.9662 | nan | 0.9662 | 0.0 | 0.9662 |
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- | 0.0094 | 13.08 | 2720 | 0.0561 | 0.4800 | 0.9600 | 0.9600 | nan | 0.9600 | 0.0 | 0.9600 |
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- | 0.3807 | 13.17 | 2740 | 0.0648 | 0.4774 | 0.9548 | 0.9548 | nan | 0.9548 | 0.0 | 0.9548 |
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- | 0.0098 | 13.27 | 2760 | 0.0492 | 0.4835 | 0.9670 | 0.9670 | nan | 0.9670 | 0.0 | 0.9670 |
196
- | 0.0087 | 13.37 | 2780 | 0.0575 | 0.4807 | 0.9614 | 0.9614 | nan | 0.9614 | 0.0 | 0.9614 |
197
- | 0.0074 | 13.46 | 2800 | 0.0568 | 0.4827 | 0.9654 | 0.9654 | nan | 0.9654 | 0.0 | 0.9654 |
198
- | 0.2296 | 13.56 | 2820 | 0.0773 | 0.4805 | 0.9610 | 0.9610 | nan | 0.9610 | 0.0 | 0.9610 |
199
- | 0.0096 | 13.65 | 2840 | 0.0522 | 0.4856 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
200
- | 0.0084 | 13.75 | 2860 | 0.0640 | 0.4785 | 0.9570 | 0.9570 | nan | 0.9570 | 0.0 | 0.9570 |
201
- | 0.0127 | 13.85 | 2880 | 0.0540 | 0.4822 | 0.9644 | 0.9644 | nan | 0.9644 | 0.0 | 0.9644 |
202
- | 0.0096 | 13.94 | 2900 | 0.0594 | 0.4803 | 0.9606 | 0.9606 | nan | 0.9606 | 0.0 | 0.9606 |
203
- | 0.0066 | 14.04 | 2920 | 0.0654 | 0.4788 | 0.9576 | 0.9576 | nan | 0.9576 | 0.0 | 0.9576 |
204
- | 0.0066 | 14.13 | 2940 | 0.0590 | 0.4792 | 0.9583 | 0.9583 | nan | 0.9583 | 0.0 | 0.9583 |
205
- | 0.0194 | 14.23 | 2960 | 0.0613 | 0.4801 | 0.9603 | 0.9603 | nan | 0.9603 | 0.0 | 0.9603 |
206
- | 0.0079 | 14.33 | 2980 | 0.0619 | 0.4808 | 0.9616 | 0.9616 | nan | 0.9616 | 0.0 | 0.9616 |
207
- | 0.0062 | 14.42 | 3000 | 0.0669 | 0.4799 | 0.9599 | 0.9599 | nan | 0.9599 | 0.0 | 0.9599 |
208
- | 0.0133 | 14.52 | 3020 | 0.0678 | 0.4807 | 0.9614 | 0.9614 | nan | 0.9614 | 0.0 | 0.9614 |
209
- | 0.0054 | 14.62 | 3040 | 0.0652 | 0.4891 | 0.9782 | 0.9782 | nan | 0.9782 | 0.0 | 0.9782 |
210
- | 0.0091 | 14.71 | 3060 | 0.0659 | 0.4817 | 0.9633 | 0.9633 | nan | 0.9633 | 0.0 | 0.9633 |
211
- | 0.0059 | 14.81 | 3080 | 0.0494 | 0.4861 | 0.9722 | 0.9722 | nan | 0.9722 | 0.0 | 0.9722 |
212
- | 0.239 | 14.9 | 3100 | 0.0631 | 0.4793 | 0.9586 | 0.9586 | nan | 0.9586 | 0.0 | 0.9586 |
213
- | 0.0094 | 15.0 | 3120 | 0.0542 | 0.4804 | 0.9608 | 0.9608 | nan | 0.9608 | 0.0 | 0.9608 |
214
- | 0.0073 | 15.1 | 3140 | 0.0619 | 0.4791 | 0.9582 | 0.9582 | nan | 0.9582 | 0.0 | 0.9582 |
215
- | 0.0616 | 15.19 | 3160 | 0.0481 | 0.4837 | 0.9674 | 0.9674 | nan | 0.9674 | 0.0 | 0.9674 |
216
- | 0.0102 | 15.29 | 3180 | 0.0565 | 0.4816 | 0.9631 | 0.9631 | nan | 0.9631 | 0.0 | 0.9631 |
217
- | 0.0083 | 15.38 | 3200 | 0.0847 | 0.4769 | 0.9537 | 0.9537 | nan | 0.9537 | 0.0 | 0.9537 |
218
- | 0.07 | 15.48 | 3220 | 0.0585 | 0.4884 | 0.9769 | 0.9769 | nan | 0.9769 | 0.0 | 0.9769 |
219
- | 0.0074 | 15.58 | 3240 | 0.0601 | 0.4853 | 0.9706 | 0.9706 | nan | 0.9706 | 0.0 | 0.9706 |
220
- | 0.0059 | 15.67 | 3260 | 0.0688 | 0.4790 | 0.9580 | 0.9580 | nan | 0.9580 | 0.0 | 0.9580 |
221
- | 0.0148 | 15.77 | 3280 | 0.0585 | 0.4789 | 0.9579 | 0.9579 | nan | 0.9579 | 0.0 | 0.9579 |
222
- | 0.0062 | 15.87 | 3300 | 0.0525 | 0.4854 | 0.9708 | 0.9708 | nan | 0.9708 | 0.0 | 0.9708 |
223
- | 0.0132 | 15.96 | 3320 | 0.0640 | 0.4809 | 0.9619 | 0.9619 | nan | 0.9619 | 0.0 | 0.9619 |
224
- | 0.0061 | 16.06 | 3340 | 0.0568 | 0.4804 | 0.9608 | 0.9608 | nan | 0.9608 | 0.0 | 0.9608 |
225
- | 0.0912 | 16.15 | 3360 | 0.0505 | 0.4851 | 0.9703 | 0.9703 | nan | 0.9703 | 0.0 | 0.9703 |
226
- | 0.2371 | 16.25 | 3380 | 0.0481 | 0.4823 | 0.9646 | 0.9646 | nan | 0.9646 | 0.0 | 0.9646 |
227
- | 0.0392 | 16.35 | 3400 | 0.0531 | 0.4838 | 0.9675 | 0.9675 | nan | 0.9675 | 0.0 | 0.9675 |
228
- | 0.007 | 16.44 | 3420 | 0.0568 | 0.4792 | 0.9585 | 0.9585 | nan | 0.9585 | 0.0 | 0.9585 |
229
- | 0.0067 | 16.54 | 3440 | 0.0606 | 0.4785 | 0.9570 | 0.9570 | nan | 0.9570 | 0.0 | 0.9570 |
230
- | 0.0049 | 16.63 | 3460 | 0.0495 | 0.4860 | 0.9719 | 0.9719 | nan | 0.9719 | 0.0 | 0.9719 |
231
- | 0.007 | 16.73 | 3480 | 0.0516 | 0.4852 | 0.9704 | 0.9704 | nan | 0.9704 | 0.0 | 0.9704 |
232
- | 0.0072 | 16.83 | 3500 | 0.0581 | 0.4831 | 0.9661 | 0.9661 | nan | 0.9661 | 0.0 | 0.9661 |
233
- | 0.0061 | 16.92 | 3520 | 0.0523 | 0.4841 | 0.9682 | 0.9682 | nan | 0.9682 | 0.0 | 0.9682 |
234
- | 0.0055 | 17.02 | 3540 | 0.0531 | 0.4893 | 0.9786 | 0.9786 | nan | 0.9786 | 0.0 | 0.9786 |
235
- | 0.024 | 17.12 | 3560 | 0.0541 | 0.4846 | 0.9692 | 0.9692 | nan | 0.9692 | 0.0 | 0.9692 |
236
- | 0.0819 | 17.21 | 3580 | 0.0664 | 0.4808 | 0.9615 | 0.9615 | nan | 0.9615 | 0.0 | 0.9615 |
237
- | 0.0058 | 17.31 | 3600 | 0.0600 | 0.4815 | 0.9629 | 0.9629 | nan | 0.9629 | 0.0 | 0.9629 |
238
- | 0.0097 | 17.4 | 3620 | 0.0510 | 0.4873 | 0.9746 | 0.9746 | nan | 0.9746 | 0.0 | 0.9746 |
239
- | 0.0054 | 17.5 | 3640 | 0.0494 | 0.4910 | 0.9820 | 0.9820 | nan | 0.9820 | 0.0 | 0.9820 |
240
- | 0.0097 | 17.6 | 3660 | 0.0464 | 0.4891 | 0.9782 | 0.9782 | nan | 0.9782 | 0.0 | 0.9782 |
241
- | 0.0077 | 17.69 | 3680 | 0.0565 | 0.4798 | 0.9597 | 0.9597 | nan | 0.9597 | 0.0 | 0.9597 |
242
- | 0.0064 | 17.79 | 3700 | 0.0689 | 0.4781 | 0.9562 | 0.9562 | nan | 0.9562 | 0.0 | 0.9562 |
243
- | 0.0047 | 17.88 | 3720 | 0.0551 | 0.4811 | 0.9622 | 0.9622 | nan | 0.9622 | 0.0 | 0.9622 |
244
- | 0.0051 | 17.98 | 3740 | 0.0678 | 0.4912 | 0.9825 | 0.9825 | nan | 0.9825 | 0.0 | 0.9825 |
245
- | 0.0046 | 18.08 | 3760 | 0.0715 | 0.4916 | 0.9832 | 0.9832 | nan | 0.9832 | 0.0 | 0.9832 |
246
- | 0.0056 | 18.17 | 3780 | 0.0530 | 0.4838 | 0.9676 | 0.9676 | nan | 0.9676 | 0.0 | 0.9676 |
247
- | 0.0056 | 18.27 | 3800 | 0.0626 | 0.4800 | 0.9600 | 0.9600 | nan | 0.9600 | 0.0 | 0.9600 |
248
- | 0.0064 | 18.37 | 3820 | 0.0579 | 0.4841 | 0.9682 | 0.9682 | nan | 0.9682 | 0.0 | 0.9682 |
249
- | 0.0396 | 18.46 | 3840 | 0.0533 | 0.4839 | 0.9678 | 0.9678 | nan | 0.9678 | 0.0 | 0.9678 |
250
- | 0.0376 | 18.56 | 3860 | 0.0611 | 0.4826 | 0.9652 | 0.9652 | nan | 0.9652 | 0.0 | 0.9652 |
251
- | 0.0116 | 18.65 | 3880 | 0.0543 | 0.4842 | 0.9685 | 0.9685 | nan | 0.9685 | 0.0 | 0.9685 |
252
- | 0.0129 | 18.75 | 3900 | 0.0597 | 0.4853 | 0.9706 | 0.9706 | nan | 0.9706 | 0.0 | 0.9706 |
253
- | 0.1621 | 18.85 | 3920 | 0.0538 | 0.4879 | 0.9758 | 0.9758 | nan | 0.9758 | 0.0 | 0.9758 |
254
- | 0.0044 | 18.94 | 3940 | 0.0557 | 0.4819 | 0.9638 | 0.9638 | nan | 0.9638 | 0.0 | 0.9638 |
255
- | 0.0114 | 19.04 | 3960 | 0.0621 | 0.4812 | 0.9623 | 0.9623 | nan | 0.9623 | 0.0 | 0.9623 |
256
- | 0.0557 | 19.13 | 3980 | 0.0605 | 0.4841 | 0.9682 | 0.9682 | nan | 0.9682 | 0.0 | 0.9682 |
257
- | 0.0064 | 19.23 | 4000 | 0.0770 | 0.4918 | 0.9836 | 0.9836 | nan | 0.9836 | 0.0 | 0.9836 |
258
- | 0.0043 | 19.33 | 4020 | 0.0583 | 0.4827 | 0.9655 | 0.9655 | nan | 0.9655 | 0.0 | 0.9655 |
259
- | 0.0061 | 19.42 | 4040 | 0.0616 | 0.4839 | 0.9678 | 0.9678 | nan | 0.9678 | 0.0 | 0.9678 |
260
- | 0.0072 | 19.52 | 4060 | 0.0560 | 0.4877 | 0.9754 | 0.9754 | nan | 0.9754 | 0.0 | 0.9754 |
261
- | 0.0058 | 19.62 | 4080 | 0.0677 | 0.4886 | 0.9773 | 0.9773 | nan | 0.9773 | 0.0 | 0.9773 |
262
- | 0.0046 | 19.71 | 4100 | 0.0635 | 0.4823 | 0.9645 | 0.9645 | nan | 0.9645 | 0.0 | 0.9645 |
263
- | 0.0148 | 19.81 | 4120 | 0.0543 | 0.4883 | 0.9766 | 0.9766 | nan | 0.9766 | 0.0 | 0.9766 |
264
- | 0.0073 | 19.9 | 4140 | 0.0633 | 0.4917 | 0.9833 | 0.9833 | nan | 0.9833 | 0.0 | 0.9833 |
265
- | 0.0051 | 20.0 | 4160 | 0.0595 | 0.4833 | 0.9666 | 0.9666 | nan | 0.9666 | 0.0 | 0.9666 |
266
- | 0.0202 | 20.1 | 4180 | 0.0640 | 0.4807 | 0.9614 | 0.9614 | nan | 0.9614 | 0.0 | 0.9614 |
267
- | 0.0103 | 20.19 | 4200 | 0.0781 | 0.4790 | 0.9579 | 0.9579 | nan | 0.9579 | 0.0 | 0.9579 |
268
- | 0.0076 | 20.29 | 4220 | 0.0766 | 0.4792 | 0.9584 | 0.9584 | nan | 0.9584 | 0.0 | 0.9584 |
269
- | 0.007 | 20.38 | 4240 | 0.0606 | 0.4861 | 0.9722 | 0.9722 | nan | 0.9722 | 0.0 | 0.9722 |
270
- | 0.0101 | 20.48 | 4260 | 0.0938 | 0.4775 | 0.9550 | 0.9550 | nan | 0.9550 | 0.0 | 0.9550 |
271
- | 0.0068 | 20.58 | 4280 | 0.0591 | 0.4830 | 0.9660 | 0.9660 | nan | 0.9660 | 0.0 | 0.9660 |
272
- | 0.0049 | 20.67 | 4300 | 0.0590 | 0.4918 | 0.9836 | 0.9836 | nan | 0.9836 | 0.0 | 0.9836 |
273
- | 0.005 | 20.77 | 4320 | 0.0533 | 0.4890 | 0.9779 | 0.9779 | nan | 0.9779 | 0.0 | 0.9779 |
274
- | 0.0064 | 20.87 | 4340 | 0.0615 | 0.4839 | 0.9678 | 0.9678 | nan | 0.9678 | 0.0 | 0.9678 |
275
- | 0.0039 | 20.96 | 4360 | 0.0592 | 0.4859 | 0.9718 | 0.9718 | nan | 0.9718 | 0.0 | 0.9718 |
276
- | 0.0038 | 21.06 | 4380 | 0.0586 | 0.4863 | 0.9727 | 0.9727 | nan | 0.9727 | 0.0 | 0.9727 |
277
- | 0.0062 | 21.15 | 4400 | 0.0616 | 0.4817 | 0.9634 | 0.9634 | nan | 0.9634 | 0.0 | 0.9634 |
278
- | 0.0051 | 21.25 | 4420 | 0.0647 | 0.4835 | 0.9670 | 0.9670 | nan | 0.9670 | 0.0 | 0.9670 |
279
- | 0.0087 | 21.35 | 4440 | 0.0603 | 0.4850 | 0.9699 | 0.9699 | nan | 0.9699 | 0.0 | 0.9699 |
280
- | 0.0093 | 21.44 | 4460 | 0.0625 | 0.4824 | 0.9648 | 0.9648 | nan | 0.9648 | 0.0 | 0.9648 |
281
- | 0.0085 | 21.54 | 4480 | 0.0634 | 0.4818 | 0.9635 | 0.9635 | nan | 0.9635 | 0.0 | 0.9635 |
282
- | 0.0149 | 21.63 | 4500 | 0.0672 | 0.4820 | 0.9640 | 0.9640 | nan | 0.9640 | 0.0 | 0.9640 |
283
- | 0.0049 | 21.73 | 4520 | 0.0631 | 0.4814 | 0.9629 | 0.9629 | nan | 0.9629 | 0.0 | 0.9629 |
284
- | 0.1874 | 21.83 | 4540 | 0.0600 | 0.4823 | 0.9647 | 0.9647 | nan | 0.9647 | 0.0 | 0.9647 |
285
- | 0.0054 | 21.92 | 4560 | 0.0610 | 0.4867 | 0.9734 | 0.9734 | nan | 0.9734 | 0.0 | 0.9734 |
286
- | 0.0049 | 22.02 | 4580 | 0.0925 | 0.4771 | 0.9541 | 0.9541 | nan | 0.9541 | 0.0 | 0.9541 |
287
- | 0.0053 | 22.12 | 4600 | 0.0811 | 0.4788 | 0.9577 | 0.9577 | nan | 0.9577 | 0.0 | 0.9577 |
288
- | 0.0063 | 22.21 | 4620 | 0.0764 | 0.4804 | 0.9607 | 0.9607 | nan | 0.9607 | 0.0 | 0.9607 |
289
- | 0.0052 | 22.31 | 4640 | 0.0605 | 0.4878 | 0.9756 | 0.9756 | nan | 0.9756 | 0.0 | 0.9756 |
290
- | 0.007 | 22.4 | 4660 | 0.0609 | 0.4871 | 0.9742 | 0.9742 | nan | 0.9742 | 0.0 | 0.9742 |
291
- | 0.0099 | 22.5 | 4680 | 0.0690 | 0.4827 | 0.9655 | 0.9655 | nan | 0.9655 | 0.0 | 0.9655 |
292
- | 0.0099 | 22.6 | 4700 | 0.0663 | 0.4818 | 0.9636 | 0.9636 | nan | 0.9636 | 0.0 | 0.9636 |
293
- | 0.0077 | 22.69 | 4720 | 0.0634 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
294
- | 0.2038 | 22.79 | 4740 | 0.0630 | 0.4846 | 0.9693 | 0.9693 | nan | 0.9693 | 0.0 | 0.9693 |
295
- | 0.0559 | 22.88 | 4760 | 0.0637 | 0.4851 | 0.9702 | 0.9702 | nan | 0.9702 | 0.0 | 0.9702 |
296
- | 0.0072 | 22.98 | 4780 | 0.0663 | 0.4837 | 0.9675 | 0.9675 | nan | 0.9675 | 0.0 | 0.9675 |
297
- | 0.0058 | 23.08 | 4800 | 0.0667 | 0.4833 | 0.9667 | 0.9667 | nan | 0.9667 | 0.0 | 0.9667 |
298
- | 0.0102 | 23.17 | 4820 | 0.0854 | 0.4798 | 0.9595 | 0.9595 | nan | 0.9595 | 0.0 | 0.9595 |
299
- | 0.0072 | 23.27 | 4840 | 0.0634 | 0.4840 | 0.9681 | 0.9681 | nan | 0.9681 | 0.0 | 0.9681 |
300
- | 0.0048 | 23.37 | 4860 | 0.0699 | 0.4843 | 0.9686 | 0.9686 | nan | 0.9686 | 0.0 | 0.9686 |
301
- | 0.0056 | 23.46 | 4880 | 0.0707 | 0.4833 | 0.9666 | 0.9666 | nan | 0.9666 | 0.0 | 0.9666 |
302
- | 0.0123 | 23.56 | 4900 | 0.0670 | 0.4828 | 0.9657 | 0.9657 | nan | 0.9657 | 0.0 | 0.9657 |
303
- | 0.0053 | 23.65 | 4920 | 0.0642 | 0.4832 | 0.9663 | 0.9663 | nan | 0.9663 | 0.0 | 0.9663 |
304
- | 0.0051 | 23.75 | 4940 | 0.0633 | 0.4838 | 0.9675 | 0.9675 | nan | 0.9675 | 0.0 | 0.9675 |
305
- | 0.0058 | 23.85 | 4960 | 0.0600 | 0.4853 | 0.9707 | 0.9707 | nan | 0.9707 | 0.0 | 0.9707 |
306
- | 0.005 | 23.94 | 4980 | 0.0649 | 0.4850 | 0.9701 | 0.9701 | nan | 0.9701 | 0.0 | 0.9701 |
307
- | 0.006 | 24.04 | 5000 | 0.0639 | 0.4864 | 0.9728 | 0.9728 | nan | 0.9728 | 0.0 | 0.9728 |
308
- | 0.0061 | 24.13 | 5020 | 0.0656 | 0.4855 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
309
- | 0.005 | 24.23 | 5040 | 0.0686 | 0.4835 | 0.9669 | 0.9669 | nan | 0.9669 | 0.0 | 0.9669 |
310
- | 0.0253 | 24.33 | 5060 | 0.0588 | 0.4869 | 0.9738 | 0.9738 | nan | 0.9738 | 0.0 | 0.9738 |
311
- | 0.0929 | 24.42 | 5080 | 0.0750 | 0.4824 | 0.9647 | 0.9647 | nan | 0.9647 | 0.0 | 0.9647 |
312
- | 0.0057 | 24.52 | 5100 | 0.0700 | 0.4850 | 0.9699 | 0.9699 | nan | 0.9699 | 0.0 | 0.9699 |
313
- | 0.0046 | 24.62 | 5120 | 0.0762 | 0.4857 | 0.9714 | 0.9714 | nan | 0.9714 | 0.0 | 0.9714 |
314
- | 0.0045 | 24.71 | 5140 | 0.0802 | 0.4841 | 0.9682 | 0.9682 | nan | 0.9682 | 0.0 | 0.9682 |
315
- | 0.0078 | 24.81 | 5160 | 0.0779 | 0.4835 | 0.9669 | 0.9669 | nan | 0.9669 | 0.0 | 0.9669 |
316
- | 0.0096 | 24.9 | 5180 | 0.0764 | 0.4849 | 0.9699 | 0.9699 | nan | 0.9699 | 0.0 | 0.9699 |
317
- | 0.0032 | 25.0 | 5200 | 0.0720 | 0.4872 | 0.9744 | 0.9744 | nan | 0.9744 | 0.0 | 0.9744 |
318
- | 0.0077 | 25.1 | 5220 | 0.0804 | 0.4917 | 0.9833 | 0.9833 | nan | 0.9833 | 0.0 | 0.9833 |
319
- | 0.0288 | 25.19 | 5240 | 0.0727 | 0.4897 | 0.9794 | 0.9794 | nan | 0.9794 | 0.0 | 0.9794 |
320
- | 0.005 | 25.29 | 5260 | 0.0732 | 0.4854 | 0.9708 | 0.9708 | nan | 0.9708 | 0.0 | 0.9708 |
321
- | 0.0057 | 25.38 | 5280 | 0.0668 | 0.4869 | 0.9738 | 0.9738 | nan | 0.9738 | 0.0 | 0.9738 |
322
- | 0.0061 | 25.48 | 5300 | 0.0660 | 0.4847 | 0.9695 | 0.9695 | nan | 0.9695 | 0.0 | 0.9695 |
323
- | 0.0101 | 25.58 | 5320 | 0.0697 | 0.4853 | 0.9706 | 0.9706 | nan | 0.9706 | 0.0 | 0.9706 |
324
- | 0.0059 | 25.67 | 5340 | 0.0685 | 0.4892 | 0.9784 | 0.9784 | nan | 0.9784 | 0.0 | 0.9784 |
325
- | 0.004 | 25.77 | 5360 | 0.0651 | 0.4881 | 0.9762 | 0.9762 | nan | 0.9762 | 0.0 | 0.9762 |
326
- | 0.0883 | 25.87 | 5380 | 0.0665 | 0.4829 | 0.9658 | 0.9658 | nan | 0.9658 | 0.0 | 0.9658 |
327
- | 0.0048 | 25.96 | 5400 | 0.0768 | 0.4816 | 0.9632 | 0.9632 | nan | 0.9632 | 0.0 | 0.9632 |
328
- | 0.006 | 26.06 | 5420 | 0.0944 | 0.4808 | 0.9616 | 0.9616 | nan | 0.9616 | 0.0 | 0.9616 |
329
- | 0.0084 | 26.15 | 5440 | 0.0860 | 0.4822 | 0.9644 | 0.9644 | nan | 0.9644 | 0.0 | 0.9644 |
330
- | 0.1168 | 26.25 | 5460 | 0.0716 | 0.4865 | 0.9730 | 0.9730 | nan | 0.9730 | 0.0 | 0.9730 |
331
- | 0.0057 | 26.35 | 5480 | 0.0710 | 0.4876 | 0.9753 | 0.9753 | nan | 0.9753 | 0.0 | 0.9753 |
332
- | 0.0046 | 26.44 | 5500 | 0.0730 | 0.4844 | 0.9689 | 0.9689 | nan | 0.9689 | 0.0 | 0.9689 |
333
- | 0.0051 | 26.54 | 5520 | 0.0700 | 0.4870 | 0.9741 | 0.9741 | nan | 0.9741 | 0.0 | 0.9741 |
334
- | 0.0179 | 26.63 | 5540 | 0.0764 | 0.4875 | 0.9749 | 0.9749 | nan | 0.9749 | 0.0 | 0.9749 |
335
- | 0.0047 | 26.73 | 5560 | 0.0701 | 0.4870 | 0.9741 | 0.9741 | nan | 0.9741 | 0.0 | 0.9741 |
336
- | 0.0036 | 26.83 | 5580 | 0.0696 | 0.4853 | 0.9706 | 0.9706 | nan | 0.9706 | 0.0 | 0.9706 |
337
- | 0.004 | 26.92 | 5600 | 0.0703 | 0.4844 | 0.9688 | 0.9688 | nan | 0.9688 | 0.0 | 0.9688 |
338
- | 0.007 | 27.02 | 5620 | 0.0714 | 0.4842 | 0.9683 | 0.9683 | nan | 0.9683 | 0.0 | 0.9683 |
339
- | 0.01 | 27.12 | 5640 | 0.0701 | 0.4877 | 0.9755 | 0.9755 | nan | 0.9755 | 0.0 | 0.9755 |
340
- | 0.0073 | 27.21 | 5660 | 0.0742 | 0.4888 | 0.9777 | 0.9777 | nan | 0.9777 | 0.0 | 0.9777 |
341
- | 0.0049 | 27.31 | 5680 | 0.0777 | 0.4846 | 0.9691 | 0.9691 | nan | 0.9691 | 0.0 | 0.9691 |
342
- | 0.0081 | 27.4 | 5700 | 0.0794 | 0.4835 | 0.9669 | 0.9669 | nan | 0.9669 | 0.0 | 0.9669 |
343
- | 0.006 | 27.5 | 5720 | 0.0794 | 0.4833 | 0.9665 | 0.9665 | nan | 0.9665 | 0.0 | 0.9665 |
344
- | 0.0642 | 27.6 | 5740 | 0.0707 | 0.4849 | 0.9699 | 0.9699 | nan | 0.9699 | 0.0 | 0.9699 |
345
- | 0.0036 | 27.69 | 5760 | 0.0740 | 0.4870 | 0.9740 | 0.9740 | nan | 0.9740 | 0.0 | 0.9740 |
346
- | 0.0062 | 27.79 | 5780 | 0.0726 | 0.4865 | 0.9730 | 0.9730 | nan | 0.9730 | 0.0 | 0.9730 |
347
- | 0.0079 | 27.88 | 5800 | 0.0737 | 0.4887 | 0.9774 | 0.9774 | nan | 0.9774 | 0.0 | 0.9774 |
348
- | 0.0119 | 27.98 | 5820 | 0.0713 | 0.4846 | 0.9692 | 0.9692 | nan | 0.9692 | 0.0 | 0.9692 |
349
- | 0.008 | 28.08 | 5840 | 0.0704 | 0.4853 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
350
- | 0.005 | 28.17 | 5860 | 0.0857 | 0.4807 | 0.9613 | 0.9613 | nan | 0.9613 | 0.0 | 0.9613 |
351
- | 0.0036 | 28.27 | 5880 | 0.1080 | 0.4792 | 0.9584 | 0.9584 | nan | 0.9584 | 0.0 | 0.9584 |
352
- | 0.0042 | 28.37 | 5900 | 0.0829 | 0.4830 | 0.9661 | 0.9661 | nan | 0.9661 | 0.0 | 0.9661 |
353
- | 0.0059 | 28.46 | 5920 | 0.0702 | 0.4876 | 0.9752 | 0.9752 | nan | 0.9752 | 0.0 | 0.9752 |
354
- | 0.0124 | 28.56 | 5940 | 0.0778 | 0.4895 | 0.9791 | 0.9791 | nan | 0.9791 | 0.0 | 0.9791 |
355
- | 0.0097 | 28.65 | 5960 | 0.0758 | 0.4889 | 0.9779 | 0.9779 | nan | 0.9779 | 0.0 | 0.9779 |
356
- | 0.0322 | 28.75 | 5980 | 0.0698 | 0.4866 | 0.9732 | 0.9732 | nan | 0.9732 | 0.0 | 0.9732 |
357
- | 0.0055 | 28.85 | 6000 | 0.0703 | 0.4879 | 0.9758 | 0.9758 | nan | 0.9758 | 0.0 | 0.9758 |
358
- | 0.004 | 28.94 | 6020 | 0.0692 | 0.4864 | 0.9727 | 0.9727 | nan | 0.9727 | 0.0 | 0.9727 |
359
- | 0.0069 | 29.04 | 6040 | 0.0754 | 0.4851 | 0.9701 | 0.9701 | nan | 0.9701 | 0.0 | 0.9701 |
360
- | 0.0057 | 29.13 | 6060 | 0.0715 | 0.4869 | 0.9738 | 0.9738 | nan | 0.9738 | 0.0 | 0.9738 |
361
- | 0.0098 | 29.23 | 6080 | 0.0779 | 0.4884 | 0.9767 | 0.9767 | nan | 0.9767 | 0.0 | 0.9767 |
362
- | 0.0052 | 29.33 | 6100 | 0.0744 | 0.4868 | 0.9735 | 0.9735 | nan | 0.9735 | 0.0 | 0.9735 |
363
- | 0.0046 | 29.42 | 6120 | 0.0926 | 0.4803 | 0.9607 | 0.9607 | nan | 0.9607 | 0.0 | 0.9607 |
364
- | 0.0046 | 29.52 | 6140 | 0.0819 | 0.4820 | 0.9640 | 0.9640 | nan | 0.9640 | 0.0 | 0.9640 |
365
- | 0.0044 | 29.62 | 6160 | 0.0770 | 0.4841 | 0.9682 | 0.9682 | nan | 0.9682 | 0.0 | 0.9682 |
366
- | 0.0035 | 29.71 | 6180 | 0.0979 | 0.4819 | 0.9637 | 0.9637 | nan | 0.9637 | 0.0 | 0.9637 |
367
- | 0.0674 | 29.81 | 6200 | 0.0742 | 0.4851 | 0.9702 | 0.9702 | nan | 0.9702 | 0.0 | 0.9702 |
368
- | 0.0045 | 29.9 | 6220 | 0.0758 | 0.4858 | 0.9716 | 0.9716 | nan | 0.9716 | 0.0 | 0.9716 |
369
- | 0.0052 | 30.0 | 6240 | 0.0872 | 0.4825 | 0.9649 | 0.9649 | nan | 0.9649 | 0.0 | 0.9649 |
370
- | 0.0048 | 30.1 | 6260 | 0.0900 | 0.4807 | 0.9614 | 0.9614 | nan | 0.9614 | 0.0 | 0.9614 |
371
- | 0.0075 | 30.19 | 6280 | 0.0719 | 0.4857 | 0.9714 | 0.9714 | nan | 0.9714 | 0.0 | 0.9714 |
372
- | 0.005 | 30.29 | 6300 | 0.0666 | 0.4892 | 0.9783 | 0.9783 | nan | 0.9783 | 0.0 | 0.9783 |
373
- | 0.0043 | 30.38 | 6320 | 0.0680 | 0.4893 | 0.9786 | 0.9786 | nan | 0.9786 | 0.0 | 0.9786 |
374
- | 0.006 | 30.48 | 6340 | 0.0644 | 0.4883 | 0.9767 | 0.9767 | nan | 0.9767 | 0.0 | 0.9767 |
375
- | 0.0097 | 30.58 | 6360 | 0.0641 | 0.4884 | 0.9768 | 0.9768 | nan | 0.9768 | 0.0 | 0.9768 |
376
- | 0.009 | 30.67 | 6380 | 0.0689 | 0.4881 | 0.9762 | 0.9762 | nan | 0.9762 | 0.0 | 0.9762 |
377
- | 0.0035 | 30.77 | 6400 | 0.0730 | 0.4842 | 0.9685 | 0.9685 | nan | 0.9685 | 0.0 | 0.9685 |
378
- | 0.0041 | 30.87 | 6420 | 0.0810 | 0.4827 | 0.9655 | 0.9655 | nan | 0.9655 | 0.0 | 0.9655 |
379
- | 0.0088 | 30.96 | 6440 | 0.0884 | 0.4809 | 0.9617 | 0.9617 | nan | 0.9617 | 0.0 | 0.9617 |
380
- | 0.0033 | 31.06 | 6460 | 0.0870 | 0.4811 | 0.9623 | 0.9623 | nan | 0.9623 | 0.0 | 0.9623 |
381
- | 0.567 | 31.15 | 6480 | 0.0936 | 0.4790 | 0.9580 | 0.9580 | nan | 0.9580 | 0.0 | 0.9580 |
382
- | 0.0079 | 31.25 | 6500 | 0.1093 | 0.4788 | 0.9576 | 0.9576 | nan | 0.9576 | 0.0 | 0.9576 |
383
- | 0.0042 | 31.35 | 6520 | 0.0682 | 0.4850 | 0.9701 | 0.9701 | nan | 0.9701 | 0.0 | 0.9701 |
384
- | 0.0067 | 31.44 | 6540 | 0.0673 | 0.4869 | 0.9739 | 0.9739 | nan | 0.9739 | 0.0 | 0.9739 |
385
- | 0.0048 | 31.54 | 6560 | 0.0710 | 0.4874 | 0.9748 | 0.9748 | nan | 0.9748 | 0.0 | 0.9748 |
386
- | 0.0036 | 31.63 | 6580 | 0.0819 | 0.4835 | 0.9671 | 0.9671 | nan | 0.9671 | 0.0 | 0.9671 |
387
- | 0.0042 | 31.73 | 6600 | 0.0742 | 0.4851 | 0.9702 | 0.9702 | nan | 0.9702 | 0.0 | 0.9702 |
388
- | 0.0062 | 31.83 | 6620 | 0.0713 | 0.4882 | 0.9764 | 0.9764 | nan | 0.9764 | 0.0 | 0.9764 |
389
- | 0.0052 | 31.92 | 6640 | 0.0658 | 0.4871 | 0.9742 | 0.9742 | nan | 0.9742 | 0.0 | 0.9742 |
390
- | 0.0102 | 32.02 | 6660 | 0.0816 | 0.4825 | 0.9651 | 0.9651 | nan | 0.9651 | 0.0 | 0.9651 |
391
- | 0.0055 | 32.12 | 6680 | 0.0887 | 0.4807 | 0.9613 | 0.9613 | nan | 0.9613 | 0.0 | 0.9613 |
392
- | 0.0034 | 32.21 | 6700 | 0.0880 | 0.4817 | 0.9634 | 0.9634 | nan | 0.9634 | 0.0 | 0.9634 |
393
- | 0.0053 | 32.31 | 6720 | 0.0692 | 0.4842 | 0.9683 | 0.9683 | nan | 0.9683 | 0.0 | 0.9683 |
394
- | 0.0086 | 32.4 | 6740 | 0.0631 | 0.4868 | 0.9735 | 0.9735 | nan | 0.9735 | 0.0 | 0.9735 |
395
- | 0.0063 | 32.5 | 6760 | 0.0712 | 0.4845 | 0.9691 | 0.9691 | nan | 0.9691 | 0.0 | 0.9691 |
396
- | 0.0071 | 32.6 | 6780 | 0.0754 | 0.4837 | 0.9674 | 0.9674 | nan | 0.9674 | 0.0 | 0.9674 |
397
- | 0.008 | 32.69 | 6800 | 0.0694 | 0.4858 | 0.9716 | 0.9716 | nan | 0.9716 | 0.0 | 0.9716 |
398
- | 0.0061 | 32.79 | 6820 | 0.0787 | 0.4876 | 0.9752 | 0.9752 | nan | 0.9752 | 0.0 | 0.9752 |
399
- | 0.005 | 32.88 | 6840 | 0.0791 | 0.4856 | 0.9713 | 0.9713 | nan | 0.9713 | 0.0 | 0.9713 |
400
- | 0.0047 | 32.98 | 6860 | 0.0738 | 0.4866 | 0.9732 | 0.9732 | nan | 0.9732 | 0.0 | 0.9732 |
401
- | 0.0043 | 33.08 | 6880 | 0.0731 | 0.4886 | 0.9772 | 0.9772 | nan | 0.9772 | 0.0 | 0.9772 |
402
- | 0.0069 | 33.17 | 6900 | 0.0699 | 0.4875 | 0.9749 | 0.9749 | nan | 0.9749 | 0.0 | 0.9749 |
403
- | 0.0069 | 33.27 | 6920 | 0.0777 | 0.4846 | 0.9693 | 0.9693 | nan | 0.9693 | 0.0 | 0.9693 |
404
- | 0.004 | 33.37 | 6940 | 0.0741 | 0.4863 | 0.9727 | 0.9727 | nan | 0.9727 | 0.0 | 0.9727 |
405
- | 0.0054 | 33.46 | 6960 | 0.0732 | 0.4855 | 0.9710 | 0.9710 | nan | 0.9710 | 0.0 | 0.9710 |
406
- | 0.0036 | 33.56 | 6980 | 0.0785 | 0.4854 | 0.9708 | 0.9708 | nan | 0.9708 | 0.0 | 0.9708 |
407
- | 0.0038 | 33.65 | 7000 | 0.0788 | 0.4862 | 0.9723 | 0.9723 | nan | 0.9723 | 0.0 | 0.9723 |
408
- | 0.0065 | 33.75 | 7020 | 0.0791 | 0.4872 | 0.9743 | 0.9743 | nan | 0.9743 | 0.0 | 0.9743 |
409
- | 0.0046 | 33.85 | 7040 | 0.0824 | 0.4887 | 0.9773 | 0.9773 | nan | 0.9773 | 0.0 | 0.9773 |
410
- | 0.0087 | 33.94 | 7060 | 0.0838 | 0.4874 | 0.9748 | 0.9748 | nan | 0.9748 | 0.0 | 0.9748 |
411
- | 0.0255 | 34.04 | 7080 | 0.0819 | 0.4870 | 0.9740 | 0.9740 | nan | 0.9740 | 0.0 | 0.9740 |
412
- | 0.0041 | 34.13 | 7100 | 0.0814 | 0.4899 | 0.9797 | 0.9797 | nan | 0.9797 | 0.0 | 0.9797 |
413
- | 0.0065 | 34.23 | 7120 | 0.0760 | 0.4888 | 0.9776 | 0.9776 | nan | 0.9776 | 0.0 | 0.9776 |
414
- | 0.0044 | 34.33 | 7140 | 0.0819 | 0.4856 | 0.9712 | 0.9712 | nan | 0.9712 | 0.0 | 0.9712 |
415
- | 0.0039 | 34.42 | 7160 | 0.0810 | 0.4855 | 0.9710 | 0.9710 | nan | 0.9710 | 0.0 | 0.9710 |
416
- | 0.0052 | 34.52 | 7180 | 0.0822 | 0.4832 | 0.9664 | 0.9664 | nan | 0.9664 | 0.0 | 0.9664 |
417
- | 0.0062 | 34.62 | 7200 | 0.0762 | 0.4849 | 0.9698 | 0.9698 | nan | 0.9698 | 0.0 | 0.9698 |
418
- | 0.0041 | 34.71 | 7220 | 0.0794 | 0.4864 | 0.9729 | 0.9729 | nan | 0.9729 | 0.0 | 0.9729 |
419
- | 0.0055 | 34.81 | 7240 | 0.0937 | 0.4819 | 0.9638 | 0.9638 | nan | 0.9638 | 0.0 | 0.9638 |
420
- | 0.0735 | 34.9 | 7260 | 0.0918 | 0.4824 | 0.9648 | 0.9648 | nan | 0.9648 | 0.0 | 0.9648 |
421
- | 0.0055 | 35.0 | 7280 | 0.0881 | 0.4827 | 0.9655 | 0.9655 | nan | 0.9655 | 0.0 | 0.9655 |
422
- | 0.0224 | 35.1 | 7300 | 0.0807 | 0.4848 | 0.9695 | 0.9695 | nan | 0.9695 | 0.0 | 0.9695 |
423
- | 0.0063 | 35.19 | 7320 | 0.0877 | 0.4826 | 0.9652 | 0.9652 | nan | 0.9652 | 0.0 | 0.9652 |
424
- | 0.0045 | 35.29 | 7340 | 0.0752 | 0.4859 | 0.9719 | 0.9719 | nan | 0.9719 | 0.0 | 0.9719 |
425
- | 0.0056 | 35.38 | 7360 | 0.0832 | 0.4852 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
426
- | 0.0045 | 35.48 | 7380 | 0.0813 | 0.4855 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
427
- | 0.0048 | 35.58 | 7400 | 0.0843 | 0.4845 | 0.9690 | 0.9690 | nan | 0.9690 | 0.0 | 0.9690 |
428
- | 0.0062 | 35.67 | 7420 | 0.0744 | 0.4887 | 0.9773 | 0.9773 | nan | 0.9773 | 0.0 | 0.9773 |
429
- | 0.0044 | 35.77 | 7440 | 0.0846 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
430
- | 0.0068 | 35.87 | 7460 | 0.0778 | 0.4856 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
431
- | 0.0166 | 35.96 | 7480 | 0.0866 | 0.4818 | 0.9636 | 0.9636 | nan | 0.9636 | 0.0 | 0.9636 |
432
- | 0.0081 | 36.06 | 7500 | 0.0774 | 0.4856 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
433
- | 0.0048 | 36.15 | 7520 | 0.0765 | 0.4871 | 0.9743 | 0.9743 | nan | 0.9743 | 0.0 | 0.9743 |
434
- | 0.0041 | 36.25 | 7540 | 0.0812 | 0.4859 | 0.9717 | 0.9717 | nan | 0.9717 | 0.0 | 0.9717 |
435
- | 0.0263 | 36.35 | 7560 | 0.0808 | 0.4855 | 0.9709 | 0.9709 | nan | 0.9709 | 0.0 | 0.9709 |
436
- | 0.0102 | 36.44 | 7580 | 0.0826 | 0.4817 | 0.9634 | 0.9634 | nan | 0.9634 | 0.0 | 0.9634 |
437
- | 0.0065 | 36.54 | 7600 | 0.0787 | 0.4832 | 0.9664 | 0.9664 | nan | 0.9664 | 0.0 | 0.9664 |
438
- | 0.005 | 36.63 | 7620 | 0.0767 | 0.4854 | 0.9708 | 0.9708 | nan | 0.9708 | 0.0 | 0.9708 |
439
- | 0.0063 | 36.73 | 7640 | 0.0789 | 0.4857 | 0.9714 | 0.9714 | nan | 0.9714 | 0.0 | 0.9714 |
440
- | 0.0042 | 36.83 | 7660 | 0.0839 | 0.4844 | 0.9688 | 0.9688 | nan | 0.9688 | 0.0 | 0.9688 |
441
- | 0.0103 | 36.92 | 7680 | 0.0817 | 0.4851 | 0.9702 | 0.9702 | nan | 0.9702 | 0.0 | 0.9702 |
442
- | 0.004 | 37.02 | 7700 | 0.0829 | 0.4846 | 0.9691 | 0.9691 | nan | 0.9691 | 0.0 | 0.9691 |
443
- | 0.0299 | 37.12 | 7720 | 0.0727 | 0.4847 | 0.9694 | 0.9694 | nan | 0.9694 | 0.0 | 0.9694 |
444
- | 0.0236 | 37.21 | 7740 | 0.0791 | 0.4855 | 0.9709 | 0.9709 | nan | 0.9709 | 0.0 | 0.9709 |
445
- | 0.0043 | 37.31 | 7760 | 0.0817 | 0.4849 | 0.9699 | 0.9699 | nan | 0.9699 | 0.0 | 0.9699 |
446
- | 0.0052 | 37.4 | 7780 | 0.1038 | 0.4804 | 0.9609 | 0.9609 | nan | 0.9609 | 0.0 | 0.9609 |
447
- | 0.0052 | 37.5 | 7800 | 0.0857 | 0.4830 | 0.9659 | 0.9659 | nan | 0.9659 | 0.0 | 0.9659 |
448
- | 0.004 | 37.6 | 7820 | 0.0831 | 0.4844 | 0.9688 | 0.9688 | nan | 0.9688 | 0.0 | 0.9688 |
449
- | 0.0067 | 37.69 | 7840 | 0.0827 | 0.4846 | 0.9693 | 0.9693 | nan | 0.9693 | 0.0 | 0.9693 |
450
- | 0.0035 | 37.79 | 7860 | 0.0883 | 0.4835 | 0.9670 | 0.9670 | nan | 0.9670 | 0.0 | 0.9670 |
451
- | 0.006 | 37.88 | 7880 | 0.0851 | 0.4849 | 0.9699 | 0.9699 | nan | 0.9699 | 0.0 | 0.9699 |
452
- | 0.0061 | 37.98 | 7900 | 0.0852 | 0.4850 | 0.9700 | 0.9700 | nan | 0.9700 | 0.0 | 0.9700 |
453
- | 0.004 | 38.08 | 7920 | 0.0872 | 0.4854 | 0.9708 | 0.9708 | nan | 0.9708 | 0.0 | 0.9708 |
454
- | 0.0046 | 38.17 | 7940 | 0.0921 | 0.4845 | 0.9690 | 0.9690 | nan | 0.9690 | 0.0 | 0.9690 |
455
- | 0.0043 | 38.27 | 7960 | 0.0913 | 0.4839 | 0.9679 | 0.9679 | nan | 0.9679 | 0.0 | 0.9679 |
456
- | 0.0062 | 38.37 | 7980 | 0.0909 | 0.4854 | 0.9709 | 0.9709 | nan | 0.9709 | 0.0 | 0.9709 |
457
- | 0.0111 | 38.46 | 8000 | 0.0898 | 0.4839 | 0.9678 | 0.9678 | nan | 0.9678 | 0.0 | 0.9678 |
458
- | 0.003 | 38.56 | 8020 | 0.0993 | 0.4821 | 0.9642 | 0.9642 | nan | 0.9642 | 0.0 | 0.9642 |
459
- | 0.0063 | 38.65 | 8040 | 0.0989 | 0.4821 | 0.9643 | 0.9643 | nan | 0.9643 | 0.0 | 0.9643 |
460
- | 0.0062 | 38.75 | 8060 | 0.0922 | 0.4835 | 0.9671 | 0.9671 | nan | 0.9671 | 0.0 | 0.9671 |
461
- | 0.0047 | 38.85 | 8080 | 0.0893 | 0.4849 | 0.9698 | 0.9698 | nan | 0.9698 | 0.0 | 0.9698 |
462
- | 0.0051 | 38.94 | 8100 | 0.0902 | 0.4856 | 0.9712 | 0.9712 | nan | 0.9712 | 0.0 | 0.9712 |
463
- | 0.0049 | 39.04 | 8120 | 0.0900 | 0.4851 | 0.9701 | 0.9701 | nan | 0.9701 | 0.0 | 0.9701 |
464
- | 0.0043 | 39.13 | 8140 | 0.0913 | 0.4823 | 0.9645 | 0.9645 | nan | 0.9645 | 0.0 | 0.9645 |
465
- | 0.0042 | 39.23 | 8160 | 0.0959 | 0.4838 | 0.9675 | 0.9675 | nan | 0.9675 | 0.0 | 0.9675 |
466
- | 0.0056 | 39.33 | 8180 | 0.0910 | 0.4857 | 0.9715 | 0.9715 | nan | 0.9715 | 0.0 | 0.9715 |
467
- | 0.0063 | 39.42 | 8200 | 0.0907 | 0.4851 | 0.9703 | 0.9703 | nan | 0.9703 | 0.0 | 0.9703 |
468
- | 0.0055 | 39.52 | 8220 | 0.0985 | 0.4852 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
469
- | 0.0048 | 39.62 | 8240 | 0.1058 | 0.4829 | 0.9657 | 0.9657 | nan | 0.9657 | 0.0 | 0.9657 |
470
- | 0.004 | 39.71 | 8260 | 0.1062 | 0.4833 | 0.9667 | 0.9667 | nan | 0.9667 | 0.0 | 0.9667 |
471
- | 0.004 | 39.81 | 8280 | 0.1004 | 0.4837 | 0.9673 | 0.9673 | nan | 0.9673 | 0.0 | 0.9673 |
472
- | 0.0068 | 39.9 | 8300 | 0.1022 | 0.4841 | 0.9682 | 0.9682 | nan | 0.9682 | 0.0 | 0.9682 |
473
- | 0.0343 | 40.0 | 8320 | 0.0883 | 0.4850 | 0.9701 | 0.9701 | nan | 0.9701 | 0.0 | 0.9701 |
474
- | 0.0049 | 40.1 | 8340 | 0.0931 | 0.4841 | 0.9683 | 0.9683 | nan | 0.9683 | 0.0 | 0.9683 |
475
- | 0.0071 | 40.19 | 8360 | 0.1000 | 0.4830 | 0.9660 | 0.9660 | nan | 0.9660 | 0.0 | 0.9660 |
476
- | 0.0056 | 40.29 | 8380 | 0.0992 | 0.4826 | 0.9651 | 0.9651 | nan | 0.9651 | 0.0 | 0.9651 |
477
- | 0.0163 | 40.38 | 8400 | 0.0956 | 0.4824 | 0.9648 | 0.9648 | nan | 0.9648 | 0.0 | 0.9648 |
478
- | 0.0049 | 40.48 | 8420 | 0.1037 | 0.4820 | 0.9639 | 0.9639 | nan | 0.9639 | 0.0 | 0.9639 |
479
- | 0.0036 | 40.58 | 8440 | 0.0955 | 0.4840 | 0.9680 | 0.9680 | nan | 0.9680 | 0.0 | 0.9680 |
480
- | 0.0045 | 40.67 | 8460 | 0.0976 | 0.4831 | 0.9663 | 0.9663 | nan | 0.9663 | 0.0 | 0.9663 |
481
- | 0.0052 | 40.77 | 8480 | 0.0959 | 0.4827 | 0.9654 | 0.9654 | nan | 0.9654 | 0.0 | 0.9654 |
482
- | 0.0046 | 40.87 | 8500 | 0.1012 | 0.4822 | 0.9644 | 0.9644 | nan | 0.9644 | 0.0 | 0.9644 |
483
- | 0.0066 | 40.96 | 8520 | 0.0936 | 0.4833 | 0.9666 | 0.9666 | nan | 0.9666 | 0.0 | 0.9666 |
484
- | 0.0051 | 41.06 | 8540 | 0.0831 | 0.4849 | 0.9698 | 0.9698 | nan | 0.9698 | 0.0 | 0.9698 |
485
- | 0.0038 | 41.15 | 8560 | 0.0793 | 0.4861 | 0.9722 | 0.9722 | nan | 0.9722 | 0.0 | 0.9722 |
486
- | 0.0139 | 41.25 | 8580 | 0.0817 | 0.4861 | 0.9722 | 0.9722 | nan | 0.9722 | 0.0 | 0.9722 |
487
- | 0.0094 | 41.35 | 8600 | 0.0813 | 0.4855 | 0.9710 | 0.9710 | nan | 0.9710 | 0.0 | 0.9710 |
488
- | 0.053 | 41.44 | 8620 | 0.0778 | 0.4857 | 0.9714 | 0.9714 | nan | 0.9714 | 0.0 | 0.9714 |
489
- | 0.0055 | 41.54 | 8640 | 0.0831 | 0.4875 | 0.9750 | 0.9750 | nan | 0.9750 | 0.0 | 0.9750 |
490
- | 0.0056 | 41.63 | 8660 | 0.0834 | 0.4855 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
491
- | 0.0029 | 41.73 | 8680 | 0.0895 | 0.4838 | 0.9675 | 0.9675 | nan | 0.9675 | 0.0 | 0.9675 |
492
- | 0.0053 | 41.83 | 8700 | 0.0903 | 0.4837 | 0.9673 | 0.9673 | nan | 0.9673 | 0.0 | 0.9673 |
493
- | 0.0059 | 41.92 | 8720 | 0.0781 | 0.4868 | 0.9737 | 0.9737 | nan | 0.9737 | 0.0 | 0.9737 |
494
- | 0.005 | 42.02 | 8740 | 0.0821 | 0.4860 | 0.9721 | 0.9721 | nan | 0.9721 | 0.0 | 0.9721 |
495
- | 0.0053 | 42.12 | 8760 | 0.0819 | 0.4854 | 0.9708 | 0.9708 | nan | 0.9708 | 0.0 | 0.9708 |
496
- | 0.0045 | 42.21 | 8780 | 0.0825 | 0.4853 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
497
- | 0.0059 | 42.31 | 8800 | 0.0863 | 0.4853 | 0.9707 | 0.9707 | nan | 0.9707 | 0.0 | 0.9707 |
498
- | 0.0053 | 42.4 | 8820 | 0.0849 | 0.4849 | 0.9697 | 0.9697 | nan | 0.9697 | 0.0 | 0.9697 |
499
- | 0.0043 | 42.5 | 8840 | 0.0846 | 0.4860 | 0.9721 | 0.9721 | nan | 0.9721 | 0.0 | 0.9721 |
500
- | 0.0053 | 42.6 | 8860 | 0.0873 | 0.4849 | 0.9698 | 0.9698 | nan | 0.9698 | 0.0 | 0.9698 |
501
- | 0.0058 | 42.69 | 8880 | 0.0935 | 0.4840 | 0.9680 | 0.9680 | nan | 0.9680 | 0.0 | 0.9680 |
502
- | 0.0041 | 42.79 | 8900 | 0.0863 | 0.4858 | 0.9717 | 0.9717 | nan | 0.9717 | 0.0 | 0.9717 |
503
- | 0.0057 | 42.88 | 8920 | 0.0853 | 0.4869 | 0.9739 | 0.9739 | nan | 0.9739 | 0.0 | 0.9739 |
504
- | 0.0042 | 42.98 | 8940 | 0.0839 | 0.4860 | 0.9720 | 0.9720 | nan | 0.9720 | 0.0 | 0.9720 |
505
- | 0.0065 | 43.08 | 8960 | 0.0856 | 0.4870 | 0.9741 | 0.9741 | nan | 0.9741 | 0.0 | 0.9741 |
506
- | 0.004 | 43.17 | 8980 | 0.0864 | 0.4877 | 0.9754 | 0.9754 | nan | 0.9754 | 0.0 | 0.9754 |
507
- | 0.0039 | 43.27 | 9000 | 0.0877 | 0.4873 | 0.9746 | 0.9746 | nan | 0.9746 | 0.0 | 0.9746 |
508
- | 0.0075 | 43.37 | 9020 | 0.0904 | 0.4851 | 0.9701 | 0.9701 | nan | 0.9701 | 0.0 | 0.9701 |
509
- | 0.0055 | 43.46 | 9040 | 0.0862 | 0.4839 | 0.9677 | 0.9677 | nan | 0.9677 | 0.0 | 0.9677 |
510
- | 0.0039 | 43.56 | 9060 | 0.1011 | 0.4827 | 0.9653 | 0.9653 | nan | 0.9653 | 0.0 | 0.9653 |
511
- | 0.004 | 43.65 | 9080 | 0.0984 | 0.4833 | 0.9666 | 0.9666 | nan | 0.9666 | 0.0 | 0.9666 |
512
- | 0.0085 | 43.75 | 9100 | 0.0883 | 0.4842 | 0.9683 | 0.9683 | nan | 0.9683 | 0.0 | 0.9683 |
513
- | 0.0047 | 43.85 | 9120 | 0.0890 | 0.4856 | 0.9712 | 0.9712 | nan | 0.9712 | 0.0 | 0.9712 |
514
- | 0.0114 | 43.94 | 9140 | 0.0841 | 0.4868 | 0.9735 | 0.9735 | nan | 0.9735 | 0.0 | 0.9735 |
515
- | 0.0072 | 44.04 | 9160 | 0.0865 | 0.4853 | 0.9706 | 0.9706 | nan | 0.9706 | 0.0 | 0.9706 |
516
- | 0.0045 | 44.13 | 9180 | 0.0930 | 0.4831 | 0.9663 | 0.9663 | nan | 0.9663 | 0.0 | 0.9663 |
517
- | 0.0059 | 44.23 | 9200 | 0.0937 | 0.4837 | 0.9674 | 0.9674 | nan | 0.9674 | 0.0 | 0.9674 |
518
- | 0.0066 | 44.33 | 9220 | 0.0847 | 0.4844 | 0.9689 | 0.9689 | nan | 0.9689 | 0.0 | 0.9689 |
519
- | 0.0091 | 44.42 | 9240 | 0.0879 | 0.4855 | 0.9710 | 0.9710 | nan | 0.9710 | 0.0 | 0.9710 |
520
- | 0.0036 | 44.52 | 9260 | 0.0884 | 0.4862 | 0.9723 | 0.9723 | nan | 0.9723 | 0.0 | 0.9723 |
521
- | 0.0041 | 44.62 | 9280 | 0.0906 | 0.4847 | 0.9695 | 0.9695 | nan | 0.9695 | 0.0 | 0.9695 |
522
- | 0.0114 | 44.71 | 9300 | 0.0931 | 0.4846 | 0.9691 | 0.9691 | nan | 0.9691 | 0.0 | 0.9691 |
523
- | 0.0079 | 44.81 | 9320 | 0.0916 | 0.4857 | 0.9714 | 0.9714 | nan | 0.9714 | 0.0 | 0.9714 |
524
- | 0.0048 | 44.9 | 9340 | 0.0902 | 0.4858 | 0.9717 | 0.9717 | nan | 0.9717 | 0.0 | 0.9717 |
525
- | 0.0064 | 45.0 | 9360 | 0.0874 | 0.4850 | 0.9700 | 0.9700 | nan | 0.9700 | 0.0 | 0.9700 |
526
- | 0.0053 | 45.1 | 9380 | 0.0914 | 0.4848 | 0.9697 | 0.9697 | nan | 0.9697 | 0.0 | 0.9697 |
527
- | 0.0079 | 45.19 | 9400 | 0.0930 | 0.4843 | 0.9685 | 0.9685 | nan | 0.9685 | 0.0 | 0.9685 |
528
- | 0.0039 | 45.29 | 9420 | 0.0921 | 0.4841 | 0.9682 | 0.9682 | nan | 0.9682 | 0.0 | 0.9682 |
529
- | 0.006 | 45.38 | 9440 | 0.0933 | 0.4842 | 0.9684 | 0.9684 | nan | 0.9684 | 0.0 | 0.9684 |
530
- | 0.0057 | 45.48 | 9460 | 0.0919 | 0.4844 | 0.9688 | 0.9688 | nan | 0.9688 | 0.0 | 0.9688 |
531
- | 0.0027 | 45.58 | 9480 | 0.0896 | 0.4841 | 0.9683 | 0.9683 | nan | 0.9683 | 0.0 | 0.9683 |
532
- | 0.0104 | 45.67 | 9500 | 0.0821 | 0.4868 | 0.9735 | 0.9735 | nan | 0.9735 | 0.0 | 0.9735 |
533
- | 0.0028 | 45.77 | 9520 | 0.0846 | 0.4864 | 0.9728 | 0.9728 | nan | 0.9728 | 0.0 | 0.9728 |
534
- | 0.0041 | 45.87 | 9540 | 0.0814 | 0.4865 | 0.9730 | 0.9730 | nan | 0.9730 | 0.0 | 0.9730 |
535
- | 0.0105 | 45.96 | 9560 | 0.0899 | 0.4852 | 0.9704 | 0.9704 | nan | 0.9704 | 0.0 | 0.9704 |
536
- | 0.0102 | 46.06 | 9580 | 0.0940 | 0.4845 | 0.9690 | 0.9690 | nan | 0.9690 | 0.0 | 0.9690 |
537
- | 0.0051 | 46.15 | 9600 | 0.0821 | 0.4852 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
538
- | 0.005 | 46.25 | 9620 | 0.0882 | 0.4870 | 0.9740 | 0.9740 | nan | 0.9740 | 0.0 | 0.9740 |
539
- | 0.0042 | 46.35 | 9640 | 0.0847 | 0.4857 | 0.9713 | 0.9713 | nan | 0.9713 | 0.0 | 0.9713 |
540
- | 0.0041 | 46.44 | 9660 | 0.0900 | 0.4857 | 0.9715 | 0.9715 | nan | 0.9715 | 0.0 | 0.9715 |
541
- | 0.0036 | 46.54 | 9680 | 0.0858 | 0.4859 | 0.9719 | 0.9719 | nan | 0.9719 | 0.0 | 0.9719 |
542
- | 0.0044 | 46.63 | 9700 | 0.0847 | 0.4860 | 0.9719 | 0.9719 | nan | 0.9719 | 0.0 | 0.9719 |
543
- | 0.0998 | 46.73 | 9720 | 0.0868 | 0.4854 | 0.9709 | 0.9709 | nan | 0.9709 | 0.0 | 0.9709 |
544
- | 0.0069 | 46.83 | 9740 | 0.0904 | 0.4866 | 0.9731 | 0.9731 | nan | 0.9731 | 0.0 | 0.9731 |
545
- | 0.005 | 46.92 | 9760 | 0.0897 | 0.4856 | 0.9712 | 0.9712 | nan | 0.9712 | 0.0 | 0.9712 |
546
- | 0.0043 | 47.02 | 9780 | 0.0949 | 0.4848 | 0.9696 | 0.9696 | nan | 0.9696 | 0.0 | 0.9696 |
547
- | 0.0034 | 47.12 | 9800 | 0.0918 | 0.4853 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
548
- | 0.0053 | 47.21 | 9820 | 0.0836 | 0.4854 | 0.9707 | 0.9707 | nan | 0.9707 | 0.0 | 0.9707 |
549
- | 0.0031 | 47.31 | 9840 | 0.0895 | 0.4855 | 0.9710 | 0.9710 | nan | 0.9710 | 0.0 | 0.9710 |
550
- | 0.0043 | 47.4 | 9860 | 0.0845 | 0.4856 | 0.9711 | 0.9711 | nan | 0.9711 | 0.0 | 0.9711 |
551
- | 0.004 | 47.5 | 9880 | 0.0876 | 0.4853 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
552
- | 0.0114 | 47.6 | 9900 | 0.0853 | 0.4842 | 0.9683 | 0.9683 | nan | 0.9683 | 0.0 | 0.9683 |
553
- | 0.0044 | 47.69 | 9920 | 0.0944 | 0.4843 | 0.9686 | 0.9686 | nan | 0.9686 | 0.0 | 0.9686 |
554
- | 0.0042 | 47.79 | 9940 | 0.0943 | 0.4848 | 0.9696 | 0.9696 | nan | 0.9696 | 0.0 | 0.9696 |
555
- | 0.004 | 47.88 | 9960 | 0.0922 | 0.4848 | 0.9695 | 0.9695 | nan | 0.9695 | 0.0 | 0.9695 |
556
- | 0.0063 | 47.98 | 9980 | 0.0923 | 0.4850 | 0.9701 | 0.9701 | nan | 0.9701 | 0.0 | 0.9701 |
557
- | 0.0062 | 48.08 | 10000 | 0.0907 | 0.4854 | 0.9709 | 0.9709 | nan | 0.9709 | 0.0 | 0.9709 |
558
- | 0.0332 | 48.17 | 10020 | 0.0838 | 0.4851 | 0.9702 | 0.9702 | nan | 0.9702 | 0.0 | 0.9702 |
559
- | 0.0041 | 48.27 | 10040 | 0.0885 | 0.4840 | 0.9679 | 0.9679 | nan | 0.9679 | 0.0 | 0.9679 |
560
- | 0.009 | 48.37 | 10060 | 0.0913 | 0.4844 | 0.9689 | 0.9689 | nan | 0.9689 | 0.0 | 0.9689 |
561
- | 0.0032 | 48.46 | 10080 | 0.0872 | 0.4849 | 0.9698 | 0.9698 | nan | 0.9698 | 0.0 | 0.9698 |
562
- | 0.0033 | 48.56 | 10100 | 0.0896 | 0.4853 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
563
- | 0.0084 | 48.65 | 10120 | 0.0893 | 0.4852 | 0.9703 | 0.9703 | nan | 0.9703 | 0.0 | 0.9703 |
564
- | 0.0111 | 48.75 | 10140 | 0.0919 | 0.4849 | 0.9697 | 0.9697 | nan | 0.9697 | 0.0 | 0.9697 |
565
- | 0.0047 | 48.85 | 10160 | 0.0950 | 0.4847 | 0.9694 | 0.9694 | nan | 0.9694 | 0.0 | 0.9694 |
566
- | 0.007 | 48.94 | 10180 | 0.0924 | 0.4851 | 0.9702 | 0.9702 | nan | 0.9702 | 0.0 | 0.9702 |
567
- | 0.0037 | 49.04 | 10200 | 0.0884 | 0.4851 | 0.9703 | 0.9703 | nan | 0.9703 | 0.0 | 0.9703 |
568
- | 0.0033 | 49.13 | 10220 | 0.0910 | 0.4843 | 0.9685 | 0.9685 | nan | 0.9685 | 0.0 | 0.9685 |
569
- | 0.0045 | 49.23 | 10240 | 0.0928 | 0.4850 | 0.9699 | 0.9699 | nan | 0.9699 | 0.0 | 0.9699 |
570
- | 0.0096 | 49.33 | 10260 | 0.0869 | 0.4848 | 0.9696 | 0.9696 | nan | 0.9696 | 0.0 | 0.9696 |
571
- | 0.0034 | 49.42 | 10280 | 0.0965 | 0.4851 | 0.9701 | 0.9701 | nan | 0.9701 | 0.0 | 0.9701 |
572
- | 0.0039 | 49.52 | 10300 | 0.0954 | 0.4846 | 0.9692 | 0.9692 | nan | 0.9692 | 0.0 | 0.9692 |
573
- | 0.0033 | 49.62 | 10320 | 0.0927 | 0.4851 | 0.9702 | 0.9702 | nan | 0.9702 | 0.0 | 0.9702 |
574
- | 0.005 | 49.71 | 10340 | 0.0949 | 0.4851 | 0.9703 | 0.9703 | nan | 0.9703 | 0.0 | 0.9703 |
575
- | 0.0045 | 49.81 | 10360 | 0.0879 | 0.4852 | 0.9705 | 0.9705 | nan | 0.9705 | 0.0 | 0.9705 |
576
- | 0.0041 | 49.9 | 10380 | 0.0934 | 0.4852 | 0.9704 | 0.9704 | nan | 0.9704 | 0.0 | 0.9704 |
577
- | 0.018 | 50.0 | 10400 | 0.0941 | 0.4848 | 0.9696 | 0.9696 | nan | 0.9696 | 0.0 | 0.9696 |
578
-
579
-
580
  ### Framework versions
581
 
582
  - Transformers 4.35.0
 
16
  # segformer-b0-finetuned-drugs-in-bins-nov-23
17
 
18
  This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the Aassemtkt/v0.1 dataset.
 
 
 
 
 
 
 
 
 
19
 
20
  ## Model description
21
 
 
42
  - lr_scheduler_type: linear
43
  - num_epochs: 50
44
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
45
  ### Framework versions
46
 
47
  - Transformers 4.35.0
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  size 14884776
 
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  size 4664
 
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