End of training
Browse files- README.md +320 -0
- config.json +80 -0
- log_history.csv +0 -0
- model.safetensors +3 -0
- training_args.bin +3 -0
README.md
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1 |
+
---
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+
license: other
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+
base_model: nvidia/mit-b0
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tags:
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- vision
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- image-segmentation
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- generated_from_trainer
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model-index:
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- name: lr0.0001_bs16_0616_1909
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results: []
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+
---
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+
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+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# lr0.0001_bs16_0616_1909
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the greenkwd/upwellingdetection_SST dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0525
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- Mean Iou: 0.9540
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- Mean Accuracy: 0.9751
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- Overall Accuracy: 0.9825
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- Accuracy Land: 0.9949
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- Accuracy Upwelling: 0.9841
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- Accuracy Not Upwelling: 0.9464
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- Iou Land: 0.9902
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- Iou Upwelling: 0.9631
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- Iou Not Upwelling: 0.9087
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- Dice Macro: 0.9761
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- Dice Micro: 0.9825
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0001
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- train_batch_size: 32
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- eval_batch_size: 32
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- num_epochs: 100
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Land | Accuracy Upwelling | Accuracy Not Upwelling | Iou Land | Iou Upwelling | Iou Not Upwelling | Dice Macro | Dice Micro |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------:|:------------------:|:----------------------:|:--------:|:-------------:|:-----------------:|:----------:|:----------:|
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| 1.0825 | 0.4 | 20 | 1.0832 | 0.2083 | 0.3966 | 0.3236 | 0.0025 | 0.5717 | 0.6156 | 0.0024 | 0.4864 | 0.1362 | 0.2997 | 0.3236 |
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| 0.8743 | 0.8 | 40 | 0.8897 | 0.5858 | 0.7459 | 0.7505 | 0.7347 | 0.7823 | 0.7208 | 0.7346 | 0.6904 | 0.3323 | 0.7209 | 0.7505 |
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| 0.6363 | 1.2 | 60 | 0.6193 | 0.6977 | 0.8158 | 0.8501 | 0.8837 | 0.8887 | 0.6750 | 0.8830 | 0.7701 | 0.4399 | 0.8063 | 0.8501 |
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| 0.4967 | 1.6 | 80 | 0.4543 | 0.7462 | 0.8490 | 0.8823 | 0.9330 | 0.8961 | 0.7179 | 0.9262 | 0.7947 | 0.5176 | 0.8431 | 0.8823 |
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| 0.4218 | 2.0 | 100 | 0.3824 | 0.7926 | 0.8787 | 0.9094 | 0.9542 | 0.9241 | 0.7579 | 0.9466 | 0.8333 | 0.5978 | 0.8766 | 0.9094 |
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| 0.3799 | 2.4 | 120 | 0.3334 | 0.8156 | 0.8992 | 0.9197 | 0.9584 | 0.9179 | 0.8214 | 0.9527 | 0.8469 | 0.6473 | 0.8929 | 0.9197 |
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| 0.3258 | 2.8 | 140 | 0.2989 | 0.8289 | 0.9073 | 0.9265 | 0.9686 | 0.9176 | 0.8356 | 0.9604 | 0.8540 | 0.6723 | 0.9017 | 0.9265 |
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| 0.2941 | 3.2 | 160 | 0.2684 | 0.8481 | 0.9147 | 0.9369 | 0.9743 | 0.9413 | 0.8284 | 0.9664 | 0.8739 | 0.7041 | 0.9140 | 0.9369 |
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| 0.3038 | 3.6 | 180 | 0.2340 | 0.8684 | 0.9250 | 0.9466 | 0.9797 | 0.9552 | 0.8403 | 0.9701 | 0.8935 | 0.7416 | 0.9267 | 0.9466 |
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| 0.2533 | 4.0 | 200 | 0.1953 | 0.8807 | 0.9341 | 0.9517 | 0.9732 | 0.9659 | 0.8632 | 0.9696 | 0.9061 | 0.7665 | 0.9344 | 0.9517 |
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| 0.284 | 4.4 | 220 | 0.1711 | 0.8880 | 0.9336 | 0.9556 | 0.9853 | 0.9693 | 0.8461 | 0.9724 | 0.9121 | 0.7794 | 0.9387 | 0.9556 |
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| 0.2563 | 4.8 | 240 | 0.1593 | 0.8947 | 0.9406 | 0.9580 | 0.9753 | 0.9768 | 0.8697 | 0.9719 | 0.9185 | 0.7938 | 0.9428 | 0.9580 |
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| 0.2402 | 5.2 | 260 | 0.1456 | 0.9012 | 0.9418 | 0.9610 | 0.9840 | 0.9771 | 0.8642 | 0.9753 | 0.9221 | 0.8061 | 0.9465 | 0.9610 |
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| 0.221 | 5.6 | 280 | 0.1428 | 0.9016 | 0.9486 | 0.9603 | 0.9700 | 0.9756 | 0.9003 | 0.9683 | 0.9274 | 0.8091 | 0.9469 | 0.9603 |
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| 0.2061 | 6.0 | 300 | 0.1276 | 0.9109 | 0.9503 | 0.9646 | 0.9826 | 0.9753 | 0.8930 | 0.9759 | 0.9294 | 0.8275 | 0.9523 | 0.9646 |
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| 0.2344 | 6.4 | 320 | 0.1170 | 0.9164 | 0.9527 | 0.9670 | 0.9861 | 0.9761 | 0.8959 | 0.9772 | 0.9339 | 0.8381 | 0.9554 | 0.9670 |
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| 0.2138 | 6.8 | 340 | 0.1153 | 0.9039 | 0.9412 | 0.9624 | 0.9826 | 0.9869 | 0.8541 | 0.9772 | 0.9238 | 0.8106 | 0.9481 | 0.9624 |
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| 0.195 | 7.2 | 360 | 0.1060 | 0.9152 | 0.9510 | 0.9666 | 0.9858 | 0.9789 | 0.8882 | 0.9770 | 0.9334 | 0.8352 | 0.9547 | 0.9666 |
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| 0.1927 | 7.6 | 380 | 0.1132 | 0.9061 | 0.9453 | 0.9629 | 0.9894 | 0.9707 | 0.8758 | 0.9737 | 0.9281 | 0.8165 | 0.9495 | 0.9629 |
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| 0.2171 | 8.0 | 400 | 0.1037 | 0.9140 | 0.9593 | 0.9652 | 0.9853 | 0.9531 | 0.9395 | 0.9777 | 0.9280 | 0.8361 | 0.9540 | 0.9652 |
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| 0.241 | 8.4 | 420 | 0.1164 | 0.9184 | 0.9588 | 0.9673 | 0.9800 | 0.9711 | 0.9252 | 0.9764 | 0.9353 | 0.8434 | 0.9566 | 0.9673 |
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| 0.2041 | 8.8 | 440 | 0.0961 | 0.9215 | 0.9584 | 0.9688 | 0.9827 | 0.9755 | 0.9171 | 0.9781 | 0.9375 | 0.8489 | 0.9583 | 0.9688 |
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| 0.183 | 9.2 | 460 | 0.0935 | 0.9187 | 0.9598 | 0.9674 | 0.9874 | 0.9594 | 0.9326 | 0.9778 | 0.9336 | 0.8446 | 0.9567 | 0.9674 |
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| 0.1884 | 9.6 | 480 | 0.0947 | 0.9168 | 0.9498 | 0.9675 | 0.9889 | 0.9818 | 0.8787 | 0.9766 | 0.9362 | 0.8376 | 0.9556 | 0.9675 |
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| 0.2219 | 10.0 | 500 | 0.0902 | 0.9178 | 0.9634 | 0.9667 | 0.9820 | 0.9547 | 0.9535 | 0.9780 | 0.9323 | 0.8430 | 0.9562 | 0.9667 |
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| 0.1747 | 10.4 | 520 | 0.0941 | 0.9140 | 0.9475 | 0.9664 | 0.9832 | 0.9896 | 0.8697 | 0.9784 | 0.9318 | 0.8317 | 0.9540 | 0.9664 |
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| 0.1589 | 10.8 | 540 | 0.0838 | 0.9209 | 0.9544 | 0.9688 | 0.9821 | 0.9861 | 0.8949 | 0.9783 | 0.9374 | 0.8469 | 0.9579 | 0.9688 |
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| 0.1718 | 11.2 | 560 | 0.0810 | 0.9256 | 0.9648 | 0.9703 | 0.9859 | 0.9628 | 0.9457 | 0.9804 | 0.9388 | 0.8577 | 0.9606 | 0.9703 |
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| 0.2022 | 11.6 | 580 | 0.0919 | 0.9163 | 0.9640 | 0.9662 | 0.9860 | 0.9452 | 0.9609 | 0.9812 | 0.9275 | 0.8402 | 0.9554 | 0.9662 |
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| 0.1704 | 12.0 | 600 | 0.0822 | 0.9259 | 0.9663 | 0.9702 | 0.9834 | 0.9624 | 0.9531 | 0.9800 | 0.9390 | 0.8586 | 0.9608 | 0.9702 |
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| 0.1941 | 12.4 | 620 | 0.0748 | 0.9250 | 0.9558 | 0.9708 | 0.9918 | 0.9794 | 0.8963 | 0.9791 | 0.9431 | 0.8527 | 0.9602 | 0.9708 |
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| 0.1833 | 12.8 | 640 | 0.1009 | 0.9045 | 0.9596 | 0.9612 | 0.9912 | 0.9253 | 0.9621 | 0.9825 | 0.9144 | 0.8167 | 0.9485 | 0.9612 |
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| 0.1887 | 13.2 | 660 | 0.0759 | 0.9299 | 0.9673 | 0.9722 | 0.9885 | 0.9625 | 0.9510 | 0.9832 | 0.9416 | 0.8648 | 0.9630 | 0.9722 |
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| 0.1531 | 13.6 | 680 | 0.0775 | 0.9279 | 0.9590 | 0.9721 | 0.9930 | 0.9760 | 0.9082 | 0.9826 | 0.9435 | 0.8575 | 0.9618 | 0.9721 |
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| 0.2303 | 14.0 | 700 | 0.0798 | 0.9231 | 0.9553 | 0.9701 | 0.9823 | 0.9896 | 0.8940 | 0.9799 | 0.9410 | 0.8483 | 0.9591 | 0.9701 |
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| 0.1556 | 14.4 | 720 | 0.0736 | 0.9262 | 0.9536 | 0.9718 | 0.9928 | 0.9879 | 0.8802 | 0.9811 | 0.9445 | 0.8531 | 0.9609 | 0.9718 |
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| 0.1615 | 14.8 | 740 | 0.0712 | 0.9364 | 0.9668 | 0.9753 | 0.9886 | 0.9783 | 0.9334 | 0.9841 | 0.9504 | 0.8748 | 0.9666 | 0.9753 |
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| 0.1501 | 15.2 | 760 | 0.0708 | 0.9324 | 0.9619 | 0.9739 | 0.9941 | 0.9762 | 0.9153 | 0.9819 | 0.9490 | 0.8663 | 0.9644 | 0.9739 |
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| 0.1596 | 15.6 | 780 | 0.0666 | 0.9376 | 0.9669 | 0.9758 | 0.9898 | 0.9790 | 0.9319 | 0.9847 | 0.9510 | 0.8772 | 0.9673 | 0.9758 |
|
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| 0.1343 | 16.0 | 800 | 0.0673 | 0.9375 | 0.9681 | 0.9757 | 0.9920 | 0.9727 | 0.9395 | 0.9850 | 0.9501 | 0.8774 | 0.9672 | 0.9757 |
|
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| 0.1611 | 16.4 | 820 | 0.0656 | 0.9373 | 0.9649 | 0.9759 | 0.9903 | 0.9834 | 0.9209 | 0.9852 | 0.9508 | 0.8761 | 0.9671 | 0.9759 |
|
104 |
+
| 0.2254 | 16.8 | 840 | 0.0659 | 0.9395 | 0.9686 | 0.9766 | 0.9924 | 0.9750 | 0.9386 | 0.9858 | 0.9519 | 0.8807 | 0.9683 | 0.9766 |
|
105 |
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| 0.1699 | 17.2 | 860 | 0.0660 | 0.9389 | 0.9674 | 0.9764 | 0.9913 | 0.9784 | 0.9326 | 0.9855 | 0.9518 | 0.8794 | 0.9679 | 0.9764 |
|
106 |
+
| 0.1517 | 17.6 | 880 | 0.0702 | 0.9313 | 0.9576 | 0.9739 | 0.9910 | 0.9906 | 0.8913 | 0.9856 | 0.9459 | 0.8624 | 0.9637 | 0.9739 |
|
107 |
+
| 0.1707 | 18.0 | 900 | 0.0660 | 0.9369 | 0.9627 | 0.9759 | 0.9923 | 0.9858 | 0.9101 | 0.9850 | 0.9511 | 0.8748 | 0.9669 | 0.9759 |
|
108 |
+
| 0.1689 | 18.4 | 920 | 0.0594 | 0.9408 | 0.9682 | 0.9772 | 0.9911 | 0.9806 | 0.9330 | 0.9858 | 0.9536 | 0.8831 | 0.9690 | 0.9772 |
|
109 |
+
| 0.1527 | 18.8 | 940 | 0.0614 | 0.9395 | 0.9653 | 0.9769 | 0.9918 | 0.9850 | 0.9192 | 0.9861 | 0.9529 | 0.8795 | 0.9683 | 0.9769 |
|
110 |
+
| 0.1323 | 19.2 | 960 | 0.0682 | 0.9336 | 0.9701 | 0.9740 | 0.9930 | 0.9580 | 0.9593 | 0.9861 | 0.9444 | 0.8703 | 0.9650 | 0.9740 |
|
111 |
+
| 0.1619 | 19.6 | 980 | 0.0665 | 0.9374 | 0.9671 | 0.9758 | 0.9934 | 0.9732 | 0.9348 | 0.9846 | 0.9510 | 0.8766 | 0.9671 | 0.9758 |
|
112 |
+
| 0.1153 | 20.0 | 1000 | 0.0635 | 0.9378 | 0.9645 | 0.9762 | 0.9895 | 0.9868 | 0.9172 | 0.9854 | 0.9519 | 0.8761 | 0.9673 | 0.9762 |
|
113 |
+
| 0.2405 | 20.4 | 1020 | 0.0618 | 0.9413 | 0.9692 | 0.9774 | 0.9909 | 0.9793 | 0.9372 | 0.9859 | 0.9541 | 0.8840 | 0.9693 | 0.9774 |
|
114 |
+
| 0.1314 | 20.8 | 1040 | 0.0681 | 0.9345 | 0.9610 | 0.9750 | 0.9899 | 0.9892 | 0.9039 | 0.9858 | 0.9486 | 0.8692 | 0.9655 | 0.9750 |
|
115 |
+
| 0.1358 | 21.2 | 1060 | 0.0615 | 0.9413 | 0.9698 | 0.9773 | 0.9941 | 0.9733 | 0.9422 | 0.9860 | 0.9536 | 0.8843 | 0.9693 | 0.9773 |
|
116 |
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| 0.1612 | 21.6 | 1080 | 0.0695 | 0.9344 | 0.9719 | 0.9742 | 0.9888 | 0.9604 | 0.9665 | 0.9851 | 0.9464 | 0.8718 | 0.9655 | 0.9742 |
|
117 |
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| 0.1371 | 22.0 | 1100 | 0.0620 | 0.9423 | 0.9683 | 0.9779 | 0.9924 | 0.9818 | 0.9307 | 0.9864 | 0.9550 | 0.8855 | 0.9698 | 0.9779 |
|
118 |
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| 0.1446 | 22.4 | 1120 | 0.0623 | 0.9422 | 0.9666 | 0.9779 | 0.9946 | 0.9835 | 0.9216 | 0.9863 | 0.9553 | 0.8849 | 0.9697 | 0.9779 |
|
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| 0.1322 | 22.8 | 1140 | 0.0611 | 0.9425 | 0.9678 | 0.9780 | 0.9918 | 0.9847 | 0.9268 | 0.9866 | 0.9553 | 0.8857 | 0.9699 | 0.9780 |
|
120 |
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| 0.1366 | 23.2 | 1160 | 0.0611 | 0.9421 | 0.9664 | 0.9779 | 0.9926 | 0.9863 | 0.9203 | 0.9867 | 0.9549 | 0.8848 | 0.9697 | 0.9779 |
|
121 |
+
| 0.1516 | 23.6 | 1180 | 0.0642 | 0.9388 | 0.9634 | 0.9767 | 0.9911 | 0.9898 | 0.9093 | 0.9865 | 0.9520 | 0.8777 | 0.9678 | 0.9767 |
|
122 |
+
| 0.0805 | 24.0 | 1200 | 0.0615 | 0.9430 | 0.9677 | 0.9782 | 0.9947 | 0.9820 | 0.9263 | 0.9863 | 0.9559 | 0.8867 | 0.9702 | 0.9782 |
|
123 |
+
| 0.1405 | 24.4 | 1220 | 0.0623 | 0.9427 | 0.9719 | 0.9778 | 0.9885 | 0.9777 | 0.9495 | 0.9853 | 0.9557 | 0.8871 | 0.9700 | 0.9778 |
|
124 |
+
| 0.1409 | 24.8 | 1240 | 0.0639 | 0.9398 | 0.9718 | 0.9766 | 0.9937 | 0.9656 | 0.9563 | 0.9866 | 0.9512 | 0.8816 | 0.9684 | 0.9766 |
|
125 |
+
| 0.1237 | 25.2 | 1260 | 0.0620 | 0.9422 | 0.9723 | 0.9776 | 0.9935 | 0.9694 | 0.9539 | 0.9869 | 0.9532 | 0.8866 | 0.9698 | 0.9776 |
|
126 |
+
| 0.1519 | 25.6 | 1280 | 0.0627 | 0.9412 | 0.9657 | 0.9776 | 0.9922 | 0.9872 | 0.9178 | 0.9870 | 0.9541 | 0.8825 | 0.9692 | 0.9776 |
|
127 |
+
| 0.1148 | 26.0 | 1300 | 0.0631 | 0.9401 | 0.9651 | 0.9772 | 0.9916 | 0.9875 | 0.9163 | 0.9869 | 0.9532 | 0.8803 | 0.9686 | 0.9772 |
|
128 |
+
| 0.1085 | 26.4 | 1320 | 0.0605 | 0.9452 | 0.9719 | 0.9789 | 0.9928 | 0.9776 | 0.9452 | 0.9871 | 0.9567 | 0.8920 | 0.9714 | 0.9789 |
|
129 |
+
| 0.1531 | 26.8 | 1340 | 0.0645 | 0.9361 | 0.9718 | 0.9750 | 0.9937 | 0.9581 | 0.9635 | 0.9871 | 0.9461 | 0.8751 | 0.9664 | 0.9750 |
|
130 |
+
| 0.1346 | 27.2 | 1360 | 0.0633 | 0.9362 | 0.9604 | 0.9759 | 0.9923 | 0.9916 | 0.8974 | 0.9871 | 0.9498 | 0.8718 | 0.9664 | 0.9759 |
|
131 |
+
| 0.1246 | 27.6 | 1380 | 0.0597 | 0.9439 | 0.9691 | 0.9785 | 0.9957 | 0.9785 | 0.9330 | 0.9862 | 0.9566 | 0.8888 | 0.9707 | 0.9785 |
|
132 |
+
| 0.0948 | 28.0 | 1400 | 0.0611 | 0.9419 | 0.9735 | 0.9774 | 0.9931 | 0.9663 | 0.9610 | 0.9872 | 0.9527 | 0.8858 | 0.9696 | 0.9774 |
|
133 |
+
| 0.1272 | 28.4 | 1420 | 0.0592 | 0.9452 | 0.9697 | 0.9790 | 0.9946 | 0.9809 | 0.9337 | 0.9869 | 0.9574 | 0.8912 | 0.9714 | 0.9790 |
|
134 |
+
| 0.1076 | 28.8 | 1440 | 0.0593 | 0.9457 | 0.9728 | 0.9791 | 0.9923 | 0.9767 | 0.9495 | 0.9873 | 0.9569 | 0.8930 | 0.9717 | 0.9791 |
|
135 |
+
| 0.136 | 29.2 | 1460 | 0.0588 | 0.9448 | 0.9685 | 0.9790 | 0.9931 | 0.9856 | 0.9269 | 0.9874 | 0.9569 | 0.8901 | 0.9712 | 0.9790 |
|
136 |
+
| 0.1222 | 29.6 | 1480 | 0.0588 | 0.9457 | 0.9706 | 0.9792 | 0.9928 | 0.9821 | 0.9370 | 0.9873 | 0.9574 | 0.8925 | 0.9717 | 0.9792 |
|
137 |
+
| 0.0993 | 30.0 | 1500 | 0.0592 | 0.9437 | 0.9666 | 0.9786 | 0.9952 | 0.9857 | 0.9190 | 0.9866 | 0.9569 | 0.8875 | 0.9706 | 0.9786 |
|
138 |
+
| 0.1523 | 30.4 | 1520 | 0.0576 | 0.9463 | 0.9717 | 0.9794 | 0.9943 | 0.9783 | 0.9423 | 0.9874 | 0.9576 | 0.8938 | 0.9720 | 0.9794 |
|
139 |
+
| 0.1106 | 30.8 | 1540 | 0.0590 | 0.9437 | 0.9675 | 0.9786 | 0.9918 | 0.9879 | 0.9226 | 0.9873 | 0.9562 | 0.8874 | 0.9705 | 0.9786 |
|
140 |
+
| 0.1363 | 31.2 | 1560 | 0.0607 | 0.9411 | 0.9637 | 0.9777 | 0.9946 | 0.9892 | 0.9073 | 0.9872 | 0.9543 | 0.8816 | 0.9691 | 0.9777 |
|
141 |
+
| 0.1152 | 31.6 | 1580 | 0.0573 | 0.9468 | 0.9713 | 0.9796 | 0.9943 | 0.9804 | 0.9393 | 0.9875 | 0.9582 | 0.8947 | 0.9723 | 0.9796 |
|
142 |
+
| 0.1399 | 32.0 | 1600 | 0.0577 | 0.9461 | 0.9698 | 0.9794 | 0.9932 | 0.9844 | 0.9317 | 0.9875 | 0.9578 | 0.8931 | 0.9719 | 0.9794 |
|
143 |
+
| 0.1099 | 32.4 | 1620 | 0.0580 | 0.9466 | 0.9704 | 0.9796 | 0.9936 | 0.9833 | 0.9343 | 0.9876 | 0.9581 | 0.8940 | 0.9721 | 0.9796 |
|
144 |
+
| 0.1297 | 32.8 | 1640 | 0.0623 | 0.9414 | 0.9738 | 0.9772 | 0.9929 | 0.9649 | 0.9635 | 0.9874 | 0.9518 | 0.8851 | 0.9693 | 0.9772 |
|
145 |
+
| 0.0868 | 33.2 | 1660 | 0.0587 | 0.9451 | 0.9677 | 0.9792 | 0.9942 | 0.9872 | 0.9216 | 0.9877 | 0.9572 | 0.8905 | 0.9714 | 0.9792 |
|
146 |
+
| 0.1211 | 33.6 | 1680 | 0.0601 | 0.9415 | 0.9644 | 0.9779 | 0.9934 | 0.9901 | 0.9096 | 0.9879 | 0.9540 | 0.8826 | 0.9693 | 0.9779 |
|
147 |
+
| 0.0905 | 34.0 | 1700 | 0.0569 | 0.9479 | 0.9728 | 0.9800 | 0.9933 | 0.9797 | 0.9455 | 0.9879 | 0.9587 | 0.8970 | 0.9728 | 0.9800 |
|
148 |
+
| 0.1618 | 34.4 | 1720 | 0.0595 | 0.9449 | 0.9684 | 0.9790 | 0.9929 | 0.9863 | 0.9261 | 0.9878 | 0.9567 | 0.8901 | 0.9712 | 0.9790 |
|
149 |
+
| 0.113 | 34.8 | 1740 | 0.0575 | 0.9475 | 0.9726 | 0.9799 | 0.9920 | 0.9815 | 0.9443 | 0.9876 | 0.9589 | 0.8961 | 0.9727 | 0.9799 |
|
150 |
+
| 0.1022 | 35.2 | 1760 | 0.0647 | 0.9376 | 0.9601 | 0.9765 | 0.9942 | 0.9929 | 0.8931 | 0.9876 | 0.9510 | 0.8741 | 0.9672 | 0.9765 |
|
151 |
+
| 0.1194 | 35.6 | 1780 | 0.0733 | 0.9298 | 0.9702 | 0.9724 | 0.9946 | 0.9481 | 0.9678 | 0.9876 | 0.9388 | 0.8629 | 0.9629 | 0.9724 |
|
152 |
+
| 0.0935 | 36.0 | 1800 | 0.0610 | 0.9428 | 0.9655 | 0.9783 | 0.9932 | 0.9896 | 0.9137 | 0.9878 | 0.9550 | 0.8855 | 0.9700 | 0.9783 |
|
153 |
+
| 0.123 | 36.4 | 1820 | 0.0612 | 0.9425 | 0.9653 | 0.9783 | 0.9932 | 0.9899 | 0.9127 | 0.9880 | 0.9549 | 0.8847 | 0.9699 | 0.9783 |
|
154 |
+
| 0.1178 | 36.8 | 1840 | 0.0577 | 0.9472 | 0.9699 | 0.9799 | 0.9951 | 0.9839 | 0.9308 | 0.9877 | 0.9589 | 0.8951 | 0.9725 | 0.9799 |
|
155 |
+
| 0.0969 | 37.2 | 1860 | 0.0675 | 0.9351 | 0.9589 | 0.9756 | 0.9928 | 0.9931 | 0.8906 | 0.9880 | 0.9483 | 0.8689 | 0.9658 | 0.9756 |
|
156 |
+
| 0.1009 | 37.6 | 1880 | 0.0566 | 0.9484 | 0.9717 | 0.9803 | 0.9942 | 0.9827 | 0.9381 | 0.9882 | 0.9594 | 0.8976 | 0.9731 | 0.9803 |
|
157 |
+
| 0.125 | 38.0 | 1900 | 0.0580 | 0.9463 | 0.9693 | 0.9796 | 0.9923 | 0.9875 | 0.9280 | 0.9880 | 0.9580 | 0.8929 | 0.9720 | 0.9796 |
|
158 |
+
| 0.0918 | 38.4 | 1920 | 0.0591 | 0.9448 | 0.9673 | 0.9791 | 0.9933 | 0.9887 | 0.9201 | 0.9881 | 0.9567 | 0.8896 | 0.9712 | 0.9791 |
|
159 |
+
| 0.1171 | 38.8 | 1940 | 0.0567 | 0.9487 | 0.9719 | 0.9804 | 0.9937 | 0.9834 | 0.9387 | 0.9883 | 0.9596 | 0.8982 | 0.9733 | 0.9804 |
|
160 |
+
| 0.1009 | 39.2 | 1960 | 0.0568 | 0.9488 | 0.9723 | 0.9804 | 0.9939 | 0.9823 | 0.9407 | 0.9882 | 0.9595 | 0.8987 | 0.9734 | 0.9804 |
|
161 |
+
| 0.1126 | 39.6 | 1980 | 0.0563 | 0.9484 | 0.9721 | 0.9803 | 0.9927 | 0.9839 | 0.9396 | 0.9881 | 0.9596 | 0.8977 | 0.9732 | 0.9803 |
|
162 |
+
| 0.1036 | 40.0 | 2000 | 0.0569 | 0.9485 | 0.9712 | 0.9804 | 0.9944 | 0.9842 | 0.9349 | 0.9881 | 0.9596 | 0.8978 | 0.9732 | 0.9804 |
|
163 |
+
| 0.0953 | 40.4 | 2020 | 0.0560 | 0.9486 | 0.9723 | 0.9804 | 0.9929 | 0.9833 | 0.9408 | 0.9883 | 0.9594 | 0.8981 | 0.9732 | 0.9804 |
|
164 |
+
| 0.1173 | 40.8 | 2040 | 0.0601 | 0.9438 | 0.9654 | 0.9788 | 0.9952 | 0.9896 | 0.9114 | 0.9881 | 0.9561 | 0.8873 | 0.9706 | 0.9788 |
|
165 |
+
| 0.0956 | 41.2 | 2060 | 0.0531 | 0.9468 | 0.9695 | 0.9798 | 0.9925 | 0.9880 | 0.9279 | 0.9882 | 0.9584 | 0.8939 | 0.9723 | 0.9798 |
|
166 |
+
| 0.1079 | 41.6 | 2080 | 0.0572 | 0.9475 | 0.9718 | 0.9799 | 0.9935 | 0.9817 | 0.9401 | 0.9883 | 0.9583 | 0.8958 | 0.9726 | 0.9799 |
|
167 |
+
| 0.0837 | 42.0 | 2100 | 0.0619 | 0.9417 | 0.9638 | 0.9780 | 0.9944 | 0.9909 | 0.9060 | 0.9885 | 0.9540 | 0.8826 | 0.9694 | 0.9780 |
|
168 |
+
| 0.107 | 42.4 | 2120 | 0.0566 | 0.9490 | 0.9745 | 0.9804 | 0.9934 | 0.9776 | 0.9524 | 0.9884 | 0.9591 | 0.8995 | 0.9735 | 0.9804 |
|
169 |
+
| 0.0999 | 42.8 | 2140 | 0.0555 | 0.9495 | 0.9742 | 0.9806 | 0.9940 | 0.9786 | 0.9501 | 0.9885 | 0.9597 | 0.9004 | 0.9738 | 0.9806 |
|
170 |
+
| 0.1092 | 43.2 | 2160 | 0.0564 | 0.9485 | 0.9744 | 0.9802 | 0.9934 | 0.9768 | 0.9529 | 0.9885 | 0.9586 | 0.8983 | 0.9732 | 0.9802 |
|
171 |
+
| 0.102 | 43.6 | 2180 | 0.0558 | 0.9495 | 0.9725 | 0.9807 | 0.9925 | 0.9848 | 0.9403 | 0.9883 | 0.9603 | 0.8998 | 0.9737 | 0.9807 |
|
172 |
+
| 0.0908 | 44.0 | 2200 | 0.0578 | 0.9469 | 0.9699 | 0.9798 | 0.9920 | 0.9879 | 0.9297 | 0.9881 | 0.9586 | 0.8941 | 0.9723 | 0.9798 |
|
173 |
+
| 0.1123 | 44.4 | 2220 | 0.0581 | 0.9469 | 0.9684 | 0.9799 | 0.9949 | 0.9879 | 0.9223 | 0.9883 | 0.9585 | 0.8938 | 0.9723 | 0.9799 |
|
174 |
+
| 0.0863 | 44.8 | 2240 | 0.0560 | 0.9484 | 0.9700 | 0.9804 | 0.9944 | 0.9870 | 0.9287 | 0.9885 | 0.9595 | 0.8971 | 0.9731 | 0.9804 |
|
175 |
+
| 0.1225 | 45.2 | 2260 | 0.0633 | 0.9402 | 0.9620 | 0.9775 | 0.9944 | 0.9928 | 0.8987 | 0.9886 | 0.9526 | 0.8793 | 0.9686 | 0.9775 |
|
176 |
+
| 0.1046 | 45.6 | 2280 | 0.0555 | 0.9501 | 0.9736 | 0.9809 | 0.9945 | 0.9804 | 0.9460 | 0.9886 | 0.9604 | 0.9012 | 0.9740 | 0.9809 |
|
177 |
+
| 0.0888 | 46.0 | 2300 | 0.0560 | 0.9495 | 0.9748 | 0.9806 | 0.9935 | 0.9777 | 0.9532 | 0.9886 | 0.9597 | 0.9003 | 0.9737 | 0.9806 |
|
178 |
+
| 0.1124 | 46.4 | 2320 | 0.0556 | 0.9498 | 0.9739 | 0.9808 | 0.9943 | 0.9795 | 0.9477 | 0.9885 | 0.9600 | 0.9008 | 0.9739 | 0.9808 |
|
179 |
+
| 0.111 | 46.8 | 2340 | 0.0558 | 0.9503 | 0.9737 | 0.9810 | 0.9936 | 0.9819 | 0.9455 | 0.9887 | 0.9605 | 0.9016 | 0.9741 | 0.9810 |
|
180 |
+
| 0.0916 | 47.2 | 2360 | 0.0554 | 0.9500 | 0.9744 | 0.9809 | 0.9936 | 0.9799 | 0.9496 | 0.9887 | 0.9603 | 0.9012 | 0.9740 | 0.9809 |
|
181 |
+
| 0.1211 | 47.6 | 2380 | 0.0569 | 0.9488 | 0.9726 | 0.9804 | 0.9908 | 0.9855 | 0.9415 | 0.9877 | 0.9603 | 0.8983 | 0.9733 | 0.9804 |
|
182 |
+
| 0.0975 | 48.0 | 2400 | 0.0554 | 0.9485 | 0.9697 | 0.9805 | 0.9952 | 0.9871 | 0.9268 | 0.9884 | 0.9598 | 0.8974 | 0.9732 | 0.9805 |
|
183 |
+
| 0.1085 | 48.4 | 2420 | 0.0573 | 0.9478 | 0.9719 | 0.9801 | 0.9899 | 0.9868 | 0.9389 | 0.9871 | 0.9601 | 0.8962 | 0.9728 | 0.9801 |
|
184 |
+
| 0.0862 | 48.8 | 2440 | 0.0563 | 0.9489 | 0.9707 | 0.9806 | 0.9939 | 0.9871 | 0.9310 | 0.9888 | 0.9597 | 0.8981 | 0.9734 | 0.9806 |
|
185 |
+
| 0.1114 | 49.2 | 2460 | 0.0591 | 0.9452 | 0.9666 | 0.9793 | 0.9939 | 0.9908 | 0.9151 | 0.9889 | 0.9567 | 0.8900 | 0.9714 | 0.9793 |
|
186 |
+
| 0.1065 | 49.6 | 2480 | 0.0566 | 0.9483 | 0.9694 | 0.9804 | 0.9953 | 0.9876 | 0.9252 | 0.9887 | 0.9595 | 0.8968 | 0.9731 | 0.9804 |
|
187 |
+
| 0.1018 | 50.0 | 2500 | 0.0548 | 0.9509 | 0.9742 | 0.9812 | 0.9938 | 0.9816 | 0.9473 | 0.9888 | 0.9610 | 0.9029 | 0.9745 | 0.9812 |
|
188 |
+
| 0.1009 | 50.4 | 2520 | 0.0604 | 0.9436 | 0.9661 | 0.9787 | 0.9918 | 0.9917 | 0.9149 | 0.9883 | 0.9557 | 0.8869 | 0.9705 | 0.9787 |
|
189 |
+
| 0.0982 | 50.8 | 2540 | 0.0557 | 0.9484 | 0.9696 | 0.9805 | 0.9941 | 0.9885 | 0.9263 | 0.9889 | 0.9593 | 0.8970 | 0.9731 | 0.9805 |
|
190 |
+
| 0.0863 | 51.2 | 2560 | 0.0545 | 0.9507 | 0.9743 | 0.9811 | 0.9940 | 0.9807 | 0.9483 | 0.9890 | 0.9607 | 0.9024 | 0.9744 | 0.9811 |
|
191 |
+
| 0.0751 | 51.6 | 2580 | 0.0568 | 0.9483 | 0.9702 | 0.9804 | 0.9928 | 0.9887 | 0.9291 | 0.9887 | 0.9594 | 0.8969 | 0.9731 | 0.9804 |
|
192 |
+
| 0.081 | 52.0 | 2600 | 0.0545 | 0.9511 | 0.9745 | 0.9813 | 0.9937 | 0.9815 | 0.9482 | 0.9889 | 0.9612 | 0.9031 | 0.9746 | 0.9813 |
|
193 |
+
| 0.119 | 52.4 | 2620 | 0.0560 | 0.9497 | 0.9719 | 0.9809 | 0.9931 | 0.9864 | 0.9364 | 0.9889 | 0.9603 | 0.9000 | 0.9738 | 0.9809 |
|
194 |
+
| 0.1036 | 52.8 | 2640 | 0.0554 | 0.9501 | 0.9717 | 0.9810 | 0.9940 | 0.9864 | 0.9349 | 0.9891 | 0.9605 | 0.9007 | 0.9740 | 0.9810 |
|
195 |
+
| 0.1018 | 53.2 | 2660 | 0.0558 | 0.9499 | 0.9712 | 0.9810 | 0.9952 | 0.9859 | 0.9324 | 0.9889 | 0.9606 | 0.9002 | 0.9739 | 0.9810 |
|
196 |
+
| 0.0918 | 53.6 | 2680 | 0.0547 | 0.9512 | 0.9739 | 0.9814 | 0.9931 | 0.9840 | 0.9447 | 0.9889 | 0.9615 | 0.9033 | 0.9746 | 0.9814 |
|
197 |
+
| 0.0972 | 54.0 | 2700 | 0.0565 | 0.9491 | 0.9710 | 0.9807 | 0.9925 | 0.9883 | 0.9323 | 0.9887 | 0.9599 | 0.8987 | 0.9735 | 0.9807 |
|
198 |
+
| 0.1043 | 54.4 | 2720 | 0.0550 | 0.9502 | 0.9716 | 0.9811 | 0.9946 | 0.9862 | 0.9341 | 0.9891 | 0.9607 | 0.9008 | 0.9741 | 0.9811 |
|
199 |
+
| 0.0971 | 54.8 | 2740 | 0.0553 | 0.9506 | 0.9755 | 0.9811 | 0.9931 | 0.9786 | 0.9548 | 0.9889 | 0.9605 | 0.9024 | 0.9743 | 0.9811 |
|
200 |
+
| 0.0818 | 55.2 | 2760 | 0.0605 | 0.9440 | 0.9650 | 0.9789 | 0.9944 | 0.9922 | 0.9083 | 0.9891 | 0.9555 | 0.8872 | 0.9707 | 0.9789 |
|
201 |
+
| 0.0855 | 55.6 | 2780 | 0.0547 | 0.9509 | 0.9733 | 0.9813 | 0.9959 | 0.9814 | 0.9426 | 0.9888 | 0.9613 | 0.9027 | 0.9745 | 0.9813 |
|
202 |
+
| 0.0561 | 56.0 | 2800 | 0.0558 | 0.9500 | 0.9757 | 0.9808 | 0.9946 | 0.9750 | 0.9575 | 0.9892 | 0.9594 | 0.9013 | 0.9740 | 0.9808 |
|
203 |
+
| 0.0888 | 56.4 | 2820 | 0.0544 | 0.9515 | 0.9742 | 0.9815 | 0.9941 | 0.9824 | 0.9462 | 0.9892 | 0.9613 | 0.9040 | 0.9748 | 0.9815 |
|
204 |
+
| 0.0858 | 56.8 | 2840 | 0.0548 | 0.9514 | 0.9750 | 0.9814 | 0.9926 | 0.9822 | 0.9502 | 0.9889 | 0.9616 | 0.9038 | 0.9748 | 0.9814 |
|
205 |
+
| 0.1055 | 57.2 | 2860 | 0.0569 | 0.9487 | 0.9698 | 0.9806 | 0.9947 | 0.9880 | 0.9266 | 0.9892 | 0.9593 | 0.8976 | 0.9733 | 0.9806 |
|
206 |
+
| 0.1091 | 57.6 | 2880 | 0.0546 | 0.9513 | 0.9752 | 0.9814 | 0.9949 | 0.9781 | 0.9527 | 0.9892 | 0.9609 | 0.9037 | 0.9747 | 0.9814 |
|
207 |
+
| 0.1146 | 58.0 | 2900 | 0.0623 | 0.9430 | 0.9642 | 0.9786 | 0.9943 | 0.9927 | 0.9057 | 0.9893 | 0.9546 | 0.8852 | 0.9702 | 0.9786 |
|
208 |
+
| 0.0943 | 58.4 | 2920 | 0.0545 | 0.9514 | 0.9749 | 0.9814 | 0.9953 | 0.9787 | 0.9506 | 0.9891 | 0.9610 | 0.9039 | 0.9747 | 0.9814 |
|
209 |
+
| 0.0839 | 58.8 | 2940 | 0.0548 | 0.9509 | 0.9728 | 0.9813 | 0.9930 | 0.9866 | 0.9387 | 0.9891 | 0.9613 | 0.9023 | 0.9745 | 0.9813 |
|
210 |
+
| 0.0947 | 59.2 | 2960 | 0.0542 | 0.9518 | 0.9749 | 0.9816 | 0.9947 | 0.9804 | 0.9494 | 0.9893 | 0.9615 | 0.9045 | 0.9749 | 0.9816 |
|
211 |
+
| 0.0868 | 59.6 | 2980 | 0.0547 | 0.9513 | 0.9751 | 0.9814 | 0.9947 | 0.9790 | 0.9517 | 0.9893 | 0.9609 | 0.9037 | 0.9747 | 0.9814 |
|
212 |
+
| 0.0845 | 60.0 | 3000 | 0.0546 | 0.9516 | 0.9753 | 0.9815 | 0.9943 | 0.9793 | 0.9524 | 0.9894 | 0.9610 | 0.9043 | 0.9748 | 0.9815 |
|
213 |
+
| 0.0741 | 60.4 | 3020 | 0.0546 | 0.9509 | 0.9761 | 0.9811 | 0.9935 | 0.9769 | 0.9579 | 0.9893 | 0.9602 | 0.9031 | 0.9745 | 0.9811 |
|
214 |
+
| 0.0862 | 60.8 | 3040 | 0.0608 | 0.9441 | 0.9654 | 0.9790 | 0.9936 | 0.9924 | 0.9101 | 0.9893 | 0.9554 | 0.8875 | 0.9707 | 0.9790 |
|
215 |
+
| 0.1262 | 61.2 | 3060 | 0.0548 | 0.9511 | 0.9756 | 0.9813 | 0.9948 | 0.9771 | 0.9550 | 0.9894 | 0.9605 | 0.9035 | 0.9746 | 0.9813 |
|
216 |
+
| 0.0804 | 61.6 | 3080 | 0.0541 | 0.9519 | 0.9732 | 0.9817 | 0.9947 | 0.9850 | 0.9400 | 0.9895 | 0.9618 | 0.9045 | 0.9750 | 0.9817 |
|
217 |
+
| 0.1028 | 62.0 | 3100 | 0.0557 | 0.9501 | 0.9708 | 0.9811 | 0.9945 | 0.9883 | 0.9294 | 0.9895 | 0.9604 | 0.9003 | 0.9740 | 0.9811 |
|
218 |
+
| 0.0898 | 62.4 | 3120 | 0.0557 | 0.9503 | 0.9756 | 0.9809 | 0.9954 | 0.9747 | 0.9568 | 0.9894 | 0.9596 | 0.9020 | 0.9742 | 0.9809 |
|
219 |
+
| 0.0866 | 62.8 | 3140 | 0.0547 | 0.9516 | 0.9751 | 0.9815 | 0.9955 | 0.9786 | 0.9511 | 0.9894 | 0.9611 | 0.9043 | 0.9749 | 0.9815 |
|
220 |
+
| 0.0871 | 63.2 | 3160 | 0.0539 | 0.9521 | 0.9744 | 0.9817 | 0.9940 | 0.9832 | 0.9461 | 0.9894 | 0.9617 | 0.9051 | 0.9751 | 0.9817 |
|
221 |
+
| 0.1064 | 63.6 | 3180 | 0.0538 | 0.9519 | 0.9733 | 0.9817 | 0.9947 | 0.9849 | 0.9402 | 0.9896 | 0.9617 | 0.9044 | 0.9750 | 0.9817 |
|
222 |
+
| 0.0753 | 64.0 | 3200 | 0.0553 | 0.9501 | 0.9708 | 0.9811 | 0.9949 | 0.9880 | 0.9294 | 0.9895 | 0.9604 | 0.9004 | 0.9740 | 0.9811 |
|
223 |
+
| 0.0848 | 64.4 | 3220 | 0.0535 | 0.9520 | 0.9742 | 0.9817 | 0.9951 | 0.9822 | 0.9453 | 0.9894 | 0.9618 | 0.9049 | 0.9751 | 0.9817 |
|
224 |
+
| 0.0814 | 64.8 | 3240 | 0.0534 | 0.9524 | 0.9750 | 0.9819 | 0.9940 | 0.9823 | 0.9488 | 0.9895 | 0.9620 | 0.9058 | 0.9753 | 0.9819 |
|
225 |
+
| 0.0841 | 65.2 | 3260 | 0.0539 | 0.9515 | 0.9739 | 0.9815 | 0.9959 | 0.9809 | 0.9450 | 0.9890 | 0.9616 | 0.9040 | 0.9748 | 0.9815 |
|
226 |
+
| 0.0809 | 65.6 | 3280 | 0.0548 | 0.9503 | 0.9707 | 0.9812 | 0.9950 | 0.9884 | 0.9287 | 0.9895 | 0.9606 | 0.9008 | 0.9742 | 0.9812 |
|
227 |
+
| 0.0726 | 66.0 | 3300 | 0.0559 | 0.9497 | 0.9763 | 0.9806 | 0.9948 | 0.9725 | 0.9616 | 0.9895 | 0.9586 | 0.9009 | 0.9738 | 0.9806 |
|
228 |
+
| 0.099 | 66.4 | 3320 | 0.0539 | 0.9514 | 0.9720 | 0.9816 | 0.9950 | 0.9870 | 0.9341 | 0.9895 | 0.9615 | 0.9032 | 0.9747 | 0.9816 |
|
229 |
+
| 0.0816 | 66.8 | 3340 | 0.0538 | 0.9521 | 0.9731 | 0.9818 | 0.9954 | 0.9850 | 0.9389 | 0.9896 | 0.9619 | 0.9047 | 0.9751 | 0.9818 |
|
230 |
+
| 0.0815 | 67.2 | 3360 | 0.0535 | 0.9526 | 0.9747 | 0.9819 | 0.9950 | 0.9822 | 0.9468 | 0.9896 | 0.9621 | 0.9060 | 0.9754 | 0.9819 |
|
231 |
+
| 0.0723 | 67.6 | 3380 | 0.0557 | 0.9493 | 0.9695 | 0.9809 | 0.9956 | 0.9890 | 0.9238 | 0.9895 | 0.9598 | 0.8985 | 0.9736 | 0.9809 |
|
232 |
+
| 0.0802 | 68.0 | 3400 | 0.0539 | 0.9521 | 0.9730 | 0.9818 | 0.9952 | 0.9855 | 0.9382 | 0.9897 | 0.9620 | 0.9047 | 0.9751 | 0.9818 |
|
233 |
+
| 0.097 | 68.4 | 3420 | 0.0542 | 0.9518 | 0.9757 | 0.9816 | 0.9955 | 0.9775 | 0.9541 | 0.9896 | 0.9611 | 0.9048 | 0.9750 | 0.9816 |
|
234 |
+
| 0.0889 | 68.8 | 3440 | 0.0565 | 0.9487 | 0.9690 | 0.9807 | 0.9950 | 0.9900 | 0.9219 | 0.9897 | 0.9592 | 0.8972 | 0.9733 | 0.9807 |
|
235 |
+
| 0.095 | 69.2 | 3460 | 0.0541 | 0.9514 | 0.9751 | 0.9814 | 0.9957 | 0.9779 | 0.9517 | 0.9893 | 0.9610 | 0.9040 | 0.9748 | 0.9814 |
|
236 |
+
| 0.0864 | 69.6 | 3480 | 0.0538 | 0.9526 | 0.9741 | 0.9820 | 0.9940 | 0.9850 | 0.9433 | 0.9897 | 0.9622 | 0.9058 | 0.9754 | 0.9820 |
|
237 |
+
| 0.0888 | 70.0 | 3500 | 0.0562 | 0.9495 | 0.9761 | 0.9806 | 0.9953 | 0.9722 | 0.9607 | 0.9896 | 0.9584 | 0.9006 | 0.9738 | 0.9806 |
|
238 |
+
| 0.0755 | 70.4 | 3520 | 0.0532 | 0.9529 | 0.9751 | 0.9820 | 0.9947 | 0.9821 | 0.9486 | 0.9898 | 0.9621 | 0.9067 | 0.9755 | 0.9820 |
|
239 |
+
| 0.0858 | 70.8 | 3540 | 0.0560 | 0.9496 | 0.9696 | 0.9810 | 0.9952 | 0.9896 | 0.9241 | 0.9895 | 0.9601 | 0.8992 | 0.9738 | 0.9810 |
|
240 |
+
| 0.0903 | 71.2 | 3560 | 0.0540 | 0.9521 | 0.9763 | 0.9817 | 0.9945 | 0.9775 | 0.9570 | 0.9898 | 0.9611 | 0.9054 | 0.9751 | 0.9817 |
|
241 |
+
| 0.0862 | 71.6 | 3580 | 0.0539 | 0.9523 | 0.9731 | 0.9819 | 0.9950 | 0.9860 | 0.9383 | 0.9898 | 0.9620 | 0.9051 | 0.9752 | 0.9819 |
|
242 |
+
| 0.0708 | 72.0 | 3600 | 0.0538 | 0.9523 | 0.9733 | 0.9819 | 0.9960 | 0.9843 | 0.9395 | 0.9894 | 0.9623 | 0.9053 | 0.9753 | 0.9819 |
|
243 |
+
| 0.0856 | 72.4 | 3620 | 0.0532 | 0.9530 | 0.9750 | 0.9821 | 0.9946 | 0.9826 | 0.9478 | 0.9898 | 0.9623 | 0.9068 | 0.9756 | 0.9821 |
|
244 |
+
| 0.075 | 72.8 | 3640 | 0.0536 | 0.9527 | 0.9738 | 0.9820 | 0.9954 | 0.9843 | 0.9418 | 0.9897 | 0.9624 | 0.9061 | 0.9755 | 0.9820 |
|
245 |
+
| 0.0743 | 73.2 | 3660 | 0.0533 | 0.9526 | 0.9759 | 0.9819 | 0.9929 | 0.9819 | 0.9528 | 0.9894 | 0.9623 | 0.9061 | 0.9754 | 0.9819 |
|
246 |
+
| 0.075 | 73.6 | 3680 | 0.0532 | 0.9528 | 0.9739 | 0.9820 | 0.9942 | 0.9855 | 0.9421 | 0.9898 | 0.9622 | 0.9063 | 0.9755 | 0.9820 |
|
247 |
+
| 0.0804 | 74.0 | 3700 | 0.0543 | 0.9520 | 0.9725 | 0.9818 | 0.9948 | 0.9873 | 0.9354 | 0.9899 | 0.9617 | 0.9043 | 0.9751 | 0.9818 |
|
248 |
+
| 0.0789 | 74.4 | 3720 | 0.0566 | 0.9485 | 0.9691 | 0.9806 | 0.9939 | 0.9909 | 0.9224 | 0.9898 | 0.9589 | 0.8968 | 0.9732 | 0.9806 |
|
249 |
+
| 0.1058 | 74.8 | 3740 | 0.0551 | 0.9502 | 0.9701 | 0.9812 | 0.9962 | 0.9883 | 0.9258 | 0.9891 | 0.9611 | 0.9003 | 0.9741 | 0.9812 |
|
250 |
+
| 0.0842 | 75.2 | 3760 | 0.0530 | 0.9531 | 0.9747 | 0.9821 | 0.9954 | 0.9827 | 0.9460 | 0.9898 | 0.9624 | 0.9069 | 0.9756 | 0.9821 |
|
251 |
+
| 0.0802 | 75.6 | 3780 | 0.0538 | 0.9522 | 0.9763 | 0.9817 | 0.9948 | 0.9775 | 0.9564 | 0.9899 | 0.9612 | 0.9056 | 0.9752 | 0.9817 |
|
252 |
+
| 0.0752 | 76.0 | 3800 | 0.0554 | 0.9500 | 0.9699 | 0.9812 | 0.9954 | 0.9896 | 0.9247 | 0.9898 | 0.9603 | 0.9000 | 0.9740 | 0.9812 |
|
253 |
+
| 0.095 | 76.4 | 3820 | 0.0539 | 0.9526 | 0.9735 | 0.9820 | 0.9948 | 0.9858 | 0.9398 | 0.9899 | 0.9622 | 0.9058 | 0.9754 | 0.9820 |
|
254 |
+
| 0.0753 | 76.8 | 3840 | 0.0530 | 0.9526 | 0.9733 | 0.9820 | 0.9952 | 0.9859 | 0.9388 | 0.9899 | 0.9622 | 0.9057 | 0.9754 | 0.9820 |
|
255 |
+
| 0.0833 | 77.2 | 3860 | 0.0528 | 0.9532 | 0.9749 | 0.9822 | 0.9946 | 0.9836 | 0.9466 | 0.9899 | 0.9625 | 0.9072 | 0.9757 | 0.9822 |
|
256 |
+
| 0.0832 | 77.6 | 3880 | 0.0530 | 0.9532 | 0.9750 | 0.9822 | 0.9944 | 0.9834 | 0.9472 | 0.9899 | 0.9625 | 0.9072 | 0.9757 | 0.9822 |
|
257 |
+
| 0.0901 | 78.0 | 3900 | 0.0533 | 0.9531 | 0.9754 | 0.9821 | 0.9953 | 0.9809 | 0.9501 | 0.9899 | 0.9623 | 0.9070 | 0.9757 | 0.9821 |
|
258 |
+
| 0.0893 | 78.4 | 3920 | 0.0532 | 0.9532 | 0.9742 | 0.9822 | 0.9950 | 0.9847 | 0.9430 | 0.9900 | 0.9626 | 0.9069 | 0.9757 | 0.9822 |
|
259 |
+
| 0.0956 | 78.8 | 3940 | 0.0528 | 0.9532 | 0.9748 | 0.9822 | 0.9958 | 0.9821 | 0.9466 | 0.9899 | 0.9625 | 0.9072 | 0.9757 | 0.9822 |
|
260 |
+
| 0.0786 | 79.2 | 3960 | 0.0532 | 0.9525 | 0.9749 | 0.9819 | 0.9958 | 0.9805 | 0.9484 | 0.9896 | 0.9620 | 0.9059 | 0.9753 | 0.9819 |
|
261 |
+
| 0.1018 | 79.6 | 3980 | 0.0528 | 0.9533 | 0.9753 | 0.9822 | 0.9953 | 0.9816 | 0.9491 | 0.9900 | 0.9625 | 0.9075 | 0.9758 | 0.9822 |
|
262 |
+
| 0.0825 | 80.0 | 4000 | 0.0541 | 0.9515 | 0.9722 | 0.9816 | 0.9939 | 0.9883 | 0.9345 | 0.9899 | 0.9613 | 0.9033 | 0.9748 | 0.9816 |
|
263 |
+
| 0.073 | 80.4 | 4020 | 0.0532 | 0.9529 | 0.9737 | 0.9822 | 0.9950 | 0.9857 | 0.9404 | 0.9900 | 0.9624 | 0.9065 | 0.9756 | 0.9822 |
|
264 |
+
| 0.1021 | 80.8 | 4040 | 0.0527 | 0.9533 | 0.9754 | 0.9822 | 0.9954 | 0.9812 | 0.9497 | 0.9900 | 0.9625 | 0.9075 | 0.9758 | 0.9822 |
|
265 |
+
| 0.0835 | 81.2 | 4060 | 0.0535 | 0.9523 | 0.9727 | 0.9819 | 0.9949 | 0.9871 | 0.9362 | 0.9900 | 0.9619 | 0.9049 | 0.9752 | 0.9819 |
|
266 |
+
| 0.0778 | 81.6 | 4080 | 0.0555 | 0.9502 | 0.9703 | 0.9812 | 0.9947 | 0.9898 | 0.9264 | 0.9901 | 0.9602 | 0.9004 | 0.9741 | 0.9812 |
|
267 |
+
| 0.0619 | 82.0 | 4100 | 0.0534 | 0.9530 | 0.9767 | 0.9820 | 0.9940 | 0.9792 | 0.9567 | 0.9900 | 0.9619 | 0.9072 | 0.9756 | 0.9820 |
|
268 |
+
| 0.0864 | 82.4 | 4120 | 0.0528 | 0.9534 | 0.9748 | 0.9823 | 0.9949 | 0.9837 | 0.9459 | 0.9900 | 0.9626 | 0.9076 | 0.9758 | 0.9823 |
|
269 |
+
| 0.0701 | 82.8 | 4140 | 0.0535 | 0.9529 | 0.9736 | 0.9821 | 0.9948 | 0.9860 | 0.9401 | 0.9901 | 0.9623 | 0.9063 | 0.9756 | 0.9821 |
|
270 |
+
| 0.0857 | 83.2 | 4160 | 0.0528 | 0.9534 | 0.9745 | 0.9823 | 0.9953 | 0.9839 | 0.9444 | 0.9900 | 0.9627 | 0.9075 | 0.9758 | 0.9823 |
|
271 |
+
| 0.0926 | 83.6 | 4180 | 0.0533 | 0.9528 | 0.9731 | 0.9821 | 0.9951 | 0.9867 | 0.9375 | 0.9901 | 0.9623 | 0.9061 | 0.9755 | 0.9821 |
|
272 |
+
| 0.0705 | 84.0 | 4200 | 0.0530 | 0.9530 | 0.9736 | 0.9822 | 0.9950 | 0.9860 | 0.9398 | 0.9900 | 0.9624 | 0.9064 | 0.9756 | 0.9822 |
|
273 |
+
| 0.0732 | 84.4 | 4220 | 0.0528 | 0.9536 | 0.9760 | 0.9823 | 0.9950 | 0.9809 | 0.9520 | 0.9901 | 0.9626 | 0.9082 | 0.9760 | 0.9823 |
|
274 |
+
| 0.0676 | 84.8 | 4240 | 0.0528 | 0.9535 | 0.9744 | 0.9823 | 0.9952 | 0.9845 | 0.9435 | 0.9901 | 0.9628 | 0.9076 | 0.9759 | 0.9823 |
|
275 |
+
| 0.0802 | 85.2 | 4260 | 0.0533 | 0.9528 | 0.9731 | 0.9821 | 0.9951 | 0.9868 | 0.9375 | 0.9901 | 0.9623 | 0.9060 | 0.9755 | 0.9821 |
|
276 |
+
| 0.0829 | 85.6 | 4280 | 0.0527 | 0.9536 | 0.9746 | 0.9824 | 0.9948 | 0.9847 | 0.9445 | 0.9901 | 0.9628 | 0.9079 | 0.9759 | 0.9824 |
|
277 |
+
| 0.0749 | 86.0 | 4300 | 0.0537 | 0.9526 | 0.9729 | 0.9820 | 0.9950 | 0.9872 | 0.9365 | 0.9901 | 0.9621 | 0.9054 | 0.9754 | 0.9820 |
|
278 |
+
| 0.0928 | 86.4 | 4320 | 0.0526 | 0.9536 | 0.9745 | 0.9824 | 0.9952 | 0.9846 | 0.9435 | 0.9901 | 0.9629 | 0.9079 | 0.9759 | 0.9824 |
|
279 |
+
| 0.0708 | 86.8 | 4340 | 0.0529 | 0.9536 | 0.9749 | 0.9824 | 0.9943 | 0.9846 | 0.9459 | 0.9901 | 0.9629 | 0.9080 | 0.9760 | 0.9824 |
|
280 |
+
| 0.0896 | 87.2 | 4360 | 0.0528 | 0.9536 | 0.9744 | 0.9824 | 0.9949 | 0.9850 | 0.9433 | 0.9901 | 0.9628 | 0.9077 | 0.9759 | 0.9824 |
|
281 |
+
| 0.1022 | 87.6 | 4380 | 0.0529 | 0.9535 | 0.9745 | 0.9824 | 0.9944 | 0.9856 | 0.9434 | 0.9901 | 0.9628 | 0.9077 | 0.9759 | 0.9824 |
|
282 |
+
| 0.0713 | 88.0 | 4400 | 0.0528 | 0.9537 | 0.9754 | 0.9824 | 0.9953 | 0.9821 | 0.9489 | 0.9901 | 0.9628 | 0.9082 | 0.9760 | 0.9824 |
|
283 |
+
| 0.08 | 88.4 | 4420 | 0.0527 | 0.9536 | 0.9746 | 0.9824 | 0.9954 | 0.9838 | 0.9447 | 0.9901 | 0.9628 | 0.9078 | 0.9759 | 0.9824 |
|
284 |
+
| 0.0817 | 88.8 | 4440 | 0.0526 | 0.9538 | 0.9754 | 0.9824 | 0.9951 | 0.9827 | 0.9483 | 0.9902 | 0.9628 | 0.9084 | 0.9760 | 0.9824 |
|
285 |
+
| 0.0842 | 89.2 | 4460 | 0.0527 | 0.9538 | 0.9748 | 0.9824 | 0.9949 | 0.9843 | 0.9454 | 0.9902 | 0.9629 | 0.9082 | 0.9760 | 0.9824 |
|
286 |
+
| 0.0736 | 89.6 | 4480 | 0.0525 | 0.9537 | 0.9751 | 0.9824 | 0.9953 | 0.9829 | 0.9472 | 0.9901 | 0.9629 | 0.9082 | 0.9760 | 0.9824 |
|
287 |
+
| 0.0642 | 90.0 | 4500 | 0.0528 | 0.9537 | 0.9751 | 0.9824 | 0.9954 | 0.9828 | 0.9472 | 0.9901 | 0.9629 | 0.9083 | 0.9760 | 0.9824 |
|
288 |
+
| 0.0593 | 90.4 | 4520 | 0.0531 | 0.9531 | 0.9735 | 0.9823 | 0.9949 | 0.9866 | 0.9392 | 0.9902 | 0.9625 | 0.9067 | 0.9757 | 0.9823 |
|
289 |
+
| 0.0863 | 90.8 | 4540 | 0.0531 | 0.9534 | 0.9739 | 0.9823 | 0.9949 | 0.9861 | 0.9407 | 0.9902 | 0.9627 | 0.9072 | 0.9758 | 0.9823 |
|
290 |
+
| 0.0877 | 91.2 | 4560 | 0.0529 | 0.9535 | 0.9740 | 0.9824 | 0.9950 | 0.9859 | 0.9409 | 0.9902 | 0.9628 | 0.9074 | 0.9759 | 0.9824 |
|
291 |
+
| 0.073 | 91.6 | 4580 | 0.0526 | 0.9538 | 0.9750 | 0.9824 | 0.9952 | 0.9835 | 0.9464 | 0.9902 | 0.9628 | 0.9083 | 0.9760 | 0.9824 |
|
292 |
+
| 0.0646 | 92.0 | 4600 | 0.0526 | 0.9539 | 0.9754 | 0.9825 | 0.9950 | 0.9828 | 0.9484 | 0.9902 | 0.9629 | 0.9085 | 0.9761 | 0.9825 |
|
293 |
+
| 0.0748 | 92.4 | 4620 | 0.0527 | 0.9535 | 0.9741 | 0.9824 | 0.9955 | 0.9849 | 0.9418 | 0.9901 | 0.9629 | 0.9076 | 0.9759 | 0.9824 |
|
294 |
+
| 0.067 | 92.8 | 4640 | 0.0527 | 0.9537 | 0.9743 | 0.9824 | 0.9953 | 0.9849 | 0.9428 | 0.9902 | 0.9629 | 0.9080 | 0.9760 | 0.9824 |
|
295 |
+
| 0.0705 | 93.2 | 4660 | 0.0527 | 0.9539 | 0.9757 | 0.9824 | 0.9950 | 0.9822 | 0.9498 | 0.9902 | 0.9628 | 0.9086 | 0.9761 | 0.9824 |
|
296 |
+
| 0.0879 | 93.6 | 4680 | 0.0525 | 0.9538 | 0.9751 | 0.9824 | 0.9950 | 0.9837 | 0.9465 | 0.9902 | 0.9629 | 0.9084 | 0.9761 | 0.9824 |
|
297 |
+
| 0.0835 | 94.0 | 4700 | 0.0524 | 0.9539 | 0.9755 | 0.9825 | 0.9953 | 0.9824 | 0.9488 | 0.9902 | 0.9629 | 0.9086 | 0.9761 | 0.9825 |
|
298 |
+
| 0.0799 | 94.4 | 4720 | 0.0526 | 0.9539 | 0.9751 | 0.9825 | 0.9951 | 0.9836 | 0.9466 | 0.9902 | 0.9630 | 0.9086 | 0.9761 | 0.9825 |
|
299 |
+
| 0.0697 | 94.8 | 4740 | 0.0527 | 0.9536 | 0.9743 | 0.9824 | 0.9951 | 0.9854 | 0.9423 | 0.9902 | 0.9629 | 0.9078 | 0.9760 | 0.9824 |
|
300 |
+
| 0.0628 | 95.2 | 4760 | 0.0527 | 0.9535 | 0.9741 | 0.9824 | 0.9950 | 0.9857 | 0.9415 | 0.9902 | 0.9628 | 0.9076 | 0.9759 | 0.9824 |
|
301 |
+
| 0.0778 | 95.6 | 4780 | 0.0525 | 0.9539 | 0.9749 | 0.9825 | 0.9951 | 0.9841 | 0.9455 | 0.9902 | 0.9630 | 0.9084 | 0.9761 | 0.9825 |
|
302 |
+
| 0.0969 | 96.0 | 4800 | 0.0526 | 0.9540 | 0.9758 | 0.9825 | 0.9948 | 0.9823 | 0.9503 | 0.9902 | 0.9629 | 0.9088 | 0.9761 | 0.9825 |
|
303 |
+
| 0.0737 | 96.4 | 4820 | 0.0527 | 0.9537 | 0.9742 | 0.9824 | 0.9951 | 0.9855 | 0.9420 | 0.9902 | 0.9629 | 0.9079 | 0.9760 | 0.9824 |
|
304 |
+
| 0.103 | 96.8 | 4840 | 0.0525 | 0.9539 | 0.9749 | 0.9825 | 0.9951 | 0.9842 | 0.9456 | 0.9902 | 0.9630 | 0.9085 | 0.9761 | 0.9825 |
|
305 |
+
| 0.069 | 97.2 | 4860 | 0.0525 | 0.9539 | 0.9749 | 0.9825 | 0.9952 | 0.9839 | 0.9457 | 0.9902 | 0.9630 | 0.9085 | 0.9761 | 0.9825 |
|
306 |
+
| 0.0613 | 97.6 | 4880 | 0.0525 | 0.9538 | 0.9746 | 0.9825 | 0.9951 | 0.9849 | 0.9439 | 0.9902 | 0.9630 | 0.9083 | 0.9761 | 0.9825 |
|
307 |
+
| 0.0758 | 98.0 | 4900 | 0.0526 | 0.9539 | 0.9751 | 0.9825 | 0.9950 | 0.9839 | 0.9462 | 0.9902 | 0.9630 | 0.9086 | 0.9761 | 0.9825 |
|
308 |
+
| 0.0767 | 98.4 | 4920 | 0.0525 | 0.9539 | 0.9747 | 0.9825 | 0.9951 | 0.9848 | 0.9441 | 0.9902 | 0.9630 | 0.9084 | 0.9761 | 0.9825 |
|
309 |
+
| 0.0676 | 98.8 | 4940 | 0.0526 | 0.9538 | 0.9745 | 0.9825 | 0.9950 | 0.9851 | 0.9435 | 0.9902 | 0.9630 | 0.9082 | 0.9760 | 0.9825 |
|
310 |
+
| 0.0656 | 99.2 | 4960 | 0.0525 | 0.9539 | 0.9747 | 0.9825 | 0.9951 | 0.9846 | 0.9444 | 0.9902 | 0.9630 | 0.9084 | 0.9761 | 0.9825 |
|
311 |
+
| 0.0758 | 99.6 | 4980 | 0.0526 | 0.9538 | 0.9745 | 0.9825 | 0.9951 | 0.9852 | 0.9432 | 0.9902 | 0.9630 | 0.9082 | 0.9760 | 0.9825 |
|
312 |
+
| 0.0747 | 100.0 | 5000 | 0.0525 | 0.9540 | 0.9751 | 0.9825 | 0.9949 | 0.9841 | 0.9464 | 0.9902 | 0.9631 | 0.9087 | 0.9761 | 0.9825 |
|
313 |
+
|
314 |
+
|
315 |
+
### Framework versions
|
316 |
+
|
317 |
+
- Transformers 4.41.2
|
318 |
+
- Pytorch 2.6.0+cu124
|
319 |
+
- Datasets 3.2.0
|
320 |
+
- Tokenizers 0.19.1
|
config.json
ADDED
@@ -0,0 +1,80 @@
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|
1 |
+
{
|
2 |
+
"_name_or_path": "nvidia/mit-b0",
|
3 |
+
"architectures": [
|
4 |
+
"SegformerForSemanticSegmentation"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.0,
|
7 |
+
"classifier_dropout_prob": 0.1,
|
8 |
+
"decoder_hidden_size": 256,
|
9 |
+
"depths": [
|
10 |
+
2,
|
11 |
+
2,
|
12 |
+
2,
|
13 |
+
2
|
14 |
+
],
|
15 |
+
"downsampling_rates": [
|
16 |
+
1,
|
17 |
+
4,
|
18 |
+
8,
|
19 |
+
16
|
20 |
+
],
|
21 |
+
"drop_path_rate": 0.1,
|
22 |
+
"hidden_act": "gelu",
|
23 |
+
"hidden_dropout_prob": 0.0,
|
24 |
+
"hidden_sizes": [
|
25 |
+
32,
|
26 |
+
64,
|
27 |
+
160,
|
28 |
+
256
|
29 |
+
],
|
30 |
+
"id2label": {
|
31 |
+
"0": "land",
|
32 |
+
"1": "upwelling",
|
33 |
+
"2": "not_upwelling"
|
34 |
+
},
|
35 |
+
"image_size": 224,
|
36 |
+
"initializer_range": 0.02,
|
37 |
+
"label2id": {
|
38 |
+
"land": 0,
|
39 |
+
"not_upwelling": 2,
|
40 |
+
"upwelling": 1
|
41 |
+
},
|
42 |
+
"layer_norm_eps": 1e-06,
|
43 |
+
"mlp_ratios": [
|
44 |
+
4,
|
45 |
+
4,
|
46 |
+
4,
|
47 |
+
4
|
48 |
+
],
|
49 |
+
"model_type": "segformer",
|
50 |
+
"num_attention_heads": [
|
51 |
+
1,
|
52 |
+
2,
|
53 |
+
5,
|
54 |
+
8
|
55 |
+
],
|
56 |
+
"num_channels": 3,
|
57 |
+
"num_encoder_blocks": 4,
|
58 |
+
"patch_sizes": [
|
59 |
+
7,
|
60 |
+
3,
|
61 |
+
3,
|
62 |
+
3
|
63 |
+
],
|
64 |
+
"reshape_last_stage": true,
|
65 |
+
"semantic_loss_ignore_index": 255,
|
66 |
+
"sr_ratios": [
|
67 |
+
8,
|
68 |
+
4,
|
69 |
+
2,
|
70 |
+
1
|
71 |
+
],
|
72 |
+
"strides": [
|
73 |
+
4,
|
74 |
+
2,
|
75 |
+
2,
|
76 |
+
2
|
77 |
+
],
|
78 |
+
"torch_dtype": "float32",
|
79 |
+
"transformers_version": "4.41.2"
|
80 |
+
}
|
log_history.csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f08499ac611ae2a3dfe0843adce92f9a506f53f72fe7541e269f4e32f692ae94
|
3 |
+
size 14885804
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:873f2a6383cc34f88b325b16c12f9ccedc5efe5d9c08ff6b621a6e13b07db0c5
|
3 |
+
size 5112
|