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segformer-b0-finetuned-batch1w5-15Dec

Image Segmentation
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segformer
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End of training

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  1. README.md +130 -250
  2. config.json +1 -1
  3. model.safetensors +1 -1
  4. training_args.bin +1 -1
README.md CHANGED
@@ -1,7 +1,7 @@
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  ---
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  library_name: transformers
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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
@@ -16,14 +16,14 @@ should probably proofread and complete it, then remove this comment. -->
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  # segformer-b0-finetuned-batch1w5-15Dec
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- This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the PushkarA07/batch1-tiles_W5 dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.1419
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- - Mean Iou: 0.6424
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- - Mean Accuracy: 0.9530
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- - Overall Accuracy: 0.9824
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- - Accuracy Abnormality: 0.9231
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- - Iou Abnormality: 0.3026
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  ## Model description
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@@ -43,8 +43,8 @@ More information needed
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  The following hyperparameters were used during training:
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  - learning_rate: 6e-05
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- - train_batch_size: 2
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- - eval_batch_size: 2
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  - seed: 42
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  - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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  - lr_scheduler_type: linear
@@ -54,246 +54,126 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Abnormality | Iou Abnormality |
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  |:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------------:|:---------------:|
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- | 0.6334 | 0.4167 | 10 | 0.6742 | 0.5012 | 0.8413 | 0.9254 | 0.7558 | 0.0775 |
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- | 0.5527 | 0.8333 | 20 | 0.6585 | 0.5094 | 0.8716 | 0.9308 | 0.8115 | 0.0886 |
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- | 0.473 | 1.25 | 30 | 0.6040 | 0.5144 | 0.8205 | 0.9404 | 0.6985 | 0.0886 |
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- | 0.3755 | 1.6667 | 40 | 0.5429 | 0.5401 | 0.8143 | 0.9598 | 0.6665 | 0.1208 |
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- | 0.3197 | 2.0833 | 50 | 0.4628 | 0.5687 | 0.7637 | 0.9764 | 0.5474 | 0.1612 |
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- | 0.3219 | 2.5 | 60 | 0.4521 | 0.5572 | 0.7906 | 0.9701 | 0.6081 | 0.1444 |
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- | 0.2441 | 2.9167 | 70 | 0.3115 | 0.5695 | 0.7555 | 0.9772 | 0.5299 | 0.1618 |
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- | 0.215 | 3.3333 | 80 | 0.2851 | 0.5445 | 0.5851 | 0.9871 | 0.1764 | 0.1018 |
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- | 0.2746 | 3.75 | 90 | 0.2514 | 0.5488 | 0.5898 | 0.9876 | 0.1853 | 0.1100 |
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- | 0.1921 | 4.1667 | 100 | 0.2057 | 0.5636 | 0.6334 | 0.9861 | 0.2748 | 0.1410 |
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- | 0.1905 | 4.5833 | 110 | 0.3644 | 0.5686 | 0.6273 | 0.9877 | 0.2608 | 0.1495 |
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- | 0.1963 | 5.0 | 120 | 0.4600 | 0.6302 | 0.7521 | 0.9886 | 0.5116 | 0.2718 |
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- | 0.1502 | 5.4167 | 130 | 0.4918 | 0.6358 | 0.8050 | 0.9871 | 0.6198 | 0.2845 |
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- | 0.2535 | 5.8333 | 140 | 0.5371 | 0.6177 | 0.8812 | 0.9811 | 0.7797 | 0.2545 |
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- | 0.1222 | 6.25 | 150 | 0.6172 | 0.6068 | 0.9295 | 0.9765 | 0.8816 | 0.2372 |
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- | 0.1031 | 6.6667 | 160 | 0.5403 | 0.6280 | 0.9301 | 0.9808 | 0.8785 | 0.2753 |
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- | 0.1238 | 7.0833 | 170 | 0.3826 | 0.6809 | 0.8020 | 0.9914 | 0.6094 | 0.3704 |
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- | 0.1144 | 7.5 | 180 | 0.4313 | 0.6807 | 0.8995 | 0.9887 | 0.8088 | 0.3727 |
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- | 0.094 | 7.9167 | 190 | 0.3759 | 0.6755 | 0.8169 | 0.9906 | 0.6403 | 0.3604 |
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- | 0.0734 | 8.3333 | 200 | 0.3649 | 0.6770 | 0.8523 | 0.9897 | 0.7127 | 0.3644 |
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- | 0.0825 | 8.75 | 210 | 0.1359 | 0.7094 | 0.7860 | 0.9936 | 0.5750 | 0.4253 |
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- | 0.0509 | 9.1667 | 220 | 0.0945 | 0.6191 | 0.6812 | 0.9908 | 0.3663 | 0.2476 |
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- | 0.0601 | 9.5833 | 230 | 0.2618 | 0.6935 | 0.8694 | 0.9906 | 0.7462 | 0.3965 |
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- | 0.043 | 10.0 | 240 | 0.1597 | 0.6932 | 0.8334 | 0.9915 | 0.6727 | 0.3951 |
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- | 0.0471 | 10.4167 | 250 | 0.1994 | 0.6861 | 0.7916 | 0.9921 | 0.5877 | 0.3801 |
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- | 0.0609 | 10.8333 | 260 | 0.0912 | 0.6817 | 0.7376 | 0.9933 | 0.4777 | 0.3701 |
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- | 0.0588 | 11.25 | 270 | 0.0943 | 0.5842 | 0.6380 | 0.9893 | 0.2807 | 0.1790 |
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- | 0.046 | 11.6667 | 280 | 0.2318 | 0.6638 | 0.8096 | 0.9898 | 0.6264 | 0.3377 |
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- | 0.0377 | 12.0833 | 290 | 0.1025 | 0.6580 | 0.7464 | 0.9914 | 0.4972 | 0.3246 |
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- | 0.0329 | 12.5 | 300 | 0.2377 | 0.6562 | 0.8796 | 0.9868 | 0.7706 | 0.3257 |
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- | 0.0355 | 12.9167 | 310 | 0.2692 | 0.6318 | 0.8905 | 0.9831 | 0.7963 | 0.2806 |
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- | 0.0578 | 13.3333 | 320 | 0.2015 | 0.6778 | 0.8323 | 0.9903 | 0.6716 | 0.3652 |
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- | 0.053 | 13.75 | 330 | 0.0543 | 0.6482 | 0.6818 | 0.9930 | 0.3654 | 0.3034 |
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- | 0.0292 | 14.1667 | 340 | 0.0930 | 0.6948 | 0.7922 | 0.9926 | 0.5884 | 0.3971 |
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- | 0.0289 | 14.5833 | 350 | 0.2248 | 0.6448 | 0.9045 | 0.9845 | 0.8233 | 0.3053 |
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- | 0.0343 | 15.0 | 360 | 0.1251 | 0.6749 | 0.8365 | 0.9900 | 0.6804 | 0.3599 |
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- | 0.036 | 15.4167 | 370 | 0.2240 | 0.6473 | 0.8845 | 0.9855 | 0.7818 | 0.3092 |
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- | 0.028 | 15.8333 | 380 | 0.1750 | 0.6797 | 0.8495 | 0.9900 | 0.7065 | 0.3694 |
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- | 0.0307 | 16.25 | 390 | 0.0535 | 0.6318 | 0.6516 | 0.9932 | 0.3043 | 0.2704 |
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- | 0.0231 | 16.6667 | 400 | 0.0769 | 0.6838 | 0.7948 | 0.9918 | 0.5945 | 0.3758 |
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- | 0.0542 | 17.0833 | 410 | 0.0660 | 0.6971 | 0.7958 | 0.9926 | 0.5957 | 0.4017 |
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- | 0.0326 | 17.5 | 420 | 0.1792 | 0.6470 | 0.9043 | 0.9848 | 0.8225 | 0.3093 |
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- | 0.0279 | 17.9167 | 430 | 0.3028 | 0.6198 | 0.9322 | 0.9792 | 0.8845 | 0.2605 |
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- | 0.0235 | 18.3333 | 440 | 0.2701 | 0.6227 | 0.9323 | 0.9797 | 0.8841 | 0.2657 |
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- | 0.0336 | 18.75 | 450 | 0.1669 | 0.6316 | 0.8958 | 0.9828 | 0.8074 | 0.2805 |
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- | 0.0372 | 19.1667 | 460 | 0.1876 | 0.6247 | 0.9061 | 0.9812 | 0.8296 | 0.2682 |
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- | 0.0198 | 19.5833 | 470 | 0.1020 | 0.6837 | 0.8336 | 0.9908 | 0.6738 | 0.3767 |
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- | 0.0356 | 20.0 | 480 | 0.0560 | 0.6921 | 0.7628 | 0.9932 | 0.5285 | 0.3910 |
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- | 0.0244 | 20.4167 | 490 | 0.2019 | 0.6160 | 0.9262 | 0.9787 | 0.8728 | 0.2534 |
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- | 0.0278 | 20.8333 | 500 | 0.1877 | 0.6196 | 0.9092 | 0.9802 | 0.8370 | 0.2592 |
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- | 0.0267 | 21.25 | 510 | 0.0723 | 0.6683 | 0.7730 | 0.9913 | 0.5510 | 0.3453 |
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- | 0.0253 | 21.6667 | 520 | 0.1683 | 0.6312 | 0.8664 | 0.9840 | 0.7469 | 0.2785 |
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- | 0.0283 | 22.0833 | 530 | 0.2005 | 0.6526 | 0.9326 | 0.9846 | 0.8798 | 0.3208 |
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- | 0.0275 | 22.5 | 540 | 0.2116 | 0.6621 | 0.8961 | 0.9869 | 0.8038 | 0.3374 |
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- | 0.0294 | 22.9167 | 550 | 0.2009 | 0.6829 | 0.9161 | 0.9885 | 0.8426 | 0.3774 |
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- | 0.0313 | 23.3333 | 560 | 0.1540 | 0.6761 | 0.9132 | 0.9879 | 0.8372 | 0.3643 |
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- | 0.0206 | 23.75 | 570 | 0.1553 | 0.6372 | 0.8719 | 0.9846 | 0.7572 | 0.2898 |
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- | 0.0292 | 24.1667 | 580 | 0.1703 | 0.6865 | 0.9182 | 0.9888 | 0.8464 | 0.3844 |
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- | 0.0227 | 24.5833 | 590 | 0.0935 | 0.7024 | 0.8647 | 0.9913 | 0.7359 | 0.4135 |
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- | 0.0198 | 25.0 | 600 | 0.1027 | 0.6768 | 0.8762 | 0.9890 | 0.7614 | 0.3647 |
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- | 0.0235 | 25.4167 | 610 | 0.0951 | 0.6818 | 0.8540 | 0.9901 | 0.7156 | 0.3736 |
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- | 0.0261 | 25.8333 | 620 | 0.2081 | 0.6476 | 0.8860 | 0.9855 | 0.7849 | 0.3098 |
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- | 0.031 | 26.25 | 630 | 0.1328 | 0.6813 | 0.8905 | 0.9890 | 0.7902 | 0.3737 |
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- | 0.0166 | 26.6667 | 640 | 0.1290 | 0.6827 | 0.9079 | 0.9887 | 0.8257 | 0.3768 |
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- | 0.0191 | 27.0833 | 650 | 0.1000 | 0.6859 | 0.8704 | 0.9900 | 0.7489 | 0.3820 |
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- | 0.021 | 27.5 | 660 | 0.1532 | 0.5968 | 0.7951 | 0.9814 | 0.6058 | 0.2123 |
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- | 0.0249 | 27.9167 | 670 | 0.1498 | 0.6102 | 0.8098 | 0.9831 | 0.6335 | 0.2373 |
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- | 0.0193 | 28.3333 | 680 | 0.1008 | 0.6759 | 0.8621 | 0.9893 | 0.7327 | 0.3626 |
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- | 0.0241 | 28.75 | 690 | 0.1199 | 0.6569 | 0.8958 | 0.9863 | 0.8038 | 0.3276 |
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- | 0.0186 | 29.1667 | 700 | 0.1286 | 0.6994 | 0.8958 | 0.9904 | 0.7997 | 0.4086 |
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- | 0.0229 | 29.5833 | 710 | 0.1446 | 0.6670 | 0.9117 | 0.9870 | 0.8352 | 0.3470 |
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- | 0.0181 | 30.0 | 720 | 0.1950 | 0.6618 | 0.8925 | 0.9870 | 0.7963 | 0.3368 |
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- | 0.0231 | 30.4167 | 730 | 0.1101 | 0.6834 | 0.8779 | 0.9895 | 0.7643 | 0.3773 |
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- | 0.0178 | 30.8333 | 740 | 0.0908 | 0.7276 | 0.8685 | 0.9928 | 0.7420 | 0.4624 |
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- | 0.0157 | 31.25 | 750 | 0.1377 | 0.6944 | 0.8970 | 0.9900 | 0.8024 | 0.3988 |
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- | 0.0296 | 31.6667 | 760 | 0.1526 | 0.6974 | 0.8976 | 0.9902 | 0.8033 | 0.4047 |
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- | 0.0195 | 32.0833 | 770 | 0.1001 | 0.7177 | 0.8884 | 0.9919 | 0.7832 | 0.4436 |
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- | 0.0228 | 32.5 | 780 | 0.1191 | 0.6600 | 0.8155 | 0.9893 | 0.6388 | 0.3307 |
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- | 0.029 | 32.9167 | 790 | 0.0942 | 0.6559 | 0.7385 | 0.9915 | 0.4811 | 0.3203 |
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- | 0.021 | 33.3333 | 800 | 0.0637 | 0.7402 | 0.8710 | 0.9935 | 0.7465 | 0.4869 |
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- | 0.0142 | 33.75 | 810 | 0.0978 | 0.6960 | 0.9165 | 0.9896 | 0.8422 | 0.4024 |
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- | 0.0211 | 34.1667 | 820 | 0.1768 | 0.6094 | 0.8766 | 0.9796 | 0.7718 | 0.2392 |
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- | 0.0196 | 34.5833 | 830 | 0.1828 | 0.5946 | 0.8792 | 0.9761 | 0.7807 | 0.2133 |
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- | 0.0177 | 35.0 | 840 | 0.1269 | 0.6362 | 0.8520 | 0.9853 | 0.7166 | 0.2872 |
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- | 0.0177 | 35.4167 | 850 | 0.1771 | 0.6001 | 0.9014 | 0.9763 | 0.8252 | 0.2240 |
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- | 0.0183 | 35.8333 | 860 | 0.1605 | 0.6127 | 0.9007 | 0.9792 | 0.8209 | 0.2463 |
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- | 0.0179 | 36.25 | 870 | 0.1783 | 0.6058 | 0.8905 | 0.9782 | 0.8013 | 0.2335 |
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- | 0.0211 | 36.6667 | 880 | 0.1041 | 0.6366 | 0.8465 | 0.9855 | 0.7052 | 0.2878 |
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- | 0.0183 | 37.0833 | 890 | 0.1604 | 0.6211 | 0.8999 | 0.9809 | 0.8176 | 0.2615 |
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- | 0.0192 | 37.5 | 900 | 0.0871 | 0.7109 | 0.8786 | 0.9916 | 0.7637 | 0.4302 |
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- | 0.0127 | 37.9167 | 910 | 0.0825 | 0.7125 | 0.8825 | 0.9916 | 0.7714 | 0.4334 |
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- | 0.0161 | 38.3333 | 920 | 0.0650 | 0.7289 | 0.8872 | 0.9926 | 0.7800 | 0.4653 |
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- | 0.009 | 38.75 | 930 | 0.2208 | 0.5941 | 0.9151 | 0.9740 | 0.8551 | 0.2144 |
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- | 0.0121 | 39.1667 | 940 | 0.0881 | 0.6558 | 0.8162 | 0.9889 | 0.6407 | 0.3228 |
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- | 0.0293 | 39.5833 | 950 | 0.1683 | 0.6185 | 0.8806 | 0.9812 | 0.7783 | 0.2560 |
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- | 0.0228 | 40.0 | 960 | 0.1541 | 0.5920 | 0.8543 | 0.9769 | 0.7297 | 0.2073 |
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- | 0.0119 | 40.4167 | 970 | 0.1282 | 0.6349 | 0.8905 | 0.9836 | 0.7958 | 0.2864 |
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- | 0.0189 | 40.8333 | 980 | 0.1745 | 0.6022 | 0.9084 | 0.9764 | 0.8391 | 0.2281 |
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- | 0.0167 | 41.25 | 990 | 0.0670 | 0.6684 | 0.7738 | 0.9913 | 0.5526 | 0.3455 |
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- | 0.0202 | 41.6667 | 1000 | 0.1058 | 0.6457 | 0.8084 | 0.9881 | 0.6256 | 0.3034 |
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- | 0.019 | 42.0833 | 1010 | 0.1548 | 0.6381 | 0.9463 | 0.9819 | 0.9100 | 0.2944 |
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- | 0.0127 | 42.5 | 1020 | 0.1303 | 0.6369 | 0.9340 | 0.9822 | 0.8849 | 0.2918 |
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- | 0.0125 | 42.9167 | 1030 | 0.1240 | 0.6146 | 0.8057 | 0.9841 | 0.6243 | 0.2451 |
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- | 0.0205 | 43.3333 | 1040 | 0.1584 | 0.5965 | 0.8413 | 0.9787 | 0.7017 | 0.2144 |
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- | 0.0153 | 43.75 | 1050 | 0.1083 | 0.6621 | 0.9109 | 0.9864 | 0.8342 | 0.3379 |
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- | 0.0219 | 44.1667 | 1060 | 0.1055 | 0.6654 | 0.9126 | 0.9868 | 0.8372 | 0.3441 |
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- | 0.02 | 44.5833 | 1070 | 0.0950 | 0.6905 | 0.9069 | 0.9894 | 0.8229 | 0.3916 |
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- | 0.0185 | 45.0 | 1080 | 0.1233 | 0.6837 | 0.8981 | 0.9890 | 0.8056 | 0.3784 |
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- | 0.0144 | 45.4167 | 1090 | 0.1580 | 0.6581 | 0.9348 | 0.9852 | 0.8835 | 0.3311 |
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- | 0.014 | 45.8333 | 1100 | 0.0840 | 0.6778 | 0.8926 | 0.9886 | 0.7949 | 0.3671 |
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- | 0.0177 | 46.25 | 1110 | 0.1262 | 0.6333 | 0.8787 | 0.9838 | 0.7719 | 0.2828 |
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- | 0.0173 | 46.6667 | 1120 | 0.1088 | 0.6810 | 0.9158 | 0.9883 | 0.8420 | 0.3737 |
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- | 0.0161 | 47.0833 | 1130 | 0.1659 | 0.6534 | 0.9190 | 0.9851 | 0.8518 | 0.3219 |
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- | 0.0133 | 47.5 | 1140 | 0.1936 | 0.6383 | 0.9240 | 0.9828 | 0.8642 | 0.2939 |
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- | 0.0175 | 47.9167 | 1150 | 0.1092 | 0.6828 | 0.9135 | 0.9885 | 0.8373 | 0.3771 |
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- | 0.0179 | 48.3333 | 1160 | 0.0840 | 0.7121 | 0.9159 | 0.9909 | 0.8397 | 0.4335 |
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- | 0.0092 | 48.75 | 1170 | 0.1037 | 0.6783 | 0.9267 | 0.9877 | 0.8647 | 0.3690 |
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- | 0.0128 | 49.1667 | 1180 | 0.1316 | 0.6500 | 0.9415 | 0.9839 | 0.8985 | 0.3162 |
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- | 0.0206 | 49.5833 | 1190 | 0.0750 | 0.6937 | 0.8757 | 0.9904 | 0.7591 | 0.3969 |
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- | 0.0121 | 50.0 | 1200 | 0.1491 | 0.6124 | 0.8454 | 0.9818 | 0.7067 | 0.2432 |
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- | 0.0225 | 50.4167 | 1210 | 0.0733 | 0.6980 | 0.8803 | 0.9907 | 0.7681 | 0.4054 |
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- | 0.018 | 50.8333 | 1220 | 0.1094 | 0.6844 | 0.9139 | 0.9887 | 0.8380 | 0.3801 |
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- | 0.0146 | 51.25 | 1230 | 0.1366 | 0.6775 | 0.9316 | 0.9875 | 0.8746 | 0.3675 |
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- | 0.0078 | 51.6667 | 1240 | 0.1313 | 0.6631 | 0.8643 | 0.9880 | 0.7384 | 0.3383 |
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- | 0.0153 | 52.0833 | 1250 | 0.1856 | 0.6386 | 0.9486 | 0.9819 | 0.9147 | 0.2954 |
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- | 0.0215 | 52.5 | 1260 | 0.1301 | 0.6232 | 0.8659 | 0.9827 | 0.7472 | 0.2638 |
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- | 0.0112 | 52.9167 | 1270 | 0.1067 | 0.6740 | 0.9163 | 0.9876 | 0.8439 | 0.3604 |
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- | 0.0078 | 53.3333 | 1280 | 0.0983 | 0.6778 | 0.8957 | 0.9885 | 0.8012 | 0.3671 |
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- | 0.0171 | 53.75 | 1290 | 0.0992 | 0.6942 | 0.8761 | 0.9905 | 0.7597 | 0.3980 |
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- | 0.0128 | 54.1667 | 1300 | 0.1301 | 0.6547 | 0.9379 | 0.9847 | 0.8904 | 0.3249 |
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- | 0.0206 | 54.5833 | 1310 | 0.1965 | 0.6349 | 0.9434 | 0.9815 | 0.9046 | 0.2885 |
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- | 0.0189 | 55.0 | 1320 | 0.1251 | 0.6518 | 0.9307 | 0.9845 | 0.8759 | 0.3193 |
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- | 0.0203 | 55.4167 | 1330 | 0.1380 | 0.6620 | 0.9367 | 0.9856 | 0.8870 | 0.3385 |
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- | 0.0113 | 55.8333 | 1340 | 0.1130 | 0.6742 | 0.9103 | 0.9878 | 0.8315 | 0.3606 |
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- | 0.0133 | 56.25 | 1350 | 0.0941 | 0.7144 | 0.8943 | 0.9915 | 0.7954 | 0.4374 |
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- | 0.0092 | 56.6667 | 1360 | 0.0998 | 0.6854 | 0.9015 | 0.9891 | 0.8124 | 0.3818 |
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- | 0.0175 | 57.0833 | 1370 | 0.1161 | 0.6765 | 0.9028 | 0.9882 | 0.8159 | 0.3648 |
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- | 0.0147 | 57.5 | 1380 | 0.1763 | 0.6455 | 0.9399 | 0.9833 | 0.8958 | 0.3078 |
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- | 0.0093 | 57.9167 | 1390 | 0.1202 | 0.6787 | 0.9165 | 0.9881 | 0.8437 | 0.3695 |
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- | 0.0093 | 58.3333 | 1400 | 0.1035 | 0.6484 | 0.8346 | 0.9874 | 0.6792 | 0.3094 |
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- | 0.0207 | 58.75 | 1410 | 0.0849 | 0.7079 | 0.8606 | 0.9918 | 0.7271 | 0.4239 |
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- | 0.0134 | 59.1667 | 1420 | 0.0779 | 0.6992 | 0.8439 | 0.9916 | 0.6936 | 0.4068 |
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- | 0.0116 | 59.5833 | 1430 | 0.1166 | 0.6637 | 0.8842 | 0.9875 | 0.7792 | 0.3401 |
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- | 0.0168 | 60.0 | 1440 | 0.1189 | 0.6129 | 0.7946 | 0.9843 | 0.6017 | 0.2416 |
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- | 0.0102 | 60.4167 | 1450 | 0.0684 | 0.6852 | 0.8477 | 0.9905 | 0.7025 | 0.3799 |
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- | 0.0194 | 60.8333 | 1460 | 0.0793 | 0.7037 | 0.9055 | 0.9905 | 0.8191 | 0.4170 |
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- | 0.0152 | 61.25 | 1470 | 0.0970 | 0.6844 | 0.8981 | 0.9891 | 0.8056 | 0.3797 |
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- | 0.0147 | 61.6667 | 1480 | 0.1267 | 0.6696 | 0.9268 | 0.9868 | 0.8657 | 0.3524 |
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- | 0.0172 | 62.0833 | 1490 | 0.1047 | 0.6813 | 0.9287 | 0.9880 | 0.8684 | 0.3747 |
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- | 0.0077 | 62.5 | 1500 | 0.1257 | 0.6388 | 0.9182 | 0.9831 | 0.8523 | 0.2947 |
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- | 0.0104 | 62.9167 | 1510 | 0.1237 | 0.6627 | 0.9382 | 0.9857 | 0.8899 | 0.3398 |
208
- | 0.0077 | 63.3333 | 1520 | 0.1515 | 0.6281 | 0.9502 | 0.9800 | 0.9200 | 0.2763 |
209
- | 0.0151 | 63.75 | 1530 | 0.1509 | 0.6469 | 0.9348 | 0.9837 | 0.8851 | 0.3102 |
210
- | 0.0093 | 64.1667 | 1540 | 0.1094 | 0.6768 | 0.9184 | 0.9878 | 0.8478 | 0.3658 |
211
- | 0.0247 | 64.5833 | 1550 | 0.1145 | 0.6460 | 0.9033 | 0.9847 | 0.8205 | 0.3075 |
212
- | 0.0128 | 65.0 | 1560 | 0.1237 | 0.6263 | 0.8652 | 0.9832 | 0.7452 | 0.2694 |
213
- | 0.0139 | 65.4167 | 1570 | 0.1356 | 0.6147 | 0.8588 | 0.9815 | 0.7339 | 0.2480 |
214
- | 0.0168 | 65.8333 | 1580 | 0.1352 | 0.6286 | 0.9036 | 0.9820 | 0.8239 | 0.2754 |
215
- | 0.0214 | 66.25 | 1590 | 0.1413 | 0.6230 | 0.9304 | 0.9799 | 0.8801 | 0.2663 |
216
- | 0.0102 | 66.6667 | 1600 | 0.1505 | 0.6092 | 0.9363 | 0.9767 | 0.8952 | 0.2418 |
217
- | 0.0149 | 67.0833 | 1610 | 0.0992 | 0.6699 | 0.9220 | 0.9870 | 0.8559 | 0.3528 |
218
- | 0.0107 | 67.5 | 1620 | 0.1325 | 0.6437 | 0.9185 | 0.9838 | 0.8521 | 0.3037 |
219
- | 0.0184 | 67.9167 | 1630 | 0.1148 | 0.6556 | 0.9101 | 0.9857 | 0.8332 | 0.3256 |
220
- | 0.0076 | 68.3333 | 1640 | 0.1346 | 0.6335 | 0.9314 | 0.9817 | 0.8802 | 0.2854 |
221
- | 0.0121 | 68.75 | 1650 | 0.1286 | 0.6348 | 0.9282 | 0.9821 | 0.8735 | 0.2876 |
222
- | 0.009 | 69.1667 | 1660 | 0.1061 | 0.6646 | 0.9342 | 0.9860 | 0.8816 | 0.3433 |
223
- | 0.0145 | 69.5833 | 1670 | 0.1266 | 0.6460 | 0.9312 | 0.9837 | 0.8778 | 0.3085 |
224
- | 0.0112 | 70.0 | 1680 | 0.1327 | 0.6433 | 0.9192 | 0.9837 | 0.8535 | 0.3030 |
225
- | 0.0141 | 70.4167 | 1690 | 0.1248 | 0.6487 | 0.9328 | 0.9840 | 0.8807 | 0.3135 |
226
- | 0.0112 | 70.8333 | 1700 | 0.1145 | 0.6626 | 0.9242 | 0.9861 | 0.8612 | 0.3392 |
227
- | 0.013 | 71.25 | 1710 | 0.1574 | 0.6374 | 0.9425 | 0.9819 | 0.9024 | 0.2929 |
228
- | 0.0124 | 71.6667 | 1720 | 0.1180 | 0.6662 | 0.9140 | 0.9868 | 0.8400 | 0.3457 |
229
- | 0.0106 | 72.0833 | 1730 | 0.1415 | 0.6568 | 0.9438 | 0.9847 | 0.9022 | 0.3291 |
230
- | 0.0153 | 72.5 | 1740 | 0.1637 | 0.6310 | 0.9409 | 0.9809 | 0.9001 | 0.2813 |
231
- | 0.0106 | 72.9167 | 1750 | 0.1504 | 0.6449 | 0.9466 | 0.9830 | 0.9096 | 0.3069 |
232
- | 0.0124 | 73.3333 | 1760 | 0.1242 | 0.6539 | 0.9366 | 0.9846 | 0.8879 | 0.3234 |
233
- | 0.0173 | 73.75 | 1770 | 0.1320 | 0.6512 | 0.9350 | 0.9843 | 0.8848 | 0.3182 |
234
- | 0.0092 | 74.1667 | 1780 | 0.1099 | 0.6793 | 0.9270 | 0.9878 | 0.8651 | 0.3709 |
235
- | 0.0077 | 74.5833 | 1790 | 0.1381 | 0.6617 | 0.9443 | 0.9853 | 0.9026 | 0.3381 |
236
- | 0.0128 | 75.0 | 1800 | 0.1053 | 0.6939 | 0.9411 | 0.9888 | 0.8925 | 0.3989 |
237
- | 0.0171 | 75.4167 | 1810 | 0.1590 | 0.6448 | 0.9322 | 0.9835 | 0.8801 | 0.3063 |
238
- | 0.0093 | 75.8333 | 1820 | 0.1360 | 0.6564 | 0.9491 | 0.9845 | 0.9131 | 0.3285 |
239
- | 0.0075 | 76.25 | 1830 | 0.1426 | 0.6475 | 0.9272 | 0.9840 | 0.8694 | 0.3112 |
240
- | 0.0054 | 76.6667 | 1840 | 0.1360 | 0.6805 | 0.9374 | 0.9877 | 0.8863 | 0.3735 |
241
- | 0.0067 | 77.0833 | 1850 | 0.1557 | 0.6520 | 0.9509 | 0.9838 | 0.9174 | 0.3202 |
242
- | 0.0143 | 77.5 | 1860 | 0.1596 | 0.6404 | 0.9432 | 0.9824 | 0.9034 | 0.2986 |
243
- | 0.013 | 77.9167 | 1870 | 0.1486 | 0.6504 | 0.9471 | 0.9838 | 0.9099 | 0.3172 |
244
- | 0.0138 | 78.3333 | 1880 | 0.1056 | 0.6779 | 0.8730 | 0.9892 | 0.7549 | 0.3667 |
245
- | 0.0101 | 78.75 | 1890 | 0.1284 | 0.6514 | 0.9171 | 0.9849 | 0.8482 | 0.3179 |
246
- | 0.0144 | 79.1667 | 1900 | 0.1295 | 0.6470 | 0.9278 | 0.9839 | 0.8708 | 0.3101 |
247
- | 0.0112 | 79.5833 | 1910 | 0.1063 | 0.6887 | 0.9404 | 0.9884 | 0.8915 | 0.3891 |
248
- | 0.0161 | 80.0 | 1920 | 0.1418 | 0.6443 | 0.9472 | 0.9829 | 0.9109 | 0.3059 |
249
- | 0.0103 | 80.4167 | 1930 | 0.1503 | 0.6354 | 0.9531 | 0.9812 | 0.9245 | 0.2898 |
250
- | 0.0158 | 80.8333 | 1940 | 0.1092 | 0.6691 | 0.9236 | 0.9868 | 0.8593 | 0.3514 |
251
- | 0.0079 | 81.25 | 1950 | 0.0927 | 0.6817 | 0.9161 | 0.9884 | 0.8427 | 0.3751 |
252
- | 0.0103 | 81.6667 | 1960 | 0.1051 | 0.6708 | 0.9314 | 0.9868 | 0.8750 | 0.3549 |
253
- | 0.0069 | 82.0833 | 1970 | 0.1266 | 0.6522 | 0.9366 | 0.9844 | 0.8880 | 0.3202 |
254
- | 0.0123 | 82.5 | 1980 | 0.1491 | 0.6376 | 0.9408 | 0.9820 | 0.8989 | 0.2933 |
255
- | 0.0145 | 82.9167 | 1990 | 0.1080 | 0.6678 | 0.9225 | 0.9867 | 0.8572 | 0.3489 |
256
- | 0.013 | 83.3333 | 2000 | 0.1212 | 0.6610 | 0.9377 | 0.9855 | 0.8892 | 0.3367 |
257
- | 0.0108 | 83.75 | 2010 | 0.1324 | 0.6455 | 0.9366 | 0.9834 | 0.8889 | 0.3077 |
258
- | 0.0127 | 84.1667 | 2020 | 0.1427 | 0.6473 | 0.9453 | 0.9834 | 0.9066 | 0.3113 |
259
- | 0.0154 | 84.5833 | 2030 | 0.1019 | 0.6710 | 0.9146 | 0.9873 | 0.8407 | 0.3548 |
260
- | 0.0122 | 85.0 | 2040 | 0.1414 | 0.6361 | 0.9372 | 0.9819 | 0.8917 | 0.2905 |
261
- | 0.0094 | 85.4167 | 2050 | 0.1096 | 0.6642 | 0.9214 | 0.9864 | 0.8552 | 0.3422 |
262
- | 0.012 | 85.8333 | 2060 | 0.0884 | 0.6737 | 0.8889 | 0.9883 | 0.7877 | 0.3592 |
263
- | 0.0162 | 86.25 | 2070 | 0.1449 | 0.6261 | 0.9389 | 0.9801 | 0.8970 | 0.2722 |
264
- | 0.0124 | 86.6667 | 2080 | 0.1340 | 0.6409 | 0.9421 | 0.9825 | 0.9010 | 0.2994 |
265
- | 0.0095 | 87.0833 | 2090 | 0.1185 | 0.6583 | 0.9493 | 0.9848 | 0.9133 | 0.3319 |
266
- | 0.0165 | 87.5 | 2100 | 0.1373 | 0.6329 | 0.9314 | 0.9816 | 0.8803 | 0.2843 |
267
- | 0.0139 | 87.9167 | 2110 | 0.1153 | 0.6615 | 0.9262 | 0.9859 | 0.8656 | 0.3372 |
268
- | 0.0148 | 88.3333 | 2120 | 0.1085 | 0.6633 | 0.9029 | 0.9868 | 0.8176 | 0.3399 |
269
- | 0.0108 | 88.75 | 2130 | 0.0875 | 0.6474 | 0.8319 | 0.9874 | 0.6738 | 0.3075 |
270
- | 0.0084 | 89.1667 | 2140 | 0.1033 | 0.6599 | 0.9099 | 0.9862 | 0.8324 | 0.3336 |
271
- | 0.0084 | 89.5833 | 2150 | 0.1217 | 0.6527 | 0.9342 | 0.9845 | 0.8830 | 0.3210 |
272
- | 0.0076 | 90.0 | 2160 | 0.1400 | 0.6450 | 0.9450 | 0.9830 | 0.9063 | 0.3071 |
273
- | 0.0142 | 90.4167 | 2170 | 0.1340 | 0.6451 | 0.9436 | 0.9831 | 0.9034 | 0.3073 |
274
- | 0.0146 | 90.8333 | 2180 | 0.1416 | 0.6353 | 0.9462 | 0.9815 | 0.9103 | 0.2893 |
275
- | 0.0085 | 91.25 | 2190 | 0.0874 | 0.7038 | 0.9266 | 0.9900 | 0.8621 | 0.4176 |
276
- | 0.0125 | 91.6667 | 2200 | 0.0764 | 0.7078 | 0.9111 | 0.9907 | 0.8301 | 0.4249 |
277
- | 0.0063 | 92.0833 | 2210 | 0.0763 | 0.7121 | 0.8945 | 0.9914 | 0.7960 | 0.4330 |
278
- | 0.0096 | 92.5 | 2220 | 0.0803 | 0.7099 | 0.9204 | 0.9906 | 0.8489 | 0.4292 |
279
- | 0.0125 | 92.9167 | 2230 | 0.1130 | 0.6820 | 0.9469 | 0.9876 | 0.9055 | 0.3764 |
280
- | 0.0142 | 93.3333 | 2240 | 0.0996 | 0.6811 | 0.9227 | 0.9881 | 0.8561 | 0.3742 |
281
- | 0.0159 | 93.75 | 2250 | 0.1284 | 0.6450 | 0.9313 | 0.9835 | 0.8781 | 0.3065 |
282
- | 0.012 | 94.1667 | 2260 | 0.1608 | 0.6193 | 0.9528 | 0.9782 | 0.9269 | 0.2605 |
283
- | 0.0105 | 94.5833 | 2270 | 0.1330 | 0.6443 | 0.9426 | 0.9830 | 0.9014 | 0.3058 |
284
- | 0.0159 | 95.0 | 2280 | 0.1375 | 0.6443 | 0.9407 | 0.9831 | 0.8976 | 0.3056 |
285
- | 0.0116 | 95.4167 | 2290 | 0.1055 | 0.6900 | 0.9032 | 0.9895 | 0.8155 | 0.3907 |
286
- | 0.0108 | 95.8333 | 2300 | 0.1266 | 0.6518 | 0.9236 | 0.9847 | 0.8614 | 0.3189 |
287
- | 0.0134 | 96.25 | 2310 | 0.0919 | 0.6817 | 0.9019 | 0.9887 | 0.8135 | 0.3748 |
288
- | 0.0054 | 96.6667 | 2320 | 0.0870 | 0.7043 | 0.9195 | 0.9902 | 0.8476 | 0.4184 |
289
- | 0.008 | 97.0833 | 2330 | 0.1345 | 0.6428 | 0.9326 | 0.9832 | 0.8812 | 0.3026 |
290
- | 0.0093 | 97.5 | 2340 | 0.1407 | 0.6622 | 0.9576 | 0.9850 | 0.9297 | 0.3396 |
291
- | 0.0135 | 97.9167 | 2350 | 0.1470 | 0.6357 | 0.9462 | 0.9815 | 0.9103 | 0.2899 |
292
- | 0.0148 | 98.3333 | 2360 | 0.1148 | 0.6670 | 0.9459 | 0.9859 | 0.9053 | 0.3482 |
293
- | 0.0119 | 98.75 | 2370 | 0.1154 | 0.6643 | 0.9442 | 0.9857 | 0.9019 | 0.3431 |
294
- | 0.0081 | 99.1667 | 2380 | 0.1239 | 0.6628 | 0.9485 | 0.9854 | 0.9109 | 0.3403 |
295
- | 0.0082 | 99.5833 | 2390 | 0.1348 | 0.6465 | 0.9460 | 0.9832 | 0.9081 | 0.3098 |
296
- | 0.009 | 100.0 | 2400 | 0.1419 | 0.6424 | 0.9530 | 0.9824 | 0.9231 | 0.3026 |
297
 
298
 
299
  ### Framework versions
 
1
  ---
2
  library_name: transformers
3
  license: other
4
+ base_model: PushkarA07/segformer-b0-finetuned-batch2w5-15Dec
5
  tags:
6
  - vision
7
  - image-segmentation
 
16
 
17
  # segformer-b0-finetuned-batch1w5-15Dec
18
 
19
+ This model is a fine-tuned version of [PushkarA07/segformer-b0-finetuned-batch2w5-15Dec](https://huggingface.co/PushkarA07/segformer-b0-finetuned-batch2w5-15Dec) on the PushkarA07/batch1-tiles_W5 dataset.
20
  It achieves the following results on the evaluation set:
21
+ - Loss: 0.0038
22
+ - Mean Iou: 0.9143
23
+ - Mean Accuracy: 0.9529
24
+ - Overall Accuracy: 0.9985
25
+ - Accuracy Abnormality: 0.9066
26
+ - Iou Abnormality: 0.8302
27
 
28
  ## Model description
29
 
 
43
 
44
  The following hyperparameters were used during training:
45
  - learning_rate: 6e-05
46
+ - train_batch_size: 4
47
+ - eval_batch_size: 4
48
  - seed: 42
49
  - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
50
  - lr_scheduler_type: linear
 
54
 
55
  | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Abnormality | Iou Abnormality |
56
  |:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------------:|:---------------:|
57
+ | 0.0085 | 0.8333 | 10 | 0.0101 | 0.8170 | 0.8872 | 0.9963 | 0.7762 | 0.6376 |
58
+ | 0.0097 | 1.6667 | 20 | 0.0078 | 0.8448 | 0.8888 | 0.9971 | 0.7787 | 0.6926 |
59
+ | 0.0102 | 2.5 | 30 | 0.0071 | 0.8563 | 0.9028 | 0.9973 | 0.8068 | 0.7153 |
60
+ | 0.0062 | 3.3333 | 40 | 0.0066 | 0.8618 | 0.9005 | 0.9975 | 0.8018 | 0.7262 |
61
+ | 0.006 | 4.1667 | 50 | 0.0062 | 0.8693 | 0.9147 | 0.9976 | 0.8304 | 0.7410 |
62
+ | 0.0086 | 5.0 | 60 | 0.0060 | 0.8726 | 0.9194 | 0.9976 | 0.8398 | 0.7475 |
63
+ | 0.0056 | 5.8333 | 70 | 0.0056 | 0.8773 | 0.9128 | 0.9978 | 0.8264 | 0.7568 |
64
+ | 0.0044 | 6.6667 | 80 | 0.0056 | 0.8789 | 0.9270 | 0.9978 | 0.8550 | 0.7601 |
65
+ | 0.0045 | 7.5 | 90 | 0.0054 | 0.8818 | 0.9239 | 0.9978 | 0.8487 | 0.7658 |
66
+ | 0.0087 | 8.3333 | 100 | 0.0053 | 0.8850 | 0.9347 | 0.9979 | 0.8705 | 0.7721 |
67
+ | 0.0045 | 9.1667 | 110 | 0.0052 | 0.8835 | 0.9150 | 0.9979 | 0.8306 | 0.7692 |
68
+ | 0.0051 | 10.0 | 120 | 0.0051 | 0.8888 | 0.9360 | 0.9980 | 0.8730 | 0.7798 |
69
+ | 0.0045 | 10.8333 | 130 | 0.0049 | 0.8904 | 0.9270 | 0.9980 | 0.8547 | 0.7827 |
70
+ | 0.0068 | 11.6667 | 140 | 0.0048 | 0.8904 | 0.9290 | 0.9980 | 0.8589 | 0.7828 |
71
+ | 0.0029 | 12.5 | 150 | 0.0048 | 0.8924 | 0.9394 | 0.9980 | 0.8799 | 0.7867 |
72
+ | 0.0051 | 13.3333 | 160 | 0.0048 | 0.8943 | 0.9361 | 0.9981 | 0.8731 | 0.7906 |
73
+ | 0.0038 | 14.1667 | 170 | 0.0047 | 0.8953 | 0.9394 | 0.9981 | 0.8796 | 0.7926 |
74
+ | 0.0075 | 15.0 | 180 | 0.0047 | 0.8967 | 0.9416 | 0.9981 | 0.8841 | 0.7952 |
75
+ | 0.0054 | 15.8333 | 190 | 0.0047 | 0.8954 | 0.9315 | 0.9981 | 0.8637 | 0.7928 |
76
+ | 0.0031 | 16.6667 | 200 | 0.0046 | 0.8973 | 0.9373 | 0.9981 | 0.8755 | 0.7965 |
77
+ | 0.0049 | 17.5 | 210 | 0.0046 | 0.8970 | 0.9300 | 0.9982 | 0.8606 | 0.7958 |
78
+ | 0.0049 | 18.3333 | 220 | 0.0045 | 0.9001 | 0.9430 | 0.9982 | 0.8870 | 0.8019 |
79
+ | 0.0038 | 19.1667 | 230 | 0.0045 | 0.9002 | 0.9485 | 0.9982 | 0.8979 | 0.8022 |
80
+ | 0.0074 | 20.0 | 240 | 0.0045 | 0.9009 | 0.9424 | 0.9982 | 0.8856 | 0.8036 |
81
+ | 0.0048 | 20.8333 | 250 | 0.0045 | 0.9008 | 0.9473 | 0.9982 | 0.8955 | 0.8034 |
82
+ | 0.0058 | 21.6667 | 260 | 0.0045 | 0.9011 | 0.9464 | 0.9982 | 0.8938 | 0.8039 |
83
+ | 0.0051 | 22.5 | 270 | 0.0044 | 0.9029 | 0.9421 | 0.9983 | 0.8850 | 0.8075 |
84
+ | 0.0062 | 23.3333 | 280 | 0.0043 | 0.9026 | 0.9379 | 0.9983 | 0.8766 | 0.8070 |
85
+ | 0.0051 | 24.1667 | 290 | 0.0044 | 0.9027 | 0.9440 | 0.9982 | 0.8888 | 0.8071 |
86
+ | 0.0026 | 25.0 | 300 | 0.0043 | 0.9043 | 0.9443 | 0.9983 | 0.8894 | 0.8103 |
87
+ | 0.007 | 25.8333 | 310 | 0.0043 | 0.9042 | 0.9498 | 0.9983 | 0.9004 | 0.8102 |
88
+ | 0.0041 | 26.6667 | 320 | 0.0043 | 0.9046 | 0.9454 | 0.9983 | 0.8916 | 0.8110 |
89
+ | 0.0045 | 27.5 | 330 | 0.0043 | 0.9048 | 0.9427 | 0.9983 | 0.8862 | 0.8114 |
90
+ | 0.0041 | 28.3333 | 340 | 0.0043 | 0.9055 | 0.9490 | 0.9983 | 0.8988 | 0.8128 |
91
+ | 0.0024 | 29.1667 | 350 | 0.0042 | 0.9064 | 0.9485 | 0.9983 | 0.8979 | 0.8145 |
92
+ | 0.0035 | 30.0 | 360 | 0.0042 | 0.9061 | 0.9424 | 0.9983 | 0.8856 | 0.8139 |
93
+ | 0.003 | 30.8333 | 370 | 0.0042 | 0.9063 | 0.9523 | 0.9983 | 0.9056 | 0.8142 |
94
+ | 0.0054 | 31.6667 | 380 | 0.0042 | 0.9074 | 0.9447 | 0.9983 | 0.8902 | 0.8165 |
95
+ | 0.0054 | 32.5 | 390 | 0.0042 | 0.9064 | 0.9480 | 0.9983 | 0.8969 | 0.8144 |
96
+ | 0.0041 | 33.3333 | 400 | 0.0042 | 0.9053 | 0.9471 | 0.9983 | 0.8951 | 0.8123 |
97
+ | 0.0059 | 34.1667 | 410 | 0.0041 | 0.9075 | 0.9439 | 0.9983 | 0.8886 | 0.8166 |
98
+ | 0.0027 | 35.0 | 420 | 0.0042 | 0.9066 | 0.9452 | 0.9983 | 0.8912 | 0.8149 |
99
+ | 0.0052 | 35.8333 | 430 | 0.0042 | 0.9074 | 0.9474 | 0.9983 | 0.8956 | 0.8165 |
100
+ | 0.0042 | 36.6667 | 440 | 0.0041 | 0.9070 | 0.9457 | 0.9983 | 0.8922 | 0.8156 |
101
+ | 0.0037 | 37.5 | 450 | 0.0041 | 0.9076 | 0.9457 | 0.9983 | 0.8922 | 0.8170 |
102
+ | 0.0033 | 38.3333 | 460 | 0.0041 | 0.9084 | 0.9481 | 0.9984 | 0.8970 | 0.8185 |
103
+ | 0.0031 | 39.1667 | 470 | 0.0041 | 0.9085 | 0.9471 | 0.9984 | 0.8949 | 0.8187 |
104
+ | 0.0037 | 40.0 | 480 | 0.0042 | 0.9071 | 0.9543 | 0.9983 | 0.9096 | 0.8159 |
105
+ | 0.0048 | 40.8333 | 490 | 0.0041 | 0.9088 | 0.9500 | 0.9984 | 0.9008 | 0.8192 |
106
+ | 0.0042 | 41.6667 | 500 | 0.0041 | 0.9086 | 0.9474 | 0.9984 | 0.8957 | 0.8188 |
107
+ | 0.0024 | 42.5 | 510 | 0.0040 | 0.9095 | 0.9470 | 0.9984 | 0.8948 | 0.8206 |
108
+ | 0.0047 | 43.3333 | 520 | 0.0040 | 0.9091 | 0.9511 | 0.9984 | 0.9031 | 0.8198 |
109
+ | 0.0054 | 44.1667 | 530 | 0.0041 | 0.9080 | 0.9438 | 0.9984 | 0.8884 | 0.8176 |
110
+ | 0.0053 | 45.0 | 540 | 0.0041 | 0.9084 | 0.9460 | 0.9984 | 0.8928 | 0.8185 |
111
+ | 0.0033 | 45.8333 | 550 | 0.0041 | 0.9094 | 0.9515 | 0.9984 | 0.9038 | 0.8205 |
112
+ | 0.0044 | 46.6667 | 560 | 0.0042 | 0.9076 | 0.9580 | 0.9983 | 0.9171 | 0.8169 |
113
+ | 0.0021 | 47.5 | 570 | 0.0040 | 0.9095 | 0.9501 | 0.9984 | 0.9010 | 0.8206 |
114
+ | 0.0035 | 48.3333 | 580 | 0.0040 | 0.9092 | 0.9529 | 0.9983 | 0.9067 | 0.8200 |
115
+ | 0.0038 | 49.1667 | 590 | 0.0040 | 0.9109 | 0.9505 | 0.9984 | 0.9019 | 0.8234 |
116
+ | 0.004 | 50.0 | 600 | 0.0041 | 0.9103 | 0.9563 | 0.9984 | 0.9134 | 0.8223 |
117
+ | 0.0044 | 50.8333 | 610 | 0.0040 | 0.9106 | 0.9464 | 0.9984 | 0.8936 | 0.8229 |
118
+ | 0.0026 | 51.6667 | 620 | 0.0040 | 0.9104 | 0.9554 | 0.9984 | 0.9116 | 0.8225 |
119
+ | 0.0062 | 52.5 | 630 | 0.0040 | 0.9114 | 0.9510 | 0.9984 | 0.9027 | 0.8244 |
120
+ | 0.0023 | 53.3333 | 640 | 0.0040 | 0.9114 | 0.9470 | 0.9984 | 0.8948 | 0.8244 |
121
+ | 0.0029 | 54.1667 | 650 | 0.0040 | 0.9113 | 0.9508 | 0.9984 | 0.9024 | 0.8242 |
122
+ | 0.0042 | 55.0 | 660 | 0.0040 | 0.9116 | 0.9528 | 0.9984 | 0.9064 | 0.8248 |
123
+ | 0.0044 | 55.8333 | 670 | 0.0039 | 0.9121 | 0.9519 | 0.9984 | 0.9045 | 0.8258 |
124
+ | 0.0016 | 56.6667 | 680 | 0.0040 | 0.9116 | 0.9514 | 0.9984 | 0.9035 | 0.8248 |
125
+ | 0.0044 | 57.5 | 690 | 0.0039 | 0.9116 | 0.9533 | 0.9984 | 0.9075 | 0.8248 |
126
+ | 0.0031 | 58.3333 | 700 | 0.0039 | 0.9118 | 0.9497 | 0.9984 | 0.9002 | 0.8253 |
127
+ | 0.0038 | 59.1667 | 710 | 0.0039 | 0.9119 | 0.9509 | 0.9984 | 0.9025 | 0.8254 |
128
+ | 0.0042 | 60.0 | 720 | 0.0040 | 0.9117 | 0.9535 | 0.9984 | 0.9078 | 0.8250 |
129
+ | 0.0045 | 60.8333 | 730 | 0.0039 | 0.9119 | 0.9512 | 0.9984 | 0.9032 | 0.8254 |
130
+ | 0.0039 | 61.6667 | 740 | 0.0039 | 0.9122 | 0.9507 | 0.9984 | 0.9022 | 0.8260 |
131
+ | 0.0022 | 62.5 | 750 | 0.0040 | 0.9117 | 0.9562 | 0.9984 | 0.9134 | 0.8250 |
132
+ | 0.0039 | 63.3333 | 760 | 0.0039 | 0.9126 | 0.9502 | 0.9984 | 0.9012 | 0.8268 |
133
+ | 0.0031 | 64.1667 | 770 | 0.0039 | 0.9115 | 0.9507 | 0.9984 | 0.9021 | 0.8245 |
134
+ | 0.0037 | 65.0 | 780 | 0.0040 | 0.9118 | 0.9533 | 0.9984 | 0.9074 | 0.8252 |
135
+ | 0.0046 | 65.8333 | 790 | 0.0039 | 0.9123 | 0.9489 | 0.9984 | 0.8986 | 0.8261 |
136
+ | 0.0026 | 66.6667 | 800 | 0.0039 | 0.9127 | 0.9532 | 0.9984 | 0.9073 | 0.8269 |
137
+ | 0.0039 | 67.5 | 810 | 0.0039 | 0.9121 | 0.9469 | 0.9984 | 0.8946 | 0.8258 |
138
+ | 0.0025 | 68.3333 | 820 | 0.0039 | 0.9121 | 0.9541 | 0.9984 | 0.9091 | 0.8259 |
139
+ | 0.0044 | 69.1667 | 830 | 0.0039 | 0.9127 | 0.9531 | 0.9984 | 0.9069 | 0.8270 |
140
+ | 0.0049 | 70.0 | 840 | 0.0039 | 0.9123 | 0.9546 | 0.9984 | 0.9100 | 0.8263 |
141
+ | 0.0038 | 70.8333 | 850 | 0.0039 | 0.9129 | 0.9527 | 0.9984 | 0.9062 | 0.8273 |
142
+ | 0.0053 | 71.6667 | 860 | 0.0039 | 0.9131 | 0.9534 | 0.9984 | 0.9077 | 0.8278 |
143
+ | 0.0049 | 72.5 | 870 | 0.0039 | 0.9128 | 0.9538 | 0.9984 | 0.9083 | 0.8272 |
144
+ | 0.003 | 73.3333 | 880 | 0.0039 | 0.9130 | 0.9503 | 0.9984 | 0.9012 | 0.8276 |
145
+ | 0.0025 | 74.1667 | 890 | 0.0039 | 0.9124 | 0.9583 | 0.9984 | 0.9176 | 0.8264 |
146
+ | 0.0035 | 75.0 | 900 | 0.0039 | 0.9131 | 0.9509 | 0.9984 | 0.9026 | 0.8278 |
147
+ | 0.0028 | 75.8333 | 910 | 0.0039 | 0.9128 | 0.9559 | 0.9984 | 0.9127 | 0.8272 |
148
+ | 0.0027 | 76.6667 | 920 | 0.0039 | 0.9128 | 0.9528 | 0.9984 | 0.9064 | 0.8272 |
149
+ | 0.0033 | 77.5 | 930 | 0.0039 | 0.9133 | 0.9539 | 0.9984 | 0.9086 | 0.8282 |
150
+ | 0.0033 | 78.3333 | 940 | 0.0039 | 0.9135 | 0.9529 | 0.9984 | 0.9065 | 0.8285 |
151
+ | 0.0056 | 79.1667 | 950 | 0.0039 | 0.9134 | 0.9529 | 0.9984 | 0.9067 | 0.8283 |
152
+ | 0.0063 | 80.0 | 960 | 0.0039 | 0.9132 | 0.9495 | 0.9984 | 0.8996 | 0.8279 |
153
+ | 0.0057 | 80.8333 | 970 | 0.0039 | 0.9130 | 0.9563 | 0.9984 | 0.9134 | 0.8276 |
154
+ | 0.0021 | 81.6667 | 980 | 0.0039 | 0.9136 | 0.9511 | 0.9985 | 0.9029 | 0.8287 |
155
+ | 0.0043 | 82.5 | 990 | 0.0039 | 0.9130 | 0.9563 | 0.9984 | 0.9136 | 0.8275 |
156
+ | 0.0048 | 83.3333 | 1000 | 0.0039 | 0.9137 | 0.9525 | 0.9984 | 0.9057 | 0.8289 |
157
+ | 0.0043 | 84.1667 | 1010 | 0.0039 | 0.9133 | 0.9514 | 0.9984 | 0.9035 | 0.8282 |
158
+ | 0.0037 | 85.0 | 1020 | 0.0039 | 0.9137 | 0.9542 | 0.9984 | 0.9092 | 0.8289 |
159
+ | 0.0042 | 85.8333 | 1030 | 0.0038 | 0.9137 | 0.9501 | 0.9985 | 0.9010 | 0.8290 |
160
+ | 0.0039 | 86.6667 | 1040 | 0.0039 | 0.9138 | 0.9550 | 0.9984 | 0.9108 | 0.8292 |
161
+ | 0.0027 | 87.5 | 1050 | 0.0038 | 0.9139 | 0.9517 | 0.9985 | 0.9041 | 0.8294 |
162
+ | 0.0034 | 88.3333 | 1060 | 0.0038 | 0.9138 | 0.9526 | 0.9985 | 0.9060 | 0.8291 |
163
+ | 0.0037 | 89.1667 | 1070 | 0.0039 | 0.9137 | 0.9550 | 0.9984 | 0.9109 | 0.8289 |
164
+ | 0.0029 | 90.0 | 1080 | 0.0038 | 0.9141 | 0.9509 | 0.9985 | 0.9025 | 0.8297 |
165
+ | 0.0038 | 90.8333 | 1090 | 0.0038 | 0.9139 | 0.9535 | 0.9985 | 0.9078 | 0.8294 |
166
+ | 0.0066 | 91.6667 | 1100 | 0.0039 | 0.9138 | 0.9545 | 0.9984 | 0.9097 | 0.8292 |
167
+ | 0.0037 | 92.5 | 1110 | 0.0039 | 0.9138 | 0.9547 | 0.9984 | 0.9102 | 0.8292 |
168
+ | 0.0053 | 93.3333 | 1120 | 0.0038 | 0.9143 | 0.9518 | 0.9985 | 0.9044 | 0.8301 |
169
+ | 0.0039 | 94.1667 | 1130 | 0.0038 | 0.9141 | 0.9523 | 0.9985 | 0.9054 | 0.8298 |
170
+ | 0.0049 | 95.0 | 1140 | 0.0038 | 0.9143 | 0.9520 | 0.9985 | 0.9047 | 0.8302 |
171
+ | 0.004 | 95.8333 | 1150 | 0.0038 | 0.9142 | 0.9535 | 0.9985 | 0.9077 | 0.8300 |
172
+ | 0.0033 | 96.6667 | 1160 | 0.0038 | 0.9142 | 0.9536 | 0.9985 | 0.9080 | 0.8300 |
173
+ | 0.0037 | 97.5 | 1170 | 0.0038 | 0.9141 | 0.9536 | 0.9985 | 0.9079 | 0.8298 |
174
+ | 0.0036 | 98.3333 | 1180 | 0.0038 | 0.9140 | 0.9536 | 0.9985 | 0.9080 | 0.8295 |
175
+ | 0.0042 | 99.1667 | 1190 | 0.0038 | 0.9141 | 0.9538 | 0.9985 | 0.9085 | 0.8298 |
176
+ | 0.0035 | 100.0 | 1200 | 0.0038 | 0.9143 | 0.9529 | 0.9985 | 0.9066 | 0.8302 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
177
 
178
 
179
  ### Framework versions
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