End of training
Browse files- README.md +183 -101
- pytorch_model.bin +1 -1
- training_args.bin +1 -1
README.md
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This model is a fine-tuned version of [peldrak/segformer-finetuned-coastalDataset](https://huggingface.co/peldrak/segformer-finetuned-coastalDataset) on the peldrak/coastal2 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Mean Iou: 0.
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- Mean Accuracy: 0.
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- Overall Accuracy: 0.
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- Accuracy Water:
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- Accuracy Whitewater: 0.
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- Accuracy Sediment: 0.
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- Accuracy Other Natural Terrain: 0.
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- Accuracy Vegetation: 0.
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- Accuracy Development: 0.
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- Accuracy Unknown:
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- Iou Water: 0.
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- Iou Whitewater: 0.
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- Iou Sediment: 0.
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- Iou Other Natural Terrain: 0.
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- Iou Vegetation: 0.
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- Iou Development: 0.
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- Iou Unknown: 0.
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## Model description
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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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- num_epochs:
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
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### Framework versions
|
|
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| 17 |
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| 18 |
This model is a fine-tuned version of [peldrak/segformer-finetuned-coastalDataset](https://huggingface.co/peldrak/segformer-finetuned-coastalDataset) on the peldrak/coastal2 dataset.
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It achieves the following results on the evaluation set:
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+
- Loss: 0.2563
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+
- Mean Iou: 0.5765
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+
- Mean Accuracy: 0.7934
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+
- Overall Accuracy: 0.8942
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- Accuracy Water: 0.9204
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- Accuracy Whitewater: 0.6450
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- Accuracy Sediment: 0.8936
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- Accuracy Other Natural Terrain: 0.5526
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- Accuracy Vegetation: 0.9077
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- Accuracy Development: 0.8415
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- Accuracy Unknown: nan
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- Iou Water: 0.8847
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- Iou Whitewater: 0.4614
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- Iou Sediment: 0.7695
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- Iou Other Natural Terrain: 0.4632
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- Iou Vegetation: 0.8233
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- Iou Development: 0.6331
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- Iou Unknown: 0.0
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## Model description
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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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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
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| 0.6692 | 0.01 | 20 | 0.4614 | 0.4642 | 0.6595 | 0.8193 | 0.8313 | 0.4104 | 0.7626 | 0.3112 | 0.9007 | 0.7410 | nan | 0.7682 | 0.3175 | 0.6041 | 0.2766 | 0.7352 | 0.5478 | 0.0 |
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| 0.6263 | 0.02 | 40 | 0.4235 | 0.4592 | 0.6471 | 0.8295 | 0.9136 | 0.3421 | 0.7720 | 0.2776 | 0.8233 | 0.7542 | nan | 0.8087 | 0.2990 | 0.6199 | 0.2471 | 0.7340 | 0.5055 | 0.0 |
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| 1.3017 | 0.04 | 60 | 0.4394 | 0.4653 | 0.6590 | 0.8330 | 0.8610 | 0.3290 | 0.9077 | 0.2547 | 0.8425 | 0.7591 | nan | 0.8012 | 0.2886 | 0.6560 | 0.2308 | 0.7409 | 0.5394 | 0.0 |
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| 0.4226 | 0.05 | 80 | 0.4617 | 0.4769 | 0.6540 | 0.8418 | 0.9305 | 0.4493 | 0.7371 | 0.2628 | 0.8645 | 0.6799 | nan | 0.8198 | 0.3649 | 0.6261 | 0.2443 | 0.7488 | 0.5347 | 0.0 |
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| 0.8408 | 0.06 | 100 | 0.4295 | 0.4505 | 0.6816 | 0.8087 | 0.8050 | 0.4237 | 0.8763 | 0.2882 | 0.8330 | 0.8634 | nan | 0.7757 | 0.3119 | 0.6338 | 0.2439 | 0.7017 | 0.4861 | 0.0 |
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| 1.474 | 0.07 | 120 | 0.4297 | 0.4708 | 0.6926 | 0.8290 | 0.8725 | 0.5252 | 0.8807 | 0.2439 | 0.8128 | 0.8206 | nan | 0.8183 | 0.3891 | 0.6635 | 0.2246 | 0.7283 | 0.4714 | 0.0 |
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| 0.5739 | 0.08 | 140 | 0.3918 | 0.4891 | 0.6964 | 0.8398 | 0.8682 | 0.4291 | 0.8989 | 0.3777 | 0.8434 | 0.7609 | nan | 0.8206 | 0.3611 | 0.6719 | 0.3271 | 0.7499 | 0.4930 | 0.0 |
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| 1.8433 | 0.1 | 160 | 0.4038 | 0.4801 | 0.7087 | 0.8276 | 0.8590 | 0.4685 | 0.9100 | 0.3518 | 0.7974 | 0.8656 | nan | 0.8192 | 0.3831 | 0.6661 | 0.3156 | 0.7184 | 0.4585 | 0.0 |
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| 0.3492 | 0.11 | 180 | 0.3186 | 0.5025 | 0.7143 | 0.8507 | 0.9192 | 0.5610 | 0.8231 | 0.3873 | 0.8404 | 0.7547 | nan | 0.8615 | 0.3949 | 0.7214 | 0.3523 | 0.7304 | 0.4573 | 0.0 |
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| 1.4639 | 0.12 | 200 | 0.4100 | 0.4907 | 0.7152 | 0.8368 | 0.8950 | 0.5659 | 0.8607 | 0.3800 | 0.8092 | 0.7800 | nan | 0.8302 | 0.4098 | 0.6733 | 0.3275 | 0.7245 | 0.4700 | 0.0 |
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| 0.4228 | 0.13 | 220 | 0.4499 | 0.4825 | 0.7167 | 0.8290 | 0.8528 | 0.6444 | 0.9074 | 0.3113 | 0.8265 | 0.7581 | nan | 0.8071 | 0.4126 | 0.6496 | 0.2843 | 0.7270 | 0.4967 | 0.0 |
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| 79 |
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| 0.4334 | 0.15 | 240 | 0.3982 | 0.4789 | 0.7042 | 0.8384 | 0.8739 | 0.6612 | 0.8529 | 0.2549 | 0.8633 | 0.7188 | nan | 0.8264 | 0.3878 | 0.6766 | 0.2461 | 0.7383 | 0.4771 | 0.0 |
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| 80 |
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| 0.2844 | 0.16 | 260 | 0.4778 | 0.4594 | 0.6958 | 0.8264 | 0.8630 | 0.6156 | 0.8865 | 0.2021 | 0.8209 | 0.7869 | nan | 0.8210 | 0.3735 | 0.6681 | 0.1918 | 0.7157 | 0.4459 | 0.0 |
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| 81 |
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| 0.4044 | 0.17 | 280 | 0.4410 | 0.4585 | 0.6861 | 0.8289 | 0.8873 | 0.5803 | 0.8906 | 0.1865 | 0.8000 | 0.7719 | nan | 0.8319 | 0.3753 | 0.6804 | 0.1753 | 0.7113 | 0.4354 | 0.0 |
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| 82 |
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| 0.3748 | 0.18 | 300 | 0.4839 | 0.4393 | 0.6829 | 0.7970 | 0.8379 | 0.5714 | 0.9223 | 0.2301 | 0.7465 | 0.7892 | nan | 0.7826 | 0.3613 | 0.5881 | 0.1983 | 0.6774 | 0.4673 | 0.0 |
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| 83 |
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| 0.4755 | 0.19 | 320 | 0.3532 | 0.4889 | 0.7063 | 0.8552 | 0.8869 | 0.5985 | 0.8407 | 0.2399 | 0.8972 | 0.7746 | nan | 0.8519 | 0.3580 | 0.7004 | 0.2270 | 0.7688 | 0.5159 | 0.0 |
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| 84 |
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| 0.1647 | 0.21 | 340 | 0.4263 | 0.4482 | 0.6750 | 0.8275 | 0.8739 | 0.4728 | 0.8689 | 0.1326 | 0.8123 | 0.8897 | nan | 0.8275 | 0.3375 | 0.6691 | 0.1279 | 0.7168 | 0.4589 | 0.0 |
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| 85 |
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| 0.1324 | 0.22 | 360 | 0.3186 | 0.4722 | 0.7102 | 0.8414 | 0.9062 | 0.6599 | 0.8066 | 0.1877 | 0.8335 | 0.8674 | nan | 0.8473 | 0.3452 | 0.6860 | 0.1817 | 0.7490 | 0.4958 | 0.0 |
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| 86 |
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| 1.2721 | 0.23 | 380 | 0.4527 | 0.4562 | 0.6524 | 0.8415 | 0.9224 | 0.5242 | 0.7128 | 0.0855 | 0.8813 | 0.7885 | nan | 0.8233 | 0.3347 | 0.6008 | 0.0845 | 0.7683 | 0.5818 | 0.0 |
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| 87 |
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| 1.5569 | 0.24 | 400 | 0.3610 | 0.4686 | 0.7072 | 0.8468 | 0.8868 | 0.6755 | 0.8329 | 0.1835 | 0.8760 | 0.7884 | nan | 0.8391 | 0.3119 | 0.6641 | 0.1672 | 0.7827 | 0.5152 | 0.0 |
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| 88 |
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| 0.3027 | 0.25 | 420 | 0.3637 | 0.4659 | 0.7499 | 0.8159 | 0.8104 | 0.7363 | 0.8482 | 0.4076 | 0.8415 | 0.8554 | nan | 0.7855 | 0.2747 | 0.7003 | 0.3160 | 0.7191 | 0.4658 | 0.0 |
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| 89 |
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| 0.2337 | 0.27 | 440 | 0.3187 | 0.4821 | 0.7265 | 0.8479 | 0.9054 | 0.5871 | 0.8284 | 0.3716 | 0.8357 | 0.8309 | nan | 0.8486 | 0.2510 | 0.7033 | 0.3185 | 0.7569 | 0.4964 | 0.0 |
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| 90 |
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| 0.9241 | 0.28 | 460 | 0.3566 | 0.4981 | 0.6725 | 0.8624 | 0.9099 | 0.4308 | 0.7761 | 0.3893 | 0.9400 | 0.5890 | nan | 0.8466 | 0.3307 | 0.6713 | 0.3407 | 0.7924 | 0.5048 | 0.0 |
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| 91 |
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| 0.3494 | 0.29 | 480 | 0.3679 | 0.5070 | 0.7207 | 0.8460 | 0.8849 | 0.5082 | 0.7560 | 0.4808 | 0.8855 | 0.8088 | nan | 0.8284 | 0.3782 | 0.6844 | 0.4029 | 0.7387 | 0.5163 | 0.0 |
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| 92 |
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| 0.1691 | 0.3 | 500 | 0.3436 | 0.5198 | 0.7262 | 0.8638 | 0.9274 | 0.5366 | 0.7800 | 0.4651 | 0.8808 | 0.7675 | nan | 0.8564 | 0.3869 | 0.6920 | 0.4037 | 0.7766 | 0.5232 | 0.0 |
|
| 93 |
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| 0.5782 | 0.32 | 520 | 0.4702 | 0.5067 | 0.7430 | 0.8398 | 0.8207 | 0.5963 | 0.8942 | 0.4582 | 0.8883 | 0.8005 | nan | 0.7941 | 0.3921 | 0.6395 | 0.4094 | 0.7838 | 0.5280 | 0.0 |
|
| 94 |
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| 0.7752 | 0.33 | 540 | 0.6535 | 0.4591 | 0.6686 | 0.7923 | 0.7106 | 0.5371 | 0.8396 | 0.3616 | 0.9534 | 0.6090 | nan | 0.6940 | 0.4164 | 0.5151 | 0.3090 | 0.7622 | 0.5171 | 0.0 |
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| 95 |
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| 0.2089 | 0.34 | 560 | 0.3457 | 0.5121 | 0.7382 | 0.8549 | 0.8789 | 0.6058 | 0.8199 | 0.4140 | 0.8932 | 0.8171 | nan | 0.8497 | 0.3949 | 0.7054 | 0.3535 | 0.7516 | 0.5294 | 0.0 |
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| 96 |
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| 0.1504 | 0.35 | 580 | 0.3299 | 0.5208 | 0.7438 | 0.8605 | 0.8912 | 0.6374 | 0.8511 | 0.3967 | 0.8831 | 0.8036 | nan | 0.8542 | 0.4207 | 0.7280 | 0.3507 | 0.7619 | 0.5301 | 0.0 |
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| 97 |
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| 0.1052 | 0.36 | 600 | 0.3514 | 0.5118 | 0.7143 | 0.8557 | 0.9408 | 0.5685 | 0.8064 | 0.3304 | 0.8314 | 0.8086 | nan | 0.8346 | 0.4004 | 0.7211 | 0.3147 | 0.7433 | 0.5682 | 0.0 |
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| 98 |
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| 0.3436 | 0.38 | 620 | 0.3174 | 0.5293 | 0.7225 | 0.8702 | 0.9170 | 0.5454 | 0.8581 | 0.3863 | 0.8901 | 0.7380 | nan | 0.8482 | 0.3866 | 0.7412 | 0.3614 | 0.7797 | 0.5882 | 0.0 |
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| 99 |
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| 0.2951 | 0.39 | 640 | 0.3557 | 0.5297 | 0.7490 | 0.8605 | 0.8547 | 0.6049 | 0.8916 | 0.4654 | 0.9130 | 0.7643 | nan | 0.8272 | 0.4138 | 0.7145 | 0.3913 | 0.7777 | 0.5834 | 0.0 |
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| 100 |
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| 0.3383 | 0.4 | 660 | 0.3802 | 0.5108 | 0.7373 | 0.8460 | 0.9167 | 0.5489 | 0.8977 | 0.4706 | 0.7794 | 0.8104 | nan | 0.8249 | 0.3975 | 0.7184 | 0.3596 | 0.7186 | 0.5569 | 0.0 |
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| 101 |
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| 0.4272 | 0.41 | 680 | 0.2963 | 0.5330 | 0.7518 | 0.8669 | 0.9489 | 0.6026 | 0.7575 | 0.5282 | 0.8565 | 0.8174 | nan | 0.8580 | 0.4109 | 0.7019 | 0.4198 | 0.7806 | 0.5601 | 0.0 |
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| 102 |
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| 0.3004 | 0.42 | 700 | 0.3287 | 0.5242 | 0.7068 | 0.8728 | 0.9485 | 0.4648 | 0.7569 | 0.4087 | 0.8993 | 0.7628 | nan | 0.8661 | 0.3948 | 0.6820 | 0.3687 | 0.7975 | 0.5607 | 0.0 |
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| 103 |
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| 0.368 | 0.44 | 720 | 0.3581 | 0.5145 | 0.7082 | 0.8678 | 0.8976 | 0.4916 | 0.9031 | 0.3196 | 0.8945 | 0.7427 | nan | 0.8625 | 0.4132 | 0.6936 | 0.2926 | 0.7928 | 0.5464 | 0.0 |
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| 104 |
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| 0.5273 | 0.45 | 740 | 0.3392 | 0.5172 | 0.7461 | 0.8659 | 0.8987 | 0.6086 | 0.8829 | 0.3754 | 0.8723 | 0.8384 | nan | 0.8710 | 0.3943 | 0.7320 | 0.3510 | 0.7704 | 0.5018 | 0.0 |
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| 105 |
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| 0.8596 | 0.46 | 760 | 0.2994 | 0.5144 | 0.7075 | 0.8733 | 0.9402 | 0.5261 | 0.8305 | 0.2849 | 0.8849 | 0.7781 | nan | 0.8820 | 0.4074 | 0.7324 | 0.2753 | 0.7808 | 0.5227 | 0.0 |
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| 106 |
+
| 0.3141 | 0.47 | 780 | 0.2862 | 0.5220 | 0.7148 | 0.8762 | 0.9304 | 0.6100 | 0.8318 | 0.2835 | 0.9128 | 0.7206 | nan | 0.8776 | 0.4229 | 0.7512 | 0.2734 | 0.7838 | 0.5453 | 0.0 |
|
| 107 |
+
| 0.4501 | 0.49 | 800 | 0.3087 | 0.5179 | 0.7518 | 0.8713 | 0.9077 | 0.7417 | 0.8486 | 0.3256 | 0.9016 | 0.7858 | nan | 0.8720 | 0.3803 | 0.7325 | 0.3019 | 0.7876 | 0.5509 | 0.0 |
|
| 108 |
+
| 0.5333 | 0.5 | 820 | 0.3242 | 0.5222 | 0.7365 | 0.8736 | 0.9122 | 0.6724 | 0.8373 | 0.2926 | 0.9118 | 0.7930 | nan | 0.8753 | 0.4221 | 0.7275 | 0.2756 | 0.7903 | 0.5645 | 0.0 |
|
| 109 |
+
| 0.4082 | 0.51 | 840 | 0.3147 | 0.5108 | 0.7301 | 0.8651 | 0.8951 | 0.6418 | 0.8918 | 0.2432 | 0.8836 | 0.8253 | nan | 0.8640 | 0.4205 | 0.7213 | 0.2295 | 0.7843 | 0.5561 | 0.0 |
|
| 110 |
+
| 0.1804 | 0.52 | 860 | 0.3430 | 0.5104 | 0.7248 | 0.8642 | 0.8920 | 0.6020 | 0.8910 | 0.2571 | 0.8860 | 0.8208 | nan | 0.8544 | 0.4244 | 0.7103 | 0.2378 | 0.7834 | 0.5628 | 0.0 |
|
| 111 |
+
| 0.2636 | 0.53 | 880 | 0.2953 | 0.5190 | 0.7434 | 0.8647 | 0.9241 | 0.6135 | 0.8433 | 0.3692 | 0.8507 | 0.8594 | nan | 0.8685 | 0.4108 | 0.7447 | 0.3300 | 0.7575 | 0.5215 | 0.0 |
|
| 112 |
+
| 0.9171 | 0.55 | 900 | 0.2782 | 0.5373 | 0.7328 | 0.8752 | 0.9118 | 0.5616 | 0.8318 | 0.4369 | 0.9192 | 0.7355 | nan | 0.8710 | 0.4169 | 0.7506 | 0.3880 | 0.7798 | 0.5546 | 0.0 |
|
| 113 |
+
| 0.1809 | 0.56 | 920 | 0.2736 | 0.5392 | 0.7376 | 0.8749 | 0.9108 | 0.5501 | 0.8474 | 0.4279 | 0.9061 | 0.7835 | nan | 0.8691 | 0.4246 | 0.7473 | 0.3769 | 0.7837 | 0.5728 | 0.0 |
|
| 114 |
+
| 0.3095 | 0.57 | 940 | 0.2762 | 0.5405 | 0.7460 | 0.8771 | 0.9084 | 0.5879 | 0.8590 | 0.4068 | 0.9076 | 0.8066 | nan | 0.8716 | 0.4199 | 0.7538 | 0.3667 | 0.7874 | 0.5842 | 0.0 |
|
| 115 |
+
| 0.6095 | 0.58 | 960 | 0.2831 | 0.5220 | 0.7405 | 0.8655 | 0.9084 | 0.6134 | 0.8646 | 0.3468 | 0.8689 | 0.8412 | nan | 0.8645 | 0.4026 | 0.7262 | 0.3220 | 0.7696 | 0.5695 | 0.0 |
|
| 116 |
+
| 0.6369 | 0.59 | 980 | 0.3259 | 0.5190 | 0.7511 | 0.8612 | 0.8955 | 0.6528 | 0.9060 | 0.3588 | 0.8511 | 0.8425 | nan | 0.8545 | 0.4057 | 0.7171 | 0.3390 | 0.7648 | 0.5522 | 0.0 |
|
| 117 |
+
| 1.711 | 0.61 | 1000 | 0.3439 | 0.5268 | 0.7580 | 0.8615 | 0.8617 | 0.6757 | 0.8944 | 0.4164 | 0.9026 | 0.7975 | nan | 0.8434 | 0.4338 | 0.7032 | 0.3844 | 0.7818 | 0.5411 | 0.0 |
|
| 118 |
+
| 0.2443 | 0.62 | 1020 | 0.2789 | 0.5429 | 0.7415 | 0.8809 | 0.8993 | 0.6534 | 0.8807 | 0.4180 | 0.9425 | 0.6553 | nan | 0.8714 | 0.4214 | 0.7501 | 0.3893 | 0.8031 | 0.5651 | 0.0 |
|
| 119 |
+
| 0.1833 | 0.63 | 1040 | 0.3325 | 0.5356 | 0.7394 | 0.8787 | 0.9275 | 0.6594 | 0.8686 | 0.3051 | 0.8942 | 0.7819 | nan | 0.8675 | 0.4338 | 0.7404 | 0.2979 | 0.7905 | 0.6189 | 0.0 |
|
| 120 |
+
| 0.0592 | 0.64 | 1060 | 0.3044 | 0.5287 | 0.7271 | 0.8714 | 0.9078 | 0.6267 | 0.8723 | 0.2993 | 0.9020 | 0.7541 | nan | 0.8564 | 0.4381 | 0.7202 | 0.2867 | 0.7899 | 0.6094 | 0.0 |
|
| 121 |
+
| 0.5377 | 0.65 | 1080 | 0.2896 | 0.5328 | 0.7307 | 0.8780 | 0.9091 | 0.5475 | 0.8544 | 0.3355 | 0.9168 | 0.8209 | nan | 0.8693 | 0.4136 | 0.7217 | 0.3155 | 0.8081 | 0.6012 | 0.0 |
|
| 122 |
+
| 0.25 | 0.67 | 1100 | 0.3252 | 0.5161 | 0.7578 | 0.8583 | 0.8770 | 0.6339 | 0.9036 | 0.3850 | 0.8583 | 0.8890 | nan | 0.8596 | 0.4195 | 0.7235 | 0.3470 | 0.7676 | 0.4955 | 0.0 |
|
| 123 |
+
| 0.3291 | 0.68 | 1120 | 0.3295 | 0.5100 | 0.7740 | 0.8550 | 0.8794 | 0.6870 | 0.9169 | 0.4707 | 0.8352 | 0.8547 | nan | 0.8526 | 0.3684 | 0.7032 | 0.3674 | 0.7645 | 0.5141 | 0.0 |
|
| 124 |
+
| 0.1965 | 0.69 | 1140 | 0.2703 | 0.5336 | 0.7583 | 0.8752 | 0.9154 | 0.6437 | 0.8906 | 0.4315 | 0.8769 | 0.7919 | nan | 0.8785 | 0.4010 | 0.7532 | 0.3803 | 0.7833 | 0.5385 | 0.0 |
|
| 125 |
+
| 0.129 | 0.7 | 1160 | 0.2486 | 0.5496 | 0.7453 | 0.8864 | 0.9272 | 0.5909 | 0.8937 | 0.4061 | 0.9048 | 0.7493 | nan | 0.8838 | 0.4231 | 0.7696 | 0.3737 | 0.7984 | 0.5990 | 0.0 |
|
| 126 |
+
| 0.5261 | 0.72 | 1180 | 0.2643 | 0.5498 | 0.7565 | 0.8759 | 0.9306 | 0.6428 | 0.8678 | 0.4760 | 0.8724 | 0.7493 | nan | 0.8654 | 0.4343 | 0.7636 | 0.4222 | 0.7719 | 0.5914 | 0.0 |
|
| 127 |
+
| 0.1468 | 0.73 | 1200 | 0.2658 | 0.5414 | 0.7664 | 0.8706 | 0.9212 | 0.6083 | 0.9012 | 0.5039 | 0.8395 | 0.8244 | nan | 0.8717 | 0.4338 | 0.7665 | 0.4223 | 0.7572 | 0.5382 | 0.0 |
|
| 128 |
+
| 1.0941 | 0.74 | 1220 | 0.2715 | 0.5423 | 0.7611 | 0.8718 | 0.9043 | 0.5967 | 0.8793 | 0.4764 | 0.8766 | 0.8333 | nan | 0.8692 | 0.4257 | 0.7705 | 0.4168 | 0.7701 | 0.5438 | 0.0 |
|
| 129 |
+
| 0.418 | 0.75 | 1240 | 0.2988 | 0.5385 | 0.7575 | 0.8631 | 0.8481 | 0.6181 | 0.8973 | 0.4993 | 0.9246 | 0.7573 | nan | 0.8263 | 0.4090 | 0.6882 | 0.4314 | 0.8081 | 0.6062 | 0.0 |
|
| 130 |
+
| 0.173 | 0.76 | 1260 | 0.2824 | 0.5602 | 0.7812 | 0.8816 | 0.8983 | 0.6148 | 0.9039 | 0.5562 | 0.8982 | 0.8157 | nan | 0.8658 | 0.4415 | 0.7486 | 0.4542 | 0.8029 | 0.6083 | 0.0 |
|
| 131 |
+
| 0.2501 | 0.78 | 1280 | 0.2893 | 0.5345 | 0.7801 | 0.8579 | 0.8856 | 0.6174 | 0.8920 | 0.5393 | 0.8337 | 0.9126 | nan | 0.8537 | 0.4336 | 0.7198 | 0.4689 | 0.7618 | 0.5034 | 0.0 |
|
| 132 |
+
| 0.2213 | 0.79 | 1300 | 0.2579 | 0.5536 | 0.7501 | 0.8840 | 0.9223 | 0.5794 | 0.8305 | 0.4354 | 0.9198 | 0.8130 | nan | 0.8825 | 0.4336 | 0.7614 | 0.4142 | 0.7924 | 0.5915 | 0.0 |
|
| 133 |
+
| 0.6845 | 0.8 | 1320 | 0.2766 | 0.5574 | 0.7593 | 0.8816 | 0.9103 | 0.5735 | 0.8930 | 0.4722 | 0.8971 | 0.8099 | nan | 0.8684 | 0.4448 | 0.7728 | 0.4200 | 0.7871 | 0.6083 | 0.0 |
|
| 134 |
+
| 0.3139 | 0.81 | 1340 | 0.2591 | 0.5600 | 0.7617 | 0.8861 | 0.9095 | 0.5474 | 0.9057 | 0.4920 | 0.9052 | 0.8103 | nan | 0.8801 | 0.4356 | 0.7602 | 0.4273 | 0.8075 | 0.6096 | 0.0 |
|
| 135 |
+
| 0.2207 | 0.82 | 1360 | 0.3023 | 0.5519 | 0.7398 | 0.8842 | 0.9065 | 0.4921 | 0.8773 | 0.4597 | 0.9261 | 0.7774 | nan | 0.8717 | 0.4113 | 0.7559 | 0.4242 | 0.8022 | 0.5979 | 0.0 |
|
| 136 |
+
| 0.055 | 0.84 | 1380 | 0.2899 | 0.5583 | 0.7640 | 0.8801 | 0.9062 | 0.6091 | 0.8915 | 0.4858 | 0.8992 | 0.7923 | nan | 0.8653 | 0.4651 | 0.7603 | 0.4424 | 0.7933 | 0.5815 | 0.0 |
|
| 137 |
+
| 0.1648 | 0.85 | 1400 | 0.3026 | 0.5493 | 0.7529 | 0.8830 | 0.9021 | 0.6004 | 0.9090 | 0.4134 | 0.9147 | 0.7780 | nan | 0.8722 | 0.4553 | 0.7478 | 0.3737 | 0.8087 | 0.5877 | 0.0 |
|
| 138 |
+
| 0.1717 | 0.86 | 1420 | 0.2719 | 0.5577 | 0.7945 | 0.8802 | 0.9051 | 0.6636 | 0.8980 | 0.5765 | 0.8797 | 0.8441 | nan | 0.8782 | 0.4527 | 0.7591 | 0.4554 | 0.7931 | 0.5656 | 0.0 |
|
| 139 |
+
| 1.2901 | 0.87 | 1440 | 0.2583 | 0.5666 | 0.7906 | 0.8837 | 0.9008 | 0.6385 | 0.8771 | 0.5761 | 0.9061 | 0.8453 | nan | 0.8801 | 0.4551 | 0.7863 | 0.4752 | 0.7929 | 0.5766 | 0.0 |
|
| 140 |
+
| 0.3958 | 0.89 | 1460 | 0.2567 | 0.5636 | 0.7722 | 0.8856 | 0.9209 | 0.5674 | 0.8749 | 0.5567 | 0.8950 | 0.8186 | nan | 0.8795 | 0.4382 | 0.7648 | 0.4645 | 0.8065 | 0.5913 | 0.0 |
|
| 141 |
+
| 0.132 | 0.9 | 1480 | 0.3065 | 0.5529 | 0.7824 | 0.8769 | 0.8965 | 0.6280 | 0.8995 | 0.5739 | 0.8871 | 0.8096 | nan | 0.8637 | 0.4402 | 0.7403 | 0.4606 | 0.8000 | 0.5655 | 0.0 |
|
| 142 |
+
| 0.1086 | 0.91 | 1500 | 0.3508 | 0.5322 | 0.7658 | 0.8560 | 0.8395 | 0.6086 | 0.9102 | 0.5617 | 0.9003 | 0.7743 | nan | 0.8166 | 0.4316 | 0.6703 | 0.4462 | 0.7977 | 0.5629 | 0.0 |
|
| 143 |
+
| 0.1127 | 0.92 | 1520 | 0.3589 | 0.5310 | 0.7720 | 0.8529 | 0.8399 | 0.6515 | 0.9186 | 0.5537 | 0.8843 | 0.7840 | nan | 0.8100 | 0.4318 | 0.6527 | 0.4291 | 0.7970 | 0.5963 | 0.0 |
|
| 144 |
+
| 0.3807 | 0.93 | 1540 | 0.2715 | 0.5554 | 0.7927 | 0.8792 | 0.8975 | 0.6704 | 0.8713 | 0.5857 | 0.8995 | 0.8319 | nan | 0.8742 | 0.4380 | 0.7658 | 0.4537 | 0.7898 | 0.5663 | 0.0 |
|
| 145 |
+
| 0.3847 | 0.95 | 1560 | 0.2537 | 0.5589 | 0.7988 | 0.8847 | 0.9184 | 0.6811 | 0.8729 | 0.5827 | 0.8849 | 0.8530 | nan | 0.8863 | 0.4253 | 0.7846 | 0.4582 | 0.7933 | 0.5645 | 0.0 |
|
| 146 |
+
| 0.2076 | 0.96 | 1580 | 0.2669 | 0.5517 | 0.7704 | 0.8865 | 0.9249 | 0.6891 | 0.8583 | 0.4244 | 0.9084 | 0.8171 | nan | 0.8811 | 0.4304 | 0.7516 | 0.3920 | 0.8123 | 0.5943 | 0.0 |
|
| 147 |
+
| 0.1031 | 0.97 | 1600 | 0.2806 | 0.5474 | 0.7524 | 0.8853 | 0.9163 | 0.6332 | 0.8666 | 0.3833 | 0.9215 | 0.7932 | nan | 0.8782 | 0.4432 | 0.7448 | 0.3527 | 0.8112 | 0.6020 | 0.0 |
|
| 148 |
+
| 0.2727 | 0.98 | 1620 | 0.3023 | 0.5370 | 0.7711 | 0.8710 | 0.8763 | 0.6717 | 0.9048 | 0.4370 | 0.8998 | 0.8370 | nan | 0.8557 | 0.4296 | 0.7258 | 0.3803 | 0.7962 | 0.5714 | 0.0 |
|
| 149 |
+
| 0.2601 | 0.99 | 1640 | 0.3792 | 0.5187 | 0.7649 | 0.8554 | 0.8331 | 0.7026 | 0.9221 | 0.4155 | 0.9061 | 0.8097 | nan | 0.8181 | 0.3941 | 0.6737 | 0.3592 | 0.7989 | 0.5868 | 0.0 |
|
| 150 |
+
| 0.239 | 1.01 | 1660 | 0.3111 | 0.5377 | 0.7876 | 0.8674 | 0.8753 | 0.6883 | 0.9208 | 0.5076 | 0.8718 | 0.8621 | nan | 0.8552 | 0.4240 | 0.7277 | 0.4169 | 0.7868 | 0.5533 | 0.0 |
|
| 151 |
+
| 0.2939 | 1.02 | 1680 | 0.2581 | 0.5698 | 0.7874 | 0.8910 | 0.9218 | 0.6397 | 0.9075 | 0.5464 | 0.8947 | 0.8144 | nan | 0.8834 | 0.4488 | 0.7785 | 0.4475 | 0.8142 | 0.6161 | 0.0 |
|
| 152 |
+
| 0.1292 | 1.03 | 1700 | 0.2495 | 0.5694 | 0.7724 | 0.8886 | 0.9291 | 0.6174 | 0.8777 | 0.5010 | 0.8964 | 0.8129 | nan | 0.8768 | 0.4587 | 0.7841 | 0.4434 | 0.8067 | 0.6160 | 0.0 |
|
| 153 |
+
| 0.4733 | 1.04 | 1720 | 0.2527 | 0.5662 | 0.7743 | 0.8881 | 0.9246 | 0.6255 | 0.8860 | 0.4842 | 0.8958 | 0.8297 | nan | 0.8793 | 0.4605 | 0.7759 | 0.4335 | 0.8041 | 0.6104 | 0.0 |
|
| 154 |
+
| 0.1835 | 1.06 | 1740 | 0.2607 | 0.5558 | 0.7705 | 0.8842 | 0.8955 | 0.6777 | 0.8876 | 0.4263 | 0.9280 | 0.8080 | nan | 0.8712 | 0.4401 | 0.7581 | 0.4051 | 0.8096 | 0.6061 | 0.0 |
|
| 155 |
+
| 0.4408 | 1.07 | 1760 | 0.2765 | 0.5536 | 0.7802 | 0.8793 | 0.8830 | 0.6812 | 0.8959 | 0.4971 | 0.9197 | 0.8046 | nan | 0.8569 | 0.4205 | 0.7288 | 0.4439 | 0.8175 | 0.6073 | 0.0 |
|
| 156 |
+
| 0.1692 | 1.08 | 1780 | 0.2987 | 0.5517 | 0.7740 | 0.8819 | 0.8844 | 0.6921 | 0.9004 | 0.4412 | 0.9298 | 0.7961 | nan | 0.8635 | 0.4247 | 0.7442 | 0.4119 | 0.8119 | 0.6054 | 0.0 |
|
| 157 |
+
| 0.0829 | 1.09 | 1800 | 0.2804 | 0.5394 | 0.7624 | 0.8797 | 0.9094 | 0.7067 | 0.8563 | 0.3608 | 0.9121 | 0.8289 | nan | 0.8706 | 0.4162 | 0.7470 | 0.3457 | 0.8019 | 0.5943 | 0.0 |
|
| 158 |
+
| 0.6807 | 1.1 | 1820 | 0.3080 | 0.5373 | 0.7638 | 0.8729 | 0.8821 | 0.6748 | 0.9134 | 0.4184 | 0.9030 | 0.7915 | nan | 0.8532 | 0.4092 | 0.7250 | 0.3750 | 0.7992 | 0.5993 | 0.0 |
|
| 159 |
+
| 0.2518 | 1.12 | 1840 | 0.2835 | 0.5332 | 0.7744 | 0.8669 | 0.8880 | 0.6827 | 0.9181 | 0.4495 | 0.8632 | 0.8447 | nan | 0.8575 | 0.4012 | 0.7213 | 0.3993 | 0.7805 | 0.5729 | 0.0 |
|
| 160 |
+
| 0.7864 | 1.13 | 1860 | 0.2637 | 0.5532 | 0.7737 | 0.8879 | 0.9086 | 0.6829 | 0.9120 | 0.4406 | 0.9137 | 0.7842 | nan | 0.8832 | 0.4071 | 0.7702 | 0.3902 | 0.8153 | 0.6065 | 0.0 |
|
| 161 |
+
| 0.0924 | 1.14 | 1880 | 0.2864 | 0.5621 | 0.7705 | 0.8949 | 0.9200 | 0.6569 | 0.8994 | 0.4515 | 0.9284 | 0.7665 | nan | 0.8908 | 0.4259 | 0.7806 | 0.4054 | 0.8209 | 0.6114 | 0.0 |
|
| 162 |
+
| 0.1686 | 1.15 | 1900 | 0.2654 | 0.5637 | 0.7854 | 0.8912 | 0.9187 | 0.6555 | 0.8953 | 0.4942 | 0.9044 | 0.8445 | nan | 0.8892 | 0.4345 | 0.7787 | 0.4371 | 0.8110 | 0.5950 | 0.0 |
|
| 163 |
+
| 0.1225 | 1.16 | 1920 | 0.2667 | 0.5587 | 0.7855 | 0.8852 | 0.9104 | 0.6479 | 0.9008 | 0.5066 | 0.8918 | 0.8552 | nan | 0.8832 | 0.4434 | 0.7668 | 0.4407 | 0.8031 | 0.5738 | 0.0 |
|
| 164 |
+
| 0.1435 | 1.18 | 1940 | 0.2704 | 0.5619 | 0.7807 | 0.8860 | 0.8959 | 0.6520 | 0.8953 | 0.5080 | 0.9226 | 0.8107 | nan | 0.8726 | 0.4417 | 0.7566 | 0.4386 | 0.8158 | 0.6082 | 0.0 |
|
| 165 |
+
| 0.2853 | 1.19 | 1960 | 0.2792 | 0.5523 | 0.7959 | 0.8822 | 0.9074 | 0.7239 | 0.8853 | 0.5060 | 0.8900 | 0.8628 | nan | 0.8801 | 0.4154 | 0.7708 | 0.4392 | 0.7978 | 0.5625 | 0.0 |
|
| 166 |
+
| 0.1169 | 1.2 | 1980 | 0.2879 | 0.5629 | 0.7787 | 0.8900 | 0.9085 | 0.6766 | 0.8683 | 0.4738 | 0.9324 | 0.8124 | nan | 0.8797 | 0.4266 | 0.7629 | 0.4292 | 0.8164 | 0.6251 | 0.0 |
|
| 167 |
+
| 0.1685 | 1.21 | 2000 | 0.2960 | 0.5645 | 0.7948 | 0.8899 | 0.9075 | 0.6827 | 0.8744 | 0.5332 | 0.9189 | 0.8520 | nan | 0.8793 | 0.4256 | 0.7577 | 0.4546 | 0.8224 | 0.6117 | 0.0 |
|
| 168 |
+
| 0.7038 | 1.22 | 2020 | 0.2923 | 0.5641 | 0.7853 | 0.8874 | 0.8949 | 0.6525 | 0.8828 | 0.5251 | 0.9296 | 0.8266 | nan | 0.8714 | 0.4343 | 0.7489 | 0.4541 | 0.8219 | 0.6178 | 0.0 |
|
| 169 |
+
| 0.6504 | 1.24 | 2040 | 0.2727 | 0.5656 | 0.7799 | 0.8906 | 0.9181 | 0.6237 | 0.9048 | 0.5272 | 0.9039 | 0.8017 | nan | 0.8771 | 0.4327 | 0.7616 | 0.4410 | 0.8245 | 0.6224 | 0.0 |
|
| 170 |
+
| 0.3215 | 1.25 | 2060 | 0.2697 | 0.5692 | 0.7798 | 0.8921 | 0.9109 | 0.6537 | 0.9027 | 0.4922 | 0.9214 | 0.7980 | nan | 0.8794 | 0.4591 | 0.7621 | 0.4293 | 0.8272 | 0.6271 | 0.0 |
|
| 171 |
+
| 0.7559 | 1.26 | 2080 | 0.2841 | 0.5703 | 0.7909 | 0.8938 | 0.9121 | 0.6957 | 0.8969 | 0.4812 | 0.9210 | 0.8386 | nan | 0.8861 | 0.4526 | 0.7802 | 0.4258 | 0.8202 | 0.6275 | 0.0 |
|
| 172 |
+
| 0.0888 | 1.27 | 2100 | 0.2607 | 0.5670 | 0.7677 | 0.8935 | 0.9342 | 0.6483 | 0.8855 | 0.4075 | 0.9070 | 0.8234 | nan | 0.8861 | 0.4785 | 0.7798 | 0.3772 | 0.8168 | 0.6305 | 0.0 |
|
| 173 |
+
| 0.4145 | 1.29 | 2120 | 0.2646 | 0.5615 | 0.7702 | 0.8867 | 0.9221 | 0.6530 | 0.8885 | 0.4237 | 0.8969 | 0.8367 | nan | 0.8752 | 0.4703 | 0.7690 | 0.3822 | 0.8086 | 0.6253 | 0.0 |
|
| 174 |
+
| 0.059 | 1.3 | 2140 | 0.2673 | 0.5619 | 0.7662 | 0.8893 | 0.9142 | 0.6207 | 0.9007 | 0.4401 | 0.9140 | 0.8076 | nan | 0.8776 | 0.4666 | 0.7564 | 0.3822 | 0.8222 | 0.6286 | 0.0 |
|
| 175 |
+
| 0.2973 | 1.31 | 2160 | 0.2817 | 0.5660 | 0.7736 | 0.8912 | 0.9093 | 0.6434 | 0.8961 | 0.4758 | 0.9269 | 0.7901 | nan | 0.8798 | 0.4608 | 0.7590 | 0.4140 | 0.8216 | 0.6265 | 0.0 |
|
| 176 |
+
| 0.4088 | 1.32 | 2180 | 0.2859 | 0.5479 | 0.7895 | 0.8790 | 0.9071 | 0.6934 | 0.9058 | 0.4804 | 0.8722 | 0.8782 | nan | 0.8749 | 0.4309 | 0.7583 | 0.4013 | 0.8000 | 0.5703 | 0.0 |
|
| 177 |
+
| 0.6954 | 1.33 | 2200 | 0.2905 | 0.5541 | 0.7861 | 0.8764 | 0.8848 | 0.6835 | 0.8968 | 0.5118 | 0.9013 | 0.8386 | nan | 0.8572 | 0.4295 | 0.7496 | 0.4346 | 0.8012 | 0.6064 | 0.0 |
|
| 178 |
+
| 0.5832 | 1.35 | 2220 | 0.3119 | 0.5508 | 0.7683 | 0.8747 | 0.8692 | 0.6771 | 0.8894 | 0.4628 | 0.9345 | 0.7771 | nan | 0.8459 | 0.4351 | 0.7185 | 0.4202 | 0.8111 | 0.6249 | 0.0 |
|
| 179 |
+
| 0.0921 | 1.36 | 2240 | 0.3298 | 0.5461 | 0.7714 | 0.8718 | 0.8627 | 0.7034 | 0.8801 | 0.4590 | 0.9362 | 0.7869 | nan | 0.8396 | 0.4272 | 0.6938 | 0.4216 | 0.8149 | 0.6257 | 0.0 |
|
| 180 |
+
| 0.3714 | 1.37 | 2260 | 0.2859 | 0.5629 | 0.7798 | 0.8866 | 0.9126 | 0.6515 | 0.8707 | 0.4921 | 0.9104 | 0.8414 | nan | 0.8783 | 0.4474 | 0.7555 | 0.4428 | 0.8119 | 0.6045 | 0.0 |
|
| 181 |
+
| 0.1119 | 1.38 | 2280 | 0.2804 | 0.5521 | 0.7694 | 0.8821 | 0.9107 | 0.6123 | 0.8938 | 0.4466 | 0.8905 | 0.8629 | nan | 0.8753 | 0.4630 | 0.7505 | 0.3926 | 0.8054 | 0.5777 | 0.0 |
|
| 182 |
+
| 0.256 | 1.39 | 2300 | 0.2871 | 0.5641 | 0.7823 | 0.8843 | 0.8895 | 0.6507 | 0.8879 | 0.5237 | 0.9270 | 0.8150 | nan | 0.8622 | 0.4488 | 0.7299 | 0.4582 | 0.8236 | 0.6261 | 0.0 |
|
| 183 |
+
| 1.856 | 1.41 | 2320 | 0.3132 | 0.5445 | 0.7815 | 0.8742 | 0.8851 | 0.6856 | 0.9064 | 0.4533 | 0.8902 | 0.8684 | nan | 0.8555 | 0.4349 | 0.7115 | 0.4077 | 0.8106 | 0.5913 | 0.0 |
|
| 184 |
+
| 0.2095 | 1.42 | 2340 | 0.2954 | 0.5624 | 0.7891 | 0.8844 | 0.8890 | 0.6993 | 0.8840 | 0.4935 | 0.9264 | 0.8427 | nan | 0.8638 | 0.4331 | 0.7320 | 0.4606 | 0.8214 | 0.6255 | 0.0 |
|
| 185 |
+
| 0.4009 | 1.43 | 2360 | 0.2798 | 0.5565 | 0.8003 | 0.8818 | 0.9017 | 0.7110 | 0.9015 | 0.5252 | 0.8853 | 0.8769 | nan | 0.8714 | 0.4175 | 0.7538 | 0.4672 | 0.8064 | 0.5789 | 0.0 |
|
| 186 |
+
| 0.324 | 1.44 | 2380 | 0.2871 | 0.5622 | 0.7878 | 0.8838 | 0.8877 | 0.6549 | 0.9034 | 0.5290 | 0.9171 | 0.8345 | nan | 0.8595 | 0.4275 | 0.7316 | 0.4622 | 0.8243 | 0.6302 | 0.0 |
|
| 187 |
+
| 0.1967 | 1.46 | 2400 | 0.2866 | 0.5607 | 0.7792 | 0.8862 | 0.8918 | 0.6889 | 0.9070 | 0.5223 | 0.9336 | 0.7318 | nan | 0.8663 | 0.4122 | 0.7426 | 0.4698 | 0.8234 | 0.6108 | 0.0 |
|
| 188 |
+
| 0.3549 | 1.47 | 2420 | 0.2846 | 0.5661 | 0.7802 | 0.8907 | 0.9066 | 0.6648 | 0.8892 | 0.4930 | 0.9283 | 0.7996 | nan | 0.8749 | 0.4221 | 0.7503 | 0.4583 | 0.8237 | 0.6336 | 0.0 |
|
| 189 |
+
| 0.1298 | 1.48 | 2440 | 0.2927 | 0.5576 | 0.7861 | 0.8844 | 0.8865 | 0.7135 | 0.9022 | 0.4713 | 0.9275 | 0.8154 | nan | 0.8638 | 0.4191 | 0.7356 | 0.4254 | 0.8226 | 0.6368 | 0.0 |
|
| 190 |
+
| 0.1442 | 1.49 | 2460 | 0.2714 | 0.5632 | 0.7953 | 0.8880 | 0.9137 | 0.6747 | 0.8955 | 0.5360 | 0.8946 | 0.8574 | nan | 0.8757 | 0.4123 | 0.7575 | 0.4568 | 0.8186 | 0.6218 | 0.0 |
|
| 191 |
+
| 0.1179 | 1.5 | 2480 | 0.2873 | 0.5739 | 0.7854 | 0.8936 | 0.9142 | 0.6517 | 0.8819 | 0.5194 | 0.9252 | 0.8201 | nan | 0.8803 | 0.4460 | 0.7597 | 0.4696 | 0.8249 | 0.6369 | 0.0 |
|
| 192 |
+
| 0.8153 | 1.52 | 2500 | 0.3244 | 0.5628 | 0.7819 | 0.8828 | 0.8855 | 0.6434 | 0.8990 | 0.4903 | 0.9196 | 0.8538 | nan | 0.8601 | 0.4594 | 0.7278 | 0.4458 | 0.8205 | 0.6262 | 0.0 |
|
| 193 |
+
| 0.1386 | 1.53 | 2520 | 0.3220 | 0.5548 | 0.7648 | 0.8788 | 0.8843 | 0.6161 | 0.9062 | 0.4492 | 0.9163 | 0.8168 | nan | 0.8494 | 0.4596 | 0.7033 | 0.4101 | 0.8261 | 0.6350 | 0.0 |
|
| 194 |
+
| 0.3631 | 1.54 | 2540 | 0.2927 | 0.5611 | 0.7734 | 0.8852 | 0.9010 | 0.6518 | 0.8930 | 0.4558 | 0.9176 | 0.8214 | nan | 0.8666 | 0.4574 | 0.7316 | 0.4180 | 0.8232 | 0.6306 | 0.0 |
|
| 195 |
+
| 0.1358 | 1.55 | 2560 | 0.2741 | 0.5618 | 0.7824 | 0.8875 | 0.9088 | 0.6661 | 0.8972 | 0.4611 | 0.9061 | 0.8551 | nan | 0.8760 | 0.4523 | 0.7497 | 0.4236 | 0.8184 | 0.6127 | 0.0 |
|
| 196 |
+
| 0.1636 | 1.56 | 2580 | 0.2639 | 0.5716 | 0.7802 | 0.8943 | 0.9340 | 0.6282 | 0.8823 | 0.4880 | 0.9004 | 0.8484 | nan | 0.8878 | 0.4554 | 0.7736 | 0.4482 | 0.8186 | 0.6174 | 0.0 |
|
| 197 |
+
| 0.218 | 1.58 | 2600 | 0.2771 | 0.5722 | 0.7804 | 0.8914 | 0.9113 | 0.6134 | 0.8914 | 0.4984 | 0.9160 | 0.8517 | nan | 0.8823 | 0.4693 | 0.7641 | 0.4576 | 0.8154 | 0.6165 | 0.0 |
|
| 198 |
+
| 0.6271 | 1.59 | 2620 | 0.2715 | 0.5713 | 0.7803 | 0.8871 | 0.8985 | 0.6390 | 0.8907 | 0.5256 | 0.9244 | 0.8038 | nan | 0.8682 | 0.4587 | 0.7446 | 0.4759 | 0.8199 | 0.6316 | 0.0 |
|
| 199 |
+
| 0.307 | 1.6 | 2640 | 0.3499 | 0.5620 | 0.7852 | 0.8789 | 0.8686 | 0.6577 | 0.9099 | 0.5258 | 0.9260 | 0.8234 | nan | 0.8479 | 0.4454 | 0.7133 | 0.4692 | 0.8217 | 0.6363 | 0.0 |
|
| 200 |
+
| 0.2482 | 1.61 | 2660 | 0.2980 | 0.5654 | 0.7890 | 0.8830 | 0.8834 | 0.6598 | 0.9082 | 0.5263 | 0.9173 | 0.8390 | nan | 0.8598 | 0.4448 | 0.7340 | 0.4643 | 0.8210 | 0.6338 | 0.0 |
|
| 201 |
+
| 0.1496 | 1.63 | 2680 | 0.2893 | 0.5750 | 0.7881 | 0.8922 | 0.9088 | 0.6366 | 0.8930 | 0.5268 | 0.9191 | 0.8445 | nan | 0.8799 | 0.4588 | 0.7638 | 0.4720 | 0.8201 | 0.6304 | 0.0 |
|
| 202 |
+
| 0.2405 | 1.64 | 2700 | 0.2712 | 0.5738 | 0.7958 | 0.8884 | 0.8965 | 0.6660 | 0.8927 | 0.5553 | 0.9199 | 0.8441 | nan | 0.8731 | 0.4552 | 0.7597 | 0.4861 | 0.8167 | 0.6260 | 0.0 |
|
| 203 |
+
| 0.0689 | 1.65 | 2720 | 0.2699 | 0.5773 | 0.8004 | 0.8916 | 0.9093 | 0.6645 | 0.8839 | 0.5675 | 0.9127 | 0.8645 | nan | 0.8818 | 0.4697 | 0.7649 | 0.4878 | 0.8179 | 0.6192 | 0.0 |
|
| 204 |
+
| 1.3023 | 1.66 | 2740 | 0.2776 | 0.5739 | 0.8043 | 0.8902 | 0.9055 | 0.6846 | 0.8874 | 0.5705 | 0.9107 | 0.8673 | nan | 0.8798 | 0.4549 | 0.7620 | 0.4845 | 0.8171 | 0.6193 | 0.0 |
|
| 205 |
+
| 0.401 | 1.67 | 2760 | 0.2705 | 0.5721 | 0.7931 | 0.8883 | 0.9074 | 0.6542 | 0.8896 | 0.5540 | 0.9072 | 0.8462 | nan | 0.8721 | 0.4551 | 0.7475 | 0.4782 | 0.8221 | 0.6295 | 0.0 |
|
| 206 |
+
| 0.2472 | 1.69 | 2780 | 0.3258 | 0.5705 | 0.7939 | 0.8852 | 0.8866 | 0.6562 | 0.9042 | 0.5490 | 0.9180 | 0.8494 | nan | 0.8631 | 0.4681 | 0.7336 | 0.4728 | 0.8223 | 0.6338 | 0.0 |
|
| 207 |
+
| 0.4908 | 1.7 | 2800 | 0.3074 | 0.5651 | 0.7893 | 0.8807 | 0.8882 | 0.6278 | 0.9025 | 0.5567 | 0.9016 | 0.8588 | nan | 0.8577 | 0.4620 | 0.7193 | 0.4756 | 0.8178 | 0.6234 | 0.0 |
|
| 208 |
+
| 0.1247 | 1.71 | 2820 | 0.2845 | 0.5739 | 0.7789 | 0.8909 | 0.9063 | 0.6080 | 0.8883 | 0.5422 | 0.9268 | 0.8014 | nan | 0.8726 | 0.4572 | 0.7445 | 0.4782 | 0.8260 | 0.6386 | 0.0 |
|
| 209 |
+
| 0.9431 | 1.72 | 2840 | 0.2788 | 0.5753 | 0.7823 | 0.8900 | 0.8967 | 0.6380 | 0.8976 | 0.5355 | 0.9333 | 0.7929 | nan | 0.8721 | 0.4694 | 0.7523 | 0.4729 | 0.8222 | 0.6386 | 0.0 |
|
| 210 |
+
| 0.1346 | 1.73 | 2860 | 0.2942 | 0.5749 | 0.7819 | 0.8907 | 0.8988 | 0.6226 | 0.9048 | 0.5251 | 0.9280 | 0.8121 | nan | 0.8736 | 0.4707 | 0.7525 | 0.4630 | 0.8226 | 0.6417 | 0.0 |
|
| 211 |
+
| 0.1469 | 1.75 | 2880 | 0.2782 | 0.5762 | 0.7808 | 0.8933 | 0.9093 | 0.6225 | 0.8923 | 0.5319 | 0.9289 | 0.8001 | nan | 0.8793 | 0.4653 | 0.7595 | 0.4657 | 0.8239 | 0.6395 | 0.0 |
|
| 212 |
+
| 0.1829 | 1.76 | 2900 | 0.2748 | 0.5727 | 0.7899 | 0.8908 | 0.9105 | 0.6307 | 0.9093 | 0.5512 | 0.9050 | 0.8326 | nan | 0.8795 | 0.4647 | 0.7606 | 0.4629 | 0.8195 | 0.6217 | 0.0 |
|
| 213 |
+
| 0.1476 | 1.77 | 2920 | 0.2591 | 0.5729 | 0.7936 | 0.8911 | 0.9130 | 0.6489 | 0.8955 | 0.5441 | 0.9053 | 0.8549 | nan | 0.8828 | 0.4653 | 0.7657 | 0.4666 | 0.8169 | 0.6131 | 0.0 |
|
| 214 |
+
| 0.09 | 1.78 | 2940 | 0.2802 | 0.5692 | 0.7887 | 0.8892 | 0.9127 | 0.6333 | 0.9030 | 0.5209 | 0.8974 | 0.8651 | nan | 0.8830 | 0.4768 | 0.7639 | 0.4502 | 0.8116 | 0.5989 | 0.0 |
|
| 215 |
+
| 0.2123 | 1.8 | 2960 | 0.2605 | 0.5653 | 0.7857 | 0.8868 | 0.9139 | 0.6362 | 0.8964 | 0.5169 | 0.8930 | 0.8581 | nan | 0.8819 | 0.4653 | 0.7632 | 0.4462 | 0.8091 | 0.5913 | 0.0 |
|
| 216 |
+
| 0.4904 | 1.81 | 2980 | 0.2484 | 0.5707 | 0.7754 | 0.8939 | 0.9314 | 0.5966 | 0.8876 | 0.5218 | 0.9042 | 0.8109 | nan | 0.8847 | 0.4367 | 0.7715 | 0.4485 | 0.8230 | 0.6308 | 0.0 |
|
| 217 |
+
| 0.3414 | 1.82 | 3000 | 0.2569 | 0.5722 | 0.7811 | 0.8929 | 0.9166 | 0.6386 | 0.8934 | 0.5163 | 0.9180 | 0.8038 | nan | 0.8820 | 0.4596 | 0.7572 | 0.4440 | 0.8246 | 0.6380 | 0.0 |
|
| 218 |
+
| 0.0498 | 1.83 | 3020 | 0.2547 | 0.5738 | 0.7870 | 0.8923 | 0.9148 | 0.6430 | 0.8918 | 0.5312 | 0.9144 | 0.8268 | nan | 0.8817 | 0.4658 | 0.7594 | 0.4496 | 0.8235 | 0.6365 | 0.0 |
|
| 219 |
+
| 0.3362 | 1.84 | 3040 | 0.2595 | 0.5756 | 0.7856 | 0.8937 | 0.9173 | 0.6259 | 0.8873 | 0.5339 | 0.9167 | 0.8325 | nan | 0.8833 | 0.4694 | 0.7628 | 0.4537 | 0.8248 | 0.6352 | 0.0 |
|
| 220 |
+
| 0.1219 | 1.86 | 3060 | 0.2537 | 0.5750 | 0.7841 | 0.8947 | 0.9217 | 0.6318 | 0.8915 | 0.5239 | 0.9145 | 0.8211 | nan | 0.8846 | 0.4633 | 0.7649 | 0.4475 | 0.8255 | 0.6395 | 0.0 |
|
| 221 |
+
| 0.123 | 1.87 | 3080 | 0.2808 | 0.5758 | 0.7945 | 0.8934 | 0.9069 | 0.6636 | 0.9036 | 0.5391 | 0.9199 | 0.8339 | nan | 0.8822 | 0.4694 | 0.7664 | 0.4539 | 0.8238 | 0.6346 | 0.0 |
|
| 222 |
+
| 0.3721 | 1.88 | 3100 | 0.2523 | 0.5777 | 0.7885 | 0.8954 | 0.9207 | 0.6431 | 0.8826 | 0.5526 | 0.9209 | 0.8111 | nan | 0.8858 | 0.4599 | 0.7679 | 0.4677 | 0.8257 | 0.6367 | 0.0 |
|
| 223 |
+
| 0.284 | 1.89 | 3120 | 0.2545 | 0.5786 | 0.7927 | 0.8948 | 0.9151 | 0.6464 | 0.8905 | 0.5516 | 0.9188 | 0.8336 | nan | 0.8854 | 0.4687 | 0.7707 | 0.4664 | 0.8241 | 0.6350 | 0.0 |
|
| 224 |
+
| 0.5131 | 1.9 | 3140 | 0.2502 | 0.5768 | 0.7875 | 0.8948 | 0.9234 | 0.6250 | 0.8978 | 0.5439 | 0.9072 | 0.8275 | nan | 0.8856 | 0.4619 | 0.7722 | 0.4582 | 0.8243 | 0.6357 | 0.0 |
|
| 225 |
+
| 0.1381 | 1.92 | 3160 | 0.2580 | 0.5760 | 0.7772 | 0.8954 | 0.9194 | 0.6006 | 0.9047 | 0.5318 | 0.9194 | 0.7870 | nan | 0.8853 | 0.4661 | 0.7702 | 0.4505 | 0.8260 | 0.6338 | 0.0 |
|
| 226 |
+
| 0.3162 | 1.93 | 3180 | 0.2739 | 0.5775 | 0.7918 | 0.8935 | 0.9066 | 0.6439 | 0.9006 | 0.5423 | 0.9222 | 0.8350 | nan | 0.8822 | 0.4750 | 0.7676 | 0.4609 | 0.8230 | 0.6338 | 0.0 |
|
| 227 |
+
| 0.1153 | 1.94 | 3200 | 0.2678 | 0.5704 | 0.7631 | 0.8953 | 0.9273 | 0.5727 | 0.8881 | 0.5334 | 0.9260 | 0.7312 | nan | 0.8843 | 0.4380 | 0.7696 | 0.4600 | 0.8251 | 0.6161 | 0.0 |
|
| 228 |
+
| 0.0417 | 1.95 | 3220 | 0.2650 | 0.5775 | 0.7906 | 0.8950 | 0.9137 | 0.6581 | 0.8944 | 0.5503 | 0.9244 | 0.8028 | nan | 0.8844 | 0.4627 | 0.7687 | 0.4657 | 0.8250 | 0.6359 | 0.0 |
|
| 229 |
+
| 0.1364 | 1.96 | 3240 | 0.2696 | 0.5771 | 0.7861 | 0.8953 | 0.9133 | 0.6531 | 0.8970 | 0.5482 | 0.9295 | 0.7756 | nan | 0.8844 | 0.4652 | 0.7692 | 0.4642 | 0.8254 | 0.6317 | 0.0 |
|
| 230 |
+
| 0.0806 | 1.98 | 3260 | 0.2718 | 0.5771 | 0.7957 | 0.8945 | 0.9151 | 0.6654 | 0.9009 | 0.5405 | 0.9130 | 0.8391 | nan | 0.8844 | 0.4683 | 0.7680 | 0.4590 | 0.8247 | 0.6356 | 0.0 |
|
| 231 |
+
| 0.1196 | 1.99 | 3280 | 0.2563 | 0.5765 | 0.7934 | 0.8942 | 0.9204 | 0.6450 | 0.8936 | 0.5526 | 0.9077 | 0.8415 | nan | 0.8847 | 0.4614 | 0.7695 | 0.4632 | 0.8233 | 0.6331 | 0.0 |
|
| 232 |
|
| 233 |
|
| 234 |
### Framework versions
|
pytorch_model.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 14936909
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:012e8bd67bcddca24730d5b799a9c22c83d5dffbb015cd32f36c179f94a334fc
|
| 3 |
size 14936909
|
training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 4091
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:190d267d2d8c32d7ea76f49ba38779a2b65fbbf7962170f1da4b95ed71a72586
|
| 3 |
size 4091
|