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---
license: other
base_model: nvidia/mit-b4
tags:
- vision
- image-segmentation
- generated_from_trainer
metrics:
- recall
model-index:
- name: segformer-b4-finetuned-segments-greenhousev7-oct-26
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b4-finetuned-segments-greenhousev7-oct-26
This model is a fine-tuned version of [nvidia/mit-b4](https://huggingface.co/nvidia/mit-b4) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1823
- Mean Iou: 0.5933
- Mean Accuracy: 0.7590
- Overall Accuracy: 0.9611
- F1 Score: 0.9591
- Recall: 0.9611
- Accuracy Unlabeled: nan
- Accuracy Object: 0.8159
- Accuracy Road: nan
- Accuracy Plant: 0.9561
- Accuracy Iron: 0.7609
- Accuracy Wood: 0.2879
- Accuracy Wall: 0.9822
- Accuracy Raw Road: 0.9913
- Accuracy Bottom Wall: 0.6150
- Accuracy Roof: 0.8039
- Accuracy Grass: 0.3579
- Accuracy Mulch: 0.9268
- Accuracy Person: nan
- Accuracy Tomato: 0.8517
- Iou Unlabeled: 0.0
- Iou Object: 0.4932
- Iou Road: nan
- Iou Plant: 0.9034
- Iou Iron: 0.6462
- Iou Wood: 0.2833
- Iou Wall: 0.8592
- Iou Raw Road: 0.9823
- Iou Bottom Wall: 0.5806
- Iou Roof: 0.4691
- Iou Grass: 0.3485
- Iou Mulch: 0.8715
- Iou Person: nan
- Iou Tomato: 0.6818
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 15
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | F1 Score | Recall | Accuracy Unlabeled | Accuracy Object | Accuracy Road | Accuracy Plant | Accuracy Iron | Accuracy Wood | Accuracy Wall | Accuracy Raw Road | Accuracy Bottom Wall | Accuracy Roof | Accuracy Grass | Accuracy Mulch | Accuracy Person | Accuracy Tomato | Iou Unlabeled | Iou Object | Iou Road | Iou Plant | Iou Iron | Iou Wood | Iou Wall | Iou Raw Road | Iou Bottom Wall | Iou Roof | Iou Grass | Iou Mulch | Iou Person | Iou Tomato |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------:|:------:|:------------------:|:---------------:|:-------------:|:--------------:|:-------------:|:-------------:|:-------------:|:-----------------:|:--------------------:|:-------------:|:--------------:|:--------------:|:---------------:|:---------------:|:-------------:|:----------:|:--------:|:---------:|:--------:|:--------:|:--------:|:------------:|:---------------:|:--------:|:---------:|:---------:|:----------:|:----------:|
| 0.3919 | 0.14 | 20 | 0.8512 | 0.2678 | 0.3096 | 0.8916 | 0.8896 | 0.8916 | nan | 0.0 | nan | 0.9658 | 0.0 | 0.0 | 0.6396 | 0.9534 | 0.0 | 0.0 | 0.0003 | 0.8465 | nan | 0.0 | nan | 0.0 | nan | 0.8156 | 0.0 | 0.0 | 0.5755 | 0.9332 | 0.0 | 0.0 | 0.0003 | 0.6210 | nan | 0.0 |
| 1.021 | 0.29 | 40 | 0.3175 | 0.3207 | 0.3613 | 0.9301 | 0.9280 | 0.9301 | nan | 0.0 | nan | 0.9629 | 0.0001 | 0.0 | 0.9502 | 0.9838 | 0.0660 | 0.1241 | 0.0 | 0.8872 | nan | 0.0 | nan | 0.0 | nan | 0.8625 | 0.0001 | 0.0 | 0.7112 | 0.9620 | 0.0647 | 0.1222 | 0.0 | 0.8056 | nan | 0.0 |
| 0.1762 | 0.43 | 60 | 0.2401 | 0.4089 | 0.4541 | 0.9419 | 0.9398 | 0.9419 | nan | 0.0 | nan | 0.9616 | 0.0988 | 0.0 | 0.9548 | 0.9870 | 0.4990 | 0.5960 | 0.0 | 0.8976 | nan | 0.0 | nan | 0.0 | nan | 0.8713 | 0.0960 | 0.0 | 0.8035 | 0.9710 | 0.4063 | 0.5231 | 0.0 | 0.8262 | nan | 0.0 |
| 0.1642 | 0.57 | 80 | 0.2492 | 0.3622 | 0.4078 | 0.9392 | 0.9371 | 0.9392 | nan | 0.0 | nan | 0.9635 | 0.2191 | 0.0 | 0.9445 | 0.9891 | 0.4933 | 0.0104 | 0.0 | 0.8662 | nan | 0.0 | nan | 0.0 | nan | 0.8727 | 0.2058 | 0.0 | 0.7502 | 0.9727 | 0.3484 | 0.0104 | 0.0 | 0.8241 | nan | 0.0 |
| 0.1159 | 0.71 | 100 | 0.2089 | 0.4297 | 0.4866 | 0.9429 | 0.9408 | 0.9429 | nan | 0.0 | nan | 0.9560 | 0.4492 | 0.0 | 0.8957 | 0.9902 | 0.4988 | 0.6567 | 0.0 | 0.9049 | nan | 0.0011 | nan | 0.0 | nan | 0.8810 | 0.3798 | 0.0 | 0.7430 | 0.9727 | 0.3817 | 0.5276 | 0.0 | 0.8395 | nan | 0.0011 |
| 0.2313 | 0.86 | 120 | 0.2007 | 0.4509 | 0.5179 | 0.9434 | 0.9413 | 0.9434 | nan | 0.0 | nan | 0.9513 | 0.4775 | 0.0 | 0.8149 | 0.9900 | 0.7215 | 0.7770 | 0.0 | 0.9151 | nan | 0.0491 | nan | 0.0 | nan | 0.8794 | 0.3991 | 0.0 | 0.7366 | 0.9724 | 0.4818 | 0.6019 | 0.0 | 0.8391 | nan | 0.0491 |
| 3.5075 | 1.0 | 140 | 0.2049 | 0.3788 | 0.4644 | 0.9397 | 0.9376 | 0.9397 | nan | 0.0 | nan | 0.9014 | 0.4312 | 0.0 | 0.8908 | 0.9857 | 0.7117 | 0.0846 | 0.0 | 0.9654 | nan | 0.1372 | 0.0 | 0.0 | nan | 0.8569 | 0.3873 | 0.0 | 0.7868 | 0.9755 | 0.5212 | 0.0843 | 0.0 | 0.7960 | nan | 0.1371 |
| 0.106 | 1.14 | 160 | 0.1944 | 0.4619 | 0.5221 | 0.9427 | 0.9406 | 0.9427 | nan | 0.0 | nan | 0.9809 | 0.5768 | 0.0 | 0.7839 | 0.9908 | 0.7474 | 0.5851 | 0.0 | 0.8568 | nan | 0.2212 | nan | 0.0 | nan | 0.8697 | 0.4694 | 0.0 | 0.7300 | 0.9768 | 0.4811 | 0.5086 | 0.0 | 0.8264 | nan | 0.2193 |
| 0.1276 | 1.29 | 180 | 0.1811 | 0.4781 | 0.5369 | 0.9488 | 0.9467 | 0.9488 | nan | 0.0 | nan | 0.9615 | 0.6833 | 0.0 | 0.8272 | 0.9916 | 0.7762 | 0.3022 | 0.0 | 0.9024 | nan | 0.4616 | nan | 0.0 | nan | 0.8874 | 0.5359 | 0.0 | 0.7658 | 0.9762 | 0.5236 | 0.2926 | 0.0 | 0.8481 | nan | 0.4290 |
| 0.1037 | 1.43 | 200 | 0.1851 | 0.5057 | 0.6343 | 0.9468 | 0.9447 | 0.9468 | nan | 0.0794 | nan | 0.9369 | 0.4941 | 0.0352 | 0.8275 | 0.9923 | 0.8193 | 0.9250 | 0.0 | 0.9177 | nan | 0.9495 | nan | 0.0791 | nan | 0.8820 | 0.4246 | 0.0352 | 0.7630 | 0.9734 | 0.5419 | 0.5715 | 0.0 | 0.8514 | nan | 0.4407 |
| 0.2826 | 1.57 | 220 | 0.1876 | 0.5088 | 0.5653 | 0.9517 | 0.9496 | 0.9517 | nan | 0.0553 | nan | 0.9769 | 0.7308 | 0.0 | 0.9475 | 0.9889 | 0.5985 | 0.6404 | 0.0 | 0.8844 | nan | 0.3958 | nan | 0.0552 | nan | 0.8809 | 0.5404 | 0.0 | 0.8383 | 0.9785 | 0.5504 | 0.5386 | 0.0 | 0.8420 | nan | 0.3720 |
| 0.2261 | 1.71 | 240 | 0.1819 | 0.5037 | 0.5564 | 0.9527 | 0.9506 | 0.9527 | nan | 0.0561 | nan | 0.9577 | 0.6404 | 0.0 | 0.9608 | 0.9907 | 0.6123 | 0.6219 | 0.0 | 0.9156 | nan | 0.3652 | nan | 0.0561 | nan | 0.8863 | 0.5084 | 0.0 | 0.8400 | 0.9780 | 0.5274 | 0.5412 | 0.0 | 0.8543 | nan | 0.3494 |
| 0.1437 | 1.86 | 260 | 0.1843 | 0.4546 | 0.6228 | 0.9503 | 0.9482 | 0.9503 | nan | 0.1214 | nan | 0.9420 | 0.5937 | 0.0 | 0.9169 | 0.9875 | 0.6180 | 0.9442 | 0.0 | 0.9452 | nan | 0.7814 | 0.0 | 0.1205 | nan | 0.8839 | 0.4872 | 0.0 | 0.8053 | 0.9789 | 0.5055 | 0.2275 | 0.0 | 0.8487 | nan | 0.5980 |
| 0.1129 | 2.0 | 280 | 0.1931 | 0.5141 | 0.6361 | 0.9544 | 0.9523 | 0.9544 | nan | 0.4238 | nan | 0.9657 | 0.7673 | 0.0 | 0.9743 | 0.9910 | 0.5719 | 0.5825 | 0.0 | 0.8929 | nan | 0.8282 | 0.0 | 0.4033 | nan | 0.8870 | 0.5661 | 0.0 | 0.8469 | 0.9788 | 0.5397 | 0.4835 | 0.0 | 0.8536 | nan | 0.6100 |
| 0.123 | 2.14 | 300 | 0.2105 | 0.5034 | 0.6691 | 0.9531 | 0.9510 | 0.9531 | nan | 0.6047 | nan | 0.9660 | 0.5893 | 0.0 | 0.9849 | 0.9910 | 0.5402 | 0.9782 | 0.0 | 0.8894 | nan | 0.8162 | 0.0 | 0.3887 | nan | 0.8881 | 0.4967 | 0.0 | 0.8231 | 0.9793 | 0.5147 | 0.4599 | 0.0 | 0.8514 | nan | 0.6384 |
| 0.1713 | 2.29 | 320 | 0.1888 | 0.4682 | 0.5890 | 0.9524 | 0.9503 | 0.9524 | nan | 0.5727 | nan | 0.9680 | 0.5506 | 0.0 | 0.9447 | 0.9914 | 0.6693 | 0.0073 | 0.0 | 0.8810 | nan | 0.8938 | 0.0 | 0.4185 | nan | 0.8856 | 0.4760 | 0.0 | 0.8249 | 0.9784 | 0.5608 | 0.0073 | 0.0 | 0.8471 | nan | 0.6206 |
| 0.0824 | 2.43 | 340 | 0.1729 | 0.5427 | 0.6860 | 0.9558 | 0.9537 | 0.9558 | nan | 0.7853 | nan | 0.9664 | 0.7321 | 0.0 | 0.9399 | 0.9903 | 0.6718 | 0.7127 | 0.0 | 0.9011 | nan | 0.8463 | 0.0 | 0.5521 | nan | 0.8902 | 0.5405 | 0.0 | 0.8484 | 0.9795 | 0.6019 | 0.5753 | 0.0 | 0.8562 | nan | 0.6688 |
| 0.0758 | 2.57 | 360 | 0.2078 | 0.4782 | 0.6374 | 0.9538 | 0.9517 | 0.9538 | nan | 0.9375 | nan | 0.9594 | 0.7613 | 0.0 | 0.9833 | 0.9873 | 0.5414 | 0.6526 | 0.0 | 0.9190 | nan | 0.2692 | 0.0 | 0.2840 | nan | 0.8906 | 0.5755 | 0.0 | 0.8445 | 0.9803 | 0.5263 | 0.5096 | 0.0 | 0.8605 | nan | 0.2672 |
| 0.1246 | 2.71 | 380 | 0.1862 | 0.5093 | 0.6859 | 0.9516 | 0.9495 | 0.9516 | nan | 0.9242 | nan | 0.9641 | 0.6229 | 0.0 | 0.8730 | 0.9882 | 0.7963 | 0.6234 | 0.0 | 0.8952 | nan | 0.8578 | 0.0 | 0.4199 | nan | 0.8910 | 0.4908 | 0.0 | 0.8010 | 0.9795 | 0.5309 | 0.4913 | 0.0 | 0.8555 | nan | 0.6523 |
| 0.1101 | 2.86 | 400 | 0.1633 | 0.5213 | 0.7274 | 0.9552 | 0.9531 | 0.9552 | nan | 0.9319 | nan | 0.9412 | 0.8182 | 0.0060 | 0.9633 | 0.9915 | 0.5912 | 0.9311 | 0.0014 | 0.9274 | nan | 0.8980 | 0.0 | 0.4085 | nan | 0.8892 | 0.6059 | 0.0060 | 0.8501 | 0.9792 | 0.5611 | 0.4935 | 0.0014 | 0.8614 | nan | 0.5990 |
| 0.1225 | 3.0 | 420 | 0.1639 | 0.5378 | 0.7035 | 0.9563 | 0.9542 | 0.9563 | nan | 0.8218 | nan | 0.9523 | 0.7030 | 0.0014 | 0.9795 | 0.9909 | 0.6144 | 0.8501 | 0.0 | 0.9184 | nan | 0.9069 | 0.0 | 0.4882 | nan | 0.8929 | 0.5696 | 0.0014 | 0.8523 | 0.9803 | 0.5673 | 0.6308 | 0.0 | 0.8594 | nan | 0.6111 |
| 0.0906 | 3.14 | 440 | 0.1706 | 0.5183 | 0.7215 | 0.9549 | 0.9528 | 0.9549 | nan | 0.8877 | nan | 0.9363 | 0.7438 | 0.0014 | 0.9740 | 0.9913 | 0.5882 | 0.9839 | 0.0 | 0.9358 | nan | 0.8938 | 0.0 | 0.4573 | nan | 0.8861 | 0.5982 | 0.0014 | 0.8458 | 0.9810 | 0.5565 | 0.4060 | 0.0 | 0.8556 | nan | 0.6318 |
| 0.0952 | 3.29 | 460 | 0.1826 | 0.5112 | 0.6749 | 0.9544 | 0.9522 | 0.9544 | nan | 0.8409 | nan | 0.9385 | 0.7830 | 0.0 | 0.9701 | 0.9909 | 0.6085 | 0.9470 | 0.0 | 0.9360 | nan | 0.4092 | 0.0 | 0.4290 | nan | 0.8850 | 0.6032 | 0.0 | 0.8490 | 0.9801 | 0.5621 | 0.5697 | 0.0 | 0.8542 | nan | 0.4016 |
| 0.0594 | 3.43 | 480 | 0.1900 | 0.4863 | 0.6199 | 0.9546 | 0.9524 | 0.9546 | nan | 0.7660 | nan | 0.9613 | 0.8442 | 0.0 | 0.9777 | 0.9910 | 0.5615 | 0.7162 | 0.0 | 0.9066 | nan | 0.0939 | 0.0 | 0.4172 | nan | 0.8886 | 0.5902 | 0.0 | 0.8520 | 0.9798 | 0.5312 | 0.6240 | 0.0 | 0.8595 | nan | 0.0937 |
| 0.0918 | 3.57 | 500 | 0.1653 | 0.5210 | 0.6713 | 0.9561 | 0.9542 | 0.9561 | nan | 0.8898 | nan | 0.9564 | 0.7377 | 0.0 | 0.9010 | 0.9910 | 0.7984 | 0.4567 | 0.0000 | 0.9158 | nan | 0.7380 | 0.0 | 0.3875 | nan | 0.8936 | 0.5811 | 0.0 | 0.8392 | 0.9800 | 0.6185 | 0.4351 | 0.0000 | 0.8655 | nan | 0.6519 |
| 0.0604 | 3.71 | 520 | 0.1698 | 0.5524 | 0.7169 | 0.9564 | 0.9543 | 0.9564 | nan | 0.8741 | nan | 0.9476 | 0.6950 | 0.3069 | 0.9769 | 0.9908 | 0.6172 | 0.6485 | 0.0001 | 0.9270 | nan | 0.9023 | 0.0 | 0.4080 | nan | 0.8910 | 0.5800 | 0.3047 | 0.8565 | 0.9800 | 0.5758 | 0.5918 | 0.0001 | 0.8652 | nan | 0.5756 |
| 0.0909 | 3.86 | 540 | 0.1732 | 0.5031 | 0.6576 | 0.9546 | 0.9525 | 0.9546 | nan | 0.8069 | nan | 0.9533 | 0.6488 | 0.2151 | 0.9246 | 0.9886 | 0.7118 | 0.1426 | 0.0 | 0.9249 | nan | 0.9175 | 0.0 | 0.4372 | nan | 0.8914 | 0.5364 | 0.2141 | 0.8287 | 0.9802 | 0.5541 | 0.1417 | 0.0 | 0.8646 | nan | 0.5889 |
| 0.0748 | 4.0 | 560 | 0.1730 | 0.5599 | 0.6850 | 0.9571 | 0.9550 | 0.9571 | nan | 0.7272 | nan | 0.9644 | 0.6820 | 0.2626 | 0.9813 | 0.9901 | 0.5949 | 0.5943 | 0.0 | 0.9126 | nan | 0.8255 | 0.0 | 0.5413 | nan | 0.8927 | 0.5673 | 0.2613 | 0.8510 | 0.9810 | 0.5519 | 0.5471 | 0.0 | 0.8640 | nan | 0.6612 |
| 0.7684 | 4.14 | 580 | 0.1705 | 0.5546 | 0.7184 | 0.9568 | 0.9547 | 0.9568 | nan | 0.7328 | nan | 0.9677 | 0.8193 | 0.1112 | 0.9707 | 0.9913 | 0.6072 | 0.9380 | 0.0029 | 0.8935 | nan | 0.8683 | 0.0 | 0.5036 | nan | 0.8936 | 0.6207 | 0.0952 | 0.8547 | 0.9802 | 0.5635 | 0.6085 | 0.0029 | 0.8581 | nan | 0.6745 |
| 0.0494 | 4.29 | 600 | 0.1807 | 0.5683 | 0.7639 | 0.9581 | 0.9560 | 0.9581 | nan | 0.8907 | nan | 0.9411 | 0.8267 | 0.0427 | 0.9673 | 0.9885 | 0.6236 | 0.9300 | 0.4457 | 0.9397 | nan | 0.8074 | 0.0 | 0.4168 | nan | 0.8995 | 0.6120 | 0.0308 | 0.8539 | 0.9799 | 0.5696 | 0.4982 | 0.4400 | 0.8611 | nan | 0.6582 |
| 0.0705 | 4.43 | 620 | 0.1879 | 0.5495 | 0.7388 | 0.9565 | 0.9544 | 0.9565 | nan | 0.8648 | nan | 0.9438 | 0.7232 | 0.1360 | 0.9844 | 0.9869 | 0.6055 | 0.9536 | 0.1718 | 0.9422 | nan | 0.8147 | 0.0 | 0.4316 | nan | 0.8950 | 0.5759 | 0.0851 | 0.8470 | 0.9799 | 0.5661 | 0.5223 | 0.1698 | 0.8618 | nan | 0.6595 |
| 0.1133 | 4.57 | 640 | 0.1700 | 0.5588 | 0.7297 | 0.9561 | 0.9540 | 0.9561 | nan | 0.8263 | nan | 0.9462 | 0.5719 | 0.3469 | 0.9798 | 0.9906 | 0.6122 | 0.9715 | 0.0289 | 0.9340 | nan | 0.8187 | 0.0 | 0.4410 | nan | 0.8910 | 0.5208 | 0.3418 | 0.8487 | 0.9790 | 0.5704 | 0.5601 | 0.0287 | 0.8642 | nan | 0.6597 |
| 0.0929 | 4.71 | 660 | 0.1758 | 0.5420 | 0.7064 | 0.9561 | 0.9542 | 0.9561 | nan | 0.9229 | nan | 0.9572 | 0.6571 | 0.2301 | 0.9875 | 0.9915 | 0.6017 | 0.6024 | 0.0273 | 0.9049 | nan | 0.8883 | 0.0 | 0.4031 | nan | 0.8916 | 0.5650 | 0.2295 | 0.8517 | 0.9802 | 0.5704 | 0.5582 | 0.0271 | 0.8642 | nan | 0.5625 |
| 0.0759 | 4.86 | 680 | 0.1746 | 0.5507 | 0.7190 | 0.9562 | 0.9542 | 0.9562 | nan | 0.8672 | nan | 0.9431 | 0.6978 | 0.1615 | 0.9772 | 0.9888 | 0.6158 | 0.7926 | 0.0097 | 0.9407 | nan | 0.9151 | 0.0 | 0.4794 | nan | 0.8892 | 0.5714 | 0.1612 | 0.8567 | 0.9806 | 0.5663 | 0.6825 | 0.0096 | 0.8654 | nan | 0.5459 |
| 0.0691 | 5.0 | 700 | 0.1819 | 0.5569 | 0.7309 | 0.9563 | 0.9542 | 0.9563 | nan | 0.8427 | nan | 0.9451 | 0.7247 | 0.2028 | 0.9751 | 0.9898 | 0.5957 | 0.9014 | 0.0063 | 0.9358 | nan | 0.9210 | 0.0 | 0.4927 | nan | 0.8897 | 0.5910 | 0.2023 | 0.8545 | 0.9800 | 0.5650 | 0.6963 | 0.0063 | 0.8650 | nan | 0.5401 |
| 0.2117 | 5.14 | 720 | 0.1836 | 0.5577 | 0.7358 | 0.9560 | 0.9541 | 0.9560 | nan | 0.8783 | nan | 0.9417 | 0.7072 | 0.2352 | 0.9810 | 0.9903 | 0.6046 | 0.9603 | 0.0100 | 0.9349 | nan | 0.8502 | 0.0 | 0.4193 | nan | 0.8894 | 0.6013 | 0.2333 | 0.8525 | 0.9801 | 0.5659 | 0.6217 | 0.0100 | 0.8617 | nan | 0.6568 |
| 0.0782 | 5.29 | 740 | 0.1796 | 0.5423 | 0.7466 | 0.9564 | 0.9546 | 0.9564 | nan | 0.9102 | nan | 0.9527 | 0.7585 | 0.2166 | 0.9631 | 0.9917 | 0.6055 | 0.9810 | 0.0128 | 0.9164 | nan | 0.9039 | 0.0 | 0.3864 | nan | 0.8938 | 0.5970 | 0.2148 | 0.8504 | 0.9802 | 0.5690 | 0.5235 | 0.0127 | 0.8658 | nan | 0.6136 |
| 0.0861 | 5.43 | 760 | 0.1930 | 0.5482 | 0.7161 | 0.9574 | 0.9555 | 0.9574 | nan | 0.8984 | nan | 0.9535 | 0.7075 | 0.0576 | 0.9854 | 0.9895 | 0.6196 | 0.8142 | 0.0143 | 0.9253 | nan | 0.9121 | 0.0 | 0.4149 | nan | 0.8936 | 0.5937 | 0.0576 | 0.8588 | 0.9817 | 0.5759 | 0.7075 | 0.0143 | 0.8668 | nan | 0.6138 |
| 0.0924 | 5.57 | 780 | 0.1630 | 0.5384 | 0.7310 | 0.9571 | 0.9551 | 0.9571 | nan | 0.8024 | nan | 0.9496 | 0.7192 | 0.1818 | 0.9642 | 0.9916 | 0.6365 | 0.9409 | 0.0140 | 0.9261 | nan | 0.9145 | 0.0 | 0.4536 | nan | 0.8929 | 0.6026 | 0.1813 | 0.8528 | 0.9807 | 0.5795 | 0.4029 | 0.0140 | 0.8664 | nan | 0.6346 |
| 0.0974 | 5.71 | 800 | 0.1629 | 0.5197 | 0.7423 | 0.9556 | 0.9536 | 0.9556 | nan | 0.8012 | nan | 0.9570 | 0.7377 | 0.1950 | 0.8993 | 0.9888 | 0.7564 | 0.9704 | 0.0192 | 0.9209 | nan | 0.9191 | 0.0 | 0.4069 | nan | 0.8939 | 0.6008 | 0.1934 | 0.8269 | 0.9808 | 0.6093 | 0.2249 | 0.0191 | 0.8645 | nan | 0.6159 |
| 0.067 | 5.86 | 820 | 0.1706 | 0.5545 | 0.7182 | 0.9570 | 0.9550 | 0.9570 | nan | 0.7975 | nan | 0.9492 | 0.7066 | 0.2744 | 0.9739 | 0.9897 | 0.6084 | 0.7291 | 0.0125 | 0.9350 | nan | 0.9242 | 0.0 | 0.4655 | nan | 0.8931 | 0.5965 | 0.2722 | 0.8568 | 0.9802 | 0.5658 | 0.5047 | 0.0118 | 0.8665 | nan | 0.6403 |
| 0.0847 | 6.0 | 840 | 0.1759 | 0.5474 | 0.6879 | 0.9575 | 0.9554 | 0.9575 | nan | 0.7776 | nan | 0.9587 | 0.6721 | 0.2957 | 0.9856 | 0.9909 | 0.6148 | 0.4049 | 0.0127 | 0.9152 | nan | 0.9390 | 0.0 | 0.5000 | nan | 0.8946 | 0.5837 | 0.2900 | 0.8544 | 0.9803 | 0.5703 | 0.3932 | 0.0123 | 0.8673 | nan | 0.6225 |
| 0.0807 | 6.14 | 860 | 0.1802 | 0.5240 | 0.6677 | 0.9559 | 0.9538 | 0.9559 | nan | 0.7847 | nan | 0.9642 | 0.6701 | 0.1578 | 0.9933 | 0.9903 | 0.5905 | 0.3216 | 0.0272 | 0.8969 | nan | 0.9481 | 0.0 | 0.4992 | nan | 0.8916 | 0.5731 | 0.1576 | 0.8403 | 0.9805 | 0.5507 | 0.3164 | 0.0263 | 0.8613 | nan | 0.5914 |
| 0.0814 | 6.29 | 880 | 0.1617 | 0.5700 | 0.7435 | 0.9589 | 0.9569 | 0.9589 | nan | 0.7495 | nan | 0.9466 | 0.8018 | 0.1879 | 0.9725 | 0.9909 | 0.6070 | 0.8622 | 0.2359 | 0.9362 | nan | 0.8884 | 0.0 | 0.5156 | nan | 0.8987 | 0.6397 | 0.1875 | 0.8539 | 0.9805 | 0.5663 | 0.4289 | 0.2278 | 0.8680 | nan | 0.6730 |
| 0.0508 | 6.43 | 900 | 0.1845 | 0.5677 | 0.7530 | 0.9590 | 0.9570 | 0.9590 | nan | 0.8164 | nan | 0.9514 | 0.8060 | 0.1253 | 0.9689 | 0.9886 | 0.6098 | 0.9409 | 0.3473 | 0.9358 | nan | 0.7927 | 0.0 | 0.4766 | nan | 0.9002 | 0.6336 | 0.1250 | 0.8536 | 0.9807 | 0.5727 | 0.4106 | 0.3116 | 0.8668 | nan | 0.6815 |
| 0.0657 | 6.57 | 920 | 0.1953 | 0.5850 | 0.7461 | 0.9590 | 0.9569 | 0.9590 | nan | 0.8159 | nan | 0.9628 | 0.7618 | 0.1288 | 0.9859 | 0.9881 | 0.6039 | 0.9399 | 0.3262 | 0.9164 | nan | 0.7773 | 0.0 | 0.4774 | nan | 0.9001 | 0.6115 | 0.1286 | 0.8552 | 0.9806 | 0.5680 | 0.6694 | 0.2861 | 0.8670 | nan | 0.6763 |
| 0.049 | 6.71 | 940 | 0.1799 | 0.5921 | 0.7551 | 0.9597 | 0.9577 | 0.9597 | nan | 0.8352 | nan | 0.9558 | 0.7660 | 0.1436 | 0.9780 | 0.9879 | 0.6142 | 0.9437 | 0.3808 | 0.9329 | nan | 0.7684 | 0.0 | 0.5134 | nan | 0.9022 | 0.6237 | 0.1433 | 0.8570 | 0.9806 | 0.5701 | 0.6352 | 0.3385 | 0.8681 | nan | 0.6734 |
| 0.0519 | 6.86 | 960 | 0.1878 | 0.5871 | 0.7469 | 0.9598 | 0.9577 | 0.9598 | nan | 0.8714 | nan | 0.9583 | 0.7763 | 0.1063 | 0.9846 | 0.9918 | 0.6032 | 0.8894 | 0.2739 | 0.9148 | nan | 0.8453 | 0.0 | 0.4960 | nan | 0.9011 | 0.6286 | 0.1062 | 0.8574 | 0.9811 | 0.5656 | 0.6964 | 0.2736 | 0.8688 | nan | 0.6704 |
| 0.0704 | 7.0 | 980 | 0.1861 | 0.5746 | 0.7299 | 0.9592 | 0.9573 | 0.9592 | nan | 0.8812 | nan | 0.9511 | 0.7860 | 0.1569 | 0.9862 | 0.9899 | 0.5891 | 0.6868 | 0.2110 | 0.9339 | nan | 0.8565 | 0.0 | 0.4457 | nan | 0.8999 | 0.6382 | 0.1564 | 0.8576 | 0.9813 | 0.5609 | 0.6231 | 0.2109 | 0.8693 | nan | 0.6516 |
| 0.0437 | 7.14 | 1000 | 0.1828 | 0.5732 | 0.7427 | 0.9595 | 0.9576 | 0.9595 | nan | 0.8600 | nan | 0.9601 | 0.7820 | 0.0764 | 0.9791 | 0.9901 | 0.6141 | 0.8654 | 0.2428 | 0.9181 | nan | 0.8812 | 0.0 | 0.4499 | nan | 0.9016 | 0.6244 | 0.0763 | 0.8593 | 0.9814 | 0.5682 | 0.6592 | 0.2427 | 0.8690 | nan | 0.6467 |
| 0.071 | 7.29 | 1020 | 0.1875 | 0.5814 | 0.7466 | 0.9595 | 0.9575 | 0.9595 | nan | 0.8536 | nan | 0.9521 | 0.7731 | 0.1509 | 0.9861 | 0.9913 | 0.5963 | 0.8847 | 0.2254 | 0.9275 | nan | 0.8716 | 0.0 | 0.4816 | nan | 0.9012 | 0.6311 | 0.1507 | 0.8568 | 0.9809 | 0.5605 | 0.6576 | 0.2253 | 0.8695 | nan | 0.6612 |
| 0.0789 | 7.43 | 1040 | 0.1898 | 0.5705 | 0.7479 | 0.9590 | 0.9569 | 0.9590 | nan | 0.8200 | nan | 0.9649 | 0.6972 | 0.1783 | 0.9745 | 0.9914 | 0.6105 | 0.9514 | 0.2731 | 0.9060 | nan | 0.8599 | 0.0 | 0.4824 | nan | 0.9000 | 0.6008 | 0.1781 | 0.8521 | 0.9811 | 0.5668 | 0.4829 | 0.2720 | 0.8641 | nan | 0.6660 |
| 0.1251 | 7.57 | 1060 | 0.1796 | 0.5664 | 0.7606 | 0.9598 | 0.9578 | 0.9598 | nan | 0.8186 | nan | 0.9566 | 0.7743 | 0.1460 | 0.9693 | 0.9904 | 0.6042 | 0.9639 | 0.3588 | 0.9263 | nan | 0.8581 | 0.0 | 0.4751 | nan | 0.9034 | 0.6348 | 0.1459 | 0.8494 | 0.9815 | 0.5716 | 0.3418 | 0.3450 | 0.8681 | nan | 0.6802 |
| 0.0817 | 7.71 | 1080 | 0.1840 | 0.5830 | 0.7742 | 0.9593 | 0.9575 | 0.9593 | nan | 0.7605 | nan | 0.9651 | 0.7064 | 0.4122 | 0.9694 | 0.9882 | 0.6112 | 0.9660 | 0.3217 | 0.9198 | nan | 0.8953 | 0.0 | 0.4961 | nan | 0.9020 | 0.6102 | 0.3982 | 0.8501 | 0.9809 | 0.5747 | 0.3400 | 0.3058 | 0.8679 | nan | 0.6706 |
| 0.0586 | 7.86 | 1100 | 0.1874 | 0.5800 | 0.7601 | 0.9583 | 0.9564 | 0.9583 | nan | 0.8447 | nan | 0.9496 | 0.7391 | 0.4411 | 0.9828 | 0.9913 | 0.5953 | 0.9125 | 0.0653 | 0.9302 | nan | 0.9093 | 0.0 | 0.4932 | nan | 0.8953 | 0.6275 | 0.4214 | 0.8558 | 0.9809 | 0.5723 | 0.5464 | 0.0629 | 0.8694 | nan | 0.6349 |
| 0.0854 | 8.0 | 1120 | 0.1803 | 0.5727 | 0.7450 | 0.9583 | 0.9565 | 0.9583 | nan | 0.8502 | nan | 0.9582 | 0.7473 | 0.3024 | 0.9703 | 0.9896 | 0.6119 | 0.8652 | 0.0713 | 0.9250 | nan | 0.9041 | 0.0 | 0.5054 | nan | 0.8974 | 0.6051 | 0.2955 | 0.8542 | 0.9808 | 0.5757 | 0.5663 | 0.0683 | 0.8697 | nan | 0.6537 |
| 0.0725 | 8.14 | 1140 | 0.1899 | 0.5671 | 0.7707 | 0.9581 | 0.9562 | 0.9581 | nan | 0.8786 | nan | 0.9563 | 0.7415 | 0.4362 | 0.9756 | 0.9911 | 0.6033 | 0.9661 | 0.1274 | 0.9167 | nan | 0.8846 | 0.0 | 0.4567 | nan | 0.8969 | 0.6204 | 0.4133 | 0.8498 | 0.9809 | 0.5701 | 0.3880 | 0.1262 | 0.8681 | nan | 0.6353 |
| 0.0956 | 8.29 | 1160 | 0.1764 | 0.5887 | 0.7281 | 0.9587 | 0.9567 | 0.9587 | nan | 0.7778 | nan | 0.9437 | 0.6547 | 0.3939 | 0.9817 | 0.9915 | 0.6281 | 0.5035 | 0.2791 | 0.9361 | nan | 0.9191 | 0.0 | 0.5296 | nan | 0.8977 | 0.5789 | 0.3794 | 0.8567 | 0.9802 | 0.5736 | 0.4810 | 0.2581 | 0.8668 | nan | 0.6629 |
| 0.1054 | 8.43 | 1180 | 0.1840 | 0.5642 | 0.7060 | 0.9590 | 0.9570 | 0.9590 | nan | 0.7370 | nan | 0.9578 | 0.7107 | 0.3329 | 0.9881 | 0.9895 | 0.6124 | 0.3338 | 0.2236 | 0.9223 | nan | 0.9577 | 0.0 | 0.5277 | nan | 0.8993 | 0.6123 | 0.3233 | 0.8561 | 0.9809 | 0.5737 | 0.3277 | 0.2023 | 0.8697 | nan | 0.5969 |
| 0.0467 | 8.57 | 1200 | 0.1728 | 0.5865 | 0.7681 | 0.9599 | 0.9580 | 0.9599 | nan | 0.7316 | nan | 0.9580 | 0.7210 | 0.3029 | 0.9747 | 0.9901 | 0.6167 | 0.9358 | 0.3588 | 0.9238 | nan | 0.9351 | 0.0 | 0.5217 | nan | 0.9024 | 0.6140 | 0.2957 | 0.8561 | 0.9811 | 0.5781 | 0.4443 | 0.3270 | 0.8692 | nan | 0.6487 |
| 0.0426 | 8.71 | 1220 | 0.1768 | 0.5819 | 0.7615 | 0.9601 | 0.9581 | 0.9601 | nan | 0.8435 | nan | 0.9550 | 0.7707 | 0.2703 | 0.9775 | 0.9915 | 0.6040 | 0.9154 | 0.3006 | 0.9254 | nan | 0.8227 | 0.0 | 0.4826 | nan | 0.9021 | 0.6397 | 0.2647 | 0.8574 | 0.9814 | 0.5779 | 0.4396 | 0.2821 | 0.8694 | nan | 0.6857 |
| 0.0507 | 8.86 | 1240 | 0.1804 | 0.5613 | 0.7269 | 0.9592 | 0.9573 | 0.9592 | nan | 0.8661 | nan | 0.9582 | 0.7597 | 0.1631 | 0.9826 | 0.9905 | 0.6046 | 0.7996 | 0.1813 | 0.9225 | nan | 0.7681 | 0.0 | 0.4358 | nan | 0.8993 | 0.6317 | 0.1623 | 0.8591 | 0.9817 | 0.5767 | 0.4781 | 0.1709 | 0.8692 | nan | 0.6704 |
| 0.0525 | 9.0 | 1260 | 0.1843 | 0.5561 | 0.7234 | 0.9589 | 0.9571 | 0.9589 | nan | 0.8798 | nan | 0.9542 | 0.7502 | 0.1002 | 0.9863 | 0.9895 | 0.6066 | 0.6838 | 0.2257 | 0.9272 | nan | 0.8542 | 0.0 | 0.4335 | nan | 0.8992 | 0.6273 | 0.1000 | 0.8569 | 0.9816 | 0.5748 | 0.4488 | 0.2121 | 0.8676 | nan | 0.6714 |
| 0.0482 | 9.14 | 1280 | 0.1756 | 0.5779 | 0.7648 | 0.9598 | 0.9578 | 0.9598 | nan | 0.8514 | nan | 0.9637 | 0.7878 | 0.2066 | 0.9678 | 0.9907 | 0.6209 | 0.9520 | 0.2509 | 0.9131 | nan | 0.9083 | 0.0 | 0.5024 | nan | 0.9010 | 0.6373 | 0.2045 | 0.8562 | 0.9820 | 0.5820 | 0.4967 | 0.2381 | 0.8674 | nan | 0.6671 |
| 0.0524 | 9.29 | 1300 | 0.1865 | 0.5812 | 0.7667 | 0.9591 | 0.9571 | 0.9591 | nan | 0.8457 | nan | 0.9489 | 0.7639 | 0.2684 | 0.9851 | 0.9898 | 0.6044 | 0.9234 | 0.2303 | 0.9334 | nan | 0.9402 | 0.0 | 0.5181 | nan | 0.8986 | 0.6451 | 0.2638 | 0.8554 | 0.9813 | 0.5764 | 0.5242 | 0.2134 | 0.8673 | nan | 0.6311 |
| 0.149 | 9.43 | 1320 | 0.1858 | 0.5819 | 0.7555 | 0.9589 | 0.9569 | 0.9589 | nan | 0.8434 | nan | 0.9518 | 0.7354 | 0.2613 | 0.9847 | 0.9895 | 0.6152 | 0.8559 | 0.1959 | 0.9303 | nan | 0.9472 | 0.0 | 0.5295 | nan | 0.8989 | 0.6292 | 0.2563 | 0.8577 | 0.9806 | 0.5747 | 0.5887 | 0.1802 | 0.8688 | nan | 0.6179 |
| 0.0772 | 9.57 | 1340 | 0.1848 | 0.5766 | 0.7368 | 0.9588 | 0.9567 | 0.9588 | nan | 0.8409 | nan | 0.9522 | 0.7536 | 0.2168 | 0.9840 | 0.9895 | 0.5998 | 0.7480 | 0.1442 | 0.9325 | nan | 0.9433 | 0.0 | 0.5360 | nan | 0.8975 | 0.6282 | 0.2142 | 0.8597 | 0.9807 | 0.5727 | 0.5997 | 0.1336 | 0.8683 | nan | 0.6289 |
| 0.1237 | 9.71 | 1360 | 0.1818 | 0.5787 | 0.7199 | 0.9592 | 0.9572 | 0.9592 | nan | 0.7914 | nan | 0.9550 | 0.7529 | 0.1339 | 0.9849 | 0.9896 | 0.6091 | 0.7507 | 0.1549 | 0.9315 | nan | 0.8655 | 0.0 | 0.5584 | nan | 0.8981 | 0.6237 | 0.1329 | 0.8610 | 0.9810 | 0.5740 | 0.6194 | 0.1413 | 0.8699 | nan | 0.6851 |
| 0.0799 | 9.86 | 1380 | 0.1779 | 0.5663 | 0.7494 | 0.9589 | 0.9570 | 0.9589 | nan | 0.8170 | nan | 0.9529 | 0.7048 | 0.2440 | 0.9756 | 0.9905 | 0.6042 | 0.9740 | 0.1775 | 0.9333 | nan | 0.8697 | 0.0 | 0.5543 | nan | 0.8986 | 0.6082 | 0.2414 | 0.8527 | 0.9809 | 0.5727 | 0.3658 | 0.1664 | 0.8701 | nan | 0.6843 |
| 0.0434 | 10.0 | 1400 | 0.1877 | 0.5609 | 0.7405 | 0.9591 | 0.9571 | 0.9591 | nan | 0.8648 | nan | 0.9575 | 0.7026 | 0.2193 | 0.9805 | 0.9905 | 0.6085 | 0.8696 | 0.1381 | 0.9252 | nan | 0.8883 | 0.0 | 0.4929 | nan | 0.8981 | 0.6080 | 0.2176 | 0.8571 | 0.9817 | 0.5753 | 0.4498 | 0.1326 | 0.8704 | nan | 0.6473 |
| 0.1458 | 10.14 | 1420 | 0.1857 | 0.5643 | 0.7386 | 0.9590 | 0.9570 | 0.9590 | nan | 0.8800 | nan | 0.9563 | 0.7689 | 0.2224 | 0.9826 | 0.9910 | 0.6160 | 0.6872 | 0.2180 | 0.9163 | nan | 0.8864 | 0.0 | 0.4526 | nan | 0.8977 | 0.6429 | 0.2194 | 0.8566 | 0.9816 | 0.5772 | 0.4310 | 0.2108 | 0.8677 | nan | 0.6341 |
| 0.0835 | 10.29 | 1440 | 0.1860 | 0.5635 | 0.7467 | 0.9592 | 0.9573 | 0.9592 | nan | 0.8889 | nan | 0.9559 | 0.7823 | 0.2225 | 0.9788 | 0.9896 | 0.6117 | 0.7888 | 0.1913 | 0.9267 | nan | 0.8770 | 0.0 | 0.4282 | nan | 0.8995 | 0.6528 | 0.2200 | 0.8567 | 0.9819 | 0.5750 | 0.4440 | 0.1823 | 0.8696 | nan | 0.6516 |
| 0.0348 | 10.43 | 1460 | 0.1835 | 0.5622 | 0.7553 | 0.9587 | 0.9567 | 0.9587 | nan | 0.8707 | nan | 0.9471 | 0.7728 | 0.2442 | 0.9718 | 0.9904 | 0.6180 | 0.9661 | 0.1837 | 0.9374 | nan | 0.8057 | 0.0 | 0.4341 | nan | 0.8973 | 0.6464 | 0.2418 | 0.8547 | 0.9815 | 0.5775 | 0.3981 | 0.1758 | 0.8682 | nan | 0.6707 |
| 0.0587 | 10.57 | 1480 | 0.1857 | 0.5611 | 0.7430 | 0.9593 | 0.9574 | 0.9593 | nan | 0.8592 | nan | 0.9600 | 0.7759 | 0.1888 | 0.9806 | 0.9906 | 0.6066 | 0.9323 | 0.1762 | 0.9187 | nan | 0.7837 | 0.0 | 0.4314 | nan | 0.8999 | 0.6462 | 0.1872 | 0.8562 | 0.9817 | 0.5736 | 0.4468 | 0.1692 | 0.8702 | nan | 0.6708 |
| 0.2083 | 10.71 | 1500 | 0.1846 | 0.5633 | 0.7254 | 0.9591 | 0.9572 | 0.9591 | nan | 0.8475 | nan | 0.9589 | 0.7386 | 0.1828 | 0.9857 | 0.9914 | 0.6088 | 0.7032 | 0.1426 | 0.9164 | nan | 0.9034 | 0.0 | 0.4868 | nan | 0.8984 | 0.6268 | 0.1811 | 0.8584 | 0.9817 | 0.5736 | 0.4981 | 0.1382 | 0.8690 | nan | 0.6479 |
| 0.0466 | 10.86 | 1520 | 0.1797 | 0.5694 | 0.7420 | 0.9597 | 0.9578 | 0.9597 | nan | 0.7685 | nan | 0.9479 | 0.7917 | 0.1468 | 0.9781 | 0.9895 | 0.6101 | 0.7047 | 0.3646 | 0.9380 | nan | 0.9217 | 0.0 | 0.4790 | nan | 0.9005 | 0.6370 | 0.1459 | 0.8587 | 0.9815 | 0.5738 | 0.4089 | 0.3420 | 0.8687 | nan | 0.6372 |
| 0.1889 | 11.0 | 1540 | 0.1764 | 0.5726 | 0.7324 | 0.9597 | 0.9578 | 0.9597 | nan | 0.7701 | nan | 0.9468 | 0.7214 | 0.1766 | 0.9834 | 0.9909 | 0.6194 | 0.6590 | 0.3463 | 0.9365 | nan | 0.9062 | 0.0 | 0.4912 | nan | 0.9004 | 0.6123 | 0.1753 | 0.8600 | 0.9811 | 0.5760 | 0.4290 | 0.3272 | 0.8703 | nan | 0.6484 |
| 0.0649 | 11.14 | 1560 | 0.1792 | 0.5655 | 0.7405 | 0.9596 | 0.9576 | 0.9596 | nan | 0.8285 | nan | 0.9568 | 0.7228 | 0.1897 | 0.9821 | 0.9907 | 0.6173 | 0.7359 | 0.2775 | 0.9211 | nan | 0.9232 | 0.0 | 0.4651 | nan | 0.8999 | 0.6170 | 0.1880 | 0.8599 | 0.9815 | 0.5776 | 0.4384 | 0.2662 | 0.8701 | nan | 0.6227 |
| 0.0388 | 11.29 | 1580 | 0.1871 | 0.5660 | 0.7436 | 0.9594 | 0.9574 | 0.9594 | nan | 0.8500 | nan | 0.9511 | 0.7583 | 0.2178 | 0.9848 | 0.9906 | 0.6075 | 0.6976 | 0.2654 | 0.9282 | nan | 0.9279 | 0.0 | 0.4619 | nan | 0.8988 | 0.6381 | 0.2151 | 0.8577 | 0.9816 | 0.5778 | 0.4265 | 0.2533 | 0.8700 | nan | 0.6109 |
| 0.0533 | 11.43 | 1600 | 0.1828 | 0.5703 | 0.7211 | 0.9603 | 0.9583 | 0.9603 | nan | 0.7674 | nan | 0.9584 | 0.7453 | 0.1443 | 0.9813 | 0.9899 | 0.6201 | 0.7108 | 0.2381 | 0.9300 | nan | 0.8464 | 0.0 | 0.5568 | nan | 0.9018 | 0.6295 | 0.1432 | 0.8589 | 0.9816 | 0.5818 | 0.4002 | 0.2302 | 0.8710 | nan | 0.6888 |
| 0.0544 | 11.57 | 1620 | 0.1872 | 0.6013 | 0.7436 | 0.9620 | 0.9600 | 0.9620 | nan | 0.7266 | nan | 0.9587 | 0.7537 | 0.2303 | 0.9836 | 0.9914 | 0.6102 | 0.6308 | 0.5666 | 0.9237 | nan | 0.8038 | 0.0 | 0.5639 | nan | 0.9076 | 0.6374 | 0.2272 | 0.8581 | 0.9814 | 0.5790 | 0.3692 | 0.5356 | 0.8712 | nan | 0.6855 |
| 0.0523 | 11.71 | 1640 | 0.1836 | 0.5994 | 0.7651 | 0.9612 | 0.9592 | 0.9612 | nan | 0.7347 | nan | 0.9507 | 0.7564 | 0.2262 | 0.9764 | 0.9894 | 0.6092 | 0.8867 | 0.5469 | 0.9422 | nan | 0.7970 | 0.0 | 0.5708 | nan | 0.9051 | 0.6359 | 0.2237 | 0.8565 | 0.9814 | 0.5791 | 0.3725 | 0.5159 | 0.8681 | nan | 0.6831 |
| 0.0522 | 11.86 | 1660 | 0.1807 | 0.5896 | 0.7508 | 0.9612 | 0.9593 | 0.9612 | nan | 0.7361 | nan | 0.9602 | 0.7365 | 0.1952 | 0.9742 | 0.9908 | 0.6220 | 0.8568 | 0.4598 | 0.9245 | nan | 0.8022 | 0.0 | 0.5691 | nan | 0.9055 | 0.6222 | 0.1933 | 0.8572 | 0.9814 | 0.5822 | 0.3772 | 0.4328 | 0.8712 | nan | 0.6834 |
| 0.0602 | 12.0 | 1680 | 0.1782 | 0.5894 | 0.7553 | 0.9610 | 0.9590 | 0.9610 | nan | 0.8115 | nan | 0.9550 | 0.7253 | 0.2535 | 0.9804 | 0.9917 | 0.6138 | 0.7524 | 0.4233 | 0.9264 | nan | 0.8750 | 0.0 | 0.5055 | nan | 0.9043 | 0.6193 | 0.2504 | 0.8590 | 0.9814 | 0.5808 | 0.4176 | 0.4055 | 0.8708 | nan | 0.6777 |
| 0.0722 | 12.14 | 1700 | 0.1807 | 0.5814 | 0.7573 | 0.9602 | 0.9583 | 0.9602 | nan | 0.8423 | nan | 0.9520 | 0.7093 | 0.2646 | 0.9818 | 0.9909 | 0.6063 | 0.7808 | 0.3908 | 0.9311 | nan | 0.8802 | 0.0 | 0.4571 | nan | 0.9026 | 0.6132 | 0.2612 | 0.8564 | 0.9817 | 0.5762 | 0.4199 | 0.3772 | 0.8696 | nan | 0.6615 |
| 0.0606 | 12.29 | 1720 | 0.1823 | 0.5879 | 0.7498 | 0.9608 | 0.9590 | 0.9608 | nan | 0.8095 | nan | 0.9585 | 0.7128 | 0.2196 | 0.9819 | 0.9910 | 0.6115 | 0.7682 | 0.4418 | 0.9231 | nan | 0.8301 | 0.0 | 0.4961 | nan | 0.9051 | 0.6135 | 0.2171 | 0.8568 | 0.9814 | 0.5770 | 0.4319 | 0.4201 | 0.8703 | nan | 0.6848 |
| 0.1386 | 12.43 | 1740 | 0.1820 | 0.5827 | 0.7395 | 0.9605 | 0.9586 | 0.9605 | nan | 0.8065 | nan | 0.9518 | 0.7205 | 0.1929 | 0.9826 | 0.9910 | 0.6160 | 0.7307 | 0.3965 | 0.9327 | nan | 0.8133 | 0.0 | 0.4996 | nan | 0.9032 | 0.6174 | 0.1914 | 0.8574 | 0.9814 | 0.5775 | 0.4320 | 0.3795 | 0.8704 | nan | 0.6825 |
| 0.0359 | 12.57 | 1760 | 0.1891 | 0.5903 | 0.7458 | 0.9610 | 0.9591 | 0.9610 | nan | 0.8077 | nan | 0.9581 | 0.7809 | 0.2568 | 0.9840 | 0.9901 | 0.6118 | 0.6272 | 0.4050 | 0.9255 | nan | 0.8562 | 0.0 | 0.5045 | nan | 0.9041 | 0.6521 | 0.2531 | 0.8580 | 0.9820 | 0.5759 | 0.4101 | 0.3849 | 0.8711 | nan | 0.6872 |
| 0.0598 | 12.71 | 1780 | 0.1834 | 0.5970 | 0.7584 | 0.9612 | 0.9593 | 0.9612 | nan | 0.8082 | nan | 0.9524 | 0.7599 | 0.2837 | 0.9822 | 0.9908 | 0.6199 | 0.6717 | 0.4463 | 0.9315 | nan | 0.8956 | 0.0 | 0.5250 | nan | 0.9039 | 0.6445 | 0.2789 | 0.8585 | 0.9820 | 0.5795 | 0.4187 | 0.4266 | 0.8714 | nan | 0.6752 |
| 0.0512 | 12.86 | 1800 | 0.1843 | 0.6032 | 0.7669 | 0.9616 | 0.9598 | 0.9616 | nan | 0.8109 | nan | 0.9525 | 0.8014 | 0.2788 | 0.9847 | 0.9909 | 0.6059 | 0.6397 | 0.5401 | 0.9290 | nan | 0.9023 | 0.0 | 0.5178 | nan | 0.9057 | 0.6598 | 0.2740 | 0.8579 | 0.9820 | 0.5757 | 0.4056 | 0.5168 | 0.8712 | nan | 0.6714 |
| 0.0417 | 13.0 | 1820 | 0.1853 | 0.6007 | 0.7811 | 0.9615 | 0.9596 | 0.9615 | nan | 0.8123 | nan | 0.9581 | 0.7957 | 0.2825 | 0.9804 | 0.9900 | 0.6091 | 0.8433 | 0.4950 | 0.9246 | nan | 0.9014 | 0.0 | 0.5128 | nan | 0.9058 | 0.6582 | 0.2780 | 0.8569 | 0.9822 | 0.5758 | 0.4231 | 0.4739 | 0.8714 | nan | 0.6704 |
| 0.1378 | 13.14 | 1840 | 0.1853 | 0.6002 | 0.7793 | 0.9616 | 0.9598 | 0.9616 | nan | 0.8164 | nan | 0.9546 | 0.8065 | 0.2741 | 0.9799 | 0.9906 | 0.6049 | 0.8451 | 0.4886 | 0.9297 | nan | 0.8813 | 0.0 | 0.5203 | nan | 0.9061 | 0.6612 | 0.2704 | 0.8569 | 0.9822 | 0.5758 | 0.4081 | 0.4707 | 0.8720 | nan | 0.6790 |
| 0.0334 | 13.29 | 1860 | 0.1840 | 0.5999 | 0.7746 | 0.9614 | 0.9595 | 0.9614 | nan | 0.8372 | nan | 0.9596 | 0.7868 | 0.2938 | 0.9804 | 0.9903 | 0.6128 | 0.7960 | 0.4606 | 0.9223 | nan | 0.8812 | 0.0 | 0.4980 | nan | 0.9053 | 0.6554 | 0.2888 | 0.8593 | 0.9822 | 0.5782 | 0.4471 | 0.4401 | 0.8712 | nan | 0.6727 |
| 0.0532 | 13.43 | 1880 | 0.1838 | 0.6013 | 0.7663 | 0.9615 | 0.9595 | 0.9615 | nan | 0.8253 | nan | 0.9542 | 0.7623 | 0.2952 | 0.9833 | 0.9910 | 0.6157 | 0.7383 | 0.4589 | 0.9290 | nan | 0.8756 | 0.0 | 0.5012 | nan | 0.9046 | 0.6461 | 0.2903 | 0.8598 | 0.9822 | 0.5790 | 0.4622 | 0.4428 | 0.8716 | nan | 0.6763 |
| 0.0488 | 13.57 | 1900 | 0.1786 | 0.6017 | 0.7673 | 0.9617 | 0.9597 | 0.9617 | nan | 0.8305 | nan | 0.9562 | 0.7794 | 0.2819 | 0.9814 | 0.9911 | 0.6135 | 0.7720 | 0.4484 | 0.9272 | nan | 0.8589 | 0.0 | 0.4902 | nan | 0.9051 | 0.6520 | 0.2781 | 0.8608 | 0.9824 | 0.5805 | 0.4872 | 0.4351 | 0.8718 | nan | 0.6773 |
| 0.1308 | 13.71 | 1920 | 0.1812 | 0.6032 | 0.7593 | 0.9616 | 0.9596 | 0.9616 | nan | 0.8289 | nan | 0.9570 | 0.7660 | 0.2827 | 0.9851 | 0.9918 | 0.6062 | 0.7098 | 0.4419 | 0.9235 | nan | 0.8593 | 0.0 | 0.4809 | nan | 0.9053 | 0.6478 | 0.2784 | 0.8610 | 0.9822 | 0.5782 | 0.5216 | 0.4317 | 0.8714 | nan | 0.6797 |
| 0.0459 | 13.86 | 1940 | 0.1853 | 0.5986 | 0.7698 | 0.9611 | 0.9591 | 0.9611 | nan | 0.8388 | nan | 0.9529 | 0.7661 | 0.3102 | 0.9836 | 0.9911 | 0.6181 | 0.7958 | 0.4167 | 0.9289 | nan | 0.8651 | 0.0 | 0.4710 | nan | 0.9037 | 0.6478 | 0.3035 | 0.8593 | 0.9821 | 0.5803 | 0.4831 | 0.4055 | 0.8709 | nan | 0.6757 |
| 0.0664 | 14.0 | 1960 | 0.1842 | 0.5969 | 0.7690 | 0.9612 | 0.9592 | 0.9612 | nan | 0.8237 | nan | 0.9550 | 0.7766 | 0.3077 | 0.9809 | 0.9914 | 0.6144 | 0.8228 | 0.4022 | 0.9266 | nan | 0.8575 | 0.0 | 0.4739 | nan | 0.9040 | 0.6517 | 0.3018 | 0.8596 | 0.9822 | 0.5805 | 0.4676 | 0.3914 | 0.8710 | nan | 0.6787 |
| 0.0489 | 14.14 | 1980 | 0.1886 | 0.5955 | 0.7622 | 0.9609 | 0.9590 | 0.9609 | nan | 0.8262 | nan | 0.9550 | 0.7600 | 0.3173 | 0.9841 | 0.9906 | 0.6138 | 0.7798 | 0.3695 | 0.9294 | nan | 0.8579 | 0.0 | 0.4770 | nan | 0.9031 | 0.6473 | 0.3106 | 0.8592 | 0.9823 | 0.5782 | 0.4819 | 0.3572 | 0.8712 | nan | 0.6784 |
| 0.085 | 14.29 | 2000 | 0.1868 | 0.5957 | 0.7685 | 0.9610 | 0.9591 | 0.9610 | nan | 0.8288 | nan | 0.9541 | 0.7513 | 0.3209 | 0.9828 | 0.9919 | 0.6163 | 0.8163 | 0.3960 | 0.9254 | nan | 0.8695 | 0.0 | 0.4769 | nan | 0.9037 | 0.6422 | 0.3135 | 0.8586 | 0.9820 | 0.5804 | 0.4576 | 0.3861 | 0.8712 | nan | 0.6766 |
| 0.0626 | 14.43 | 2020 | 0.1806 | 0.5927 | 0.7643 | 0.9611 | 0.9591 | 0.9611 | nan | 0.8251 | nan | 0.9571 | 0.7556 | 0.3151 | 0.9807 | 0.9914 | 0.6129 | 0.8231 | 0.3640 | 0.9250 | nan | 0.8573 | 0.0 | 0.4809 | nan | 0.9036 | 0.6448 | 0.3087 | 0.8589 | 0.9822 | 0.5802 | 0.4486 | 0.3543 | 0.8714 | nan | 0.6789 |
| 0.0571 | 14.57 | 2040 | 0.1833 | 0.5939 | 0.7619 | 0.9611 | 0.9591 | 0.9611 | nan | 0.8169 | nan | 0.9561 | 0.7519 | 0.3068 | 0.9816 | 0.9909 | 0.6161 | 0.8091 | 0.3633 | 0.9285 | nan | 0.8597 | 0.0 | 0.4934 | nan | 0.9035 | 0.6432 | 0.3007 | 0.8592 | 0.9822 | 0.5807 | 0.4585 | 0.3525 | 0.8716 | nan | 0.6813 |
| 0.0555 | 14.71 | 2060 | 0.1819 | 0.5818 | 0.7503 | 0.9605 | 0.9586 | 0.9605 | nan | 0.8243 | nan | 0.9562 | 0.7478 | 0.2657 | 0.9811 | 0.9913 | 0.6136 | 0.8170 | 0.2746 | 0.9273 | nan | 0.8545 | 0.0 | 0.4819 | nan | 0.9018 | 0.6404 | 0.2625 | 0.8590 | 0.9822 | 0.5805 | 0.4531 | 0.2696 | 0.8712 | nan | 0.6787 |
| 0.0715 | 14.86 | 2080 | 0.1862 | 0.5936 | 0.7623 | 0.9611 | 0.9591 | 0.9611 | nan | 0.8230 | nan | 0.9555 | 0.7546 | 0.2952 | 0.9834 | 0.9913 | 0.6096 | 0.8060 | 0.3792 | 0.9273 | nan | 0.8603 | 0.0 | 0.4865 | nan | 0.9035 | 0.6437 | 0.2900 | 0.8583 | 0.9823 | 0.5787 | 0.4618 | 0.3690 | 0.8715 | nan | 0.6784 |
| 0.0454 | 15.0 | 2100 | 0.1823 | 0.5933 | 0.7590 | 0.9611 | 0.9591 | 0.9611 | nan | 0.8159 | nan | 0.9561 | 0.7609 | 0.2879 | 0.9822 | 0.9913 | 0.6150 | 0.8039 | 0.3579 | 0.9268 | nan | 0.8517 | 0.0 | 0.4932 | nan | 0.9034 | 0.6462 | 0.2833 | 0.8592 | 0.9823 | 0.5806 | 0.4691 | 0.3485 | 0.8715 | nan | 0.6818 |
### Framework versions
- Transformers 4.33.2
- Pytorch 2.0.1
- Datasets 3.0.0
- Tokenizers 0.13.3
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