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---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
metrics:
- recall
model-index:
- name: segformer-b0-finetuned-segments-greenhousev3-sep-23
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-b0-finetuned-segments-greenhousev3-sep-23
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1258
- Mean Iou: 0.4605
- Mean Accuracy: 0.5478
- Overall Accuracy: 0.9636
- F1 Score: 0.9623
- Recall: 0.9636
- Accuracy Unlabeled: nan
- Accuracy Object: nan
- Accuracy Road: nan
- Accuracy Plant: 0.9531
- Accuracy Iron: 0.6071
- Accuracy Wood: 0.0
- Accuracy Wall: 0.9724
- Accuracy Raw Road: 0.9911
- Accuracy Bottom Wall: 0.9428
- Accuracy Roof: 0.0
- Accuracy Grass: 0.0
- Accuracy Mulch: 0.9106
- Accuracy Person: 0.0
- Accuracy Tomato: 0.6488
- Iou Unlabeled: nan
- Iou Object: 0.0
- Iou Road: nan
- Iou Plant: 0.9017
- Iou Iron: 0.5169
- Iou Wood: 0.0
- Iou Wall: 0.9039
- Iou Raw Road: 0.9824
- Iou Bottom Wall: 0.8235
- Iou Roof: 0.0
- Iou Grass: 0.0
- Iou Mulch: 0.8489
- Iou Person: 0.0
- Iou Tomato: 0.5487
## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------:|:------:|:------------------:|:---------------:|:-------------:|:--------------:|:-------------:|:-------------:|:-------------:|:-----------------:|:--------------------:|:-------------:|:--------------:|:--------------:|:---------------:|:---------------:|:-------------:|:----------:|:--------:|:---------:|:--------:|:--------:|:--------:|:------------:|:---------------:|:--------:|:---------:|:---------:|:----------:|:----------:|
| 1.9112 | 0.14 | 20 | 1.9741 | 0.1572 | 0.2512 | 0.8228 | 0.8216 | 0.8228 | nan | nan | nan | 0.9490 | 0.0001 | 0.0 | 0.1399 | 0.9057 | 0.0 | 0.0 | 0.0 | 0.7683 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7392 | 0.0001 | 0.0 | 0.1344 | 0.8972 | 0.0 | 0.0 | 0.0 | 0.4300 | 0.0 | 0.0 |
| 1.2645 | 0.29 | 40 | 1.1237 | 0.2207 | 0.2873 | 0.8661 | 0.8649 | 0.8661 | nan | nan | nan | 0.9454 | 0.0 | 0.0 | 0.4683 | 0.9406 | 0.0000 | 0.0 | 0.0 | 0.8057 | 0.0 | 0.0 | nan | nan | 0.0 | 0.7857 | 0.0 | 0.0 | 0.4260 | 0.9336 | 0.0000 | 0.0 | 0.0 | 0.5035 | 0.0 | 0.0 |
| 0.9822 | 0.43 | 60 | 0.9113 | 0.2810 | 0.3322 | 0.9008 | 0.8995 | 0.9008 | nan | nan | nan | 0.9478 | 0.0000 | 0.0 | 0.9479 | 0.9476 | 0.0002 | 0.0 | 0.0 | 0.8105 | 0.0 | 0.0 | nan | nan | nan | 0.8061 | 0.0000 | 0.0 | 0.6992 | 0.9408 | 0.0002 | 0.0 | 0.0 | 0.6450 | 0.0 | 0.0 |
| 0.9145 | 0.57 | 80 | 0.8368 | 0.2810 | 0.3301 | 0.9039 | 0.9026 | 0.9039 | nan | nan | nan | 0.9478 | 0.0 | 0.0 | 0.8947 | 0.9535 | 0.0000 | 0.0 | 0.0 | 0.8354 | 0.0 | 0.0 | nan | nan | nan | 0.8255 | 0.0 | 0.0 | 0.6751 | 0.9468 | 0.0000 | 0.0 | 0.0 | 0.6433 | 0.0 | 0.0 |
| 0.8329 | 0.71 | 100 | 0.7504 | 0.2880 | 0.3390 | 0.9093 | 0.9080 | 0.9093 | nan | nan | nan | 0.9495 | 0.0 | 0.0 | 0.9721 | 0.9485 | 0.0003 | 0.0 | 0.0 | 0.8589 | 0.0 | 0.0 | nan | nan | nan | 0.8353 | 0.0 | 0.0 | 0.7067 | 0.9433 | 0.0003 | 0.0 | 0.0 | 0.6823 | 0.0 | 0.0 |
| 0.6885 | 0.86 | 120 | 0.6347 | 0.2927 | 0.3410 | 0.9138 | 0.9125 | 0.9138 | nan | nan | nan | 0.9545 | 0.0 | 0.0 | 0.9460 | 0.9554 | 0.0308 | 0.0 | 0.0 | 0.8639 | 0.0 | 0.0 | nan | nan | nan | 0.8375 | 0.0 | 0.0 | 0.6959 | 0.9499 | 0.0306 | 0.0 | 0.0 | 0.7059 | 0.0 | 0.0 |
| 0.5029 | 1.0 | 140 | 0.5655 | 0.3029 | 0.3474 | 0.9239 | 0.9226 | 0.9239 | nan | nan | nan | 0.9580 | 0.0 | 0.0 | 0.9636 | 0.9702 | 0.0712 | 0.0 | 0.0 | 0.8579 | 0.0 | 0.0 | nan | nan | nan | 0.8534 | 0.0 | 0.0 | 0.7036 | 0.9611 | 0.0702 | 0.0 | 0.0 | 0.7436 | 0.0 | 0.0 |
| 0.8051 | 1.14 | 160 | 0.4899 | 0.3099 | 0.3541 | 0.9264 | 0.9251 | 0.9264 | nan | nan | nan | 0.9517 | 0.0 | 0.0 | 0.9662 | 0.9698 | 0.1254 | 0.0 | 0.0 | 0.8824 | 0.0 | 0.0 | nan | nan | nan | 0.8608 | 0.0 | 0.0 | 0.7128 | 0.9616 | 0.1227 | 0.0 | 0.0 | 0.7513 | 0.0 | 0.0 |
| 0.6761 | 1.29 | 180 | 0.4900 | 0.3194 | 0.3634 | 0.9298 | 0.9285 | 0.9298 | nan | nan | nan | 0.9553 | 0.0 | 0.0 | 0.9757 | 0.9689 | 0.2073 | 0.0 | 0.0 | 0.8896 | 0.0 | 0.0 | nan | nan | nan | 0.8648 | 0.0 | 0.0 | 0.7204 | 0.9632 | 0.1947 | 0.0 | 0.0 | 0.7706 | 0.0 | 0.0 |
| 0.5982 | 1.43 | 200 | 0.4250 | 0.3234 | 0.3659 | 0.9312 | 0.9299 | 0.9312 | nan | nan | nan | 0.9491 | 0.0 | 0.0 | 0.9651 | 0.9725 | 0.2424 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.0 | nan | nan | nan | 0.8708 | 0.0 | 0.0 | 0.7270 | 0.9640 | 0.2324 | 0.0 | 0.0 | 0.7630 | 0.0 | 0.0 |
| 0.8235 | 1.57 | 220 | 0.3687 | 0.3410 | 0.3857 | 0.9360 | 0.9347 | 0.9360 | nan | nan | nan | 0.9593 | 0.0 | 0.0 | 0.9553 | 0.9751 | 0.4776 | 0.0 | 0.0 | 0.8750 | 0.0 | 0.0 | nan | nan | nan | 0.8701 | 0.0 | 0.0 | 0.7581 | 0.9675 | 0.3710 | 0.0 | 0.0 | 0.7842 | 0.0 | 0.0 |
| 0.4406 | 1.71 | 240 | 0.3593 | 0.3327 | 0.3759 | 0.9363 | 0.9349 | 0.9363 | nan | nan | nan | 0.9531 | 0.0 | 0.0 | 0.9844 | 0.9769 | 0.3335 | 0.0 | 0.0 | 0.8875 | 0.0 | 0.0 | nan | nan | nan | 0.8795 | 0.0 | 0.0 | 0.7271 | 0.9688 | 0.2938 | 0.0 | 0.0 | 0.7911 | 0.0 | 0.0 |
| 0.2359 | 1.86 | 260 | 0.3357 | 0.3587 | 0.4007 | 0.9435 | 0.9422 | 0.9435 | nan | nan | nan | 0.9667 | 0.0 | 0.0 | 0.9348 | 0.9827 | 0.6504 | 0.0 | 0.0 | 0.8728 | 0.0 | 0.0 | nan | nan | nan | 0.8748 | 0.0 | 0.0 | 0.7979 | 0.9746 | 0.4986 | 0.0 | 0.0 | 0.8001 | 0.0 | 0.0 |
| 0.2363 | 2.0 | 280 | 0.2939 | 0.3543 | 0.3987 | 0.9415 | 0.9402 | 0.9415 | nan | nan | nan | 0.9561 | 0.0 | 0.0 | 0.9519 | 0.9772 | 0.6017 | 0.0 | 0.0 | 0.8992 | 0.0 | 0.0 | nan | nan | nan | 0.8772 | 0.0 | 0.0 | 0.7783 | 0.9715 | 0.4691 | 0.0 | 0.0 | 0.8010 | 0.0 | 0.0 |
| 0.2119 | 2.14 | 300 | 0.2770 | 0.3654 | 0.4134 | 0.9454 | 0.9441 | 0.9454 | nan | nan | nan | 0.9654 | 0.0 | 0.0 | 0.8936 | 0.9859 | 0.8318 | 0.0 | 0.0 | 0.8707 | 0.0 | 0.0 | nan | nan | nan | 0.8795 | 0.0 | 0.0 | 0.7971 | 0.9755 | 0.5584 | 0.0 | 0.0 | 0.8086 | 0.0 | 0.0 |
| 0.2184 | 2.29 | 320 | 0.2751 | 0.3506 | 0.3901 | 0.9437 | 0.9423 | 0.9437 | nan | nan | nan | 0.9627 | 0.0 | 0.0 | 0.9732 | 0.9827 | 0.4857 | 0.0 | 0.0 | 0.8864 | 0.0 | 0.0 | nan | nan | nan | 0.8846 | 0.0 | 0.0 | 0.7666 | 0.9749 | 0.4209 | 0.0 | 0.0 | 0.8094 | 0.0 | 0.0 |
| 0.225 | 2.43 | 340 | 0.2479 | 0.3650 | 0.4143 | 0.9464 | 0.9450 | 0.9464 | nan | nan | nan | 0.9571 | 0.0 | 0.0 | 0.9002 | 0.9849 | 0.8195 | 0.0 | 0.0 | 0.8957 | 0.0 | 0.0 | nan | nan | nan | 0.8833 | 0.0 | 0.0 | 0.8045 | 0.9763 | 0.5354 | 0.0 | 0.0 | 0.8159 | 0.0 | 0.0 |
| 0.1887 | 2.57 | 360 | 0.2312 | 0.3620 | 0.4065 | 0.9474 | 0.9461 | 0.9474 | nan | nan | nan | 0.9538 | 0.0001 | 0.0 | 0.9399 | 0.9892 | 0.6989 | 0.0 | 0.0 | 0.8896 | 0.0 | 0.0 | nan | nan | nan | 0.8883 | 0.0001 | 0.0 | 0.7901 | 0.9778 | 0.5032 | 0.0 | 0.0 | 0.8226 | 0.0 | 0.0 |
| 0.2127 | 2.71 | 380 | 0.2341 | 0.3670 | 0.4158 | 0.9473 | 0.9460 | 0.9473 | nan | nan | nan | 0.9455 | 0.0002 | 0.0 | 0.9351 | 0.9856 | 0.8006 | 0.0 | 0.0 | 0.9067 | 0.0 | 0.0 | nan | nan | nan | 0.8880 | 0.0002 | 0.0 | 0.7955 | 0.9759 | 0.5573 | 0.0 | 0.0 | 0.8198 | 0.0 | 0.0 |
| 0.1654 | 2.86 | 400 | 0.2265 | 0.3737 | 0.4223 | 0.9484 | 0.9471 | 0.9484 | nan | nan | nan | 0.9513 | 0.0053 | 0.0 | 0.9251 | 0.9838 | 0.8728 | 0.0 | 0.0 | 0.9070 | 0.0 | 0.0 | nan | nan | nan | 0.8879 | 0.0053 | 0.0 | 0.8146 | 0.9750 | 0.6096 | 0.0 | 0.0 | 0.8182 | 0.0 | 0.0 |
| 0.731 | 3.0 | 420 | 0.2114 | 0.3724 | 0.4229 | 0.9493 | 0.9480 | 0.9493 | nan | nan | nan | 0.9536 | 0.0025 | 0.0 | 0.9450 | 0.9860 | 0.8744 | 0.0 | 0.0 | 0.8907 | 0.0 | 0.0 | nan | nan | nan | 0.8890 | 0.0025 | 0.0 | 0.8194 | 0.9770 | 0.5852 | 0.0 | 0.0 | 0.8236 | 0.0 | 0.0 |
| 0.1501 | 3.14 | 440 | 0.2091 | 0.3786 | 0.4179 | 0.9507 | 0.9494 | 0.9507 | nan | nan | nan | 0.9627 | 0.0156 | 0.0 | 0.9659 | 0.9872 | 0.7839 | 0.0 | 0.0 | 0.8818 | 0.0 | 0.0 | nan | nan | nan | 0.8853 | 0.0155 | 0.0 | 0.8309 | 0.9779 | 0.6345 | 0.0 | 0.0 | 0.8206 | 0.0 | 0.0 |
| 0.1585 | 3.29 | 460 | 0.2390 | 0.3416 | 0.4093 | 0.9361 | 0.9348 | 0.9361 | nan | nan | nan | 0.9590 | 0.0439 | 0.0 | 0.6686 | 0.9864 | 0.9425 | 0.0 | 0.0 | 0.8969 | 0.0 | 0.0051 | nan | nan | nan | 0.8881 | 0.0435 | 0.0 | 0.6189 | 0.9785 | 0.3977 | 0.0 | 0.0 | 0.8261 | 0.0 | 0.0051 |
| 0.2105 | 3.43 | 480 | 0.2061 | 0.3814 | 0.4233 | 0.9509 | 0.9495 | 0.9509 | nan | nan | nan | 0.9367 | 0.0631 | 0.0 | 0.9779 | 0.9873 | 0.7687 | 0.0 | 0.0 | 0.9230 | 0.0 | 0.0 | nan | nan | nan | 0.8857 | 0.0626 | 0.0 | 0.8267 | 0.9784 | 0.6161 | 0.0 | 0.0 | 0.8259 | 0.0 | 0.0 |
| 0.1229 | 3.57 | 500 | 0.1864 | 0.3867 | 0.4318 | 0.9526 | 0.9512 | 0.9526 | nan | nan | nan | 0.9617 | 0.0969 | 0.0 | 0.9250 | 0.9889 | 0.8867 | 0.0 | 0.0 | 0.8905 | 0.0 | 0.0 | nan | nan | nan | 0.8913 | 0.0954 | 0.0 | 0.8283 | 0.9797 | 0.6277 | 0.0 | 0.0 | 0.8307 | 0.0 | 0.0 |
| 0.1553 | 3.71 | 520 | 0.1954 | 0.3703 | 0.4155 | 0.9487 | 0.9474 | 0.9487 | nan | nan | nan | 0.9510 | 0.0632 | 0.0 | 0.9905 | 0.9843 | 0.6810 | 0.0 | 0.0 | 0.9001 | 0.0 | 0.0 | nan | nan | nan | 0.8905 | 0.0623 | 0.0 | 0.7974 | 0.9772 | 0.5145 | 0.0 | 0.0 | 0.8310 | 0.0 | 0.0 |
| 0.578 | 3.86 | 540 | 0.1826 | 0.3876 | 0.4362 | 0.9533 | 0.9519 | 0.9533 | nan | nan | nan | 0.9446 | 0.0772 | 0.0 | 0.9396 | 0.9894 | 0.9350 | 0.0 | 0.0 | 0.9122 | 0.0 | 0.0 | nan | nan | nan | 0.8928 | 0.0763 | 0.0 | 0.8385 | 0.9790 | 0.6404 | 0.0 | 0.0 | 0.8366 | 0.0 | 0.0 |
| 0.5982 | 4.0 | 560 | 0.1771 | 0.4063 | 0.4438 | 0.9543 | 0.9529 | 0.9543 | nan | nan | nan | 0.9626 | 0.2019 | 0.0 | 0.9714 | 0.9835 | 0.8634 | 0.0 | 0.0 | 0.8991 | 0.0 | 0.0 | nan | nan | nan | 0.8923 | 0.1915 | 0.0 | 0.8596 | 0.9764 | 0.7260 | 0.0 | 0.0 | 0.8240 | 0.0 | 0.0 |
| 0.1359 | 4.14 | 580 | 0.1831 | 0.3907 | 0.4422 | 0.9508 | 0.9495 | 0.9508 | nan | nan | nan | 0.9595 | 0.2320 | 0.0 | 0.8736 | 0.9873 | 0.9020 | 0.0 | 0.0 | 0.9007 | 0.0 | 0.0092 | nan | nan | nan | 0.8924 | 0.2194 | 0.0 | 0.7962 | 0.9795 | 0.5664 | 0.0 | 0.0 | 0.8346 | 0.0 | 0.0092 |
| 0.1658 | 4.29 | 600 | 0.1707 | 0.4067 | 0.4408 | 0.9561 | 0.9547 | 0.9561 | nan | nan | nan | 0.9534 | 0.1985 | 0.0 | 0.9843 | 0.9900 | 0.8034 | 0.0 | 0.0 | 0.9041 | 0.0 | 0.0151 | nan | nan | nan | 0.8930 | 0.1902 | 0.0 | 0.8456 | 0.9803 | 0.7104 | 0.0 | 0.0 | 0.8386 | 0.0 | 0.0151 |
| 0.1875 | 4.43 | 620 | 0.1697 | 0.4141 | 0.4478 | 0.9573 | 0.9560 | 0.9573 | nan | nan | nan | 0.9614 | 0.2537 | 0.0 | 0.9822 | 0.9897 | 0.8284 | 0.0 | 0.0 | 0.8945 | 0.0 | 0.0158 | nan | nan | nan | 0.8957 | 0.2344 | 0.0 | 0.8569 | 0.9805 | 0.7332 | 0.0 | 0.0 | 0.8387 | 0.0 | 0.0158 |
| 0.2031 | 4.57 | 640 | 0.1722 | 0.4202 | 0.4635 | 0.9569 | 0.9555 | 0.9569 | nan | nan | nan | 0.9609 | 0.2956 | 0.0 | 0.9354 | 0.9870 | 0.9444 | 0.0 | 0.0 | 0.9065 | 0.0 | 0.0690 | nan | nan | nan | 0.8954 | 0.2740 | 0.0 | 0.8671 | 0.9798 | 0.6973 | 0.0 | 0.0 | 0.8391 | 0.0 | 0.0690 |
| 0.3598 | 4.71 | 660 | 0.1591 | 0.4121 | 0.4476 | 0.9571 | 0.9557 | 0.9571 | nan | nan | nan | 0.9570 | 0.2598 | 0.0 | 0.9834 | 0.9900 | 0.8261 | 0.0 | 0.0 | 0.8988 | 0.0 | 0.0084 | nan | nan | nan | 0.8961 | 0.2428 | 0.0 | 0.8567 | 0.9801 | 0.7091 | 0.0 | 0.0 | 0.8396 | 0.0 | 0.0084 |
| 0.1246 | 4.86 | 680 | 0.1563 | 0.4341 | 0.4739 | 0.9589 | 0.9575 | 0.9589 | nan | nan | nan | 0.9551 | 0.4169 | 0.0 | 0.9483 | 0.9893 | 0.9242 | 0.0 | 0.0 | 0.9107 | 0.0 | 0.0684 | nan | nan | nan | 0.8954 | 0.3565 | 0.0 | 0.8790 | 0.9809 | 0.7531 | 0.0 | 0.0 | 0.8413 | 0.0 | 0.0684 |
| 0.1466 | 5.0 | 700 | 0.1606 | 0.4360 | 0.4780 | 0.9576 | 0.9563 | 0.9576 | nan | nan | nan | 0.9497 | 0.3199 | 0.0 | 0.9667 | 0.9903 | 0.9314 | 0.0 | 0.0 | 0.9019 | 0.0 | 0.1985 | nan | nan | nan | 0.8944 | 0.2928 | 0.0 | 0.8715 | 0.9804 | 0.7204 | 0.0 | 0.0 | 0.8384 | 0.0 | 0.1977 |
| 0.0939 | 5.14 | 720 | 0.1576 | 0.4318 | 0.4676 | 0.9583 | 0.9569 | 0.9583 | nan | nan | nan | 0.9553 | 0.3883 | 0.0 | 0.9774 | 0.9906 | 0.8764 | 0.0 | 0.0 | 0.8950 | 0.0 | 0.0604 | nan | nan | nan | 0.8955 | 0.3484 | 0.0 | 0.8673 | 0.9798 | 0.7602 | 0.0 | 0.0 | 0.8385 | 0.0 | 0.0604 |
| 0.1259 | 5.29 | 740 | 0.1556 | 0.4369 | 0.4734 | 0.9593 | 0.9579 | 0.9593 | nan | nan | nan | 0.9518 | 0.3998 | 0.0 | 0.9763 | 0.9888 | 0.9027 | 0.0 | 0.0 | 0.9131 | 0.0 | 0.0753 | nan | nan | nan | 0.8957 | 0.3566 | 0.0 | 0.8757 | 0.9807 | 0.7793 | 0.0 | 0.0 | 0.8422 | 0.0 | 0.0753 |
| 0.2505 | 5.43 | 760 | 0.1541 | 0.4389 | 0.4717 | 0.9599 | 0.9586 | 0.9599 | nan | nan | nan | 0.9572 | 0.4771 | 0.0 | 0.9725 | 0.9911 | 0.8597 | 0.0 | 0.0 | 0.9015 | 0.0 | 0.0297 | nan | nan | nan | 0.8957 | 0.4047 | 0.0 | 0.8766 | 0.9812 | 0.7984 | 0.0 | 0.0 | 0.8420 | 0.0 | 0.0297 |
| 0.1265 | 5.57 | 780 | 0.1510 | 0.4383 | 0.4795 | 0.9587 | 0.9573 | 0.9587 | nan | nan | nan | 0.9469 | 0.3689 | 0.0 | 0.9623 | 0.9903 | 0.9512 | 0.0 | 0.0 | 0.9116 | 0.0 | 0.1431 | nan | nan | nan | 0.8954 | 0.3283 | 0.0 | 0.8848 | 0.9800 | 0.7498 | 0.0 | 0.0 | 0.8397 | 0.0 | 0.1431 |
| 0.1274 | 5.71 | 800 | 0.1512 | 0.4345 | 0.4731 | 0.9588 | 0.9575 | 0.9588 | nan | nan | nan | 0.9402 | 0.3510 | 0.0 | 0.9791 | 0.9895 | 0.9216 | 0.0 | 0.0 | 0.9260 | 0.0 | 0.0965 | nan | nan | nan | 0.8942 | 0.3207 | 0.0 | 0.8790 | 0.9808 | 0.7671 | 0.0 | 0.0 | 0.8410 | 0.0 | 0.0965 |
| 0.0843 | 5.86 | 820 | 0.1669 | 0.4440 | 0.4974 | 0.9544 | 0.9531 | 0.9544 | nan | nan | nan | 0.9544 | 0.3733 | 0.0 | 0.8850 | 0.9906 | 0.9223 | 0.0 | 0.0 | 0.9018 | 0.0 | 0.4444 | nan | nan | nan | 0.8981 | 0.3346 | 0.0 | 0.8133 | 0.9815 | 0.5881 | 0.0 | 0.0 | 0.8417 | 0.0 | 0.4267 |
| 0.1215 | 6.0 | 840 | 0.1484 | 0.4713 | 0.5077 | 0.9607 | 0.9593 | 0.9607 | nan | nan | nan | 0.9570 | 0.4344 | 0.0 | 0.9714 | 0.9935 | 0.9203 | 0.0 | 0.0 | 0.8881 | 0.0 | 0.4199 | nan | nan | nan | 0.8984 | 0.3872 | 0.0 | 0.8938 | 0.9808 | 0.7756 | 0.0 | 0.0 | 0.8401 | 0.0 | 0.4082 |
| 0.1682 | 6.14 | 860 | 0.1468 | 0.4500 | 0.4834 | 0.9592 | 0.9578 | 0.9592 | nan | nan | nan | 0.9596 | 0.3839 | 0.0 | 0.9824 | 0.9903 | 0.8180 | 0.0 | 0.0 | 0.8994 | 0.0 | 0.2838 | nan | nan | nan | 0.8977 | 0.3488 | 0.0 | 0.8656 | 0.9815 | 0.7313 | 0.0 | 0.0 | 0.8425 | 0.0 | 0.2822 |
| 0.3355 | 6.29 | 880 | 0.1455 | 0.4686 | 0.5039 | 0.9613 | 0.9599 | 0.9613 | nan | nan | nan | 0.9598 | 0.4413 | 0.0 | 0.9632 | 0.9928 | 0.9298 | 0.0 | 0.0 | 0.8934 | 0.0 | 0.3626 | nan | nan | nan | 0.8990 | 0.3934 | 0.0 | 0.8945 | 0.9815 | 0.7858 | 0.0 | 0.0 | 0.8429 | 0.0 | 0.3570 |
| 0.0971 | 6.43 | 900 | 0.1472 | 0.4519 | 0.4959 | 0.9590 | 0.9576 | 0.9590 | nan | nan | nan | 0.9513 | 0.3458 | 0.0 | 0.9477 | 0.9892 | 0.9526 | 0.0 | 0.0 | 0.9174 | 0.0 | 0.3513 | nan | nan | nan | 0.8994 | 0.3112 | 0.0 | 0.8801 | 0.9808 | 0.7064 | 0.0 | 0.0 | 0.8453 | 0.0 | 0.3477 |
| 0.1552 | 6.57 | 920 | 0.1433 | 0.4738 | 0.5141 | 0.9610 | 0.9597 | 0.9610 | nan | nan | nan | 0.9523 | 0.5074 | 0.0 | 0.9679 | 0.9910 | 0.9222 | 0.0 | 0.0 | 0.9065 | 0.0 | 0.4077 | nan | nan | nan | 0.8989 | 0.4297 | 0.0 | 0.8913 | 0.9811 | 0.7693 | 0.0 | 0.0 | 0.8458 | 0.0 | 0.3961 |
| 0.1151 | 6.71 | 940 | 0.1473 | 0.4768 | 0.5158 | 0.9608 | 0.9594 | 0.9608 | nan | nan | nan | 0.9530 | 0.5088 | 0.0 | 0.9800 | 0.9885 | 0.9050 | 0.0 | 0.0 | 0.9106 | 0.0 | 0.4285 | nan | nan | nan | 0.8986 | 0.4313 | 0.0 | 0.8878 | 0.9808 | 0.7872 | 0.0 | 0.0 | 0.8431 | 0.0 | 0.4154 |
| 0.2099 | 6.86 | 960 | 0.1502 | 0.4587 | 0.5028 | 0.9586 | 0.9572 | 0.9586 | nan | nan | nan | 0.9650 | 0.4765 | 0.0 | 0.9276 | 0.9891 | 0.9417 | 0.0 | 0.0 | 0.8921 | 0.0 | 0.3382 | nan | nan | nan | 0.8972 | 0.4107 | 0.0 | 0.8711 | 0.9809 | 0.7131 | 0.0 | 0.0 | 0.8384 | 0.0 | 0.3347 |
| 0.2762 | 7.0 | 980 | 0.1442 | 0.4743 | 0.5142 | 0.9601 | 0.9588 | 0.9601 | nan | nan | nan | 0.9398 | 0.4370 | 0.0 | 0.9814 | 0.9912 | 0.9093 | 0.0 | 0.0 | 0.9209 | 0.0 | 0.4767 | nan | nan | nan | 0.8959 | 0.3900 | 0.0 | 0.8857 | 0.9811 | 0.7671 | 0.0 | 0.0 | 0.8432 | 0.0 | 0.4543 |
| 0.0799 | 7.14 | 1000 | 0.1367 | 0.4826 | 0.5191 | 0.9621 | 0.9608 | 0.9621 | nan | nan | nan | 0.9605 | 0.5247 | 0.0 | 0.9708 | 0.9904 | 0.9177 | 0.0 | 0.0 | 0.9006 | 0.0 | 0.4460 | nan | nan | nan | 0.9000 | 0.4490 | 0.0 | 0.8952 | 0.9819 | 0.8077 | 0.0 | 0.0 | 0.8447 | 0.0 | 0.4302 |
| 0.1172 | 7.29 | 1020 | 0.1406 | 0.4481 | 0.4845 | 0.9613 | 0.9600 | 0.9613 | nan | nan | nan | 0.9592 | 0.4708 | 0.0 | 0.9681 | 0.9919 | 0.9423 | 0.0 | 0.0 | 0.8950 | 0.0 | 0.1024 | nan | nan | nan | 0.8985 | 0.4164 | 0.0 | 0.8987 | 0.9816 | 0.7883 | 0.0 | 0.0 | 0.8432 | 0.0 | 0.1024 |
| 0.138 | 7.43 | 1040 | 0.1432 | 0.4562 | 0.4969 | 0.9600 | 0.9586 | 0.9600 | nan | nan | nan | 0.9597 | 0.4952 | 0.0 | 0.9583 | 0.9908 | 0.9360 | 0.0 | 0.0 | 0.8911 | 0.0 | 0.2353 | nan | nan | nan | 0.8973 | 0.4328 | 0.0 | 0.8856 | 0.9814 | 0.7475 | 0.0 | 0.0 | 0.8401 | 0.0 | 0.2335 |
| 0.1024 | 7.57 | 1060 | 0.1409 | 0.4575 | 0.5003 | 0.9598 | 0.9584 | 0.9598 | nan | nan | nan | 0.9491 | 0.5201 | 0.0 | 0.9463 | 0.9917 | 0.9336 | 0.0 | 0.0 | 0.9089 | 0.0 | 0.2537 | nan | nan | nan | 0.8971 | 0.4481 | 0.0 | 0.8772 | 0.9818 | 0.7320 | 0.0 | 0.0 | 0.8427 | 0.0 | 0.2534 |
| 0.1077 | 7.71 | 1080 | 0.1373 | 0.4746 | 0.5131 | 0.9612 | 0.9598 | 0.9612 | nan | nan | nan | 0.9532 | 0.5782 | 0.0 | 0.9693 | 0.9931 | 0.9034 | 0.0 | 0.0 | 0.8949 | 0.0 | 0.3520 | nan | nan | nan | 0.8979 | 0.4756 | 0.0 | 0.8962 | 0.9811 | 0.7800 | 0.0 | 0.0 | 0.8415 | 0.0 | 0.3482 |
| 0.083 | 7.86 | 1100 | 0.1438 | 0.4643 | 0.5097 | 0.9592 | 0.9579 | 0.9592 | nan | nan | nan | 0.9574 | 0.5304 | 0.0 | 0.9321 | 0.9903 | 0.9214 | 0.0 | 0.0 | 0.9021 | 0.0 | 0.3733 | nan | nan | nan | 0.8989 | 0.4567 | 0.0 | 0.8604 | 0.9820 | 0.6957 | 0.0 | 0.0 | 0.8453 | 0.0 | 0.3679 |
| 0.0995 | 8.0 | 1120 | 0.1415 | 0.4698 | 0.5154 | 0.9600 | 0.9586 | 0.9600 | nan | nan | nan | 0.9566 | 0.5671 | 0.0 | 0.9245 | 0.9917 | 0.9337 | 0.0 | 0.0 | 0.9029 | 0.0 | 0.3926 | nan | nan | nan | 0.9001 | 0.4768 | 0.0 | 0.8652 | 0.9819 | 0.7139 | 0.0 | 0.0 | 0.8462 | 0.0 | 0.3840 |
| 0.2425 | 8.14 | 1140 | 0.1358 | 0.4782 | 0.5160 | 0.9625 | 0.9611 | 0.9625 | nan | nan | nan | 0.9541 | 0.5286 | 0.0 | 0.9699 | 0.9907 | 0.9397 | 0.0 | 0.0 | 0.9117 | 0.0 | 0.3810 | nan | nan | nan | 0.9007 | 0.4587 | 0.0 | 0.9011 | 0.9820 | 0.7968 | 0.0 | 0.0 | 0.8475 | 0.0 | 0.3739 |
| 0.1021 | 8.29 | 1160 | 0.1360 | 0.4856 | 0.5262 | 0.9621 | 0.9608 | 0.9621 | nan | nan | nan | 0.9539 | 0.5049 | 0.0 | 0.9712 | 0.9920 | 0.9307 | 0.0 | 0.0 | 0.9045 | 0.0 | 0.5309 | nan | nan | nan | 0.8999 | 0.4466 | 0.0 | 0.8963 | 0.9818 | 0.8015 | 0.0 | 0.0 | 0.8452 | 0.0 | 0.4703 |
| 0.1072 | 8.43 | 1180 | 0.1375 | 0.4791 | 0.5269 | 0.9612 | 0.9599 | 0.9612 | nan | nan | nan | 0.9508 | 0.4288 | 0.0 | 0.9602 | 0.9924 | 0.9653 | 0.0 | 0.0 | 0.9063 | 0.0 | 0.5926 | nan | nan | nan | 0.9006 | 0.3840 | 0.0 | 0.8957 | 0.9817 | 0.7540 | 0.0 | 0.0 | 0.8459 | 0.0 | 0.5085 |
| 0.0716 | 8.57 | 1200 | 0.1341 | 0.4884 | 0.5286 | 0.9618 | 0.9604 | 0.9618 | nan | nan | nan | 0.9479 | 0.5253 | 0.0 | 0.9777 | 0.9920 | 0.8920 | 0.0 | 0.0 | 0.9134 | 0.0 | 0.5667 | nan | nan | nan | 0.8985 | 0.4596 | 0.0 | 0.8929 | 0.9818 | 0.7940 | 0.0 | 0.0 | 0.8450 | 0.0 | 0.5002 |
| 0.8156 | 8.71 | 1220 | 0.1355 | 0.4860 | 0.5271 | 0.9622 | 0.9609 | 0.9622 | nan | nan | nan | 0.9578 | 0.5614 | 0.0 | 0.9535 | 0.9910 | 0.9468 | 0.0 | 0.0 | 0.9049 | 0.0 | 0.4832 | nan | nan | nan | 0.8999 | 0.4748 | 0.0 | 0.8948 | 0.9823 | 0.7988 | 0.0 | 0.0 | 0.8456 | 0.0 | 0.4497 |
| 0.4388 | 8.86 | 1240 | 0.1330 | 0.4806 | 0.5202 | 0.9623 | 0.9610 | 0.9623 | nan | nan | nan | 0.9536 | 0.5331 | 0.0 | 0.9690 | 0.9907 | 0.9495 | 0.0 | 0.0 | 0.9093 | 0.0 | 0.4176 | nan | nan | nan | 0.9002 | 0.4625 | 0.0 | 0.8978 | 0.9821 | 0.7981 | 0.0 | 0.0 | 0.8465 | 0.0 | 0.3999 |
| 0.1236 | 9.0 | 1260 | 0.1360 | 0.4680 | 0.5032 | 0.9615 | 0.9602 | 0.9615 | nan | nan | nan | 0.9658 | 0.5805 | 0.0 | 0.9650 | 0.9907 | 0.9245 | 0.0 | 0.0 | 0.8853 | 0.0 | 0.2232 | nan | nan | nan | 0.8980 | 0.4929 | 0.0 | 0.8999 | 0.9810 | 0.8165 | 0.0 | 0.0 | 0.8378 | 0.0 | 0.2223 |
| 0.1275 | 9.14 | 1280 | 0.1341 | 0.4771 | 0.5165 | 0.9621 | 0.9607 | 0.9621 | nan | nan | nan | 0.9493 | 0.5477 | 0.0 | 0.9676 | 0.9913 | 0.9542 | 0.0 | 0.0 | 0.9123 | 0.0 | 0.3587 | nan | nan | nan | 0.8995 | 0.4726 | 0.0 | 0.9009 | 0.9813 | 0.7938 | 0.0 | 0.0 | 0.8468 | 0.0 | 0.3534 |
| 0.1358 | 9.29 | 1300 | 0.1325 | 0.4846 | 0.5225 | 0.9625 | 0.9612 | 0.9625 | nan | nan | nan | 0.9572 | 0.5806 | 0.0 | 0.9758 | 0.9911 | 0.9141 | 0.0 | 0.0 | 0.9014 | 0.0 | 0.4272 | nan | nan | nan | 0.9005 | 0.4941 | 0.0 | 0.8978 | 0.9819 | 0.8040 | 0.0 | 0.0 | 0.8462 | 0.0 | 0.4065 |
| 0.2225 | 9.43 | 1320 | 0.1356 | 0.4911 | 0.5317 | 0.9625 | 0.9612 | 0.9625 | nan | nan | nan | 0.9443 | 0.5646 | 0.0 | 0.9688 | 0.9933 | 0.9342 | 0.0 | 0.0 | 0.9157 | 0.0 | 0.5281 | nan | nan | nan | 0.8989 | 0.4818 | 0.0 | 0.9023 | 0.9817 | 0.8111 | 0.0 | 0.0 | 0.8467 | 0.0 | 0.4795 |
| 0.0823 | 9.57 | 1340 | 0.1307 | 0.4910 | 0.5318 | 0.9626 | 0.9613 | 0.9626 | nan | nan | nan | 0.9577 | 0.5417 | 0.0 | 0.9813 | 0.9904 | 0.9050 | 0.0 | 0.0 | 0.9041 | 0.0 | 0.5696 | nan | nan | nan | 0.9013 | 0.4712 | 0.0 | 0.8923 | 0.9821 | 0.8185 | 0.0 | 0.0 | 0.8464 | 0.0 | 0.4895 |
| 0.0876 | 9.71 | 1360 | 0.1309 | 0.4912 | 0.5326 | 0.9631 | 0.9617 | 0.9631 | nan | nan | nan | 0.9535 | 0.5959 | 0.0 | 0.9668 | 0.9912 | 0.9482 | 0.0 | 0.0 | 0.9094 | 0.0 | 0.4939 | nan | nan | nan | 0.9009 | 0.4999 | 0.0 | 0.9004 | 0.9823 | 0.8172 | 0.0 | 0.0 | 0.8482 | 0.0 | 0.4548 |
| 0.0759 | 9.86 | 1380 | 0.1292 | 0.4913 | 0.5318 | 0.9630 | 0.9617 | 0.9630 | nan | nan | nan | 0.9559 | 0.5515 | 0.0 | 0.9692 | 0.9909 | 0.9454 | 0.0 | 0.0 | 0.9083 | 0.0 | 0.5285 | nan | nan | nan | 0.9011 | 0.4756 | 0.0 | 0.9014 | 0.9824 | 0.8167 | 0.0 | 0.0 | 0.8476 | 0.0 | 0.4799 |
| 0.2511 | 10.0 | 1400 | 0.1301 | 0.4906 | 0.5296 | 0.9632 | 0.9618 | 0.9632 | nan | nan | nan | 0.9551 | 0.5325 | 0.0 | 0.9722 | 0.9918 | 0.9395 | 0.0 | 0.0 | 0.9074 | 0.0 | 0.5267 | nan | nan | nan | 0.9015 | 0.4652 | 0.0 | 0.9023 | 0.9822 | 0.8138 | 0.0 | 0.0 | 0.8488 | 0.0 | 0.4827 |
| 0.4786 | 10.14 | 1420 | 0.1287 | 0.4975 | 0.5420 | 0.9629 | 0.9616 | 0.9629 | nan | nan | nan | 0.9559 | 0.5693 | 0.0 | 0.9712 | 0.9918 | 0.9358 | 0.0 | 0.0 | 0.9016 | 0.0 | 0.6368 | nan | nan | nan | 0.9011 | 0.4869 | 0.0 | 0.9010 | 0.9819 | 0.8150 | 0.0 | 0.0 | 0.8467 | 0.0 | 0.5395 |
| 0.1047 | 10.29 | 1440 | 0.1301 | 0.4970 | 0.5473 | 0.9628 | 0.9615 | 0.9628 | nan | nan | nan | 0.9494 | 0.5572 | 0.0 | 0.9682 | 0.9924 | 0.9558 | 0.0 | 0.0 | 0.9087 | 0.0 | 0.6887 | nan | nan | nan | 0.9009 | 0.4814 | 0.0 | 0.9003 | 0.9819 | 0.8111 | 0.0 | 0.0 | 0.8471 | 0.0 | 0.5442 |
| 0.0776 | 10.43 | 1460 | 0.1319 | 0.4871 | 0.5234 | 0.9632 | 0.9618 | 0.9632 | nan | nan | nan | 0.9573 | 0.5652 | 0.0 | 0.9672 | 0.9920 | 0.9221 | 0.0 | 0.0 | 0.9058 | 0.0 | 0.4477 | nan | nan | nan | 0.9011 | 0.4858 | 0.0 | 0.9006 | 0.9826 | 0.8120 | 0.0 | 0.0 | 0.8480 | 0.0 | 0.4282 |
| 0.1874 | 10.57 | 1480 | 0.1328 | 0.4849 | 0.5242 | 0.9622 | 0.9609 | 0.9622 | nan | nan | nan | 0.9453 | 0.5433 | 0.0 | 0.9742 | 0.9918 | 0.9365 | 0.0 | 0.0 | 0.9173 | 0.0 | 0.4577 | nan | nan | nan | 0.8989 | 0.4724 | 0.0 | 0.8973 | 0.9820 | 0.8020 | 0.0 | 0.0 | 0.8466 | 0.0 | 0.4346 |
| 0.1245 | 10.71 | 1500 | 0.1341 | 0.4814 | 0.5321 | 0.9605 | 0.9592 | 0.9605 | nan | nan | nan | 0.9515 | 0.5632 | 0.0 | 0.9381 | 0.9920 | 0.9577 | 0.0 | 0.0 | 0.9038 | 0.0 | 0.5465 | nan | nan | nan | 0.9002 | 0.4759 | 0.0 | 0.8733 | 0.9818 | 0.7319 | 0.0 | 0.0 | 0.8463 | 0.0 | 0.4861 |
| 0.168 | 10.86 | 1520 | 0.1299 | 0.4950 | 0.5386 | 0.9627 | 0.9614 | 0.9627 | nan | nan | nan | 0.9489 | 0.6060 | 0.0 | 0.9779 | 0.9913 | 0.9165 | 0.0 | 0.0 | 0.9121 | 0.0 | 0.5720 | nan | nan | nan | 0.8999 | 0.5068 | 0.0 | 0.8955 | 0.9823 | 0.8136 | 0.0 | 0.0 | 0.8471 | 0.0 | 0.5002 |
| 0.0964 | 11.0 | 1540 | 0.1302 | 0.4905 | 0.5280 | 0.9631 | 0.9617 | 0.9631 | nan | nan | nan | 0.9598 | 0.5714 | 0.0 | 0.9731 | 0.9921 | 0.9275 | 0.0 | 0.0 | 0.8958 | 0.0 | 0.4887 | nan | nan | nan | 0.9010 | 0.4928 | 0.0 | 0.8997 | 0.9823 | 0.8221 | 0.0 | 0.0 | 0.8461 | 0.0 | 0.4515 |
| 0.1577 | 11.14 | 1560 | 0.1287 | 0.4924 | 0.5295 | 0.9633 | 0.9620 | 0.9633 | nan | nan | nan | 0.9590 | 0.5793 | 0.0 | 0.9717 | 0.9921 | 0.9197 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.5025 | nan | nan | nan | 0.9010 | 0.4966 | 0.0 | 0.9014 | 0.9826 | 0.8220 | 0.0 | 0.0 | 0.8472 | 0.0 | 0.4656 |
| 0.0964 | 11.29 | 1580 | 0.1306 | 0.5029 | 0.5453 | 0.9635 | 0.9621 | 0.9635 | nan | nan | nan | 0.9554 | 0.6552 | 0.0 | 0.9646 | 0.9922 | 0.9120 | 0.0 | 0.0 | 0.9061 | 0.0 | 0.6123 | nan | nan | nan | 0.9008 | 0.5347 | 0.0 | 0.9020 | 0.9824 | 0.8341 | 0.0 | 0.0 | 0.8469 | 0.0 | 0.5306 |
| 0.0671 | 11.43 | 1600 | 0.1286 | 0.4580 | 0.5459 | 0.9631 | 0.9617 | 0.9631 | nan | nan | nan | 0.9507 | 0.5853 | 0.0 | 0.9721 | 0.9910 | 0.9521 | 0.0 | 0.0 | 0.9116 | 0.0 | 0.6425 | nan | 0.0 | nan | 0.9007 | 0.5006 | 0.0 | 0.9038 | 0.9821 | 0.8122 | 0.0 | 0.0 | 0.8478 | 0.0 | 0.5490 |
| 0.0625 | 11.57 | 1620 | 0.1283 | 0.4568 | 0.5442 | 0.9630 | 0.9616 | 0.9630 | nan | nan | nan | 0.9497 | 0.5601 | 0.0 | 0.9737 | 0.9909 | 0.9549 | 0.0 | 0.0 | 0.9137 | 0.0 | 0.6434 | nan | 0.0 | nan | 0.9007 | 0.4864 | 0.0 | 0.9029 | 0.9820 | 0.8080 | 0.0 | 0.0 | 0.8484 | 0.0 | 0.5524 |
| 0.2409 | 11.71 | 1640 | 0.1279 | 0.5020 | 0.5425 | 0.9637 | 0.9624 | 0.9637 | nan | nan | nan | 0.9575 | 0.6471 | 0.0 | 0.9666 | 0.9923 | 0.9181 | 0.0 | 0.0 | 0.9026 | 0.0 | 0.5827 | nan | nan | nan | 0.9015 | 0.5342 | 0.0 | 0.9029 | 0.9824 | 0.8329 | 0.0 | 0.0 | 0.8484 | 0.0 | 0.5197 |
| 0.2031 | 11.86 | 1660 | 0.1285 | 0.4942 | 0.5337 | 0.9633 | 0.9619 | 0.9633 | nan | nan | nan | 0.9598 | 0.5663 | 0.0 | 0.9709 | 0.9921 | 0.9397 | 0.0 | 0.0 | 0.8966 | 0.0 | 0.5451 | nan | nan | nan | 0.9014 | 0.4891 | 0.0 | 0.9035 | 0.9824 | 0.8149 | 0.0 | 0.0 | 0.8467 | 0.0 | 0.4978 |
| 0.2124 | 12.0 | 1680 | 0.1261 | 0.4987 | 0.5406 | 0.9635 | 0.9621 | 0.9635 | nan | nan | nan | 0.9564 | 0.5954 | 0.0 | 0.9707 | 0.9914 | 0.9395 | 0.0 | 0.0 | 0.9050 | 0.0 | 0.5882 | nan | nan | nan | 0.9017 | 0.5067 | 0.0 | 0.9031 | 0.9824 | 0.8218 | 0.0 | 0.0 | 0.8478 | 0.0 | 0.5217 |
| 0.0926 | 12.14 | 1700 | 0.1264 | 0.4975 | 0.5383 | 0.9633 | 0.9619 | 0.9633 | nan | nan | nan | 0.9521 | 0.5875 | 0.0 | 0.9758 | 0.9919 | 0.9230 | 0.0 | 0.0 | 0.9097 | 0.0 | 0.5817 | nan | nan | nan | 0.9015 | 0.5014 | 0.0 | 0.9011 | 0.9823 | 0.8136 | 0.0 | 0.0 | 0.8485 | 0.0 | 0.5236 |
| 0.1363 | 12.29 | 1720 | 0.1282 | 0.4577 | 0.5433 | 0.9633 | 0.9619 | 0.9633 | nan | nan | nan | 0.9532 | 0.5944 | 0.0 | 0.9669 | 0.9922 | 0.9425 | 0.0 | 0.0 | 0.9066 | 0.0 | 0.6203 | nan | 0.0 | nan | 0.9014 | 0.5030 | 0.0 | 0.9042 | 0.9820 | 0.8129 | 0.0 | 0.0 | 0.8482 | 0.0 | 0.5403 |
| 0.1563 | 12.43 | 1740 | 0.1274 | 0.4570 | 0.5444 | 0.9632 | 0.9618 | 0.9632 | nan | nan | nan | 0.9524 | 0.5784 | 0.0 | 0.9659 | 0.9918 | 0.9513 | 0.0 | 0.0 | 0.9095 | 0.0 | 0.6391 | nan | 0.0 | nan | 0.9015 | 0.4957 | 0.0 | 0.9031 | 0.9821 | 0.8053 | 0.0 | 0.0 | 0.8493 | 0.0 | 0.5468 |
| 0.0727 | 12.57 | 1760 | 0.1274 | 0.4593 | 0.5446 | 0.9635 | 0.9622 | 0.9635 | nan | nan | nan | 0.9565 | 0.6029 | 0.0 | 0.9704 | 0.9919 | 0.9294 | 0.0 | 0.0 | 0.9034 | 0.0 | 0.6365 | nan | 0.0 | nan | 0.9019 | 0.5113 | 0.0 | 0.9034 | 0.9823 | 0.8179 | 0.0 | 0.0 | 0.8482 | 0.0 | 0.5469 |
| 0.156 | 12.71 | 1780 | 0.1265 | 0.4569 | 0.5446 | 0.9631 | 0.9617 | 0.9631 | nan | nan | nan | 0.9489 | 0.5649 | 0.0 | 0.9729 | 0.9913 | 0.9491 | 0.0 | 0.0 | 0.9150 | 0.0 | 0.6490 | nan | 0.0 | nan | 0.9011 | 0.4881 | 0.0 | 0.9036 | 0.9822 | 0.8066 | 0.0 | 0.0 | 0.8485 | 0.0 | 0.5526 |
| 0.4316 | 12.86 | 1800 | 0.1280 | 0.4971 | 0.5344 | 0.9631 | 0.9618 | 0.9631 | nan | nan | nan | 0.9586 | 0.6084 | 0.0 | 0.9768 | 0.9924 | 0.8684 | 0.0 | 0.0 | 0.9005 | 0.0 | 0.5730 | nan | nan | nan | 0.9013 | 0.5179 | 0.0 | 0.8950 | 0.9825 | 0.8087 | 0.0 | 0.0 | 0.8474 | 0.0 | 0.5150 |
| 0.7124 | 13.0 | 1820 | 0.1263 | 0.4572 | 0.5396 | 0.9635 | 0.9621 | 0.9635 | nan | nan | nan | 0.9546 | 0.5731 | 0.0 | 0.9748 | 0.9918 | 0.9337 | 0.0 | 0.0 | 0.9067 | 0.0 | 0.6010 | nan | 0.0 | nan | 0.9014 | 0.4998 | 0.0 | 0.9029 | 0.9824 | 0.8226 | 0.0 | 0.0 | 0.8482 | 0.0 | 0.5287 |
| 0.6906 | 13.14 | 1840 | 0.1271 | 0.4926 | 0.5360 | 0.9628 | 0.9615 | 0.9628 | nan | nan | nan | 0.9543 | 0.5478 | 0.0 | 0.9670 | 0.9916 | 0.9618 | 0.0 | 0.0 | 0.9050 | 0.0 | 0.5684 | nan | nan | nan | 0.9009 | 0.4768 | 0.0 | 0.9042 | 0.9821 | 0.7961 | 0.0 | 0.0 | 0.8475 | 0.0 | 0.5115 |
| 0.1642 | 13.29 | 1860 | 0.1260 | 0.4982 | 0.5394 | 0.9634 | 0.9621 | 0.9634 | nan | nan | nan | 0.9548 | 0.5920 | 0.0 | 0.9749 | 0.9916 | 0.9378 | 0.0 | 0.0 | 0.9051 | 0.0 | 0.5772 | nan | nan | nan | 0.9014 | 0.5103 | 0.0 | 0.9030 | 0.9822 | 0.8230 | 0.0 | 0.0 | 0.8478 | 0.0 | 0.5124 |
| 0.0953 | 13.43 | 1880 | 0.1275 | 0.4550 | 0.5390 | 0.9630 | 0.9616 | 0.9630 | nan | nan | nan | 0.9512 | 0.5543 | 0.0 | 0.9775 | 0.9929 | 0.9439 | 0.0 | 0.0 | 0.9032 | 0.0 | 0.6061 | nan | 0.0 | nan | 0.9009 | 0.4869 | 0.0 | 0.9015 | 0.9817 | 0.8183 | 0.0 | 0.0 | 0.8469 | 0.0 | 0.5244 |
| 0.0846 | 13.57 | 1900 | 0.1264 | 0.4974 | 0.5393 | 0.9633 | 0.9619 | 0.9633 | nan | nan | nan | 0.9517 | 0.5741 | 0.0 | 0.9694 | 0.9924 | 0.9469 | 0.0 | 0.0 | 0.9088 | 0.0 | 0.5889 | nan | nan | nan | 0.9011 | 0.4966 | 0.0 | 0.9040 | 0.9821 | 0.8162 | 0.0 | 0.0 | 0.8482 | 0.0 | 0.5237 |
| 0.1048 | 13.71 | 1920 | 0.1270 | 0.4980 | 0.5398 | 0.9633 | 0.9620 | 0.9633 | nan | nan | nan | 0.9535 | 0.5573 | 0.0 | 0.9715 | 0.9923 | 0.9402 | 0.0 | 0.0 | 0.9068 | 0.0 | 0.6166 | nan | nan | nan | 0.9013 | 0.4871 | 0.0 | 0.9035 | 0.9823 | 0.8162 | 0.0 | 0.0 | 0.8480 | 0.0 | 0.5392 |
| 0.1053 | 13.86 | 1940 | 0.1268 | 0.4594 | 0.5470 | 0.9634 | 0.9621 | 0.9634 | nan | nan | nan | 0.9545 | 0.5956 | 0.0 | 0.9697 | 0.9918 | 0.9450 | 0.0 | 0.0 | 0.9051 | 0.0 | 0.6550 | nan | 0.0 | nan | 0.9014 | 0.5089 | 0.0 | 0.9046 | 0.9822 | 0.8196 | 0.0 | 0.0 | 0.8476 | 0.0 | 0.5485 |
| 0.0643 | 14.0 | 1960 | 0.1271 | 0.4576 | 0.5447 | 0.9633 | 0.9620 | 0.9633 | nan | nan | nan | 0.9568 | 0.5641 | 0.0 | 0.9705 | 0.9918 | 0.9498 | 0.0 | 0.0 | 0.9014 | 0.0 | 0.6568 | nan | 0.0 | nan | 0.9016 | 0.4914 | 0.0 | 0.9042 | 0.9822 | 0.8167 | 0.0 | 0.0 | 0.8472 | 0.0 | 0.5484 |
| 0.1198 | 14.14 | 1980 | 0.1266 | 0.4594 | 0.5478 | 0.9634 | 0.9620 | 0.9634 | nan | nan | nan | 0.9520 | 0.5894 | 0.0 | 0.9706 | 0.9919 | 0.9522 | 0.0 | 0.0 | 0.9082 | 0.0 | 0.6620 | nan | 0.0 | nan | 0.9014 | 0.5052 | 0.0 | 0.9044 | 0.9822 | 0.8167 | 0.0 | 0.0 | 0.8482 | 0.0 | 0.5544 |
| 0.17 | 14.29 | 2000 | 0.1270 | 0.4573 | 0.5444 | 0.9632 | 0.9619 | 0.9632 | nan | nan | nan | 0.9502 | 0.5611 | 0.0 | 0.9708 | 0.9914 | 0.9576 | 0.0 | 0.0 | 0.9136 | 0.0 | 0.6440 | nan | 0.0 | nan | 0.9011 | 0.4873 | 0.0 | 0.9046 | 0.9824 | 0.8080 | 0.0 | 0.0 | 0.8487 | 0.0 | 0.5557 |
| 0.089 | 14.43 | 2020 | 0.1257 | 0.4614 | 0.5475 | 0.9637 | 0.9623 | 0.9637 | nan | nan | nan | 0.9534 | 0.6223 | 0.0 | 0.9671 | 0.9925 | 0.9395 | 0.0 | 0.0 | 0.9066 | 0.0 | 0.6410 | nan | 0.0 | nan | 0.9015 | 0.5247 | 0.0 | 0.9047 | 0.9823 | 0.8295 | 0.0 | 0.0 | 0.8480 | 0.0 | 0.5465 |
| 0.0741 | 14.57 | 2040 | 0.1257 | 0.4604 | 0.5491 | 0.9634 | 0.9621 | 0.9634 | nan | nan | nan | 0.9490 | 0.6041 | 0.0 | 0.9710 | 0.9919 | 0.9503 | 0.0 | 0.0 | 0.9130 | 0.0 | 0.6604 | nan | 0.0 | nan | 0.9011 | 0.5136 | 0.0 | 0.9046 | 0.9822 | 0.8210 | 0.0 | 0.0 | 0.8487 | 0.0 | 0.5538 |
| 0.1272 | 14.71 | 2060 | 0.1255 | 0.4611 | 0.5459 | 0.9637 | 0.9624 | 0.9637 | nan | nan | nan | 0.9527 | 0.6077 | 0.0 | 0.9708 | 0.9923 | 0.9338 | 0.0 | 0.0 | 0.9094 | 0.0 | 0.6384 | nan | 0.0 | nan | 0.9016 | 0.5194 | 0.0 | 0.9041 | 0.9824 | 0.8313 | 0.0 | 0.0 | 0.8486 | 0.0 | 0.5456 |
| 0.0926 | 14.86 | 2080 | 0.1251 | 0.4612 | 0.5470 | 0.9637 | 0.9623 | 0.9637 | nan | nan | nan | 0.9554 | 0.6172 | 0.0 | 0.9746 | 0.9922 | 0.9277 | 0.0 | 0.0 | 0.9027 | 0.0 | 0.6476 | nan | 0.0 | nan | 0.9018 | 0.5235 | 0.0 | 0.9028 | 0.9823 | 0.8303 | 0.0 | 0.0 | 0.8478 | 0.0 | 0.5461 |
| 0.0588 | 15.0 | 2100 | 0.1258 | 0.4605 | 0.5478 | 0.9636 | 0.9623 | 0.9636 | nan | nan | nan | 0.9531 | 0.6071 | 0.0 | 0.9724 | 0.9911 | 0.9428 | 0.0 | 0.0 | 0.9106 | 0.0 | 0.6488 | nan | 0.0 | nan | 0.9017 | 0.5169 | 0.0 | 0.9039 | 0.9824 | 0.8235 | 0.0 | 0.0 | 0.8489 | 0.0 | 0.5487 |
### Framework versions
- Transformers 4.33.2
- Pytorch 2.0.1
- Datasets 3.0.0
- Tokenizers 0.13.3
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