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---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-segments-sidewalk-2
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-sidewalk-2
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7810
- Mean Iou: 0.1982
- Mean Accuracy: 0.2367
- Overall Accuracy: 0.8103
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8571
- Accuracy Flat-sidewalk: 0.9478
- Accuracy Flat-crosswalk: 0.0
- Accuracy Flat-cyclinglane: 0.7893
- Accuracy Flat-parkingdriveway: 0.2689
- Accuracy Flat-railtrack: 0.0
- Accuracy Flat-curb: 0.1857
- Accuracy Human-person: 0.0
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9203
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.0
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.9048
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.2404
- Accuracy Construction-fenceguardrail: 0.0000
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.0102
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9351
- Accuracy Nature-terrain: 0.8000
- Accuracy Sky: 0.9484
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0
- Accuracy Void-static: 0.0017
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.6411
- Iou Flat-sidewalk: 0.8351
- Iou Flat-crosswalk: 0.0
- Iou Flat-cyclinglane: 0.7179
- Iou Flat-parkingdriveway: 0.2097
- Iou Flat-railtrack: 0.0
- Iou Flat-curb: 0.1654
- Iou Human-person: 0.0
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.7408
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.0
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6400
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.1981
- Iou Construction-fenceguardrail: 0.0000
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.0101
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.7837
- Iou Nature-terrain: 0.7083
- Iou Sky: 0.8890
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0
- Iou Void-static: 0.0017
- Iou Void-unclear: 0.0
## 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: 1e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
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| 0.8994 | 0.2 | 20 | 0.9185 | 0.1824 | 0.2205 | 0.7956 | nan | 0.8398 | 0.9526 | 0.0 | 0.7086 | 0.0972 | 0.0 | 0.0416 | 0.0 | 0.0 | 0.9154 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8989 | 0.0 | 0.1218 | 0.0 | 0.0 | nan | 0.0 | 0.0018 | 0.0 | 0.0 | 0.9318 | 0.8259 | 0.9418 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6125 | 0.8115 | 0.0 | 0.6588 | 0.0885 | 0.0 | 0.0407 | 0.0 | 0.0 | 0.7250 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6258 | 0.0 | 0.1174 | 0.0 | 0.0 | nan | 0.0 | 0.0018 | 0.0 | 0.0 | 0.7664 | 0.6934 | 0.8782 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0441 | 0.4 | 40 | 0.9159 | 0.1819 | 0.2192 | 0.7949 | nan | 0.8533 | 0.9506 | 0.0 | 0.6956 | 0.1025 | 0.0 | 0.0413 | 0.0 | 0.0 | 0.9078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9106 | 0.0 | 0.1046 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0 | 0.0 | 0.9319 | 0.7917 | 0.9440 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6078 | 0.8152 | 0.0 | 0.6591 | 0.0929 | 0.0 | 0.0403 | 0.0 | 0.0 | 0.7302 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6161 | 0.0 | 0.1019 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0 | 0.0 | 0.7682 | 0.6913 | 0.8785 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9559 | 0.6 | 60 | 0.9124 | 0.1839 | 0.2229 | 0.7974 | nan | 0.8477 | 0.9475 | 0.0 | 0.7436 | 0.1287 | 0.0 | 0.0388 | 0.0 | 0.0 | 0.9180 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9094 | 0.0 | 0.1183 | 0.0 | 0.0 | nan | 0.0 | 0.0015 | 0.0 | 0.0 | 0.9204 | 0.8372 | 0.9434 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6055 | 0.8205 | 0.0 | 0.6711 | 0.1126 | 0.0 | 0.0380 | 0.0 | 0.0 | 0.7227 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6218 | 0.0 | 0.1144 | 0.0 | 0.0 | nan | 0.0 | 0.0015 | 0.0 | 0.0 | 0.7749 | 0.7091 | 0.8782 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.954 | 0.8 | 80 | 0.9023 | 0.1837 | 0.2215 | 0.7967 | nan | 0.8424 | 0.9498 | 0.0 | 0.7398 | 0.1447 | 0.0 | 0.0470 | 0.0 | 0.0 | 0.9163 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9046 | 0.0 | 0.1169 | 0.0 | 0.0 | nan | 0.0 | 0.0018 | 0.0 | 0.0 | 0.9388 | 0.7670 | 0.9412 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6102 | 0.8199 | 0.0 | 0.6731 | 0.1254 | 0.0 | 0.0458 | 0.0 | 0.0 | 0.7243 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6220 | 0.0 | 0.1131 | 0.0 | 0.0 | nan | 0.0 | 0.0018 | 0.0 | 0.0 | 0.7646 | 0.6817 | 0.8798 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.852 | 1.0 | 100 | 0.8860 | 0.1839 | 0.2218 | 0.7973 | nan | 0.8695 | 0.9450 | 0.0 | 0.7107 | 0.1460 | 0.0 | 0.0565 | 0.0 | 0.0 | 0.9142 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9131 | 0.0 | 0.1054 | 0.0 | 0.0 | nan | 0.0 | 0.0013 | 0.0 | 0.0 | 0.9311 | 0.7820 | 0.9449 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6076 | 0.8255 | 0.0 | 0.6667 | 0.1273 | 0.0 | 0.0547 | 0.0 | 0.0 | 0.7272 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6160 | 0.0 | 0.1026 | 0.0 | 0.0 | nan | 0.0 | 0.0013 | 0.0 | 0.0 | 0.7711 | 0.6904 | 0.8794 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1704 | 1.2 | 120 | 0.8873 | 0.1856 | 0.2241 | 0.7992 | nan | 0.8439 | 0.9494 | 0.0 | 0.7551 | 0.1495 | 0.0 | 0.0572 | 0.0 | 0.0 | 0.9188 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8992 | 0.0 | 0.1343 | 0.0 | 0.0 | nan | 0.0 | 0.0036 | 0.0 | 0.0 | 0.9351 | 0.8044 | 0.9459 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6168 | 0.8208 | 0.0 | 0.6752 | 0.1294 | 0.0 | 0.0555 | 0.0 | 0.0 | 0.7247 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6264 | 0.0 | 0.1284 | 0.0 | 0.0 | nan | 0.0 | 0.0036 | 0.0 | 0.0 | 0.7701 | 0.6956 | 0.8796 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2101 | 1.4 | 140 | 0.8773 | 0.1863 | 0.2245 | 0.7992 | nan | 0.8307 | 0.9524 | 0.0 | 0.7453 | 0.1570 | 0.0 | 0.0734 | 0.0 | 0.0 | 0.9222 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9014 | 0.0 | 0.1408 | 0.0 | 0.0 | nan | 0.0 | 0.0032 | 0.0 | 0.0 | 0.9372 | 0.8047 | 0.9412 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6218 | 0.8175 | 0.0 | 0.6692 | 0.1355 | 0.0 | 0.0703 | 0.0 | 0.0 | 0.7188 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6266 | 0.0 | 0.1336 | 0.0 | 0.0 | nan | 0.0 | 0.0032 | 0.0 | 0.0 | 0.7702 | 0.6987 | 0.8815 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1823 | 1.6 | 160 | 0.8691 | 0.1877 | 0.2255 | 0.8010 | nan | 0.8620 | 0.9476 | 0.0 | 0.7408 | 0.1586 | 0.0 | 0.0745 | 0.0 | 0.0 | 0.9175 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9066 | 0.0 | 0.1510 | 0.0 | 0.0 | nan | 0.0 | 0.0026 | 0.0 | 0.0 | 0.9313 | 0.8042 | 0.9462 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6176 | 0.8242 | 0.0 | 0.6895 | 0.1374 | 0.0 | 0.0713 | 0.0 | 0.0 | 0.7313 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6242 | 0.0 | 0.1415 | 0.0 | 0.0 | nan | 0.0 | 0.0026 | 0.0 | 0.0 | 0.7747 | 0.7002 | 0.8802 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8903 | 1.8 | 180 | 0.8694 | 0.1877 | 0.2257 | 0.8015 | nan | 0.8801 | 0.9430 | 0.0 | 0.7577 | 0.1548 | 0.0 | 0.0671 | 0.0 | 0.0 | 0.9159 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8977 | 0.0 | 0.1630 | 0.0 | 0.0 | nan | 0.0 | 0.0037 | 0.0 | 0.0 | 0.9389 | 0.7767 | 0.9482 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6151 | 0.8305 | 0.0 | 0.6952 | 0.1341 | 0.0 | 0.0646 | 0.0 | 0.0 | 0.7325 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6302 | 0.0 | 0.1510 | 0.0 | 0.0 | nan | 0.0 | 0.0037 | 0.0 | 0.0 | 0.7682 | 0.6884 | 0.8802 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 1.0182 | 2.0 | 200 | 0.8606 | 0.1889 | 0.2273 | 0.8028 | nan | 0.8546 | 0.9471 | 0.0 | 0.7733 | 0.1752 | 0.0 | 0.0810 | 0.0 | 0.0 | 0.9168 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9049 | 0.0 | 0.1563 | 0.0 | 0.0 | nan | 0.0 | 0.0032 | 0.0 | 0.0 | 0.9343 | 0.8129 | 0.9430 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6254 | 0.8278 | 0.0 | 0.6939 | 0.1483 | 0.0 | 0.0775 | 0.0 | 0.0 | 0.7310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6259 | 0.0 | 0.1455 | 0.0 | 0.0 | nan | 0.0 | 0.0031 | 0.0 | 0.0 | 0.7723 | 0.7014 | 0.8822 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.7128 | 2.2 | 220 | 0.8548 | 0.1892 | 0.2276 | 0.8030 | nan | 0.8565 | 0.9498 | 0.0 | 0.7546 | 0.1793 | 0.0 | 0.0829 | 0.0 | 0.0 | 0.9215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9108 | 0.0 | 0.1514 | 0.0 | 0.0 | nan | 0.0 | 0.0032 | 0.0 | 0.0 | 0.9203 | 0.8333 | 0.9477 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6258 | 0.8249 | 0.0 | 0.6952 | 0.1508 | 0.0 | 0.0793 | 0.0 | 0.0 | 0.7262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6244 | 0.0 | 0.1418 | 0.0 | 0.0 | nan | 0.0 | 0.0032 | 0.0 | 0.0 | 0.7801 | 0.7113 | 0.8817 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.7744 | 2.4 | 240 | 0.8551 | 0.1899 | 0.2280 | 0.8031 | nan | 0.8646 | 0.9441 | 0.0 | 0.7575 | 0.1919 | 0.0 | 0.0991 | 0.0 | 0.0 | 0.9153 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9056 | 0.0 | 0.1533 | 0.0 | 0.0 | nan | 0.0 | 0.0039 | 0.0 | 0.0 | 0.9358 | 0.8085 | 0.9454 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6210 | 0.8313 | 0.0 | 0.6983 | 0.1577 | 0.0 | 0.0936 | 0.0 | 0.0 | 0.7317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6264 | 0.0 | 0.1433 | 0.0 | 0.0 | nan | 0.0 | 0.0039 | 0.0 | 0.0 | 0.7730 | 0.7030 | 0.8826 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.9597 | 2.6 | 260 | 0.8491 | 0.1915 | 0.2305 | 0.8045 | nan | 0.8490 | 0.9456 | 0.0 | 0.7801 | 0.2106 | 0.0 | 0.1075 | 0.0 | 0.0 | 0.9149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9040 | 0.0 | 0.1790 | 0.0000 | 0.0 | nan | 0.0 | 0.0050 | 0.0 | 0.0 | 0.9318 | 0.8332 | 0.9458 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6263 | 0.8307 | 0.0 | 0.6976 | 0.1691 | 0.0 | 0.1013 | 0.0 | 0.0 | 0.7308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6302 | 0.0 | 0.1622 | 0.0000 | 0.0 | nan | 0.0 | 0.0050 | 0.0 | 0.0 | 0.7758 | 0.7086 | 0.8823 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 1.0563 | 2.8 | 280 | 0.8415 | 0.1906 | 0.2281 | 0.8039 | nan | 0.8594 | 0.9509 | 0.0 | 0.7548 | 0.1894 | 0.0 | 0.1003 | 0.0 | 0.0 | 0.9161 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9158 | 0.0 | 0.1669 | 0.0 | 0.0 | nan | 0.0 | 0.0047 | 0.0 | 0.0 | 0.9266 | 0.7989 | 0.9423 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6274 | 0.8266 | 0.0 | 0.7030 | 0.1585 | 0.0 | 0.0947 | 0.0 | 0.0 | 0.7288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6259 | 0.0 | 0.1536 | 0.0 | 0.0 | nan | 0.0 | 0.0047 | 0.0 | 0.0 | 0.7797 | 0.7032 | 0.8831 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.873 | 3.0 | 300 | 0.8417 | 0.1910 | 0.2293 | 0.8040 | nan | 0.8526 | 0.9497 | 0.0 | 0.7642 | 0.2033 | 0.0 | 0.1126 | 0.0 | 0.0 | 0.9263 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9039 | 0.0 | 0.1838 | 0.0 | 0.0 | nan | 0.0 | 0.0051 | 0.0 | 0.0 | 0.9333 | 0.7878 | 0.9452 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6271 | 0.8286 | 0.0 | 0.6954 | 0.1664 | 0.0 | 0.1053 | 0.0 | 0.0 | 0.7202 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6335 | 0.0 | 0.1653 | 0.0 | 0.0 | nan | 0.0 | 0.0050 | 0.0 | 0.0 | 0.7757 | 0.6984 | 0.8834 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.8197 | 3.2 | 320 | 0.8420 | 0.1910 | 0.2292 | 0.8036 | nan | 0.8367 | 0.9502 | 0.0 | 0.7854 | 0.2157 | 0.0 | 0.1159 | 0.0 | 0.0 | 0.9138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9067 | 0.0 | 0.1796 | 0.0 | 0.0 | nan | 0.0 | 0.0053 | 0.0 | 0.0 | 0.9409 | 0.7721 | 0.9411 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6317 | 0.8278 | 0.0 | 0.6904 | 0.1754 | 0.0 | 0.1085 | 0.0 | 0.0 | 0.7353 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6286 | 0.0 | 0.1619 | 0.0 | 0.0 | nan | 0.0 | 0.0053 | 0.0 | 0.0 | 0.7700 | 0.6848 | 0.8840 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 1.0667 | 3.4 | 340 | 0.8304 | 0.1921 | 0.2301 | 0.8059 | nan | 0.8711 | 0.9466 | 0.0 | 0.7673 | 0.1991 | 0.0 | 0.1051 | 0.0 | 0.0 | 0.9174 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9085 | 0.0 | 0.1799 | 0.0 | 0.0 | nan | 0.0 | 0.0055 | 0.0 | 0.0 | 0.9293 | 0.8174 | 0.9453 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6281 | 0.8319 | 0.0 | 0.7087 | 0.1664 | 0.0 | 0.0989 | 0.0 | 0.0 | 0.7352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6287 | 0.0 | 0.1629 | 0.0 | 0.0 | nan | 0.0 | 0.0055 | 0.0 | 0.0 | 0.7794 | 0.7114 | 0.8835 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 0.7125 | 3.6 | 360 | 0.8299 | 0.1924 | 0.2323 | 0.8062 | nan | 0.8713 | 0.9390 | 0.0 | 0.7967 | 0.2138 | 0.0 | 0.1172 | 0.0 | 0.0 | 0.9254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8901 | 0.0 | 0.1930 | 0.0 | 0.0 | nan | 0.0 | 0.0071 | 0.0 | 0.0 | 0.9379 | 0.8236 | 0.9498 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.6314 | 0.8371 | 0.0 | 0.6978 | 0.1723 | 0.0 | 0.1094 | 0.0 | 0.0 | 0.7251 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6366 | 0.0 | 0.1710 | 0.0 | 0.0 | nan | 0.0 | 0.0071 | 0.0 | 0.0 | 0.7725 | 0.7082 | 0.8816 | 0.0 | 0.0 | 0.0005 | 0.0 |
| 0.9464 | 3.8 | 380 | 0.8261 | 0.1931 | 0.2317 | 0.8059 | nan | 0.8387 | 0.9523 | 0.0 | 0.7739 | 0.2171 | 0.0 | 0.1399 | 0.0 | 0.0 | 0.9234 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9063 | 0.0 | 0.1884 | 0.0 | 0.0 | nan | 0.0 | 0.0065 | 0.0 | 0.0 | 0.9274 | 0.8247 | 0.9485 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6354 | 0.8265 | 0.0 | 0.6937 | 0.1762 | 0.0 | 0.1288 | 0.0 | 0.0 | 0.7273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6324 | 0.0 | 0.1682 | 0.0 | 0.0 | nan | 0.0 | 0.0065 | 0.0 | 0.0 | 0.7809 | 0.7117 | 0.8835 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 0.8507 | 4.0 | 400 | 0.8193 | 0.1932 | 0.2310 | 0.8060 | nan | 0.8562 | 0.9489 | 0.0 | 0.7721 | 0.2034 | 0.0 | 0.1338 | 0.0 | 0.0 | 0.9171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9061 | 0.0 | 0.1953 | 0.0 | 0.0 | nan | 0.0 | 0.0061 | 0.0 | 0.0 | 0.9353 | 0.8039 | 0.9445 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.6299 | 0.8296 | 0.0 | 0.7067 | 0.1702 | 0.0 | 0.1234 | 0.0 | 0.0 | 0.7349 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6316 | 0.0 | 0.1729 | 0.0 | 0.0 | nan | 0.0 | 0.0061 | 0.0 | 0.0 | 0.7778 | 0.7063 | 0.8851 | 0.0 | 0.0 | 0.0003 | 0.0 |
| 1.1977 | 4.2 | 420 | 0.8203 | 0.1933 | 0.2312 | 0.8061 | nan | 0.8586 | 0.9506 | 0.0 | 0.7629 | 0.1993 | 0.0 | 0.1317 | 0.0 | 0.0 | 0.9203 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9110 | 0.0 | 0.2036 | 0.0 | 0.0 | nan | 0.0 | 0.0054 | 0.0 | 0.0 | 0.9264 | 0.8135 | 0.9447 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6319 | 0.8277 | 0.0 | 0.7057 | 0.1685 | 0.0 | 0.1217 | 0.0 | 0.0 | 0.7346 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6292 | 0.0 | 0.1768 | 0.0 | 0.0 | nan | 0.0 | 0.0054 | 0.0 | 0.0 | 0.7831 | 0.7094 | 0.8861 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 0.8554 | 4.4 | 440 | 0.8262 | 0.1933 | 0.2328 | 0.8055 | nan | 0.8301 | 0.9494 | 0.0 | 0.7944 | 0.2211 | 0.0 | 0.1424 | 0.0 | 0.0 | 0.9224 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9017 | 0.0 | 0.2125 | 0.0 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.9333 | 0.8196 | 0.9469 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.6319 | 0.8278 | 0.0 | 0.6795 | 0.1803 | 0.0 | 0.1315 | 0.0 | 0.0 | 0.7317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6351 | 0.0 | 0.1827 | 0.0 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.7794 | 0.7066 | 0.8859 | 0.0 | 0.0 | 0.0005 | 0.0 |
| 1.1725 | 4.6 | 460 | 0.8199 | 0.1943 | 0.2333 | 0.8070 | nan | 0.8779 | 0.9403 | 0.0 | 0.7814 | 0.2232 | 0.0 | 0.1392 | 0.0 | 0.0 | 0.9257 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9003 | 0.0 | 0.2169 | 0.0 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.9329 | 0.8049 | 0.9487 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.6267 | 0.8374 | 0.0 | 0.7119 | 0.1800 | 0.0 | 0.1276 | 0.0 | 0.0 | 0.7295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6362 | 0.0 | 0.1855 | 0.0 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.7801 | 0.7049 | 0.8854 | 0.0 | 0.0 | 0.0005 | 0.0 |
| 0.8091 | 4.8 | 480 | 0.8154 | 0.1946 | 0.2336 | 0.8062 | nan | 0.8288 | 0.9495 | 0.0 | 0.7873 | 0.2486 | 0.0 | 0.1507 | 0.0 | 0.0 | 0.9201 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8995 | 0.0 | 0.2135 | 0.0 | 0.0 | nan | 0.0 | 0.0079 | 0.0 | 0.0 | 0.9366 | 0.8165 | 0.9479 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.6337 | 0.8279 | 0.0 | 0.6956 | 0.1942 | 0.0 | 0.1374 | 0.0 | 0.0 | 0.7309 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6360 | 0.0 | 0.1829 | 0.0 | 0.0 | nan | 0.0 | 0.0079 | 0.0 | 0.0 | 0.7785 | 0.7089 | 0.8859 | 0.0 | 0.0 | 0.0006 | 0.0 |
| 0.7131 | 5.0 | 500 | 0.8094 | 0.1948 | 0.2335 | 0.8077 | nan | 0.8958 | 0.9348 | 0.0 | 0.7825 | 0.2308 | 0.0 | 0.1450 | 0.0 | 0.0 | 0.9134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9175 | 0.0 | 0.1972 | 0.0 | 0.0 | nan | 0.0 | 0.0064 | 0.0 | 0.0 | 0.9286 | 0.8034 | 0.9498 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.6286 | 0.8417 | 0.0 | 0.7195 | 0.1827 | 0.0 | 0.1318 | 0.0 | 0.0 | 0.7359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6271 | 0.0 | 0.1749 | 0.0 | 0.0 | nan | 0.0 | 0.0063 | 0.0 | 0.0 | 0.7840 | 0.7104 | 0.8852 | 0.0 | 0.0 | 0.0003 | 0.0 |
| 0.8448 | 5.2 | 520 | 0.8107 | 0.1939 | 0.2312 | 0.8059 | nan | 0.8489 | 0.9516 | 0.0 | 0.7632 | 0.2214 | 0.0 | 0.1502 | 0.0 | 0.0 | 0.9119 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9160 | 0.0 | 0.1999 | 0.0 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.9334 | 0.7829 | 0.9448 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6331 | 0.8274 | 0.0 | 0.7018 | 0.1818 | 0.0 | 0.1376 | 0.0 | 0.0 | 0.7363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6284 | 0.0 | 0.1759 | 0.0 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.7808 | 0.7011 | 0.8868 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.718 | 5.4 | 540 | 0.8037 | 0.1953 | 0.2340 | 0.8078 | nan | 0.8531 | 0.9476 | 0.0 | 0.7795 | 0.2424 | 0.0 | 0.1572 | 0.0 | 0.0 | 0.9203 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8951 | 0.0 | 0.2226 | 0.0 | 0.0 | nan | 0.0 | 0.0081 | 0.0 | 0.0 | 0.9393 | 0.8070 | 0.9504 | 0.0 | 0.0 | 0.0008 | 0.0 | nan | 0.6365 | 0.8329 | 0.0 | 0.7070 | 0.1935 | 0.0 | 0.1431 | 0.0 | 0.0 | 0.7320 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6392 | 0.0 | 0.1891 | 0.0 | 0.0 | nan | 0.0 | 0.0081 | 0.0 | 0.0 | 0.7765 | 0.7018 | 0.8855 | 0.0 | 0.0 | 0.0008 | 0.0 |
| 0.743 | 5.6 | 560 | 0.8045 | 0.1958 | 0.2341 | 0.8080 | nan | 0.8597 | 0.9498 | 0.0 | 0.7553 | 0.2344 | 0.0 | 0.1531 | 0.0 | 0.0 | 0.9226 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9025 | 0.0 | 0.2335 | 0.0000 | 0.0 | nan | 0.0 | 0.0073 | 0.0 | 0.0 | 0.9269 | 0.8342 | 0.9444 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.6364 | 0.8294 | 0.0 | 0.7069 | 0.1897 | 0.0 | 0.1396 | 0.0 | 0.0 | 0.7324 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6375 | 0.0 | 0.1932 | 0.0000 | 0.0 | nan | 0.0 | 0.0073 | 0.0 | 0.0 | 0.7856 | 0.7150 | 0.8876 | 0.0 | 0.0 | 0.0004 | 0.0 |
| 0.7429 | 5.8 | 580 | 0.8002 | 0.1960 | 0.2347 | 0.8082 | nan | 0.8410 | 0.9502 | 0.0 | 0.7887 | 0.2528 | 0.0 | 0.1588 | 0.0 | 0.0 | 0.9209 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8994 | 0.0 | 0.2226 | 0.0 | 0.0 | nan | 0.0 | 0.0087 | 0.0 | 0.0 | 0.9340 | 0.8246 | 0.9442 | 0.0 | 0.0 | 0.0008 | 0.0 | nan | 0.6388 | 0.8303 | 0.0 | 0.7016 | 0.1994 | 0.0 | 0.1444 | 0.0 | 0.0 | 0.7341 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6384 | 0.0 | 0.1881 | 0.0 | 0.0 | nan | 0.0 | 0.0086 | 0.0 | 0.0 | 0.7807 | 0.7149 | 0.8876 | 0.0 | 0.0 | 0.0008 | 0.0 |
| 1.3848 | 6.0 | 600 | 0.7933 | 0.1965 | 0.2351 | 0.8090 | nan | 0.8591 | 0.9448 | 0.0 | 0.7879 | 0.2488 | 0.0 | 0.1709 | 0.0 | 0.0 | 0.9177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9000 | 0.0 | 0.2240 | 0.0 | 0.0 | nan | 0.0 | 0.0083 | 0.0 | 0.0 | 0.9408 | 0.8121 | 0.9434 | 0.0 | 0.0 | 0.0009 | 0.0 | nan | 0.6362 | 0.8363 | 0.0 | 0.7118 | 0.1980 | 0.0 | 0.1537 | 0.0 | 0.0 | 0.7369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6392 | 0.0 | 0.1898 | 0.0 | 0.0 | nan | 0.0 | 0.0083 | 0.0 | 0.0 | 0.7774 | 0.7079 | 0.8880 | 0.0 | 0.0 | 0.0009 | 0.0 |
| 0.824 | 6.2 | 620 | 0.7967 | 0.1956 | 0.2348 | 0.8076 | nan | 0.8341 | 0.9495 | 0.0 | 0.7963 | 0.2538 | 0.0 | 0.1701 | 0.0 | 0.0 | 0.9256 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8985 | 0.0 | 0.2224 | 0.0 | 0.0 | nan | 0.0 | 0.0095 | 0.0 | 0.0 | 0.9394 | 0.7987 | 0.9478 | 0.0 | 0.0 | 0.0013 | 0.0 | nan | 0.6376 | 0.8312 | 0.0 | 0.6930 | 0.2013 | 0.0 | 0.1537 | 0.0 | 0.0 | 0.7289 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6403 | 0.0 | 0.1888 | 0.0 | 0.0 | nan | 0.0 | 0.0094 | 0.0 | 0.0 | 0.7777 | 0.7025 | 0.8876 | 0.0 | 0.0 | 0.0013 | 0.0 |
| 0.991 | 6.4 | 640 | 0.7887 | 0.1963 | 0.2347 | 0.8092 | nan | 0.8629 | 0.9472 | 0.0 | 0.7841 | 0.2341 | 0.0 | 0.1695 | 0.0 | 0.0 | 0.9209 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9010 | 0.0 | 0.2270 | 0.0 | 0.0 | nan | 0.0 | 0.0096 | 0.0 | 0.0 | 0.9377 | 0.8027 | 0.9486 | 0.0 | 0.0 | 0.0010 | 0.0 | nan | 0.6378 | 0.8347 | 0.0 | 0.7145 | 0.1926 | 0.0 | 0.1523 | 0.0 | 0.0 | 0.7356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6396 | 0.0 | 0.1911 | 0.0 | 0.0 | nan | 0.0 | 0.0096 | 0.0 | 0.0 | 0.7796 | 0.7029 | 0.8878 | 0.0 | 0.0 | 0.0010 | 0.0 |
| 0.9375 | 6.6 | 660 | 0.7923 | 0.1966 | 0.2348 | 0.8092 | nan | 0.8617 | 0.9454 | 0.0 | 0.7933 | 0.2520 | 0.0 | 0.1653 | 0.0 | 0.0 | 0.9167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9085 | 0.0 | 0.2246 | 0.0 | 0.0 | nan | 0.0 | 0.0092 | 0.0 | 0.0 | 0.9392 | 0.7917 | 0.9417 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.6385 | 0.8362 | 0.0 | 0.7182 | 0.2012 | 0.0 | 0.1496 | 0.0 | 0.0 | 0.7403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6361 | 0.0 | 0.1900 | 0.0 | 0.0 | nan | 0.0 | 0.0091 | 0.0 | 0.0 | 0.7792 | 0.6992 | 0.8887 | 0.0 | 0.0 | 0.0007 | 0.0 |
| 0.8419 | 6.8 | 680 | 0.7900 | 0.1965 | 0.2358 | 0.8094 | nan | 0.8614 | 0.9429 | 0.0 | 0.8050 | 0.2494 | 0.0 | 0.1607 | 0.0 | 0.0 | 0.9201 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8991 | 0.0 | 0.2276 | 0.0000 | 0.0 | nan | 0.0 | 0.0096 | 0.0 | 0.0 | 0.9378 | 0.8169 | 0.9484 | 0.0 | 0.0 | 0.0015 | 0.0 | nan | 0.6348 | 0.8376 | 0.0 | 0.7105 | 0.1980 | 0.0 | 0.1456 | 0.0 | 0.0 | 0.7370 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6407 | 0.0 | 0.1923 | 0.0000 | 0.0 | nan | 0.0 | 0.0095 | 0.0 | 0.0 | 0.7804 | 0.7103 | 0.8875 | 0.0 | 0.0 | 0.0015 | 0.0 |
| 0.8405 | 7.0 | 700 | 0.7905 | 0.1971 | 0.2360 | 0.8099 | nan | 0.8738 | 0.9420 | 0.0 | 0.7945 | 0.2426 | 0.0 | 0.1692 | 0.0 | 0.0 | 0.9219 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8987 | 0.0 | 0.2370 | 0.0 | 0.0 | nan | 0.0 | 0.0097 | 0.0 | 0.0 | 0.9377 | 0.8111 | 0.9483 | 0.0 | 0.0 | 0.0014 | 0.0 | nan | 0.6356 | 0.8390 | 0.0 | 0.7189 | 0.1950 | 0.0 | 0.1515 | 0.0 | 0.0 | 0.7359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6410 | 0.0 | 0.1969 | 0.0 | 0.0 | nan | 0.0 | 0.0097 | 0.0 | 0.0 | 0.7809 | 0.7104 | 0.8876 | 0.0 | 0.0 | 0.0014 | 0.0 |
| 0.9715 | 7.2 | 720 | 0.7874 | 0.1968 | 0.2362 | 0.8095 | nan | 0.8768 | 0.9383 | 0.0 | 0.8023 | 0.2512 | 0.0 | 0.1712 | 0.0 | 0.0 | 0.9238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8951 | 0.0 | 0.2382 | 0.0 | 0.0 | nan | 0.0 | 0.0098 | 0.0 | 0.0 | 0.9426 | 0.7956 | 0.9480 | 0.0 | 0.0 | 0.0019 | 0.0 | nan | 0.6367 | 0.8421 | 0.0 | 0.7199 | 0.1960 | 0.0 | 0.1533 | 0.0 | 0.0 | 0.7332 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6417 | 0.0 | 0.1975 | 0.0 | 0.0 | nan | 0.0 | 0.0098 | 0.0 | 0.0 | 0.7763 | 0.6992 | 0.8876 | 0.0 | 0.0 | 0.0019 | 0.0 |
| 0.7724 | 7.4 | 740 | 0.7915 | 0.1968 | 0.2362 | 0.8091 | nan | 0.8398 | 0.9487 | 0.0 | 0.8018 | 0.2608 | 0.0 | 0.1719 | 0.0 | 0.0 | 0.9207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9087 | 0.0 | 0.2315 | 0.0 | 0.0 | nan | 0.0 | 0.0097 | 0.0 | 0.0 | 0.9300 | 0.8208 | 0.9481 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.6414 | 0.8324 | 0.0 | 0.6986 | 0.2052 | 0.0 | 0.1555 | 0.0 | 0.0 | 0.7371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6364 | 0.0 | 0.1927 | 0.0 | 0.0 | nan | 0.0 | 0.0096 | 0.0 | 0.0 | 0.7860 | 0.7113 | 0.8875 | 0.0 | 0.0 | 0.0007 | 0.0 |
| 1.383 | 7.6 | 760 | 0.7824 | 0.1970 | 0.2367 | 0.8091 | nan | 0.8456 | 0.9449 | 0.0 | 0.8053 | 0.2649 | 0.0 | 0.1814 | 0.0 | 0.0 | 0.9223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9019 | 0.0 | 0.2364 | 0.0 | 0.0 | nan | 0.0 | 0.0100 | 0.0 | 0.0 | 0.9366 | 0.8108 | 0.9494 | 0.0 | 0.0 | 0.0013 | 0.0 | nan | 0.6375 | 0.8363 | 0.0 | 0.7020 | 0.2052 | 0.0 | 0.1627 | 0.0 | 0.0 | 0.7352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6396 | 0.0 | 0.1961 | 0.0 | 0.0 | nan | 0.0 | 0.0099 | 0.0 | 0.0 | 0.7818 | 0.7065 | 0.8877 | 0.0 | 0.0 | 0.0013 | 0.0 |
| 0.8534 | 7.8 | 780 | 0.7886 | 0.1964 | 0.2353 | 0.8078 | nan | 0.8278 | 0.9533 | 0.0 | 0.7803 | 0.2586 | 0.0 | 0.1821 | 0.0 | 0.0 | 0.9279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9032 | 0.0 | 0.2372 | 0.0 | 0.0 | nan | 0.0 | 0.0103 | 0.0 | 0.0 | 0.9331 | 0.8001 | 0.9500 | 0.0 | 0.0 | 0.0014 | 0.0 | nan | 0.6431 | 0.8262 | 0.0 | 0.6920 | 0.2048 | 0.0 | 0.1631 | 0.0 | 0.0 | 0.7279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6389 | 0.0 | 0.1955 | 0.0 | 0.0 | nan | 0.0 | 0.0102 | 0.0 | 0.0 | 0.7831 | 0.7072 | 0.8875 | 0.0 | 0.0 | 0.0014 | 0.0 |
| 0.7281 | 8.0 | 800 | 0.7854 | 0.1977 | 0.2368 | 0.8099 | nan | 0.8600 | 0.9436 | 0.0 | 0.7960 | 0.2662 | 0.0 | 0.1818 | 0.0 | 0.0 | 0.9229 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9079 | 0.0 | 0.2388 | 0.0000 | 0.0 | nan | 0.0 | 0.0100 | 0.0 | 0.0 | 0.9346 | 0.8066 | 0.9459 | 0.0 | 0.0 | 0.0011 | 0.0 | nan | 0.6396 | 0.8385 | 0.0 | 0.7166 | 0.2046 | 0.0 | 0.1626 | 0.0 | 0.0 | 0.7354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6371 | 0.0 | 0.1970 | 0.0000 | 0.0 | nan | 0.0 | 0.0099 | 0.0 | 0.0 | 0.7838 | 0.7097 | 0.8888 | 0.0 | 0.0 | 0.0011 | 0.0 |
| 0.9046 | 8.2 | 820 | 0.7823 | 0.1976 | 0.2364 | 0.8097 | nan | 0.8513 | 0.9486 | 0.0 | 0.7782 | 0.2599 | 0.0 | 0.1809 | 0.0 | 0.0 | 0.9254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9013 | 0.0 | 0.2411 | 0.0001 | 0.0 | nan | 0.0 | 0.0100 | 0.0 | 0.0 | 0.9338 | 0.8221 | 0.9455 | 0.0 | 0.0 | 0.0019 | 0.0 | nan | 0.6406 | 0.8324 | 0.0 | 0.7101 | 0.2041 | 0.0 | 0.1623 | 0.0 | 0.0 | 0.7338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6411 | 0.0 | 0.1978 | 0.0001 | 0.0 | nan | 0.0 | 0.0099 | 0.0 | 0.0 | 0.7845 | 0.7146 | 0.8891 | 0.0 | 0.0 | 0.0019 | 0.0 |
| 0.7019 | 8.4 | 840 | 0.7834 | 0.1975 | 0.2364 | 0.8099 | nan | 0.8499 | 0.9476 | 0.0 | 0.7918 | 0.2640 | 0.0 | 0.1803 | 0.0 | 0.0 | 0.9235 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9015 | 0.0 | 0.2326 | 0.0000 | 0.0 | nan | 0.0 | 0.0106 | 0.0 | 0.0 | 0.9368 | 0.8132 | 0.9476 | 0.0 | 0.0 | 0.0021 | 0.0 | nan | 0.6411 | 0.8346 | 0.0 | 0.7084 | 0.2062 | 0.0 | 0.1619 | 0.0 | 0.0 | 0.7348 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6408 | 0.0 | 0.1939 | 0.0000 | 0.0 | nan | 0.0 | 0.0105 | 0.0 | 0.0 | 0.7820 | 0.7128 | 0.8884 | 0.0 | 0.0 | 0.0021 | 0.0 |
| 0.885 | 8.6 | 860 | 0.7877 | 0.1977 | 0.2373 | 0.8100 | nan | 0.8622 | 0.9417 | 0.0 | 0.8035 | 0.2708 | 0.0 | 0.1772 | 0.0 | 0.0 | 0.9241 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9109 | 0.0 | 0.2367 | 0.0000 | 0.0 | nan | 0.0 | 0.0104 | 0.0 | 0.0 | 0.9287 | 0.8143 | 0.9508 | 0.0 | 0.0 | 0.0011 | 0.0 | nan | 0.6363 | 0.8404 | 0.0 | 0.7137 | 0.2052 | 0.0 | 0.1592 | 0.0 | 0.0 | 0.7344 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6370 | 0.0 | 0.1964 | 0.0000 | 0.0 | nan | 0.0 | 0.0103 | 0.0 | 0.0 | 0.7872 | 0.7147 | 0.8874 | 0.0 | 0.0 | 0.0011 | 0.0 |
| 0.8822 | 8.8 | 880 | 0.7831 | 0.1978 | 0.2376 | 0.8103 | nan | 0.8765 | 0.9360 | 0.0 | 0.8054 | 0.2702 | 0.0 | 0.1818 | 0.0 | 0.0 | 0.9236 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9075 | 0.0 | 0.2339 | 0.0000 | 0.0 | nan | 0.0 | 0.0103 | 0.0 | 0.0 | 0.9358 | 0.8084 | 0.9494 | 0.0 | 0.0 | 0.0014 | 0.0 | nan | 0.6381 | 0.8443 | 0.0 | 0.7209 | 0.2022 | 0.0 | 0.1618 | 0.0 | 0.0 | 0.7352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6382 | 0.0 | 0.1958 | 0.0000 | 0.0 | nan | 0.0 | 0.0103 | 0.0 | 0.0 | 0.7828 | 0.7080 | 0.8883 | 0.0 | 0.0 | 0.0014 | 0.0 |
| 0.5794 | 9.0 | 900 | 0.7825 | 0.1978 | 0.2363 | 0.8100 | nan | 0.8604 | 0.9462 | 0.0 | 0.7940 | 0.2673 | 0.0 | 0.1772 | 0.0 | 0.0 | 0.9188 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8940 | 0.0 | 0.2453 | 0.0000 | 0.0 | nan | 0.0 | 0.0105 | 0.0 | 0.0 | 0.9435 | 0.7907 | 0.9475 | 0.0 | 0.0 | 0.0025 | 0.0 | nan | 0.6417 | 0.8370 | 0.0 | 0.7175 | 0.2078 | 0.0 | 0.1590 | 0.0 | 0.0 | 0.7421 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6426 | 0.0 | 0.2008 | 0.0000 | 0.0 | nan | 0.0 | 0.0104 | 0.0 | 0.0 | 0.7766 | 0.7007 | 0.8888 | 0.0 | 0.0 | 0.0025 | 0.0 |
| 0.6408 | 9.2 | 920 | 0.7818 | 0.1976 | 0.2360 | 0.8094 | nan | 0.8462 | 0.9497 | 0.0 | 0.7917 | 0.2648 | 0.0 | 0.1855 | 0.0 | 0.0 | 0.9179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9025 | 0.0 | 0.2383 | 0.0000 | 0.0 | nan | 0.0 | 0.0107 | 0.0 | 0.0 | 0.9391 | 0.7889 | 0.9494 | 0.0 | 0.0 | 0.0019 | 0.0 | nan | 0.6409 | 0.8327 | 0.0 | 0.7081 | 0.2091 | 0.0 | 0.1654 | 0.0 | 0.0 | 0.7419 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6404 | 0.0 | 0.1971 | 0.0000 | 0.0 | nan | 0.0 | 0.0107 | 0.0 | 0.0 | 0.7799 | 0.7025 | 0.8886 | 0.0 | 0.0 | 0.0019 | 0.0 |
| 0.7626 | 9.4 | 940 | 0.7804 | 0.1977 | 0.2363 | 0.8099 | nan | 0.8546 | 0.9474 | 0.0 | 0.7927 | 0.2683 | 0.0 | 0.1778 | 0.0 | 0.0 | 0.9225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.2359 | 0.0001 | 0.0 | nan | 0.0 | 0.0105 | 0.0 | 0.0 | 0.9386 | 0.7972 | 0.9495 | 0.0 | 0.0 | 0.0023 | 0.0 | nan | 0.6407 | 0.8352 | 0.0 | 0.7153 | 0.2090 | 0.0 | 0.1597 | 0.0 | 0.0 | 0.7379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6415 | 0.0 | 0.1961 | 0.0001 | 0.0 | nan | 0.0 | 0.0104 | 0.0 | 0.0 | 0.7806 | 0.7051 | 0.8887 | 0.0 | 0.0 | 0.0023 | 0.0 |
| 1.0868 | 9.6 | 960 | 0.7791 | 0.1979 | 0.2366 | 0.8103 | nan | 0.8627 | 0.9439 | 0.0 | 0.7967 | 0.2643 | 0.0 | 0.1783 | 0.0 | 0.0 | 0.9197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9026 | 0.0 | 0.2389 | 0.0000 | 0.0 | nan | 0.0 | 0.0105 | 0.0 | 0.0 | 0.9402 | 0.8018 | 0.9475 | 0.0 | 0.0 | 0.0018 | 0.0 | nan | 0.6402 | 0.8386 | 0.0 | 0.7204 | 0.2061 | 0.0 | 0.1601 | 0.0 | 0.0 | 0.7399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6401 | 0.0 | 0.1976 | 0.0000 | 0.0 | nan | 0.0 | 0.0105 | 0.0 | 0.0 | 0.7799 | 0.7048 | 0.8891 | 0.0 | 0.0 | 0.0018 | 0.0 |
| 0.7829 | 9.8 | 980 | 0.7843 | 0.1979 | 0.2365 | 0.8102 | nan | 0.8641 | 0.9430 | 0.0 | 0.8002 | 0.2667 | 0.0 | 0.1808 | 0.0 | 0.0 | 0.9165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9020 | 0.0 | 0.2365 | 0.0000 | 0.0 | nan | 0.0 | 0.0105 | 0.0 | 0.0 | 0.9427 | 0.7922 | 0.9484 | 0.0 | 0.0 | 0.0019 | 0.0 | nan | 0.6390 | 0.8396 | 0.0 | 0.7200 | 0.2071 | 0.0 | 0.1619 | 0.0 | 0.0 | 0.7431 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6402 | 0.0 | 0.1968 | 0.0000 | 0.0 | nan | 0.0 | 0.0104 | 0.0 | 0.0 | 0.7777 | 0.7026 | 0.8888 | 0.0 | 0.0 | 0.0019 | 0.0 |
| 0.8179 | 10.0 | 1000 | 0.7810 | 0.1982 | 0.2367 | 0.8103 | nan | 0.8571 | 0.9478 | 0.0 | 0.7893 | 0.2689 | 0.0 | 0.1857 | 0.0 | 0.0 | 0.9203 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9048 | 0.0 | 0.2404 | 0.0000 | 0.0 | nan | 0.0 | 0.0102 | 0.0 | 0.0 | 0.9351 | 0.8000 | 0.9484 | 0.0 | 0.0 | 0.0017 | 0.0 | nan | 0.6411 | 0.8351 | 0.0 | 0.7179 | 0.2097 | 0.0 | 0.1654 | 0.0 | 0.0 | 0.7408 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6400 | 0.0 | 0.1981 | 0.0000 | 0.0 | nan | 0.0 | 0.0101 | 0.0 | 0.0 | 0.7837 | 0.7083 | 0.8890 | 0.0 | 0.0 | 0.0017 | 0.0 |
### Framework versions
- Transformers 4.41.1
- Pytorch 2.3.0+cu118
- Datasets 2.18.0
- Tokenizers 0.19.1
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