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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: 2.4429
- Mean Iou: 0.0127
- Mean Accuracy: 0.0289
- Overall Accuracy: 0.2813
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.0012
- Accuracy Flat-sidewalk: 0.7342
- Accuracy Flat-crosswalk: 0.0
- Accuracy Flat-cyclinglane: 0.0
- Accuracy Flat-parkingdriveway: 0.0
- Accuracy Flat-railtrack: 0.0
- Accuracy Flat-curb: 0.0
- Accuracy Human-person: 0.0
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.0
- 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: 0.0538
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.0
- Accuracy Construction-fenceguardrail: 0.0
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: 0.0
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.0
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.1770
- Accuracy Nature-terrain: 0.0
- Accuracy Sky: 0.0149
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0
- Accuracy Void-static: 0.0
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.0012
- Iou Flat-sidewalk: 0.3016
- Iou Flat-crosswalk: 0.0
- Iou Flat-cyclinglane: 0.0
- Iou Flat-parkingdriveway: 0.0
- Iou Flat-railtrack: 0.0
- Iou Flat-curb: 0.0
- Iou Human-person: 0.0
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.0
- 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: 0.0318
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.0
- Iou Construction-fenceguardrail: 0.0
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: 0.0
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.0
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.0859
- Iou Nature-terrain: 0.0
- Iou Sky: 0.0108
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0
- Iou Void-static: 0.0
- 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: 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: 10
### 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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| 3.5256 | 0.2 | 10 | 3.5147 | 0.0071 | 0.0401 | 0.1017 | nan | 0.0000 | 0.2861 | 0.0000 | 0.0000 | 0.0402 | 0.0 | 0.0011 | 0.0017 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0215 | 0.0236 | 0.0002 | 0.0010 | 0.0 | 0.0053 | 0.0162 | 0.0020 | 0.5432 | 0.0000 | 0.0815 | 0.0166 | 0.0172 | 0.0010 | 0.0000 | 0.0028 | 0.2620 | 0.0002 | 0.0060 | 0.0294 | 0.0 | 0.0000 | 0.1889 | 0.0000 | 0.0000 | 0.0173 | 0.0 | 0.0011 | 0.0005 | 0.0 | 0.0029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0001 | 0.0000 | 0.0010 | 0.0 | 0.0038 | 0.0064 | 0.0001 | 0.0000 | 0.0000 | 0.0077 | 0.0010 | 0.0000 | 0.0010 | 0.0000 | 0.0027 | 0.0051 | 0.0002 | 0.0049 | 0.0002 |
| 3.3115 | 0.4 | 20 | 3.4349 | 0.0090 | 0.0293 | 0.1597 | nan | 0.0001 | 0.4536 | 0.0 | 0.0 | 0.0642 | 0.0 | 0.0002 | 0.0009 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0075 | 0.0213 | 0.0 | 0.0009 | 0.0 | 0.0059 | 0.0046 | 0.0 | 0.0782 | 0.0 | 0.1300 | 0.0102 | 0.0231 | 0.0046 | 0.0000 | 0.0016 | 0.1731 | 0.0 | 0.0044 | 0.0114 | nan | 0.0001 | 0.2507 | 0.0 | 0.0 | 0.0202 | 0.0 | 0.0002 | 0.0004 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0021 | 0.0001 | 0.0 | 0.0009 | 0.0 | 0.0038 | 0.0030 | 0.0 | 0.0000 | 0.0 | 0.0080 | 0.0012 | 0.0000 | 0.0044 | 0.0000 | 0.0016 | 0.0050 | 0.0 | 0.0038 | 0.0002 |
| 2.8003 | 0.6 | 30 | 3.3730 | 0.0087 | 0.0281 | 0.1245 | nan | 0.0054 | 0.3314 | 0.0000 | 0.0000 | 0.1290 | 0.0 | 0.0003 | 0.0031 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0092 | 0.0 | 0.0011 | 0.0 | 0.0233 | 0.0022 | 0.0 | 0.0 | 0.0 | 0.1795 | 0.0126 | 0.0010 | 0.0239 | 0.0002 | 0.0046 | 0.2127 | 0.0 | 0.0075 | 0.0060 | nan | 0.0052 | 0.2092 | 0.0000 | 0.0000 | 0.0244 | 0.0 | 0.0003 | 0.0009 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0001 | 0.0 | 0.0011 | 0.0 | 0.0078 | 0.0017 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0013 | 0.0000 | 0.0203 | 0.0002 | 0.0041 | 0.0050 | 0.0 | 0.0054 | 0.0004 |
| 3.2521 | 0.8 | 40 | 3.2736 | 0.0110 | 0.0292 | 0.1863 | nan | 0.0294 | 0.5083 | 0.0001 | 0.0001 | 0.1290 | 0.0 | 0.0004 | 0.0012 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0015 | 0.0016 | 0.0 | 0.0016 | 0.0 | 0.0127 | 0.0038 | 0.0 | 0.0 | 0.0000 | 0.1112 | 0.0033 | 0.0 | 0.0218 | 0.0002 | 0.0042 | 0.1371 | 0.0 | 0.0163 | 0.0076 | nan | 0.0243 | 0.2651 | 0.0001 | 0.0001 | 0.0253 | 0.0 | 0.0004 | 0.0005 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0001 | 0.0 | 0.0016 | 0.0 | 0.0058 | 0.0028 | 0.0 | 0.0 | 0.0000 | 0.0080 | 0.0011 | 0.0 | 0.0185 | 0.0002 | 0.0037 | 0.0049 | 0.0 | 0.0083 | 0.0011 |
| 2.9043 | 1.0 | 50 | 3.2220 | 0.0132 | 0.0291 | 0.1739 | nan | 0.1252 | 0.3934 | 0.0003 | 0.0003 | 0.1066 | 0.0 | 0.0063 | 0.0008 | 0.0 | 0.0068 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0075 | 0.0 | 0.0098 | 0.0044 | 0.0 | 0.0 | 0.0 | 0.0582 | 0.0006 | 0.0 | 0.1309 | 0.0006 | 0.0081 | 0.1208 | 0.0 | 0.0094 | 0.0001 | nan | 0.0664 | 0.2317 | 0.0003 | 0.0003 | 0.0241 | 0.0 | 0.0053 | 0.0004 | 0.0 | 0.0057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.0052 | 0.0033 | 0.0 | 0.0 | 0.0 | 0.0085 | 0.0004 | 0.0 | 0.0710 | 0.0006 | 0.0064 | 0.0046 | 0.0 | 0.0061 | 0.0000 |
| 2.8893 | 1.2 | 60 | 3.1323 | 0.0128 | 0.0301 | 0.1824 | nan | 0.1147 | 0.2779 | 0.0000 | 0.0002 | 0.0638 | 0.0 | 0.0002 | 0.0001 | 0.0 | 0.0066 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0111 | 0.0 | 0.0017 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0052 | 0.0000 | 0.0 | 0.4865 | 0.0005 | 0.0062 | 0.0445 | 0.0 | 0.0025 | 0.0 | nan | 0.0637 | 0.1900 | 0.0000 | 0.0002 | 0.0202 | 0.0 | 0.0002 | 0.0001 | 0.0 | 0.0052 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0091 | 0.0 | 0.0014 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0033 | 0.0000 | 0.0 | 0.1301 | 0.0005 | 0.0050 | 0.0041 | 0.0 | 0.0022 | 0.0 |
| 2.8221 | 1.4 | 70 | 3.0049 | 0.0138 | 0.0298 | 0.2481 | nan | 0.0664 | 0.5578 | 0.0 | 0.0001 | 0.0184 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0101 | 0.0 | 0.0002 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.3322 | 0.0001 | 0.0147 | 0.0097 | 0.0 | 0.0000 | 0.0 | nan | 0.0443 | 0.2727 | 0.0 | 0.0001 | 0.0109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0014 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0084 | 0.0 | 0.0002 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.1168 | 0.0001 | 0.0102 | 0.0032 | 0.0 | 0.0000 | 0.0 |
| 2.7321 | 1.6 | 80 | 2.9281 | 0.0129 | 0.0300 | 0.2121 | nan | 0.1000 | 0.3599 | 0.0 | 0.0 | 0.0076 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0172 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.5224 | 0.0 | 0.0077 | 0.0040 | 0.0 | 0.0 | 0.0 | nan | 0.0577 | 0.2179 | 0.0 | 0.0 | 0.0056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0126 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.1335 | 0.0 | 0.0065 | 0.0028 | 0.0 | 0.0 | 0.0 |
| 2.7583 | 1.8 | 90 | 2.9182 | 0.0107 | 0.0303 | 0.1746 | nan | 0.1465 | 0.1641 | 0.0 | 0.0 | 0.0036 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0123 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6905 | 0.0 | 0.0102 | 0.0008 | 0.0 | 0.0 | 0.0 | nan | 0.0714 | 0.1297 | 0.0 | 0.0 | 0.0030 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0095 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.1398 | 0.0 | 0.0084 | 0.0007 | 0.0 | 0.0 | 0.0 |
| 3.1177 | 2.0 | 100 | 2.9230 | 0.0138 | 0.0297 | 0.2272 | nan | 0.1294 | 0.4556 | 0.0 | 0.0000 | 0.0030 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0299 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3671 | 0.0 | 0.0219 | 0.0004 | 0.0 | 0.0 | 0.0 | nan | 0.0662 | 0.2463 | 0.0 | 0.0000 | 0.0026 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0196 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1193 | 0.0 | 0.0149 | 0.0004 | 0.0 | 0.0 | 0.0 |
| 3.041 | 2.2 | 110 | 2.8124 | 0.0138 | 0.0291 | 0.2549 | nan | 0.1402 | 0.6049 | 0.0 | 0.0000 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1992 | 0.0 | 0.0075 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0683 | 0.2797 | 0.0 | 0.0000 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0234 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0921 | 0.0 | 0.0062 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1549 | 2.4 | 120 | 2.7993 | 0.0132 | 0.0292 | 0.2105 | nan | 0.1463 | 0.3812 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0572 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4022 | 0.0 | 0.0061 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0692 | 0.2227 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0301 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1223 | 0.0 | 0.0053 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.7506 | 2.6 | 130 | 2.7869 | 0.0136 | 0.0290 | 0.2153 | nan | 0.1198 | 0.4194 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0626 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3578 | 0.0 | 0.0272 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0628 | 0.2315 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1161 | 0.0 | 0.0191 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.8666 | 2.8 | 140 | 2.7030 | 0.0133 | 0.0288 | 0.2546 | nan | 0.0626 | 0.5989 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0378 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2736 | 0.0 | 0.0047 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0417 | 0.2753 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0239 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1059 | 0.0 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.3693 | 3.0 | 150 | 2.6758 | 0.0133 | 0.0289 | 0.2790 | nan | 0.0661 | 0.7211 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0304 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1548 | 0.0 | 0.0089 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0432 | 0.3002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0211 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0808 | 0.0 | 0.0071 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.4211 | 3.2 | 160 | 2.6509 | 0.0122 | 0.0292 | 0.3118 | nan | 0.0340 | 0.8762 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0493 | 0.0 | 0.0169 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0270 | 0.3255 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0129 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0375 | 0.0 | 0.0117 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.2934 | 3.4 | 170 | 2.5811 | 0.0109 | 0.0290 | 0.3268 | nan | 0.0162 | 0.9439 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0104 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0148 | 0.0 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0145 | 0.3322 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0131 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.2474 | 3.6 | 180 | 2.6740 | 0.0122 | 0.0287 | 0.3000 | nan | 0.0201 | 0.8363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0619 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0461 | 0.0 | 0.0089 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0170 | 0.3185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0354 | 0.0 | 0.0072 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.4543 | 3.8 | 190 | 2.5741 | 0.0115 | 0.0287 | 0.3111 | nan | 0.0113 | 0.8837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0529 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0263 | 0.0 | 0.0014 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0103 | 0.3246 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0219 | 0.0 | 0.0014 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.6415 | 4.0 | 200 | 2.4955 | 0.0114 | 0.0287 | 0.3121 | nan | 0.0075 | 0.8862 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0495 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0328 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0070 | 0.3248 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0302 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0266 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.3359 | 4.2 | 210 | 2.6535 | 0.0130 | 0.0280 | 0.2474 | nan | 0.0389 | 0.6235 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1633 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1048 | 0.0 | 0.0211 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0285 | 0.2807 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0537 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0632 | 0.0 | 0.0142 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8133 | 4.4 | 220 | 2.6000 | 0.0133 | 0.0285 | 0.2609 | nan | 0.0401 | 0.6643 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1069 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1350 | 0.0 | 0.0210 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0291 | 0.2901 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0447 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0749 | 0.0 | 0.0147 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.3126 | 4.6 | 230 | 2.6429 | 0.0126 | 0.0288 | 0.1857 | nan | 0.0332 | 0.3374 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2814 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2779 | 0.0 | 0.0480 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0255 | 0.2045 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0639 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1067 | 0.0 | 0.0288 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.2695 | 4.8 | 240 | 2.5140 | 0.0128 | 0.0282 | 0.2399 | nan | 0.0217 | 0.5869 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1312 | 0.0 | 0.0183 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0177 | 0.2729 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0738 | 0.0 | 0.0145 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.0622 | 5.0 | 250 | 2.4634 | 0.0126 | 0.0283 | 0.2656 | nan | 0.0107 | 0.6862 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1332 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1278 | 0.0 | 0.0058 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0097 | 0.2918 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0491 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0736 | 0.0 | 0.0052 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1988 | 5.2 | 260 | 2.5162 | 0.0125 | 0.0282 | 0.2209 | nan | 0.0083 | 0.5152 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2606 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1382 | 0.0 | 0.0379 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0077 | 0.2553 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0621 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0760 | 0.0 | 0.0236 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.4214 | 5.4 | 270 | 2.5880 | 0.0122 | 0.0284 | 0.1888 | nan | 0.0134 | 0.3772 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3344 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1887 | 0.0 | 0.0516 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0117 | 0.2176 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0671 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0892 | 0.0 | 0.0279 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.2255 | 5.6 | 280 | 2.4963 | 0.0127 | 0.0287 | 0.2732 | nan | 0.0126 | 0.7299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1341 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0689 | 0.0 | 0.0301 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0113 | 0.3024 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0513 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0476 | 0.0 | 0.0182 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.3459 | 5.8 | 290 | 2.5055 | 0.0131 | 0.0288 | 0.2638 | nan | 0.0133 | 0.6801 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1239 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1258 | 0.0 | 0.0347 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0118 | 0.2933 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0718 | 0.0 | 0.0198 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1034 | 6.0 | 300 | 2.4549 | 0.0125 | 0.0288 | 0.2873 | nan | 0.0048 | 0.7776 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0929 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0897 | 0.0 | 0.0143 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0046 | 0.3101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0430 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0581 | 0.0 | 0.0107 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.2193 | 6.2 | 310 | 2.4227 | 0.0126 | 0.0290 | 0.2879 | nan | 0.0013 | 0.7619 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0746 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1482 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0013 | 0.3070 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0810 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.3808 | 6.4 | 320 | 2.4239 | 0.0124 | 0.0290 | 0.2926 | nan | 0.0006 | 0.7900 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0797 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1109 | 0.0 | 0.0031 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0006 | 0.3122 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0397 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0675 | 0.0 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1201 | 6.6 | 330 | 2.4546 | 0.0130 | 0.0292 | 0.2795 | nan | 0.0010 | 0.7295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0903 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1522 | 0.0 | 0.0186 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0010 | 0.3036 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0817 | 0.0 | 0.0131 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1429 | 6.8 | 340 | 2.4390 | 0.0121 | 0.0292 | 0.3077 | nan | 0.0004 | 0.8612 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0502 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0618 | 0.0 | 0.0185 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0004 | 0.3245 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0446 | 0.0 | 0.0122 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.3745 | 7.0 | 350 | 2.4814 | 0.0132 | 0.0292 | 0.2555 | nan | 0.0020 | 0.6392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0911 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1816 | 0.0 | 0.0800 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0020 | 0.2865 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0881 | 0.0 | 0.0287 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1907 | 7.2 | 360 | 2.4901 | 0.0130 | 0.0290 | 0.2387 | nan | 0.0014 | 0.5526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1063 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2669 | 0.0 | 0.0588 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0014 | 0.2661 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0432 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1055 | 0.0 | 0.0274 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1116 | 7.4 | 370 | 2.4841 | 0.0130 | 0.0290 | 0.2350 | nan | 0.0015 | 0.5323 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0908 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2968 | 0.0 | 0.0659 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0014 | 0.2612 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0397 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1097 | 0.0 | 0.0284 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.4808 | 7.6 | 380 | 2.4890 | 0.0129 | 0.0293 | 0.2376 | nan | 0.0025 | 0.5715 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0758 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2136 | 0.0 | 0.1314 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0024 | 0.2729 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0372 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0958 | 0.0 | 0.0319 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8601 | 7.8 | 390 | 2.5003 | 0.0128 | 0.0290 | 0.2250 | nan | 0.0022 | 0.4998 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0898 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2944 | 0.0 | 0.1015 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0022 | 0.2538 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1094 | 0.0 | 0.0313 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.032 | 8.0 | 400 | 2.5240 | 0.0125 | 0.0289 | 0.2093 | nan | 0.0027 | 0.4406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1033 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3108 | 0.0 | 0.1262 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0026 | 0.2379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1106 | 0.0 | 0.0326 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.9364 | 8.2 | 410 | 2.4666 | 0.0127 | 0.0292 | 0.2720 | nan | 0.0024 | 0.7293 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0661 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0924 | 0.0 | 0.1028 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0023 | 0.3046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0590 | 0.0 | 0.0282 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.0335 | 8.4 | 420 | 2.4894 | 0.0129 | 0.0292 | 0.2402 | nan | 0.0046 | 0.5965 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0783 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1650 | 0.0 | 0.1478 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0044 | 0.2787 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0400 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0831 | 0.0 | 0.0315 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.0622 | 8.6 | 430 | 2.5457 | 0.0121 | 0.0287 | 0.1888 | nan | 0.0038 | 0.3645 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1536 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3132 | 0.0 | 0.1396 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0037 | 0.2129 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0500 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1108 | 0.0 | 0.0338 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.9635 | 8.8 | 440 | 2.5416 | 0.0120 | 0.0287 | 0.1908 | nan | 0.0028 | 0.4200 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1216 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1900 | 0.0 | 0.2427 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0027 | 0.2335 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0465 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0899 | 0.0 | 0.0340 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.9328 | 9.0 | 450 | 2.4707 | 0.0128 | 0.0293 | 0.2609 | nan | 0.0024 | 0.6792 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0528 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1358 | 0.0 | 0.1274 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0024 | 0.2958 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0327 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0750 | 0.0 | 0.0299 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.0373 | 9.2 | 460 | 2.5003 | 0.0128 | 0.0292 | 0.2294 | nan | 0.0028 | 0.5341 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0638 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2482 | 0.0 | 0.1447 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0028 | 0.2641 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0349 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1011 | 0.0 | 0.0315 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.2552 | 9.4 | 470 | 2.4884 | 0.0130 | 0.0292 | 0.2400 | nan | 0.0020 | 0.5674 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0689 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2513 | 0.0 | 0.1038 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0020 | 0.2712 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1016 | 0.0 | 0.0296 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.956 | 9.6 | 480 | 2.5214 | 0.0126 | 0.0289 | 0.2153 | nan | 0.0034 | 0.4825 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1038 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2477 | 0.0 | 0.1458 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0033 | 0.2501 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0445 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1003 | 0.0 | 0.0320 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1743 | 9.8 | 490 | 2.4624 | 0.0127 | 0.0289 | 0.2689 | nan | 0.0018 | 0.7146 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0769 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1041 | 0.0 | 0.0848 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0018 | 0.3001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0402 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0633 | 0.0 | 0.0261 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.0282 | 10.0 | 500 | 2.4429 | 0.0127 | 0.0289 | 0.2813 | nan | 0.0012 | 0.7342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0538 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1770 | 0.0 | 0.0149 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0012 | 0.3016 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0318 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0859 | 0.0 | 0.0108 | 0.0 | 0.0 | 0.0 | 0.0 |
### Framework versions
- Transformers 4.40.1
- Pytorch 2.3.0
- Datasets 2.19.0
- Tokenizers 0.19.1
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