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---
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license: other
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base_model: nvidia/mit-b0
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tags:
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- vision
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- image-segmentation
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- generated_from_trainer
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model-index:
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- name: segformer-b0-finetuned-segments-sidewalk-oct-22
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# segformer-b0-finetuned-segments-sidewalk-oct-22
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8205
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- Mean Iou: 0.1912
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- Mean Accuracy: 0.2374
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- Overall Accuracy: 0.7870
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- Accuracy Unlabeled: nan
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- Accuracy Flat-road: 0.8060
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- Accuracy Flat-sidewalk: 0.9462
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- Accuracy Flat-crosswalk: 0.0
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- Accuracy Flat-cyclinglane: 0.5762
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- Accuracy Flat-parkingdriveway: 0.2892
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- Accuracy Flat-railtrack: nan
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- Accuracy Flat-curb: 0.1372
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- Accuracy Human-person: 0.0
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- Accuracy Human-rider: 0.0
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- Accuracy Vehicle-car: 0.9165
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- Accuracy Vehicle-truck: 0.0
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- Accuracy Vehicle-bus: 0.0
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- Accuracy Vehicle-tramtrain: 0.0
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- Accuracy Vehicle-motorcycle: 0.0
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- Accuracy Vehicle-bicycle: 0.0
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- Accuracy Vehicle-caravan: 0.0
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- Accuracy Vehicle-cartrailer: 0.0
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- Accuracy Construction-building: 0.8735
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- Accuracy Construction-door: 0.0
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- Accuracy Construction-wall: 0.2350
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- Accuracy Construction-fenceguardrail: 0.0103
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- Accuracy Construction-bridge: 0.0
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- Accuracy Construction-tunnel: nan
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- Accuracy Construction-stairs: 0.0
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- Accuracy Object-pole: 0.0207
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- Accuracy Object-trafficsign: 0.0
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- Accuracy Object-trafficlight: 0.0
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- Accuracy Nature-vegetation: 0.9298
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- Accuracy Nature-terrain: 0.8976
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- Accuracy Sky: 0.9572
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- Accuracy Void-ground: 0.0
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- Accuracy Void-dynamic: 0.0
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- Accuracy Void-static: 0.0007
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- Accuracy Void-unclear: 0.0
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- Iou Unlabeled: nan
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- Iou Flat-road: 0.5959
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- Iou Flat-sidewalk: 0.8090
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- Iou Flat-crosswalk: 0.0
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- Iou Flat-cyclinglane: 0.5222
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- Iou Flat-parkingdriveway: 0.2225
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- Iou Flat-railtrack: nan
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- Iou Flat-curb: 0.1299
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- Iou Human-person: 0.0
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- Iou Human-rider: 0.0
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- Iou Vehicle-car: 0.6616
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- Iou Vehicle-truck: 0.0
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- Iou Vehicle-bus: 0.0
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- Iou Vehicle-tramtrain: 0.0
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- Iou Vehicle-motorcycle: 0.0
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- Iou Vehicle-bicycle: 0.0
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- Iou Vehicle-caravan: 0.0
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- Iou Vehicle-cartrailer: 0.0
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- Iou Construction-building: 0.5911
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- Iou Construction-door: 0.0
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- Iou Construction-wall: 0.2088
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- Iou Construction-fenceguardrail: 0.0103
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- Iou Construction-bridge: 0.0
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- Iou Construction-tunnel: nan
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- Iou Construction-stairs: 0.0
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- Iou Object-pole: 0.0206
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- Iou Object-trafficsign: 0.0
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- Iou Object-trafficlight: 0.0
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- Iou Nature-vegetation: 0.7950
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- Iou Nature-terrain: 0.6650
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- Iou Sky: 0.8853
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- Iou Void-ground: 0.0
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- Iou Void-dynamic: 0.0
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- Iou Void-static: 0.0006
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- Iou Void-unclear: 0.0
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 6e-05
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 3
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### Training results
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| 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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| 3.0344 | 0.05 | 20 | 3.2785 | 0.0660 | 0.1145 | 0.5080 | nan | 0.0286 | 0.8074 | 0.0003 | 0.0514 | 0.0021 | nan | 0.0 | 0.0151 | 0.0 | 0.7902 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3593 | 0.0 | 0.0058 | 0.0013 | 0.0 | nan | 0.0 | 0.0059 | 0.0 | 0.0 | 0.9358 | 0.1013 | 0.3657 | 0.0009 | 0.0023 | 0.1913 | 0.0 | 0.0 | 0.0266 | 0.5726 | 0.0003 | 0.0380 | 0.0021 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.4125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2842 | 0.0 | 0.0054 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.5146 | 0.0706 | 0.3331 | 0.0009 | 0.0008 | 0.0389 | 0.0 |
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| 2.613 | 0.1 | 40 | 2.4625 | 0.0703 | 0.1172 | 0.5601 | nan | 0.2214 | 0.8690 | 0.0001 | 0.0012 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.8179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5076 | 0.0 | 0.0000 | 0.0007 | 0.0 | nan | 0.0 | 0.0163 | 0.0 | 0.0 | 0.9858 | 0.0895 | 0.2402 | 0.0 | 0.0 | 0.0012 | 0.0 | nan | 0.1743 | 0.6050 | 0.0001 | 0.0012 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.3520 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3723 | 0.0 | 0.0000 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0086 | 0.0 | 0.0 | 0.5042 | 0.0595 | 0.2388 | 0.0 | 0.0 | 0.0011 | 0.0 |
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| 2.0538 | 0.15 | 60 | 2.1700 | 0.1015 | 0.1462 | 0.6281 | nan | 0.4778 | 0.8740 | 0.0 | 0.0004 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.8473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7761 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0019 | 0.0 | 0.0 | 0.9629 | 0.1345 | 0.6048 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3109 | 0.6422 | 0.0 | 0.0004 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.5365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4576 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0017 | 0.0 | 0.0 | 0.6049 | 0.0972 | 0.5971 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 2.2012 | 0.2 | 80 | 1.8887 | 0.1185 | 0.1661 | 0.6687 | nan | 0.6100 | 0.8959 | 0.0 | 0.0002 | 0.0005 | nan | 0.0 | 0.0 | 0.0 | 0.9058 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7497 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.9552 | 0.3603 | 0.8387 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.3640 | 0.6910 | 0.0 | 0.0002 | 0.0005 | nan | 0.0 | 0.0 | 0.0 | 0.4923 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4872 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.6719 | 0.2920 | 0.7928 | 0.0 | 0.0 | 0.0000 | 0.0 |
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| 1.8908 | 0.25 | 100 | 1.7540 | 0.1288 | 0.1744 | 0.6843 | nan | 0.6032 | 0.9146 | 0.0 | 0.0004 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.8872 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8525 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9141 | 0.5837 | 0.8237 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3655 | 0.6936 | 0.0 | 0.0004 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.5745 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4759 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7370 | 0.4760 | 0.7981 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.6295 | 0.3 | 120 | 1.6573 | 0.1321 | 0.1797 | 0.6886 | nan | 0.6838 | 0.8819 | 0.0 | 0.0002 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.8767 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8359 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9300 | 0.6555 | 0.8848 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3759 | 0.7034 | 0.0 | 0.0002 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.5728 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4867 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7394 | 0.5249 | 0.8232 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.4891 | 0.35 | 140 | 1.5579 | 0.1310 | 0.1783 | 0.6944 | nan | 0.7201 | 0.8884 | 0.0 | 0.0030 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.8757 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8378 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9563 | 0.5210 | 0.9034 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4092 | 0.7265 | 0.0 | 0.0030 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.5723 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4981 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6989 | 0.4428 | 0.8409 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.5695 | 0.4 | 160 | 1.4544 | 0.1396 | 0.1878 | 0.7096 | nan | 0.6025 | 0.9527 | 0.0 | 0.0975 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8360 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8770 | 0.8080 | 0.9245 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4255 | 0.7027 | 0.0 | 0.0970 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.5630 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5198 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7464 | 0.5716 | 0.8424 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.6222 | 0.45 | 180 | 1.3876 | 0.1429 | 0.1881 | 0.7135 | nan | 0.7565 | 0.8988 | 0.0 | 0.1457 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8042 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9584 | 0.6861 | 0.9093 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4343 | 0.7345 | 0.0 | 0.1445 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.6140 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5214 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7063 | 0.5765 | 0.8421 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.5213 | 0.5 | 200 | 1.3347 | 0.1437 | 0.1912 | 0.7175 | nan | 0.7966 | 0.8948 | 0.0 | 0.1280 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.8899 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7904 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9511 | 0.7569 | 0.9111 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4368 | 0.7480 | 0.0 | 0.1273 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.5884 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5327 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7227 | 0.5942 | 0.8483 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.5815 | 0.55 | 220 | 1.2830 | 0.1478 | 0.1933 | 0.7305 | nan | 0.6904 | 0.9574 | 0.0 | 0.1857 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.9084 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8306 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9229 | 0.7662 | 0.9246 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4913 | 0.7311 | 0.0 | 0.1835 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.5616 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5288 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7565 | 0.6257 | 0.8514 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.3495 | 0.6 | 240 | 1.2556 | 0.1542 | 0.2016 | 0.7401 | nan | 0.7581 | 0.9240 | 0.0 | 0.3392 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.8641 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8703 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9260 | 0.8520 | 0.9166 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5103 | 0.7582 | 0.0 | 0.3288 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.5999 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5142 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7489 | 0.6277 | 0.8476 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.4165 | 0.65 | 260 | 1.2116 | 0.1564 | 0.2051 | 0.7459 | nan | 0.7789 | 0.9279 | 0.0 | 0.3985 | 0.0033 | nan | 0.0 | 0.0 | 0.0 | 0.9057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8510 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9161 | 0.8591 | 0.9229 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5211 | 0.7700 | 0.0 | 0.3795 | 0.0033 | nan | 0.0 | 0.0 | 0.0 | 0.5803 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5283 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7511 | 0.6205 | 0.8517 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.6014 | 0.7 | 280 | 1.1417 | 0.1568 | 0.2001 | 0.7461 | nan | 0.7075 | 0.9589 | 0.0 | 0.4195 | 0.0036 | nan | 0.0 | 0.0 | 0.0 | 0.8856 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8297 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9453 | 0.7286 | 0.9236 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5315 | 0.7537 | 0.0 | 0.3857 | 0.0035 | nan | 0.0 | 0.0 | 0.0 | 0.5986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5321 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7376 | 0.6149 | 0.8599 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.0657 | 0.75 | 300 | 1.1932 | 0.1491 | 0.1996 | 0.7295 | nan | 0.8205 | 0.9079 | 0.0 | 0.1982 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.8932 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8422 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8842 | 0.8971 | 0.9425 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4513 | 0.7701 | 0.0 | 0.1964 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.6328 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5365 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7527 | 0.5770 | 0.8536 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.0489 | 0.8 | 320 | 1.1246 | 0.1579 | 0.2052 | 0.7487 | nan | 0.7758 | 0.9321 | 0.0 | 0.4135 | 0.0034 | nan | 0.0 | 0.0 | 0.0 | 0.9132 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8774 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9190 | 0.7974 | 0.9346 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5130 | 0.7765 | 0.0 | 0.3864 | 0.0034 | nan | 0.0 | 0.0 | 0.0 | 0.5971 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5242 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7665 | 0.6439 | 0.8423 | 0.0 | 0.0 | 0.0 | 0.0 |
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| 1.5638 | 0.85 | 340 | 1.1140 | 0.1593 | 0.2055 | 0.7523 | nan | 0.7516 | 0.9477 | 0.0 | 0.4362 | 0.0104 | nan | 0.0000 | 0.0 | 0.0 | 0.8985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8186 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9420 | 0.8408 | 0.9295 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5424 | 0.7660 | 0.0 | 0.4047 | 0.0102 | nan | 0.0000 | 0.0 | 0.0 | 0.6019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5592 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7376 | 0.6128 | 0.8628 | 0.0 | 0.0 | 0.0000 | 0.0 |
|
|
| 1.1776 | 0.9 | 360 | 1.0707 | 0.1620 | 0.2080 | 0.7556 | nan | 0.7588 | 0.9374 | 0.0 | 0.5169 | 0.0077 | nan | 0.0000 | 0.0 | 0.0 | 0.8884 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8878 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9295 | 0.7984 | 0.9324 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5349 | 0.7831 | 0.0 | 0.4307 | 0.0076 | nan | 0.0000 | 0.0 | 0.0 | 0.6297 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5240 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7673 | 0.6460 | 0.8607 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.2379 | 0.95 | 380 | 1.0703 | 0.1594 | 0.2063 | 0.7513 | nan | 0.8500 | 0.9162 | 0.0 | 0.3756 | 0.0084 | nan | 0.0000 | 0.0 | 0.0 | 0.8808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8357 | 0.0 | 0.0011 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9440 | 0.8566 | 0.9337 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5019 | 0.7946 | 0.0 | 0.3577 | 0.0082 | nan | 0.0000 | 0.0 | 0.0 | 0.6323 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5476 | 0.0 | 0.0011 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7520 | 0.6421 | 0.8617 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.2458 | 1.0 | 400 | 1.0662 | 0.1615 | 0.2087 | 0.7558 | nan | 0.7929 | 0.9473 | 0.0 | 0.4294 | 0.0103 | nan | 0.0 | 0.0 | 0.0 | 0.9013 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8872 | 0.0 | 0.0043 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8873 | 0.8934 | 0.9253 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5344 | 0.7801 | 0.0 | 0.4025 | 0.0101 | nan | 0.0 | 0.0 | 0.0 | 0.6306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5374 | 0.0 | 0.0043 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7776 | 0.6274 | 0.8639 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.1771 | 1.05 | 420 | 1.0356 | 0.1603 | 0.2083 | 0.7534 | nan | 0.7536 | 0.9561 | 0.0 | 0.4531 | 0.0177 | nan | 0.0 | 0.0 | 0.0 | 0.8970 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8564 | 0.0 | 0.0080 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.8820 | 0.8957 | 0.9467 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5444 | 0.7694 | 0.0 | 0.4170 | 0.0173 | nan | 0.0 | 0.0 | 0.0 | 0.6175 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5506 | 0.0 | 0.0080 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7505 | 0.5961 | 0.8599 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.6228 | 1.1 | 440 | 1.0142 | 0.1621 | 0.2080 | 0.7567 | nan | 0.7339 | 0.9441 | 0.0 | 0.5419 | 0.0236 | nan | 0.0000 | 0.0 | 0.0 | 0.8966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8471 | 0.0 | 0.0008 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.9528 | 0.7766 | 0.9374 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5463 | 0.7793 | 0.0 | 0.4414 | 0.0228 | nan | 0.0000 | 0.0 | 0.0 | 0.5976 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5471 | 0.0 | 0.0008 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7484 | 0.6349 | 0.8673 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.0048 | 1.15 | 460 | 1.0068 | 0.1639 | 0.2111 | 0.7569 | nan | 0.8128 | 0.9349 | 0.0 | 0.4943 | 0.0336 | nan | 0.0 | 0.0 | 0.0 | 0.8689 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8799 | 0.0 | 0.0182 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8916 | 0.8868 | 0.9328 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5359 | 0.7881 | 0.0 | 0.4307 | 0.0320 | nan | 0.0 | 0.0 | 0.0 | 0.6679 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5443 | 0.0 | 0.0182 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7584 | 0.6021 | 0.8680 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.2324 | 1.2 | 480 | 0.9910 | 0.1654 | 0.2122 | 0.7616 | nan | 0.7681 | 0.9474 | 0.0 | 0.5180 | 0.0362 | nan | 0.0 | 0.0 | 0.0 | 0.9269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8841 | 0.0 | 0.0166 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.9114 | 0.8465 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5440 | 0.7851 | 0.0 | 0.4523 | 0.0342 | nan | 0.0 | 0.0 | 0.0 | 0.6220 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5470 | 0.0 | 0.0166 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7809 | 0.6369 | 0.8732 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.2671 | 1.25 | 500 | 0.9752 | 0.1656 | 0.2122 | 0.7615 | nan | 0.7892 | 0.9471 | 0.0 | 0.4901 | 0.0372 | nan | 0.0000 | 0.0 | 0.0 | 0.8909 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9073 | 0.0 | 0.0144 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8914 | 0.8852 | 0.9376 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5567 | 0.7852 | 0.0 | 0.4420 | 0.0356 | nan | 0.0000 | 0.0 | 0.0 | 0.6601 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5375 | 0.0 | 0.0144 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7767 | 0.6218 | 0.8682 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 0.7255 | 1.3 | 520 | 0.9784 | 0.1657 | 0.2109 | 0.7613 | nan | 0.7502 | 0.9543 | 0.0 | 0.5271 | 0.0300 | nan | 0.0003 | 0.0 | 0.0 | 0.9243 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8146 | 0.0 | 0.0498 | 0.0001 | 0.0 | nan | 0.0 | 0.0004 | 0.0 | 0.0 | 0.9484 | 0.8179 | 0.9302 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5602 | 0.7779 | 0.0 | 0.4538 | 0.0287 | nan | 0.0003 | 0.0 | 0.0 | 0.6083 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5646 | 0.0 | 0.0484 | 0.0001 | 0.0 | nan | 0.0 | 0.0004 | 0.0 | 0.0 | 0.7446 | 0.6422 | 0.8735 | 0.0 | 0.0 | 0.0000 | 0.0 |
|
|
| 0.706 | 1.35 | 540 | 0.9514 | 0.1681 | 0.2146 | 0.7657 | nan | 0.8300 | 0.9317 | 0.0 | 0.5056 | 0.0573 | nan | 0.0007 | 0.0 | 0.0 | 0.9088 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8888 | 0.0 | 0.0319 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9270 | 0.8430 | 0.9424 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5602 | 0.7976 | 0.0 | 0.4449 | 0.0538 | nan | 0.0007 | 0.0 | 0.0 | 0.6372 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5417 | 0.0 | 0.0313 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7809 | 0.6578 | 0.8720 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 2.7306 | 1.4 | 560 | 0.9422 | 0.1658 | 0.2124 | 0.7626 | nan | 0.8142 | 0.9289 | 0.0 | 0.5269 | 0.0589 | nan | 0.0007 | 0.0 | 0.0 | 0.9010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8538 | 0.0 | 0.0218 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9510 | 0.8063 | 0.9344 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5546 | 0.7957 | 0.0 | 0.4545 | 0.0555 | nan | 0.0007 | 0.0 | 0.0 | 0.6319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5580 | 0.0 | 0.0216 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7529 | 0.6068 | 0.8736 | 0.0 | 0.0 | 0.0000 | 0.0 |
|
|
| 0.7776 | 1.45 | 580 | 0.9354 | 0.1692 | 0.2173 | 0.7671 | nan | 0.8180 | 0.9364 | 0.0 | 0.5362 | 0.0723 | nan | 0.0006 | 0.0 | 0.0 | 0.9295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8552 | 0.0 | 0.0647 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9218 | 0.8615 | 0.9572 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5470 | 0.7981 | 0.0 | 0.4722 | 0.0664 | nan | 0.0006 | 0.0 | 0.0 | 0.5879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5695 | 0.0 | 0.0633 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7839 | 0.6627 | 0.8644 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.152 | 1.5 | 600 | 0.9245 | 0.1713 | 0.2162 | 0.7686 | nan | 0.7912 | 0.9437 | 0.0 | 0.5262 | 0.0980 | nan | 0.0083 | 0.0 | 0.0 | 0.9232 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8927 | 0.0 | 0.0392 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9323 | 0.8369 | 0.9261 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5701 | 0.7885 | 0.0 | 0.4667 | 0.0881 | nan | 0.0083 | 0.0 | 0.0 | 0.6225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5544 | 0.0 | 0.0383 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7813 | 0.6868 | 0.8772 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 0.8262 | 1.55 | 620 | 0.9176 | 0.1730 | 0.2198 | 0.7674 | nan | 0.8019 | 0.9381 | 0.0 | 0.5535 | 0.0878 | nan | 0.0022 | 0.0 | 0.0 | 0.8948 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8845 | 0.0 | 0.1280 | 0.0003 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9024 | 0.8930 | 0.9461 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5552 | 0.7902 | 0.0 | 0.4732 | 0.0802 | nan | 0.0022 | 0.0 | 0.0 | 0.6629 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5612 | 0.0 | 0.1206 | 0.0003 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7751 | 0.6375 | 0.8783 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 0.6903 | 1.6 | 640 | 0.9208 | 0.1716 | 0.2206 | 0.7650 | nan | 0.8565 | 0.9001 | 0.0 | 0.5462 | 0.1496 | nan | 0.0031 | 0.0 | 0.0 | 0.9177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8573 | 0.0 | 0.0616 | 0.0000 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.9424 | 0.8718 | 0.9531 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5363 | 0.8015 | 0.0 | 0.4726 | 0.1256 | nan | 0.0031 | 0.0 | 0.0 | 0.6017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5674 | 0.0 | 0.0598 | 0.0000 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.7748 | 0.6742 | 0.8742 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.5866 | 1.65 | 660 | 0.9145 | 0.1733 | 0.2168 | 0.7694 | nan | 0.7600 | 0.9540 | 0.0 | 0.5183 | 0.1186 | nan | 0.0061 | 0.0 | 0.0 | 0.8883 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8572 | 0.0 | 0.0659 | 0.0004 | 0.0 | nan | 0.0 | 0.0010 | 0.0 | 0.0 | 0.9456 | 0.8645 | 0.9568 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5764 | 0.7745 | 0.0 | 0.4761 | 0.1011 | nan | 0.0061 | 0.0 | 0.0 | 0.6573 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5704 | 0.0 | 0.0641 | 0.0004 | 0.0 | nan | 0.0 | 0.0010 | 0.0 | 0.0 | 0.7710 | 0.6742 | 0.8719 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 0.8875 | 1.7 | 680 | 0.8911 | 0.1753 | 0.2213 | 0.7723 | nan | 0.8538 | 0.9253 | 0.0 | 0.5179 | 0.1341 | nan | 0.0173 | 0.0 | 0.0 | 0.8952 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8833 | 0.0 | 0.0861 | 0.0011 | 0.0 | nan | 0.0 | 0.0018 | 0.0 | 0.0 | 0.9337 | 0.8725 | 0.9605 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5537 | 0.8057 | 0.0 | 0.4707 | 0.1151 | nan | 0.0172 | 0.0 | 0.0 | 0.6591 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5667 | 0.0 | 0.0820 | 0.0011 | 0.0 | nan | 0.0 | 0.0018 | 0.0 | 0.0 | 0.7846 | 0.6832 | 0.8686 | 0.0 | 0.0 | 0.0000 | 0.0 |
|
|
| 1.5167 | 1.75 | 700 | 0.8953 | 0.1735 | 0.2189 | 0.7719 | nan | 0.7832 | 0.9589 | 0.0 | 0.5138 | 0.1066 | nan | 0.0083 | 0.0 | 0.0 | 0.9367 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8818 | 0.0 | 0.0813 | 0.0 | 0.0 | nan | 0.0 | 0.0026 | 0.0 | 0.0 | 0.9102 | 0.8700 | 0.9514 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5839 | 0.7821 | 0.0 | 0.4746 | 0.0928 | nan | 0.0083 | 0.0 | 0.0 | 0.5941 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5707 | 0.0 | 0.0780 | 0.0 | 0.0 | nan | 0.0 | 0.0026 | 0.0 | 0.0 | 0.7990 | 0.6861 | 0.8793 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 0.9979 | 1.8 | 720 | 0.8751 | 0.1777 | 0.2241 | 0.7744 | nan | 0.8386 | 0.9354 | 0.0 | 0.5054 | 0.1933 | nan | 0.0106 | 0.0 | 0.0 | 0.9022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8762 | 0.0 | 0.1373 | 0.0025 | 0.0 | nan | 0.0 | 0.0018 | 0.0 | 0.0 | 0.9246 | 0.9029 | 0.9406 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.5668 | 0.8039 | 0.0 | 0.4699 | 0.1569 | nan | 0.0105 | 0.0 | 0.0 | 0.6565 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5768 | 0.0 | 0.1293 | 0.0025 | 0.0 | nan | 0.0 | 0.0018 | 0.0 | 0.0 | 0.7831 | 0.6476 | 0.8808 | 0.0 | 0.0 | 0.0002 | 0.0 |
|
|
| 1.0187 | 1.85 | 740 | 0.8824 | 0.1775 | 0.2235 | 0.7756 | nan | 0.7729 | 0.9506 | 0.0 | 0.5806 | 0.1631 | nan | 0.0408 | 0.0 | 0.0 | 0.9034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8571 | 0.0 | 0.0936 | 0.0016 | 0.0 | nan | 0.0 | 0.0023 | 0.0 | 0.0 | 0.9354 | 0.8886 | 0.9610 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5905 | 0.7954 | 0.0 | 0.4912 | 0.1380 | nan | 0.0402 | 0.0 | 0.0 | 0.6580 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5717 | 0.0 | 0.0897 | 0.0016 | 0.0 | nan | 0.0 | 0.0023 | 0.0 | 0.0 | 0.7706 | 0.6591 | 0.8710 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 0.9611 | 1.9 | 760 | 0.8828 | 0.1772 | 0.2238 | 0.7760 | nan | 0.7868 | 0.9491 | 0.0 | 0.5407 | 0.2091 | nan | 0.0242 | 0.0 | 0.0 | 0.9233 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8631 | 0.0 | 0.0904 | 0.0009 | 0.0 | nan | 0.0 | 0.0035 | 0.0 | 0.0 | 0.9350 | 0.8849 | 0.9505 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5839 | 0.7986 | 0.0 | 0.4906 | 0.1646 | nan | 0.0241 | 0.0 | 0.0 | 0.5966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5802 | 0.0 | 0.0869 | 0.0009 | 0.0 | nan | 0.0 | 0.0035 | 0.0 | 0.0 | 0.7864 | 0.6729 | 0.8806 | 0.0 | 0.0 | 0.0000 | 0.0 |
|
|
| 2.1155 | 1.95 | 780 | 0.8815 | 0.1770 | 0.2237 | 0.7731 | nan | 0.7660 | 0.9513 | 0.0 | 0.5447 | 0.2112 | nan | 0.0432 | 0.0 | 0.0 | 0.9072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8731 | 0.0 | 0.0845 | 0.0000 | 0.0 | nan | 0.0 | 0.0061 | 0.0 | 0.0 | 0.9165 | 0.9091 | 0.9441 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5932 | 0.7908 | 0.0 | 0.4903 | 0.1697 | nan | 0.0425 | 0.0 | 0.0 | 0.6556 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5706 | 0.0 | 0.0820 | 0.0000 | 0.0 | nan | 0.0 | 0.0061 | 0.0 | 0.0 | 0.7673 | 0.6144 | 0.8812 | 0.0 | 0.0 | 0.0001 | 0.0 |
|
|
| 0.6024 | 2.0 | 800 | 0.8777 | 0.1820 | 0.2279 | 0.7780 | nan | 0.7736 | 0.9496 | 0.0 | 0.5477 | 0.2592 | nan | 0.0533 | 0.0 | 0.0 | 0.9081 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8862 | 0.0 | 0.1400 | 0.0020 | 0.0 | nan | 0.0 | 0.0047 | 0.0 | 0.0 | 0.9243 | 0.8911 | 0.9534 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5893 | 0.7954 | 0.0 | 0.4872 | 0.1926 | nan | 0.0523 | 0.0 | 0.0 | 0.6560 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5729 | 0.0 | 0.1306 | 0.0020 | 0.0 | nan | 0.0 | 0.0047 | 0.0 | 0.0 | 0.7937 | 0.6645 | 0.8811 | 0.0 | 0.0 | 0.0001 | 0.0 |
|
|
| 0.8128 | 2.05 | 820 | 0.8642 | 0.1808 | 0.2251 | 0.7771 | nan | 0.8166 | 0.9410 | 0.0 | 0.5389 | 0.2094 | nan | 0.0662 | 0.0 | 0.0 | 0.8908 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8869 | 0.0 | 0.0996 | 0.0005 | 0.0 | nan | 0.0 | 0.0031 | 0.0 | 0.0 | 0.9331 | 0.8691 | 0.9467 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5699 | 0.8014 | 0.0 | 0.4802 | 0.1755 | nan | 0.0644 | 0.0 | 0.0 | 0.6747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5633 | 0.0 | 0.0937 | 0.0005 | 0.0 | nan | 0.0 | 0.0031 | 0.0 | 0.0 | 0.7929 | 0.6843 | 0.8816 | 0.0 | 0.0 | 0.0000 | 0.0 |
|
|
| 0.6234 | 2.1 | 840 | 0.8738 | 0.1802 | 0.2251 | 0.7772 | nan | 0.7792 | 0.9517 | 0.0 | 0.5278 | 0.2151 | nan | 0.0813 | 0.0 | 0.0 | 0.9093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8962 | 0.0 | 0.0800 | 0.0002 | 0.0 | nan | 0.0 | 0.0017 | 0.0 | 0.0 | 0.9256 | 0.8842 | 0.9506 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5836 | 0.7938 | 0.0 | 0.4830 | 0.1780 | nan | 0.0786 | 0.0 | 0.0 | 0.6562 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5606 | 0.0 | 0.0769 | 0.0002 | 0.0 | nan | 0.0 | 0.0017 | 0.0 | 0.0 | 0.7975 | 0.6755 | 0.8816 | 0.0 | 0.0 | 0.0 | 0.0 |
|
|
| 1.0248 | 2.15 | 860 | 0.8557 | 0.1833 | 0.2295 | 0.7801 | nan | 0.8362 | 0.9322 | 0.0 | 0.5321 | 0.2485 | nan | 0.0973 | 0.0 | 0.0 | 0.9133 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8781 | 0.0 | 0.1243 | 0.0045 | 0.0 | nan | 0.0 | 0.0052 | 0.0 | 0.0 | 0.9406 | 0.8790 | 0.9517 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.5790 | 0.8108 | 0.0 | 0.4847 | 0.1990 | nan | 0.0935 | 0.0 | 0.0 | 0.6502 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5722 | 0.0 | 0.1164 | 0.0045 | 0.0 | nan | 0.0 | 0.0052 | 0.0 | 0.0 | 0.7906 | 0.6770 | 0.8829 | 0.0 | 0.0 | 0.0004 | 0.0 |
|
|
| 0.5912 | 2.2 | 880 | 0.8511 | 0.1845 | 0.2284 | 0.7808 | nan | 0.7845 | 0.9575 | 0.0 | 0.5220 | 0.2382 | nan | 0.0680 | 0.0 | 0.0 | 0.9117 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8886 | 0.0 | 0.1838 | 0.0017 | 0.0 | nan | 0.0 | 0.0026 | 0.0 | 0.0 | 0.9264 | 0.8725 | 0.9506 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5900 | 0.7918 | 0.0 | 0.4821 | 0.1888 | nan | 0.0659 | 0.0 | 0.0 | 0.6543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5807 | 0.0 | 0.1674 | 0.0017 | 0.0 | nan | 0.0 | 0.0026 | 0.0 | 0.0 | 0.8021 | 0.6929 | 0.8820 | 0.0 | 0.0 | 0.0001 | 0.0 |
|
|
| 0.6886 | 2.25 | 900 | 0.8437 | 0.1852 | 0.2304 | 0.7822 | nan | 0.8083 | 0.9456 | 0.0 | 0.5593 | 0.2461 | nan | 0.0786 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.1755 | 0.0106 | 0.0 | nan | 0.0 | 0.0085 | 0.0 | 0.0 | 0.9442 | 0.8737 | 0.9499 | 0.0 | 0.0 | 0.0009 | 0.0 | nan | 0.5843 | 0.8063 | 0.0 | 0.5006 | 0.1975 | nan | 0.0762 | 0.0 | 0.0 | 0.6453 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5900 | 0.0 | 0.1613 | 0.0106 | 0.0 | nan | 0.0 | 0.0085 | 0.0 | 0.0 | 0.7830 | 0.6792 | 0.8820 | 0.0 | 0.0 | 0.0009 | 0.0 |
|
|
| 0.6724 | 2.3 | 920 | 0.8433 | 0.1860 | 0.2320 | 0.7823 | nan | 0.8110 | 0.9430 | 0.0 | 0.5671 | 0.2544 | nan | 0.0851 | 0.0 | 0.0 | 0.9074 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8890 | 0.0 | 0.1793 | 0.0092 | 0.0 | nan | 0.0 | 0.0065 | 0.0 | 0.0 | 0.9220 | 0.8978 | 0.9508 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5822 | 0.8078 | 0.0 | 0.5064 | 0.2046 | nan | 0.0821 | 0.0 | 0.0 | 0.6679 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5792 | 0.0 | 0.1641 | 0.0092 | 0.0 | nan | 0.0 | 0.0065 | 0.0 | 0.0 | 0.7915 | 0.6674 | 0.8842 | 0.0 | 0.0 | 0.0003 | 0.0 |
|
|
| 0.6496 | 2.35 | 940 | 0.8444 | 0.1868 | 0.2318 | 0.7824 | nan | 0.7763 | 0.9546 | 0.0 | 0.5181 | 0.2847 | nan | 0.1250 | 0.0 | 0.0 | 0.9190 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8823 | 0.0 | 0.1610 | 0.0190 | 0.0 | nan | 0.0 | 0.0083 | 0.0 | 0.0 | 0.9333 | 0.8867 | 0.9488 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5965 | 0.8000 | 0.0 | 0.4823 | 0.2113 | nan | 0.1186 | 0.0 | 0.0 | 0.6549 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5781 | 0.0 | 0.1491 | 0.0190 | 0.0 | nan | 0.0 | 0.0083 | 0.0 | 0.0 | 0.7934 | 0.6791 | 0.8869 | 0.0 | 0.0 | 0.0006 | 0.0 |
|
|
| 1.0204 | 2.4 | 960 | 0.8418 | 0.1865 | 0.2329 | 0.7830 | nan | 0.7867 | 0.9520 | 0.0 | 0.5531 | 0.2595 | nan | 0.1205 | 0.0 | 0.0 | 0.9290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8814 | 0.0 | 0.1701 | 0.0207 | 0.0 | nan | 0.0 | 0.0103 | 0.0 | 0.0 | 0.9224 | 0.8945 | 0.9536 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.5938 | 0.8041 | 0.0 | 0.4984 | 0.2053 | nan | 0.1150 | 0.0 | 0.0 | 0.6324 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5836 | 0.0 | 0.1562 | 0.0207 | 0.0 | nan | 0.0 | 0.0102 | 0.0 | 0.0 | 0.7962 | 0.6669 | 0.8850 | 0.0 | 0.0 | 0.0007 | 0.0 |
|
|
| 1.031 | 2.45 | 980 | 0.8378 | 0.1865 | 0.2330 | 0.7831 | nan | 0.8433 | 0.9345 | 0.0 | 0.5633 | 0.2277 | nan | 0.1026 | 0.0 | 0.0 | 0.9222 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8776 | 0.0 | 0.1911 | 0.0160 | 0.0 | nan | 0.0 | 0.0148 | 0.0 | 0.0 | 0.9305 | 0.8781 | 0.9537 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5731 | 0.8142 | 0.0 | 0.5075 | 0.1829 | nan | 0.0981 | 0.0 | 0.0 | 0.6242 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5928 | 0.0 | 0.1719 | 0.0160 | 0.0 | nan | 0.0 | 0.0147 | 0.0 | 0.0 | 0.8013 | 0.6845 | 0.8855 | 0.0 | 0.0 | 0.0003 | 0.0 |
|
|
| 0.6454 | 2.5 | 1000 | 0.8211 | 0.1897 | 0.2360 | 0.7860 | nan | 0.8157 | 0.9375 | 0.0 | 0.6042 | 0.2590 | nan | 0.1295 | 0.0 | 0.0 | 0.9053 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8906 | 0.0 | 0.2036 | 0.0173 | 0.0 | nan | 0.0 | 0.0164 | 0.0 | 0.0 | 0.9342 | 0.8800 | 0.9564 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5925 | 0.8123 | 0.0 | 0.5205 | 0.2063 | nan | 0.1224 | 0.0 | 0.0 | 0.6621 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5851 | 0.0 | 0.1820 | 0.0173 | 0.0 | nan | 0.0 | 0.0163 | 0.0 | 0.0 | 0.7978 | 0.6693 | 0.8851 | 0.0 | 0.0 | 0.0006 | 0.0 |
|
|
| 0.743 | 2.55 | 1020 | 0.8308 | 0.1892 | 0.2338 | 0.7856 | nan | 0.8081 | 0.9512 | 0.0 | 0.5433 | 0.2647 | nan | 0.0964 | 0.0 | 0.0 | 0.9065 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8854 | 0.0 | 0.2214 | 0.0173 | 0.0 | nan | 0.0 | 0.0202 | 0.0 | 0.0 | 0.9313 | 0.8755 | 0.9594 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.5924 | 0.8031 | 0.0 | 0.5040 | 0.2078 | nan | 0.0930 | 0.0 | 0.0 | 0.6621 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5903 | 0.0 | 0.1972 | 0.0173 | 0.0 | nan | 0.0 | 0.0201 | 0.0 | 0.0 | 0.8011 | 0.6815 | 0.8837 | 0.0 | 0.0 | 0.0004 | 0.0 |
|
|
| 0.7992 | 2.6 | 1040 | 0.8288 | 0.1895 | 0.2354 | 0.7855 | nan | 0.8204 | 0.9416 | 0.0 | 0.5332 | 0.3322 | nan | 0.1337 | 0.0 | 0.0 | 0.9157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8720 | 0.0 | 0.1897 | 0.0098 | 0.0 | nan | 0.0 | 0.0169 | 0.0 | 0.0 | 0.9416 | 0.8724 | 0.9538 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5942 | 0.8111 | 0.0 | 0.4962 | 0.2383 | nan | 0.1264 | 0.0 | 0.0 | 0.6404 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5912 | 0.0 | 0.1734 | 0.0098 | 0.0 | nan | 0.0 | 0.0168 | 0.0 | 0.0 | 0.7929 | 0.6861 | 0.8859 | 0.0 | 0.0 | 0.0003 | 0.0 |
|
|
| 1.1356 | 2.65 | 1060 | 0.8274 | 0.1906 | 0.2364 | 0.7862 | nan | 0.8149 | 0.9477 | 0.0 | 0.5351 | 0.3105 | nan | 0.1312 | 0.0 | 0.0 | 0.9154 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8660 | 0.0 | 0.2393 | 0.0120 | 0.0 | nan | 0.0 | 0.0171 | 0.0 | 0.0 | 0.9340 | 0.8868 | 0.9532 | 0.0 | 0.0 | 0.0012 | 0.0 | nan | 0.5962 | 0.8083 | 0.0 | 0.4965 | 0.2326 | nan | 0.1246 | 0.0 | 0.0 | 0.6504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5968 | 0.0 | 0.2118 | 0.0120 | 0.0 | nan | 0.0 | 0.0171 | 0.0 | 0.0 | 0.7920 | 0.6725 | 0.8867 | 0.0 | 0.0 | 0.0012 | 0.0 |
|
|
| 0.5932 | 2.7 | 1080 | 0.8257 | 0.1903 | 0.2364 | 0.7861 | nan | 0.8290 | 0.9419 | 0.0 | 0.5497 | 0.2976 | nan | 0.1197 | 0.0 | 0.0 | 0.9087 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8824 | 0.0 | 0.2339 | 0.0075 | 0.0 | nan | 0.0 | 0.0187 | 0.0 | 0.0 | 0.9262 | 0.8949 | 0.9530 | 0.0 | 0.0 | 0.0009 | 0.0 | nan | 0.5894 | 0.8119 | 0.0 | 0.5032 | 0.2249 | nan | 0.1146 | 0.0 | 0.0 | 0.6676 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5904 | 0.0 | 0.2065 | 0.0075 | 0.0 | nan | 0.0 | 0.0186 | 0.0 | 0.0 | 0.7986 | 0.6689 | 0.8871 | 0.0 | 0.0 | 0.0009 | 0.0 |
|
|
| 0.661 | 2.75 | 1100 | 0.8188 | 0.1911 | 0.2373 | 0.7862 | nan | 0.8323 | 0.9346 | 0.0 | 0.5658 | 0.3215 | nan | 0.1282 | 0.0 | 0.0 | 0.8988 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8717 | 0.0 | 0.2269 | 0.0086 | 0.0 | nan | 0.0 | 0.0196 | 0.0 | 0.0 | 0.9387 | 0.8891 | 0.9566 | 0.0 | 0.0 | 0.0010 | 0.0 | nan | 0.5905 | 0.8147 | 0.0 | 0.5080 | 0.2346 | nan | 0.1219 | 0.0 | 0.0 | 0.6810 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5885 | 0.0 | 0.2022 | 0.0086 | 0.0 | nan | 0.0 | 0.0195 | 0.0 | 0.0 | 0.7895 | 0.6707 | 0.8858 | 0.0 | 0.0 | 0.0010 | 0.0 |
|
|
| 0.8891 | 2.8 | 1120 | 0.8187 | 0.1899 | 0.2356 | 0.7857 | nan | 0.8249 | 0.9412 | 0.0 | 0.5537 | 0.2970 | nan | 0.1144 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8824 | 0.0 | 0.2141 | 0.0099 | 0.0 | nan | 0.0 | 0.0170 | 0.0 | 0.0 | 0.9309 | 0.8937 | 0.9493 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5877 | 0.8112 | 0.0 | 0.5056 | 0.2248 | nan | 0.1099 | 0.0 | 0.0 | 0.6758 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5865 | 0.0 | 0.1918 | 0.0099 | 0.0 | nan | 0.0 | 0.0170 | 0.0 | 0.0 | 0.7977 | 0.6701 | 0.8885 | 0.0 | 0.0 | 0.0006 | 0.0 |
|
|
| 0.9464 | 2.85 | 1140 | 0.8197 | 0.1901 | 0.2355 | 0.7858 | nan | 0.8153 | 0.9452 | 0.0 | 0.5494 | 0.2843 | nan | 0.1190 | 0.0 | 0.0 | 0.9054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8894 | 0.0 | 0.2231 | 0.0101 | 0.0 | nan | 0.0 | 0.0181 | 0.0 | 0.0 | 0.9267 | 0.8999 | 0.9504 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.5909 | 0.8082 | 0.0 | 0.5072 | 0.2200 | nan | 0.1143 | 0.0 | 0.0 | 0.6833 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5829 | 0.0 | 0.1980 | 0.0101 | 0.0 | nan | 0.0 | 0.0180 | 0.0 | 0.0 | 0.8002 | 0.6620 | 0.8880 | 0.0 | 0.0 | 0.0004 | 0.0 |
|
|
| 0.5214 | 2.9 | 1160 | 0.8243 | 0.1915 | 0.2361 | 0.7869 | nan | 0.8016 | 0.9534 | 0.0 | 0.5681 | 0.2683 | nan | 0.1163 | 0.0 | 0.0 | 0.8982 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8968 | 0.0 | 0.2615 | 0.0054 | 0.0 | nan | 0.0 | 0.0179 | 0.0 | 0.0 | 0.9167 | 0.8951 | 0.9558 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.5963 | 0.8027 | 0.0 | 0.5200 | 0.2119 | nan | 0.1114 | 0.0 | 0.0 | 0.6924 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5836 | 0.0 | 0.2227 | 0.0054 | 0.0 | nan | 0.0 | 0.0179 | 0.0 | 0.0 | 0.8057 | 0.6715 | 0.8857 | 0.0 | 0.0 | 0.0004 | 0.0 |
|
|
| 0.5897 | 2.95 | 1180 | 0.8193 | 0.1911 | 0.2378 | 0.7867 | nan | 0.8184 | 0.9417 | 0.0 | 0.5589 | 0.3065 | nan | 0.1409 | 0.0 | 0.0 | 0.9231 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8825 | 0.0 | 0.2340 | 0.0084 | 0.0 | nan | 0.0 | 0.0179 | 0.0 | 0.0 | 0.9257 | 0.8956 | 0.9565 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5919 | 0.8119 | 0.0 | 0.5141 | 0.2286 | nan | 0.1330 | 0.0 | 0.0 | 0.6552 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5886 | 0.0 | 0.2069 | 0.0084 | 0.0 | nan | 0.0 | 0.0179 | 0.0 | 0.0 | 0.8010 | 0.6718 | 0.8861 | 0.0 | 0.0 | 0.0003 | 0.0 |
|
|
| 1.1597 | 3.0 | 1200 | 0.8205 | 0.1912 | 0.2374 | 0.7870 | nan | 0.8060 | 0.9462 | 0.0 | 0.5762 | 0.2892 | nan | 0.1372 | 0.0 | 0.0 | 0.9165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8735 | 0.0 | 0.2350 | 0.0103 | 0.0 | nan | 0.0 | 0.0207 | 0.0 | 0.0 | 0.9298 | 0.8976 | 0.9572 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.5959 | 0.8090 | 0.0 | 0.5222 | 0.2225 | nan | 0.1299 | 0.0 | 0.0 | 0.6616 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5911 | 0.0 | 0.2088 | 0.0103 | 0.0 | nan | 0.0 | 0.0206 | 0.0 | 0.0 | 0.7950 | 0.6650 | 0.8853 | 0.0 | 0.0 | 0.0006 | 0.0 |
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### Framework versions
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- Transformers 4.41.2
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- Pytorch 2.3.1+cpu
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- Datasets 2.19.2
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- Tokenizers 0.19.1
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