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--- |
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license: apache-2.0 |
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base_model: facebook/detr-resnet-50 |
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tags: |
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- object-detection |
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- vision |
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- generated_from_trainer |
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model-index: |
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- name: detr-resnet-50-finetuned-10k-cppe5 |
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results: [] |
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datasets: |
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- cppe-5 |
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pipeline_tag: object-detection |
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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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# detr-resnet-50-finetuned-10k-cppe5 |
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This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on the cppe-5 dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.9865 |
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- Map: 0.3578 |
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- Map 50: 0.6781 |
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- Map 75: 0.3105 |
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- Map Small: 0.3578 |
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- Map Medium: -1.0 |
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- Map Large: -1.0 |
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- Mar 1: 0.365 |
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- Mar 10: 0.535 |
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- Mar 100: 0.5483 |
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- Mar Small: 0.5483 |
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- Mar Medium: -1.0 |
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- Mar Large: -1.0 |
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- Map Coverall: 0.6584 |
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- Mar 100 Coverall: 0.7772 |
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- Map Face Shield: 0.3691 |
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- Mar 100 Face Shield: 0.6063 |
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- Map Gloves: 0.2477 |
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- Mar 100 Gloves: 0.4266 |
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- Map Goggles: 0.1766 |
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- Mar 100 Goggles: 0.4655 |
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- Map Mask: 0.3371 |
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- Mar 100 Mask: 0.4661 |
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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: 5e-05 |
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- train_batch_size: 8 |
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- eval_batch_size: 8 |
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- seed: 1337 |
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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: 100.0 |
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- mixed_precision_training: Native AMP |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Coverall | Mar 100 Coverall | Map Face Shield | Mar 100 Face Shield | Map Gloves | Mar 100 Gloves | Map Goggles | Mar 100 Goggles | Map Mask | Mar 100 Mask | |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:---------------:|:-------------------:|:----------:|:--------------:|:-----------:|:---------------:|:--------:|:------------:| |
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| 3.7198 | 1.0 | 107 | 3.1869 | 0.0036 | 0.0144 | 0.0006 | 0.0036 | -1.0 | -1.0 | 0.017 | 0.0426 | 0.0647 | 0.0647 | -1.0 | -1.0 | 0.0169 | 0.1994 | 0.0 | 0.0 | 0.0001 | 0.0177 | 0.0 | 0.0 | 0.0008 | 0.1062 | |
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| 3.0393 | 2.0 | 214 | 2.8978 | 0.007 | 0.021 | 0.003 | 0.007 | -1.0 | -1.0 | 0.0192 | 0.0796 | 0.1238 | 0.1238 | -1.0 | -1.0 | 0.0333 | 0.5216 | 0.0 | 0.0 | 0.0001 | 0.0292 | 0.0 | 0.0 | 0.0017 | 0.0684 | |
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| 2.7812 | 3.0 | 321 | 2.5445 | 0.0138 | 0.0414 | 0.0085 | 0.0138 | -1.0 | -1.0 | 0.0307 | 0.0994 | 0.1258 | 0.1258 | -1.0 | -1.0 | 0.0655 | 0.4938 | 0.0 | 0.0 | 0.0002 | 0.0354 | 0.0 | 0.0 | 0.0033 | 0.1 | |
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| 2.5992 | 4.0 | 428 | 2.3828 | 0.0232 | 0.0601 | 0.0155 | 0.0232 | -1.0 | -1.0 | 0.0423 | 0.1202 | 0.1518 | 0.1518 | -1.0 | -1.0 | 0.1021 | 0.5481 | 0.0 | 0.0 | 0.0006 | 0.0495 | 0.0059 | 0.0109 | 0.0072 | 0.1503 | |
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| 2.3828 | 5.0 | 535 | 2.2672 | 0.0283 | 0.0703 | 0.0179 | 0.0283 | -1.0 | -1.0 | 0.0521 | 0.1283 | 0.1737 | 0.1737 | -1.0 | -1.0 | 0.1344 | 0.5846 | 0.0 | 0.0 | 0.001 | 0.0833 | 0.0 | 0.0 | 0.0063 | 0.2006 | |
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| 2.2633 | 6.0 | 642 | 2.0618 | 0.0479 | 0.0996 | 0.0416 | 0.0479 | -1.0 | -1.0 | 0.0782 | 0.1679 | 0.2035 | 0.2035 | -1.0 | -1.0 | 0.2099 | 0.6333 | 0.003 | 0.0159 | 0.0018 | 0.1187 | 0.0052 | 0.0218 | 0.0195 | 0.2277 | |
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| 2.1837 | 7.0 | 749 | 2.1100 | 0.0455 | 0.1159 | 0.0255 | 0.0455 | -1.0 | -1.0 | 0.0747 | 0.1582 | 0.1894 | 0.1894 | -1.0 | -1.0 | 0.2068 | 0.6185 | 0.0085 | 0.0556 | 0.001 | 0.0734 | 0.0002 | 0.0018 | 0.0113 | 0.1977 | |
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| 2.0689 | 8.0 | 856 | 2.0000 | 0.054 | 0.1389 | 0.0301 | 0.054 | -1.0 | -1.0 | 0.0954 | 0.1846 | 0.2159 | 0.2159 | -1.0 | -1.0 | 0.2155 | 0.5537 | 0.0314 | 0.1397 | 0.0049 | 0.1406 | 0.0002 | 0.0018 | 0.0181 | 0.2435 | |
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| 2.0417 | 9.0 | 963 | 1.8702 | 0.0697 | 0.1631 | 0.0501 | 0.0697 | -1.0 | -1.0 | 0.1074 | 0.2173 | 0.257 | 0.257 | -1.0 | -1.0 | 0.2826 | 0.6086 | 0.0279 | 0.181 | 0.0046 | 0.1734 | 0.0102 | 0.0418 | 0.0234 | 0.2802 | |
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| 1.9972 | 10.0 | 1070 | 1.8563 | 0.0742 | 0.1568 | 0.0541 | 0.0742 | -1.0 | -1.0 | 0.1196 | 0.2416 | 0.2786 | 0.2786 | -1.0 | -1.0 | 0.2933 | 0.6086 | 0.0233 | 0.1921 | 0.0053 | 0.1672 | 0.0239 | 0.0891 | 0.025 | 0.3362 | |
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| 1.8931 | 11.0 | 1177 | 1.6778 | 0.1054 | 0.2248 | 0.0898 | 0.1054 | -1.0 | -1.0 | 0.1456 | 0.2764 | 0.3033 | 0.3033 | -1.0 | -1.0 | 0.3955 | 0.671 | 0.0498 | 0.2603 | 0.0108 | 0.2188 | 0.0149 | 0.0382 | 0.056 | 0.3282 | |
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| 1.8269 | 12.0 | 1284 | 1.6905 | 0.1111 | 0.2399 | 0.0942 | 0.1111 | -1.0 | -1.0 | 0.1543 | 0.2949 | 0.3257 | 0.3257 | -1.0 | -1.0 | 0.4113 | 0.679 | 0.069 | 0.319 | 0.0087 | 0.2021 | 0.015 | 0.0909 | 0.0514 | 0.3373 | |
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| 1.8036 | 13.0 | 1391 | 1.6406 | 0.1149 | 0.2407 | 0.097 | 0.1149 | -1.0 | -1.0 | 0.1636 | 0.3108 | 0.3372 | 0.3372 | -1.0 | -1.0 | 0.4255 | 0.6759 | 0.0771 | 0.3381 | 0.0109 | 0.2182 | 0.0137 | 0.1309 | 0.047 | 0.3226 | |
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| 1.7463 | 14.0 | 1498 | 1.7169 | 0.1106 | 0.2421 | 0.0875 | 0.1106 | -1.0 | -1.0 | 0.1776 | 0.3205 | 0.3511 | 0.3511 | -1.0 | -1.0 | 0.3996 | 0.7 | 0.0404 | 0.2476 | 0.0117 | 0.2458 | 0.0257 | 0.2036 | 0.0757 | 0.3582 | |
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| 1.763 | 15.0 | 1605 | 1.5961 | 0.1245 | 0.2577 | 0.1018 | 0.1245 | -1.0 | -1.0 | 0.1817 | 0.3384 | 0.3677 | 0.3677 | -1.0 | -1.0 | 0.4575 | 0.6679 | 0.0775 | 0.3698 | 0.0107 | 0.2505 | 0.0318 | 0.1964 | 0.0447 | 0.3537 | |
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| 1.6467 | 16.0 | 1712 | 1.5365 | 0.1376 | 0.3073 | 0.1062 | 0.1376 | -1.0 | -1.0 | 0.2164 | 0.38 | 0.408 | 0.408 | -1.0 | -1.0 | 0.455 | 0.6852 | 0.0739 | 0.3873 | 0.0215 | 0.2719 | 0.0442 | 0.2891 | 0.0934 | 0.4068 | |
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| 1.6222 | 17.0 | 1819 | 1.5990 | 0.1295 | 0.2696 | 0.1026 | 0.1295 | -1.0 | -1.0 | 0.1802 | 0.3409 | 0.3693 | 0.3693 | -1.0 | -1.0 | 0.4577 | 0.6654 | 0.0786 | 0.3619 | 0.0297 | 0.2958 | 0.0211 | 0.2218 | 0.0603 | 0.3017 | |
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| 1.6239 | 18.0 | 1926 | 1.4164 | 0.159 | 0.3543 | 0.1262 | 0.159 | -1.0 | -1.0 | 0.235 | 0.3929 | 0.4138 | 0.4138 | -1.0 | -1.0 | 0.4753 | 0.7204 | 0.0921 | 0.3968 | 0.039 | 0.2922 | 0.0323 | 0.2636 | 0.1565 | 0.396 | |
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| 1.5448 | 19.0 | 2033 | 1.4689 | 0.1628 | 0.3725 | 0.1314 | 0.1628 | -1.0 | -1.0 | 0.205 | 0.3811 | 0.4064 | 0.4064 | -1.0 | -1.0 | 0.4794 | 0.6895 | 0.1038 | 0.419 | 0.0398 | 0.2828 | 0.0333 | 0.28 | 0.1578 | 0.3605 | |
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| 1.5026 | 20.0 | 2140 | 1.4093 | 0.1798 | 0.397 | 0.1369 | 0.1798 | -1.0 | -1.0 | 0.2336 | 0.4125 | 0.4349 | 0.4349 | -1.0 | -1.0 | 0.4851 | 0.6858 | 0.1494 | 0.4508 | 0.0341 | 0.2859 | 0.0434 | 0.3382 | 0.1869 | 0.4136 | |
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| 1.4797 | 21.0 | 2247 | 1.4605 | 0.1652 | 0.3605 | 0.1254 | 0.1652 | -1.0 | -1.0 | 0.2295 | 0.3823 | 0.4041 | 0.4041 | -1.0 | -1.0 | 0.4978 | 0.6957 | 0.0968 | 0.3825 | 0.0529 | 0.2797 | 0.0263 | 0.3236 | 0.1522 | 0.339 | |
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| 1.4298 | 22.0 | 2354 | 1.4231 | 0.163 | 0.3558 | 0.115 | 0.163 | -1.0 | -1.0 | 0.2256 | 0.3851 | 0.4108 | 0.4108 | -1.0 | -1.0 | 0.4902 | 0.7093 | 0.1033 | 0.4159 | 0.0515 | 0.313 | 0.0261 | 0.3109 | 0.1437 | 0.3051 | |
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| 1.4157 | 23.0 | 2461 | 1.3665 | 0.1914 | 0.4048 | 0.1533 | 0.1914 | -1.0 | -1.0 | 0.2478 | 0.4232 | 0.447 | 0.447 | -1.0 | -1.0 | 0.491 | 0.6975 | 0.1599 | 0.4683 | 0.0502 | 0.3021 | 0.0603 | 0.3618 | 0.1956 | 0.4051 | |
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| 1.4438 | 24.0 | 2568 | 1.2908 | 0.2103 | 0.433 | 0.168 | 0.2103 | -1.0 | -1.0 | 0.2643 | 0.4512 | 0.4761 | 0.4761 | -1.0 | -1.0 | 0.5368 | 0.7136 | 0.1493 | 0.4873 | 0.0789 | 0.3609 | 0.043 | 0.3891 | 0.2433 | 0.4294 | |
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| 1.4044 | 25.0 | 2675 | 1.4752 | 0.1709 | 0.3749 | 0.1388 | 0.1709 | -1.0 | -1.0 | 0.2187 | 0.3926 | 0.4191 | 0.4191 | -1.0 | -1.0 | 0.4862 | 0.7167 | 0.09 | 0.3905 | 0.0762 | 0.299 | 0.0393 | 0.3527 | 0.1627 | 0.3367 | |
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| 1.3703 | 26.0 | 2782 | 1.3047 | 0.2162 | 0.4568 | 0.1714 | 0.2162 | -1.0 | -1.0 | 0.2661 | 0.4344 | 0.4548 | 0.4548 | -1.0 | -1.0 | 0.5342 | 0.7272 | 0.166 | 0.4508 | 0.0971 | 0.3281 | 0.0424 | 0.3527 | 0.2414 | 0.4153 | |
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| 1.3292 | 27.0 | 2889 | 1.2674 | 0.22 | 0.4681 | 0.1702 | 0.22 | -1.0 | -1.0 | 0.2743 | 0.4286 | 0.4473 | 0.4473 | -1.0 | -1.0 | 0.5438 | 0.7265 | 0.2128 | 0.4429 | 0.1171 | 0.3443 | 0.0387 | 0.3455 | 0.1878 | 0.3774 | |
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| 1.359 | 28.0 | 2996 | 1.3156 | 0.2007 | 0.4272 | 0.1536 | 0.2007 | -1.0 | -1.0 | 0.2715 | 0.4384 | 0.4555 | 0.4555 | -1.0 | -1.0 | 0.5306 | 0.7111 | 0.163 | 0.5016 | 0.0896 | 0.3135 | 0.0307 | 0.38 | 0.1898 | 0.3712 | |
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| 1.3471 | 29.0 | 3103 | 1.2646 | 0.2161 | 0.455 | 0.172 | 0.2161 | -1.0 | -1.0 | 0.277 | 0.4492 | 0.4728 | 0.4728 | -1.0 | -1.0 | 0.5301 | 0.7216 | 0.1708 | 0.519 | 0.1216 | 0.3271 | 0.0391 | 0.4145 | 0.2189 | 0.3819 | |
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| 1.308 | 30.0 | 3210 | 1.3017 | 0.2107 | 0.4465 | 0.1718 | 0.2107 | -1.0 | -1.0 | 0.2556 | 0.4141 | 0.4387 | 0.4387 | -1.0 | -1.0 | 0.5321 | 0.7136 | 0.1531 | 0.454 | 0.1037 | 0.3203 | 0.0334 | 0.3218 | 0.2313 | 0.3836 | |
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| 1.3023 | 31.0 | 3317 | 1.2809 | 0.2174 | 0.462 | 0.1714 | 0.2174 | -1.0 | -1.0 | 0.2646 | 0.4242 | 0.4473 | 0.4473 | -1.0 | -1.0 | 0.5484 | 0.7259 | 0.1686 | 0.427 | 0.1163 | 0.3536 | 0.0506 | 0.3564 | 0.2029 | 0.3734 | |
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| 1.2561 | 32.0 | 3424 | 1.2679 | 0.2082 | 0.4557 | 0.1579 | 0.2082 | -1.0 | -1.0 | 0.263 | 0.4283 | 0.4511 | 0.4511 | -1.0 | -1.0 | 0.541 | 0.7284 | 0.1448 | 0.4556 | 0.1308 | 0.3682 | 0.0411 | 0.3436 | 0.1835 | 0.3599 | |
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| 1.268 | 33.0 | 3531 | 1.2632 | 0.2304 | 0.4841 | 0.1882 | 0.2304 | -1.0 | -1.0 | 0.2852 | 0.4469 | 0.4629 | 0.4629 | -1.0 | -1.0 | 0.5535 | 0.7327 | 0.2042 | 0.5286 | 0.1027 | 0.2917 | 0.0472 | 0.38 | 0.2441 | 0.3814 | |
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| 1.2337 | 34.0 | 3638 | 1.2157 | 0.2339 | 0.497 | 0.1854 | 0.2339 | -1.0 | -1.0 | 0.2845 | 0.4495 | 0.4756 | 0.4756 | -1.0 | -1.0 | 0.5704 | 0.7414 | 0.187 | 0.5095 | 0.1339 | 0.3448 | 0.0414 | 0.3982 | 0.2367 | 0.3842 | |
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| 1.2192 | 35.0 | 3745 | 1.2109 | 0.2505 | 0.5078 | 0.2013 | 0.2505 | -1.0 | -1.0 | 0.288 | 0.4617 | 0.4795 | 0.4795 | -1.0 | -1.0 | 0.5599 | 0.7259 | 0.2431 | 0.5016 | 0.1564 | 0.3521 | 0.0496 | 0.4164 | 0.2437 | 0.4017 | |
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| 1.2119 | 36.0 | 3852 | 1.1897 | 0.2584 | 0.5229 | 0.2198 | 0.2584 | -1.0 | -1.0 | 0.2986 | 0.4575 | 0.4744 | 0.4744 | -1.0 | -1.0 | 0.5742 | 0.7383 | 0.2667 | 0.5159 | 0.1389 | 0.35 | 0.0448 | 0.3473 | 0.2676 | 0.4203 | |
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| 1.1686 | 37.0 | 3959 | 1.1441 | 0.2581 | 0.5164 | 0.2072 | 0.2581 | -1.0 | -1.0 | 0.3002 | 0.4712 | 0.4918 | 0.4918 | -1.0 | -1.0 | 0.5904 | 0.7642 | 0.2406 | 0.5238 | 0.1535 | 0.3708 | 0.0404 | 0.3945 | 0.2654 | 0.4056 | |
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| 1.1664 | 38.0 | 4066 | 1.1554 | 0.2618 | 0.546 | 0.204 | 0.2618 | -1.0 | -1.0 | 0.3078 | 0.4822 | 0.5069 | 0.5069 | -1.0 | -1.0 | 0.5674 | 0.734 | 0.2486 | 0.519 | 0.1922 | 0.3927 | 0.0409 | 0.4509 | 0.26 | 0.4379 | |
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| 1.1746 | 39.0 | 4173 | 1.1873 | 0.2514 | 0.5269 | 0.1995 | 0.2514 | -1.0 | -1.0 | 0.292 | 0.4628 | 0.4842 | 0.4842 | -1.0 | -1.0 | 0.5527 | 0.7235 | 0.2427 | 0.5127 | 0.1591 | 0.3448 | 0.0468 | 0.4218 | 0.2557 | 0.4181 | |
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| 1.1559 | 40.0 | 4280 | 1.1594 | 0.2652 | 0.5517 | 0.2014 | 0.2652 | -1.0 | -1.0 | 0.2955 | 0.4743 | 0.4885 | 0.4885 | -1.0 | -1.0 | 0.5685 | 0.7377 | 0.2624 | 0.5238 | 0.1852 | 0.3755 | 0.0505 | 0.3873 | 0.2595 | 0.4181 | |
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| 1.1668 | 41.0 | 4387 | 1.1562 | 0.2479 | 0.5294 | 0.1853 | 0.2479 | -1.0 | -1.0 | 0.2967 | 0.4772 | 0.4994 | 0.4994 | -1.0 | -1.0 | 0.5742 | 0.7272 | 0.217 | 0.5413 | 0.1492 | 0.3453 | 0.058 | 0.4709 | 0.2411 | 0.4124 | |
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| 1.1084 | 42.0 | 4494 | 1.1302 | 0.2634 | 0.5352 | 0.2094 | 0.2634 | -1.0 | -1.0 | 0.3135 | 0.4783 | 0.4945 | 0.4945 | -1.0 | -1.0 | 0.5847 | 0.7333 | 0.2335 | 0.5397 | 0.1653 | 0.3583 | 0.0484 | 0.4127 | 0.2851 | 0.4282 | |
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| 1.1118 | 43.0 | 4601 | 1.1270 | 0.2754 | 0.5506 | 0.2408 | 0.2754 | -1.0 | -1.0 | 0.3103 | 0.4789 | 0.4973 | 0.4973 | -1.0 | -1.0 | 0.5867 | 0.7364 | 0.2662 | 0.5476 | 0.1587 | 0.3682 | 0.0599 | 0.3855 | 0.3057 | 0.4486 | |
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| 1.1096 | 44.0 | 4708 | 1.1772 | 0.2611 | 0.5565 | 0.2002 | 0.2611 | -1.0 | -1.0 | 0.2873 | 0.4606 | 0.4755 | 0.4755 | -1.0 | -1.0 | 0.5739 | 0.7228 | 0.247 | 0.5143 | 0.1649 | 0.3516 | 0.081 | 0.4073 | 0.2389 | 0.3814 | |
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| 1.0741 | 45.0 | 4815 | 1.0871 | 0.2857 | 0.5718 | 0.2186 | 0.2857 | -1.0 | -1.0 | 0.3237 | 0.4934 | 0.5104 | 0.5104 | -1.0 | -1.0 | 0.5927 | 0.75 | 0.2775 | 0.5698 | 0.1899 | 0.3786 | 0.0781 | 0.4145 | 0.2904 | 0.439 | |
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| 1.0774 | 46.0 | 4922 | 1.1049 | 0.2684 | 0.5461 | 0.2197 | 0.2684 | -1.0 | -1.0 | 0.3112 | 0.4956 | 0.5115 | 0.5115 | -1.0 | -1.0 | 0.5979 | 0.7574 | 0.2552 | 0.5794 | 0.143 | 0.3677 | 0.062 | 0.4291 | 0.284 | 0.4237 | |
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| 1.0517 | 47.0 | 5029 | 1.1005 | 0.2806 | 0.5821 | 0.2184 | 0.2806 | -1.0 | -1.0 | 0.3112 | 0.4872 | 0.5048 | 0.5048 | -1.0 | -1.0 | 0.5861 | 0.7543 | 0.2862 | 0.5619 | 0.1749 | 0.4016 | 0.0737 | 0.3945 | 0.282 | 0.4119 | |
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| 1.0717 | 48.0 | 5136 | 1.0878 | 0.2956 | 0.5902 | 0.2492 | 0.2956 | -1.0 | -1.0 | 0.3146 | 0.4925 | 0.5089 | 0.5089 | -1.0 | -1.0 | 0.6128 | 0.7506 | 0.2813 | 0.5381 | 0.1947 | 0.4036 | 0.0849 | 0.4091 | 0.3041 | 0.4429 | |
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| 1.0578 | 49.0 | 5243 | 1.0932 | 0.2816 | 0.5671 | 0.2246 | 0.2816 | -1.0 | -1.0 | 0.3137 | 0.479 | 0.4943 | 0.4943 | -1.0 | -1.0 | 0.6069 | 0.7537 | 0.2616 | 0.4873 | 0.1947 | 0.4026 | 0.0613 | 0.3964 | 0.2835 | 0.4316 | |
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| 1.0367 | 50.0 | 5350 | 1.0784 | 0.2956 | 0.5813 | 0.2416 | 0.2956 | -1.0 | -1.0 | 0.3308 | 0.4864 | 0.4979 | 0.4979 | -1.0 | -1.0 | 0.6193 | 0.7642 | 0.2809 | 0.5143 | 0.1841 | 0.3854 | 0.0885 | 0.3891 | 0.3053 | 0.4367 | |
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| 1.0239 | 51.0 | 5457 | 1.0702 | 0.2893 | 0.5689 | 0.2387 | 0.2893 | -1.0 | -1.0 | 0.315 | 0.4944 | 0.5097 | 0.5097 | -1.0 | -1.0 | 0.5978 | 0.763 | 0.2656 | 0.5095 | 0.1887 | 0.3938 | 0.0817 | 0.4309 | 0.3125 | 0.4514 | |
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| 1.0127 | 52.0 | 5564 | 1.0771 | 0.2833 | 0.5713 | 0.243 | 0.2833 | -1.0 | -1.0 | 0.3184 | 0.4856 | 0.5075 | 0.5075 | -1.0 | -1.0 | 0.6007 | 0.7605 | 0.2649 | 0.5175 | 0.1843 | 0.3932 | 0.0766 | 0.4364 | 0.2902 | 0.4299 | |
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| 0.9948 | 53.0 | 5671 | 1.1039 | 0.2821 | 0.5628 | 0.2607 | 0.2821 | -1.0 | -1.0 | 0.3143 | 0.4954 | 0.5132 | 0.5132 | -1.0 | -1.0 | 0.6002 | 0.7599 | 0.2846 | 0.5587 | 0.1729 | 0.3693 | 0.0646 | 0.4582 | 0.2884 | 0.4198 | |
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| 1.0026 | 54.0 | 5778 | 1.1125 | 0.2811 | 0.5569 | 0.2461 | 0.2811 | -1.0 | -1.0 | 0.3166 | 0.4846 | 0.5019 | 0.5019 | -1.0 | -1.0 | 0.6118 | 0.7691 | 0.2617 | 0.5286 | 0.1762 | 0.376 | 0.0625 | 0.3964 | 0.2932 | 0.4395 | |
|
| 1.0037 | 55.0 | 5885 | 1.1172 | 0.2819 | 0.5757 | 0.2532 | 0.2819 | -1.0 | -1.0 | 0.3089 | 0.4653 | 0.4811 | 0.4811 | -1.0 | -1.0 | 0.5869 | 0.7302 | 0.2946 | 0.5032 | 0.1914 | 0.388 | 0.0565 | 0.3745 | 0.2802 | 0.4096 | |
|
| 0.9892 | 56.0 | 5992 | 1.0649 | 0.311 | 0.6027 | 0.2673 | 0.311 | -1.0 | -1.0 | 0.3226 | 0.4954 | 0.515 | 0.515 | -1.0 | -1.0 | 0.629 | 0.7679 | 0.2972 | 0.5556 | 0.198 | 0.3901 | 0.1233 | 0.4182 | 0.3075 | 0.4435 | |
|
| 0.98 | 57.0 | 6099 | 1.0413 | 0.3137 | 0.6244 | 0.2912 | 0.3137 | -1.0 | -1.0 | 0.3293 | 0.5021 | 0.5171 | 0.5171 | -1.0 | -1.0 | 0.6288 | 0.7599 | 0.3193 | 0.5698 | 0.2062 | 0.399 | 0.1101 | 0.4236 | 0.3043 | 0.4333 | |
|
| 0.9682 | 58.0 | 6206 | 1.0301 | 0.3128 | 0.6003 | 0.2801 | 0.3128 | -1.0 | -1.0 | 0.3278 | 0.4963 | 0.517 | 0.517 | -1.0 | -1.0 | 0.632 | 0.7704 | 0.3038 | 0.5238 | 0.2093 | 0.4203 | 0.1204 | 0.4164 | 0.2984 | 0.4542 | |
|
| 0.9533 | 59.0 | 6313 | 1.0755 | 0.2928 | 0.5954 | 0.25 | 0.2928 | -1.0 | -1.0 | 0.3177 | 0.4937 | 0.5084 | 0.5084 | -1.0 | -1.0 | 0.6102 | 0.7401 | 0.2906 | 0.5635 | 0.1942 | 0.399 | 0.1002 | 0.4218 | 0.2688 | 0.4175 | |
|
| 0.9589 | 60.0 | 6420 | 1.0364 | 0.3213 | 0.6182 | 0.2717 | 0.3213 | -1.0 | -1.0 | 0.3383 | 0.5121 | 0.5273 | 0.5273 | -1.0 | -1.0 | 0.622 | 0.7617 | 0.3318 | 0.5683 | 0.2273 | 0.4193 | 0.1243 | 0.4236 | 0.301 | 0.4638 | |
|
| 0.9398 | 61.0 | 6527 | 1.0653 | 0.3089 | 0.6099 | 0.2673 | 0.3089 | -1.0 | -1.0 | 0.3325 | 0.4946 | 0.5046 | 0.5046 | -1.0 | -1.0 | 0.6166 | 0.7556 | 0.3144 | 0.5286 | 0.177 | 0.376 | 0.1451 | 0.4127 | 0.2915 | 0.4503 | |
|
| 0.924 | 62.0 | 6634 | 1.0409 | 0.319 | 0.6335 | 0.2641 | 0.319 | -1.0 | -1.0 | 0.3437 | 0.5085 | 0.5234 | 0.5234 | -1.0 | -1.0 | 0.6223 | 0.7537 | 0.3263 | 0.5476 | 0.21 | 0.4021 | 0.1269 | 0.4582 | 0.3093 | 0.4554 | |
|
| 0.924 | 63.0 | 6741 | 1.0517 | 0.3212 | 0.6485 | 0.2727 | 0.3212 | -1.0 | -1.0 | 0.3382 | 0.5109 | 0.5232 | 0.5232 | -1.0 | -1.0 | 0.6392 | 0.7704 | 0.3195 | 0.5857 | 0.1967 | 0.399 | 0.1268 | 0.4218 | 0.3241 | 0.439 | |
|
| 0.9458 | 64.0 | 6848 | 1.0314 | 0.3213 | 0.6357 | 0.28 | 0.3213 | -1.0 | -1.0 | 0.3414 | 0.5152 | 0.5278 | 0.5278 | -1.0 | -1.0 | 0.6272 | 0.7648 | 0.3137 | 0.573 | 0.227 | 0.4078 | 0.1257 | 0.4545 | 0.3129 | 0.439 | |
|
| 0.9136 | 65.0 | 6955 | 1.0237 | 0.3262 | 0.6377 | 0.284 | 0.3262 | -1.0 | -1.0 | 0.3489 | 0.5157 | 0.5299 | 0.5299 | -1.0 | -1.0 | 0.6277 | 0.766 | 0.3294 | 0.5587 | 0.2223 | 0.3958 | 0.13 | 0.4655 | 0.3216 | 0.4633 | |
|
| 0.8969 | 66.0 | 7062 | 1.0190 | 0.3188 | 0.6478 | 0.2833 | 0.3188 | -1.0 | -1.0 | 0.3456 | 0.5153 | 0.528 | 0.528 | -1.0 | -1.0 | 0.6254 | 0.7704 | 0.3338 | 0.5762 | 0.187 | 0.3859 | 0.1258 | 0.4582 | 0.322 | 0.4492 | |
|
| 0.8917 | 67.0 | 7169 | 0.9900 | 0.326 | 0.6304 | 0.281 | 0.326 | -1.0 | -1.0 | 0.354 | 0.5289 | 0.5382 | 0.5382 | -1.0 | -1.0 | 0.6478 | 0.7759 | 0.3118 | 0.5556 | 0.2245 | 0.4115 | 0.1149 | 0.4691 | 0.3312 | 0.4791 | |
|
| 0.8724 | 68.0 | 7276 | 1.0181 | 0.3141 | 0.6119 | 0.2757 | 0.3141 | -1.0 | -1.0 | 0.3398 | 0.517 | 0.5303 | 0.5303 | -1.0 | -1.0 | 0.642 | 0.7716 | 0.3118 | 0.5778 | 0.2091 | 0.4177 | 0.096 | 0.4255 | 0.3116 | 0.4588 | |
|
| 0.8881 | 69.0 | 7383 | 1.0231 | 0.3119 | 0.63 | 0.2566 | 0.3119 | -1.0 | -1.0 | 0.3438 | 0.507 | 0.5148 | 0.5148 | -1.0 | -1.0 | 0.6278 | 0.7556 | 0.3062 | 0.5476 | 0.2077 | 0.4052 | 0.0951 | 0.4073 | 0.3228 | 0.4582 | |
|
| 0.8604 | 70.0 | 7490 | 1.0245 | 0.3266 | 0.6436 | 0.2621 | 0.3266 | -1.0 | -1.0 | 0.3448 | 0.5179 | 0.5273 | 0.5273 | -1.0 | -1.0 | 0.6251 | 0.7623 | 0.3301 | 0.5889 | 0.2223 | 0.4115 | 0.1406 | 0.4255 | 0.315 | 0.4486 | |
|
| 0.86 | 71.0 | 7597 | 1.0249 | 0.3226 | 0.6426 | 0.2709 | 0.3226 | -1.0 | -1.0 | 0.3442 | 0.5201 | 0.5325 | 0.5325 | -1.0 | -1.0 | 0.6353 | 0.7716 | 0.3171 | 0.6032 | 0.2233 | 0.4177 | 0.1289 | 0.4236 | 0.3082 | 0.4463 | |
|
| 0.8452 | 72.0 | 7704 | 1.0383 | 0.3225 | 0.6364 | 0.2629 | 0.3225 | -1.0 | -1.0 | 0.344 | 0.5124 | 0.5223 | 0.5223 | -1.0 | -1.0 | 0.6375 | 0.7728 | 0.322 | 0.5794 | 0.2082 | 0.399 | 0.1443 | 0.4291 | 0.3003 | 0.4311 | |
|
| 0.8444 | 73.0 | 7811 | 1.0018 | 0.3312 | 0.6454 | 0.2914 | 0.3312 | -1.0 | -1.0 | 0.3558 | 0.5223 | 0.535 | 0.535 | -1.0 | -1.0 | 0.6395 | 0.771 | 0.3471 | 0.5841 | 0.2158 | 0.4182 | 0.1433 | 0.4345 | 0.3105 | 0.4672 | |
|
| 0.8325 | 74.0 | 7918 | 1.0412 | 0.3296 | 0.6574 | 0.272 | 0.3296 | -1.0 | -1.0 | 0.3404 | 0.5203 | 0.5312 | 0.5312 | -1.0 | -1.0 | 0.6449 | 0.7722 | 0.3422 | 0.6032 | 0.2302 | 0.4125 | 0.1352 | 0.4509 | 0.2956 | 0.4169 | |
|
| 0.8438 | 75.0 | 8025 | 1.0015 | 0.34 | 0.6482 | 0.3027 | 0.34 | -1.0 | -1.0 | 0.3487 | 0.5211 | 0.5333 | 0.5333 | -1.0 | -1.0 | 0.6449 | 0.7691 | 0.3555 | 0.5968 | 0.2324 | 0.4172 | 0.1427 | 0.4382 | 0.3248 | 0.4452 | |
|
| 0.8197 | 76.0 | 8132 | 1.0196 | 0.3426 | 0.6544 | 0.2931 | 0.3426 | -1.0 | -1.0 | 0.356 | 0.5234 | 0.5347 | 0.5347 | -1.0 | -1.0 | 0.6443 | 0.7722 | 0.35 | 0.5794 | 0.2465 | 0.4172 | 0.1434 | 0.4455 | 0.3288 | 0.4593 | |
|
| 0.8241 | 77.0 | 8239 | 1.0215 | 0.339 | 0.6531 | 0.3012 | 0.339 | -1.0 | -1.0 | 0.3523 | 0.5162 | 0.5279 | 0.5279 | -1.0 | -1.0 | 0.6411 | 0.771 | 0.3486 | 0.5921 | 0.2324 | 0.4073 | 0.1375 | 0.4091 | 0.3357 | 0.4599 | |
|
| 0.8019 | 78.0 | 8346 | 1.0356 | 0.3265 | 0.6279 | 0.2799 | 0.3265 | -1.0 | -1.0 | 0.3503 | 0.5169 | 0.5264 | 0.5264 | -1.0 | -1.0 | 0.639 | 0.771 | 0.3313 | 0.5762 | 0.2315 | 0.413 | 0.1144 | 0.4127 | 0.3162 | 0.4593 | |
|
| 0.8113 | 79.0 | 8453 | 1.0087 | 0.3377 | 0.6556 | 0.3059 | 0.3377 | -1.0 | -1.0 | 0.3487 | 0.5269 | 0.5369 | 0.5369 | -1.0 | -1.0 | 0.6396 | 0.7765 | 0.3392 | 0.5873 | 0.2336 | 0.4068 | 0.1513 | 0.4564 | 0.3249 | 0.4576 | |
|
| 0.8043 | 80.0 | 8560 | 1.0225 | 0.3351 | 0.6526 | 0.3035 | 0.3351 | -1.0 | -1.0 | 0.3485 | 0.5177 | 0.5285 | 0.5285 | -1.0 | -1.0 | 0.6529 | 0.7827 | 0.331 | 0.5778 | 0.2224 | 0.399 | 0.1421 | 0.4255 | 0.3273 | 0.4576 | |
|
| 0.7909 | 81.0 | 8667 | 1.0009 | 0.345 | 0.6563 | 0.3086 | 0.345 | -1.0 | -1.0 | 0.3512 | 0.522 | 0.5359 | 0.5359 | -1.0 | -1.0 | 0.6649 | 0.7877 | 0.3589 | 0.5714 | 0.2366 | 0.4219 | 0.1374 | 0.4418 | 0.3272 | 0.4565 | |
|
| 0.8034 | 82.0 | 8774 | 1.0006 | 0.333 | 0.6455 | 0.295 | 0.333 | -1.0 | -1.0 | 0.3529 | 0.5257 | 0.5369 | 0.5369 | -1.0 | -1.0 | 0.6387 | 0.7741 | 0.3352 | 0.5873 | 0.2342 | 0.4208 | 0.1362 | 0.4491 | 0.3206 | 0.4531 | |
|
| 0.7744 | 83.0 | 8881 | 0.9946 | 0.341 | 0.6513 | 0.3182 | 0.341 | -1.0 | -1.0 | 0.3615 | 0.5273 | 0.5381 | 0.5381 | -1.0 | -1.0 | 0.6425 | 0.7778 | 0.3636 | 0.5873 | 0.2404 | 0.4198 | 0.1246 | 0.4418 | 0.3341 | 0.4638 | |
|
| 0.7769 | 84.0 | 8988 | 0.9994 | 0.3406 | 0.6523 | 0.3009 | 0.3406 | -1.0 | -1.0 | 0.3637 | 0.5304 | 0.5384 | 0.5384 | -1.0 | -1.0 | 0.6478 | 0.7728 | 0.3472 | 0.5968 | 0.2355 | 0.4198 | 0.1444 | 0.4382 | 0.3281 | 0.4644 | |
|
| 0.7679 | 85.0 | 9095 | 1.0170 | 0.3397 | 0.6549 | 0.2888 | 0.3397 | -1.0 | -1.0 | 0.3624 | 0.5301 | 0.5407 | 0.5407 | -1.0 | -1.0 | 0.6485 | 0.7685 | 0.3431 | 0.6079 | 0.2294 | 0.4167 | 0.1607 | 0.46 | 0.317 | 0.4503 | |
|
| 0.772 | 86.0 | 9202 | 0.9953 | 0.3515 | 0.6722 | 0.3099 | 0.3515 | -1.0 | -1.0 | 0.3674 | 0.5331 | 0.543 | 0.543 | -1.0 | -1.0 | 0.6599 | 0.7778 | 0.3692 | 0.6032 | 0.24 | 0.4187 | 0.1523 | 0.46 | 0.3361 | 0.4554 | |
|
| 0.783 | 87.0 | 9309 | 1.0003 | 0.3401 | 0.6545 | 0.2943 | 0.3401 | -1.0 | -1.0 | 0.3603 | 0.5309 | 0.5457 | 0.5457 | -1.0 | -1.0 | 0.651 | 0.7759 | 0.3521 | 0.6222 | 0.2296 | 0.4161 | 0.1433 | 0.46 | 0.3246 | 0.4542 | |
|
| 0.7508 | 88.0 | 9416 | 0.9849 | 0.3517 | 0.6734 | 0.3217 | 0.3517 | -1.0 | -1.0 | 0.362 | 0.5333 | 0.5447 | 0.5447 | -1.0 | -1.0 | 0.6572 | 0.7747 | 0.369 | 0.5984 | 0.2439 | 0.4318 | 0.1503 | 0.4527 | 0.338 | 0.4661 | |
|
| 0.7558 | 89.0 | 9523 | 0.9861 | 0.3517 | 0.6749 | 0.3173 | 0.3517 | -1.0 | -1.0 | 0.3628 | 0.5329 | 0.5408 | 0.5408 | -1.0 | -1.0 | 0.6469 | 0.7728 | 0.3661 | 0.5889 | 0.2323 | 0.4104 | 0.1747 | 0.4709 | 0.3385 | 0.461 | |
|
| 0.7398 | 90.0 | 9630 | 0.9966 | 0.3565 | 0.6784 | 0.315 | 0.3565 | -1.0 | -1.0 | 0.3621 | 0.5367 | 0.5484 | 0.5484 | -1.0 | -1.0 | 0.6524 | 0.7796 | 0.3655 | 0.6127 | 0.2374 | 0.4151 | 0.1769 | 0.4655 | 0.3503 | 0.4689 | |
|
| 0.7532 | 91.0 | 9737 | 0.9883 | 0.354 | 0.6709 | 0.3179 | 0.354 | -1.0 | -1.0 | 0.3623 | 0.5395 | 0.5475 | 0.5475 | -1.0 | -1.0 | 0.6551 | 0.779 | 0.3669 | 0.6175 | 0.2432 | 0.4187 | 0.1545 | 0.4564 | 0.3502 | 0.4661 | |
|
| 0.7417 | 92.0 | 9844 | 0.9932 | 0.3557 | 0.6777 | 0.3131 | 0.3557 | -1.0 | -1.0 | 0.3629 | 0.5361 | 0.5465 | 0.5465 | -1.0 | -1.0 | 0.6566 | 0.7765 | 0.3713 | 0.6143 | 0.2425 | 0.4224 | 0.163 | 0.4491 | 0.3451 | 0.4701 | |
|
| 0.7554 | 93.0 | 9951 | 0.9921 | 0.3598 | 0.6841 | 0.3212 | 0.3598 | -1.0 | -1.0 | 0.3643 | 0.5375 | 0.5466 | 0.5466 | -1.0 | -1.0 | 0.6591 | 0.7821 | 0.3696 | 0.5952 | 0.2482 | 0.4214 | 0.175 | 0.4691 | 0.3469 | 0.465 | |
|
| 0.7339 | 94.0 | 10058 | 1.0049 | 0.3587 | 0.6838 | 0.3184 | 0.3587 | -1.0 | -1.0 | 0.3668 | 0.5347 | 0.5447 | 0.5447 | -1.0 | -1.0 | 0.658 | 0.7753 | 0.3767 | 0.6048 | 0.2434 | 0.4177 | 0.1744 | 0.46 | 0.3411 | 0.4655 | |
|
| 0.7184 | 95.0 | 10165 | 0.9969 | 0.3547 | 0.6739 | 0.3214 | 0.3547 | -1.0 | -1.0 | 0.3633 | 0.5353 | 0.5449 | 0.5449 | -1.0 | -1.0 | 0.6521 | 0.7722 | 0.369 | 0.6079 | 0.2402 | 0.413 | 0.1707 | 0.4673 | 0.3412 | 0.4638 | |
|
| 0.7448 | 96.0 | 10272 | 0.9925 | 0.3556 | 0.6708 | 0.3061 | 0.3556 | -1.0 | -1.0 | 0.365 | 0.5327 | 0.544 | 0.544 | -1.0 | -1.0 | 0.6517 | 0.7765 | 0.3707 | 0.6016 | 0.2354 | 0.4208 | 0.1781 | 0.4527 | 0.3421 | 0.4684 | |
|
| 0.7264 | 97.0 | 10379 | 0.9914 | 0.3576 | 0.6793 | 0.315 | 0.3576 | -1.0 | -1.0 | 0.3657 | 0.5332 | 0.5439 | 0.5439 | -1.0 | -1.0 | 0.6517 | 0.7753 | 0.378 | 0.6 | 0.2464 | 0.426 | 0.1707 | 0.4545 | 0.3414 | 0.4638 | |
|
| 0.7455 | 98.0 | 10486 | 0.9829 | 0.3586 | 0.6794 | 0.3132 | 0.3586 | -1.0 | -1.0 | 0.367 | 0.5353 | 0.5473 | 0.5473 | -1.0 | -1.0 | 0.6586 | 0.7772 | 0.3781 | 0.6079 | 0.2468 | 0.4266 | 0.1742 | 0.4582 | 0.3355 | 0.4667 | |
|
| 0.7105 | 99.0 | 10593 | 0.9862 | 0.3577 | 0.6795 | 0.3089 | 0.3577 | -1.0 | -1.0 | 0.3649 | 0.5352 | 0.5476 | 0.5476 | -1.0 | -1.0 | 0.6591 | 0.7778 | 0.3712 | 0.6032 | 0.2481 | 0.4271 | 0.1727 | 0.4655 | 0.3376 | 0.4644 | |
|
| 0.7089 | 100.0 | 10700 | 0.9865 | 0.3578 | 0.6781 | 0.3105 | 0.3578 | -1.0 | -1.0 | 0.365 | 0.535 | 0.5483 | 0.5483 | -1.0 | -1.0 | 0.6584 | 0.7772 | 0.3691 | 0.6063 | 0.2477 | 0.4266 | 0.1766 | 0.4655 | 0.3371 | 0.4661 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.40.0.dev0 |
|
- Pytorch 1.13.0+cu117 |
|
- Datasets 2.18.0 |
|
- Tokenizers 0.19.0 |
