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  1. README.md +180 -0
  2. config.json +61 -0
  3. model.safetensors +3 -0
  4. preprocessor_config.json +45 -0
  5. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: microsoft/conditional-detr-resnet-50
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: microsoft-conditional-detr-resnet-50-finetuned-10k-cppe5-auto-pad
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+ results: []
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+ ---
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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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+
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+ [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/qubvel-hf-co/transformers-detection-model-finetuning-cppe5/runs/8dms9fij)
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+ # microsoft-conditional-detr-resnet-50-finetuned-10k-cppe5-auto-pad
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+
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+ This model is a fine-tuned version of [microsoft/conditional-detr-resnet-50](https://huggingface.co/microsoft/conditional-detr-resnet-50) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.3455
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+ - Map: 0.2991
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+ - Map 50: 0.6019
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+ - Map 75: 0.2518
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+ - Map Small: 0.1694
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+ - Map Medium: 0.2405
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+ - Map Large: 0.4915
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+ - Mar 1: 0.2856
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+ - Mar 10: 0.4211
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+ - Mar 100: 0.4384
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+ - Mar Small: 0.2598
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+ - Mar Medium: 0.389
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+ - Mar Large: 0.64
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+ - Map Coverall: 0.5526
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+ - Mar 100 Coverall: 0.6491
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+ - Map Face Shield: 0.3332
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+ - Mar 100 Face Shield: 0.4633
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+ - Map Gloves: 0.1783
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+ - Mar 100 Gloves: 0.3357
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+ - Map Goggles: 0.1552
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+ - Mar 100 Goggles: 0.3415
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+ - Map Mask: 0.2765
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+ - Mar 100 Mask: 0.4022
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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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+
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+ ### Training results
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+
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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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+ | 20.7588 | 1.0 | 107 | 3.2684 | 0.003 | 0.0129 | 0.0005 | 0.0002 | 0.0002 | 0.004 | 0.0045 | 0.0334 | 0.046 | 0.0013 | 0.027 | 0.0399 | 0.0143 | 0.1586 | 0.0 | 0.0 | 0.0001 | 0.0295 | 0.0 | 0.0 | 0.0006 | 0.0418 |
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+ | 2.9974 | 2.0 | 214 | 2.9107 | 0.0117 | 0.0382 | 0.0051 | 0.0004 | 0.0023 | 0.0123 | 0.0203 | 0.0698 | 0.0876 | 0.0082 | 0.0445 | 0.0769 | 0.0555 | 0.3216 | 0.0006 | 0.0051 | 0.0001 | 0.0116 | 0.0 | 0.0 | 0.0024 | 0.0996 |
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+ | 2.8122 | 3.0 | 321 | 2.7699 | 0.0144 | 0.0431 | 0.006 | 0.0004 | 0.0043 | 0.0156 | 0.0195 | 0.0713 | 0.1008 | 0.0013 | 0.0347 | 0.1345 | 0.0702 | 0.3955 | 0.0004 | 0.0241 | 0.0001 | 0.0134 | 0.0 | 0.0 | 0.001 | 0.0711 |
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+ | 2.576 | 4.0 | 428 | 2.5220 | 0.0272 | 0.0756 | 0.0151 | 0.0032 | 0.0085 | 0.0248 | 0.0407 | 0.1173 | 0.1439 | 0.0132 | 0.0961 | 0.1441 | 0.1115 | 0.4252 | 0.012 | 0.119 | 0.0001 | 0.0174 | 0.0005 | 0.0369 | 0.012 | 0.1209 |
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+ | 2.4689 | 5.0 | 535 | 2.4384 | 0.0279 | 0.0726 | 0.0197 | 0.0031 | 0.0107 | 0.0277 | 0.0446 | 0.1291 | 0.1615 | 0.0248 | 0.1046 | 0.185 | 0.1148 | 0.4505 | 0.0119 | 0.1266 | 0.0003 | 0.0393 | 0.0008 | 0.0354 | 0.0117 | 0.156 |
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+ | 2.3597 | 6.0 | 642 | 2.3479 | 0.033 | 0.0876 | 0.0243 | 0.0102 | 0.017 | 0.0332 | 0.0617 | 0.1652 | 0.1986 | 0.0222 | 0.1473 | 0.2502 | 0.1264 | 0.4856 | 0.0228 | 0.1873 | 0.0005 | 0.0554 | 0.004 | 0.0938 | 0.0113 | 0.1707 |
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+ | 2.248 | 7.0 | 749 | 2.3421 | 0.0415 | 0.1124 | 0.0237 | 0.0084 | 0.0156 | 0.0426 | 0.0718 | 0.1693 | 0.1968 | 0.0702 | 0.1363 | 0.2682 | 0.1623 | 0.4171 | 0.0261 | 0.1671 | 0.0006 | 0.0478 | 0.0054 | 0.1662 | 0.0133 | 0.1858 |
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+ | 2.2184 | 8.0 | 856 | 2.2783 | 0.0456 | 0.1249 | 0.0255 | 0.0115 | 0.0242 | 0.0438 | 0.0769 | 0.1836 | 0.2125 | 0.0485 | 0.1639 | 0.2784 | 0.1587 | 0.4779 | 0.0416 | 0.2139 | 0.001 | 0.0839 | 0.0031 | 0.1015 | 0.0235 | 0.1853 |
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+ | 2.1559 | 9.0 | 963 | 2.1765 | 0.0445 | 0.1113 | 0.0282 | 0.0239 | 0.0248 | 0.046 | 0.0837 | 0.1849 | 0.2157 | 0.1013 | 0.15 | 0.2713 | 0.1579 | 0.514 | 0.0345 | 0.1696 | 0.0017 | 0.1098 | 0.0038 | 0.0877 | 0.0246 | 0.1973 |
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+ | 2.0493 | 10.0 | 1070 | 2.1221 | 0.0664 | 0.1706 | 0.0408 | 0.0186 | 0.0383 | 0.0656 | 0.1044 | 0.2254 | 0.2542 | 0.0673 | 0.188 | 0.3568 | 0.2093 | 0.4901 | 0.0717 | 0.243 | 0.0027 | 0.1152 | 0.0088 | 0.1908 | 0.0393 | 0.232 |
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+ | 1.999 | 11.0 | 1177 | 2.0517 | 0.0621 | 0.1599 | 0.0343 | 0.0484 | 0.0417 | 0.0777 | 0.1064 | 0.2422 | 0.2775 | 0.0922 | 0.2041 | 0.4348 | 0.1796 | 0.5477 | 0.0724 | 0.2544 | 0.0057 | 0.1455 | 0.0111 | 0.1923 | 0.0418 | 0.2476 |
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+ | 1.9235 | 12.0 | 1284 | 1.9790 | 0.0758 | 0.1872 | 0.0474 | 0.0178 | 0.0411 | 0.0914 | 0.1213 | 0.2654 | 0.295 | 0.112 | 0.2276 | 0.4453 | 0.2497 | 0.5266 | 0.0628 | 0.281 | 0.0145 | 0.1688 | 0.0107 | 0.2215 | 0.0415 | 0.2769 |
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+ | 1.8733 | 13.0 | 1391 | 1.9305 | 0.089 | 0.2159 | 0.0621 | 0.022 | 0.0524 | 0.1187 | 0.1255 | 0.2746 | 0.3095 | 0.1024 | 0.2308 | 0.5008 | 0.2819 | 0.5653 | 0.0771 | 0.2949 | 0.0147 | 0.1741 | 0.0179 | 0.2169 | 0.0535 | 0.296 |
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+ | 1.8319 | 14.0 | 1498 | 1.8802 | 0.1007 | 0.2478 | 0.0651 | 0.0526 | 0.0623 | 0.1491 | 0.141 | 0.295 | 0.3267 | 0.1285 | 0.2422 | 0.5121 | 0.302 | 0.5757 | 0.0995 | 0.3127 | 0.0271 | 0.2174 | 0.0247 | 0.2338 | 0.0501 | 0.2938 |
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+ | 1.765 | 15.0 | 1605 | 1.8898 | 0.1064 | 0.2503 | 0.0771 | 0.0434 | 0.0637 | 0.1595 | 0.1282 | 0.2932 | 0.32 | 0.106 | 0.2613 | 0.5131 | 0.3431 | 0.55 | 0.1035 | 0.3241 | 0.0168 | 0.2147 | 0.0149 | 0.2477 | 0.0536 | 0.2636 |
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+ | 1.7139 | 16.0 | 1712 | 1.8304 | 0.1049 | 0.2725 | 0.0658 | 0.0332 | 0.0665 | 0.1649 | 0.1399 | 0.2961 | 0.321 | 0.1241 | 0.2661 | 0.5229 | 0.3241 | 0.5311 | 0.0962 | 0.3241 | 0.021 | 0.2228 | 0.024 | 0.2354 | 0.0591 | 0.2916 |
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+ | 1.6516 | 17.0 | 1819 | 1.7410 | 0.1385 | 0.3382 | 0.0988 | 0.0474 | 0.0838 | 0.2109 | 0.1707 | 0.3195 | 0.3414 | 0.1786 | 0.2427 | 0.5806 | 0.3948 | 0.5865 | 0.117 | 0.2949 | 0.056 | 0.2594 | 0.0275 | 0.2431 | 0.0972 | 0.3231 |
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+ | 1.5894 | 18.0 | 1926 | 1.7554 | 0.1317 | 0.3257 | 0.0995 | 0.0679 | 0.0765 | 0.2204 | 0.1666 | 0.3231 | 0.3496 | 0.1739 | 0.2576 | 0.5774 | 0.3805 | 0.5577 | 0.0943 | 0.319 | 0.0537 | 0.2513 | 0.0404 | 0.2815 | 0.0898 | 0.3387 |
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+ | 1.5351 | 19.0 | 2033 | 1.6705 | 0.1568 | 0.3422 | 0.1248 | 0.0895 | 0.1024 | 0.2545 | 0.1857 | 0.3389 | 0.369 | 0.2029 | 0.2996 | 0.5966 | 0.4328 | 0.6095 | 0.1371 | 0.3544 | 0.0585 | 0.2696 | 0.0298 | 0.2708 | 0.126 | 0.3409 |
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+ | 1.5034 | 20.0 | 2140 | 1.6430 | 0.168 | 0.3778 | 0.116 | 0.0602 | 0.1159 | 0.2889 | 0.1924 | 0.3384 | 0.357 | 0.1648 | 0.2722 | 0.5741 | 0.442 | 0.6014 | 0.154 | 0.3203 | 0.0777 | 0.2723 | 0.0327 | 0.2754 | 0.1336 | 0.3156 |
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+ | 1.457 | 21.0 | 2247 | 1.5909 | 0.184 | 0.4082 | 0.1447 | 0.0977 | 0.1253 | 0.2987 | 0.2092 | 0.3497 | 0.3722 | 0.2139 | 0.3005 | 0.6068 | 0.4503 | 0.5959 | 0.1871 | 0.3608 | 0.0942 | 0.2817 | 0.0427 | 0.2585 | 0.1459 | 0.364 |
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+ | 1.4103 | 22.0 | 2354 | 1.5810 | 0.1904 | 0.4327 | 0.1461 | 0.0768 | 0.1332 | 0.3441 | 0.2153 | 0.3567 | 0.3796 | 0.1857 | 0.323 | 0.5854 | 0.4526 | 0.605 | 0.2014 | 0.3658 | 0.092 | 0.2884 | 0.0397 | 0.2862 | 0.1666 | 0.3529 |
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+ | 1.3649 | 23.0 | 2461 | 1.5411 | 0.2059 | 0.4568 | 0.1575 | 0.0922 | 0.1584 | 0.3451 | 0.2202 | 0.3672 | 0.3906 | 0.1977 | 0.3306 | 0.6238 | 0.4664 | 0.6203 | 0.2187 | 0.3797 | 0.1143 | 0.2996 | 0.0551 | 0.3123 | 0.1748 | 0.3409 |
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+ | 1.3387 | 24.0 | 2568 | 1.5166 | 0.2176 | 0.4549 | 0.1794 | 0.1173 | 0.1536 | 0.3653 | 0.2264 | 0.3769 | 0.3992 | 0.2106 | 0.3289 | 0.6319 | 0.4816 | 0.6036 | 0.2383 | 0.3823 | 0.1226 | 0.3125 | 0.0328 | 0.3185 | 0.2125 | 0.3791 |
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+ | 1.291 | 25.0 | 2675 | 1.5175 | 0.1974 | 0.4427 | 0.1406 | 0.0613 | 0.1381 | 0.3825 | 0.2158 | 0.3649 | 0.3876 | 0.1875 | 0.3227 | 0.6199 | 0.484 | 0.6153 | 0.1879 | 0.343 | 0.1174 | 0.3 | 0.038 | 0.3523 | 0.1598 | 0.3276 |
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+ | 1.2587 | 26.0 | 2782 | 1.4737 | 0.2153 | 0.4559 | 0.181 | 0.1119 | 0.1526 | 0.3977 | 0.2368 | 0.3822 | 0.4084 | 0.2474 | 0.3414 | 0.6339 | 0.481 | 0.6221 | 0.2383 | 0.4051 | 0.1271 | 0.3174 | 0.0392 | 0.3538 | 0.1909 | 0.3436 |
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+ | 1.2346 | 27.0 | 2889 | 1.4662 | 0.221 | 0.4827 | 0.1664 | 0.1183 | 0.1568 | 0.3988 | 0.2313 | 0.3789 | 0.4047 | 0.2244 | 0.3394 | 0.6438 | 0.4825 | 0.6225 | 0.2172 | 0.4038 | 0.1328 | 0.317 | 0.0556 | 0.3262 | 0.2171 | 0.3542 |
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+ | 1.1941 | 28.0 | 2996 | 1.4860 | 0.2275 | 0.5074 | 0.1706 | 0.1074 | 0.1662 | 0.39 | 0.2303 | 0.3761 | 0.3988 | 0.2076 | 0.3342 | 0.6509 | 0.4756 | 0.6149 | 0.2517 | 0.4127 | 0.1298 | 0.3063 | 0.0543 | 0.2908 | 0.2259 | 0.3693 |
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+ | 1.1875 | 29.0 | 3103 | 1.4979 | 0.2113 | 0.4769 | 0.1546 | 0.0969 | 0.1505 | 0.3801 | 0.2191 | 0.3599 | 0.3805 | 0.2222 | 0.3118 | 0.6227 | 0.4552 | 0.6009 | 0.2018 | 0.3494 | 0.1351 | 0.2937 | 0.0453 | 0.2969 | 0.2189 | 0.3618 |
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+ | 1.164 | 30.0 | 3210 | 1.4622 | 0.2274 | 0.5135 | 0.1658 | 0.1204 | 0.1602 | 0.4116 | 0.2242 | 0.3738 | 0.3956 | 0.2392 | 0.3139 | 0.63 | 0.4607 | 0.6045 | 0.2566 | 0.3924 | 0.1384 | 0.3076 | 0.0575 | 0.3077 | 0.2238 | 0.3658 |
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+ | 1.1388 | 31.0 | 3317 | 1.4321 | 0.2394 | 0.5282 | 0.1819 | 0.114 | 0.1725 | 0.4036 | 0.2441 | 0.3884 | 0.4103 | 0.2122 | 0.3429 | 0.6267 | 0.4925 | 0.6338 | 0.2563 | 0.419 | 0.1494 | 0.3129 | 0.0659 | 0.3169 | 0.2328 | 0.3689 |
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+ | 1.1063 | 32.0 | 3424 | 1.4313 | 0.242 | 0.5268 | 0.1815 | 0.1198 | 0.1709 | 0.4179 | 0.2431 | 0.3839 | 0.4039 | 0.2032 | 0.3346 | 0.6243 | 0.4919 | 0.636 | 0.2698 | 0.4089 | 0.1432 | 0.3071 | 0.0586 | 0.3015 | 0.2467 | 0.3658 |
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+ | 1.1079 | 33.0 | 3531 | 1.4249 | 0.2385 | 0.5035 | 0.1887 | 0.1282 | 0.18 | 0.4045 | 0.239 | 0.385 | 0.4124 | 0.246 | 0.3516 | 0.6338 | 0.4994 | 0.6396 | 0.2574 | 0.4152 | 0.1459 | 0.3214 | 0.0459 | 0.3077 | 0.244 | 0.3782 |
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+ | 1.085 | 34.0 | 3638 | 1.4519 | 0.2447 | 0.5228 | 0.192 | 0.1243 | 0.179 | 0.3999 | 0.2466 | 0.3849 | 0.4038 | 0.2199 | 0.3456 | 0.6224 | 0.4893 | 0.6099 | 0.2782 | 0.4203 | 0.1501 | 0.2969 | 0.0743 | 0.3231 | 0.2318 | 0.3689 |
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+ | 1.0919 | 35.0 | 3745 | 1.3955 | 0.2524 | 0.5447 | 0.1954 | 0.134 | 0.1785 | 0.4143 | 0.2479 | 0.3997 | 0.4199 | 0.2131 | 0.3579 | 0.6374 | 0.4995 | 0.6423 | 0.2924 | 0.419 | 0.1389 | 0.3161 | 0.0783 | 0.3369 | 0.2527 | 0.3853 |
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+ | 1.0563 | 36.0 | 3852 | 1.4203 | 0.2476 | 0.541 | 0.1865 | 0.1165 | 0.1939 | 0.4028 | 0.2479 | 0.382 | 0.3999 | 0.1923 | 0.3427 | 0.6204 | 0.4832 | 0.6077 | 0.2888 | 0.4329 | 0.143 | 0.3009 | 0.0829 | 0.2908 | 0.2403 | 0.3671 |
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+ | 1.0338 | 37.0 | 3959 | 1.4184 | 0.2562 | 0.537 | 0.2071 | 0.1101 | 0.185 | 0.444 | 0.2476 | 0.3976 | 0.417 | 0.2043 | 0.344 | 0.6529 | 0.5153 | 0.645 | 0.302 | 0.4608 | 0.1383 | 0.292 | 0.0916 | 0.3246 | 0.234 | 0.3627 |
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+ | 1.0305 | 38.0 | 4066 | 1.4190 | 0.2439 | 0.5303 | 0.1854 | 0.097 | 0.1898 | 0.4242 | 0.2434 | 0.3827 | 0.4068 | 0.1709 | 0.3613 | 0.6405 | 0.5066 | 0.6356 | 0.291 | 0.4215 | 0.1363 | 0.3094 | 0.0709 | 0.3138 | 0.215 | 0.3538 |
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+ | 1.0232 | 39.0 | 4173 | 1.3999 | 0.2609 | 0.5541 | 0.2145 | 0.1256 | 0.2049 | 0.451 | 0.2527 | 0.4006 | 0.4206 | 0.2233 | 0.3697 | 0.642 | 0.5055 | 0.6347 | 0.3246 | 0.4595 | 0.1454 | 0.3183 | 0.1005 | 0.3277 | 0.2285 | 0.3627 |
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+ | 0.9993 | 40.0 | 4280 | 1.4130 | 0.2508 | 0.5501 | 0.1936 | 0.1221 | 0.1806 | 0.4394 | 0.247 | 0.3902 | 0.412 | 0.2313 | 0.3367 | 0.6334 | 0.5186 | 0.6284 | 0.263 | 0.4127 | 0.1588 | 0.3308 | 0.0798 | 0.3292 | 0.2339 | 0.3591 |
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+ | 0.9704 | 41.0 | 4387 | 1.3995 | 0.2525 | 0.5304 | 0.2002 | 0.142 | 0.1862 | 0.4274 | 0.2544 | 0.3964 | 0.4172 | 0.2437 | 0.3417 | 0.6503 | 0.5081 | 0.6365 | 0.2723 | 0.4177 | 0.1268 | 0.3156 | 0.0945 | 0.3292 | 0.2607 | 0.3871 |
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+ | 0.9666 | 42.0 | 4494 | 1.4279 | 0.2577 | 0.5308 | 0.2114 | 0.1169 | 0.189 | 0.4338 | 0.2485 | 0.3936 | 0.4103 | 0.2199 | 0.312 | 0.6461 | 0.5014 | 0.6153 | 0.3123 | 0.443 | 0.1203 | 0.2862 | 0.0922 | 0.3185 | 0.2624 | 0.3884 |
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+ | 0.9623 | 43.0 | 4601 | 1.3984 | 0.2643 | 0.5675 | 0.2279 | 0.1203 | 0.2037 | 0.4642 | 0.2541 | 0.3934 | 0.412 | 0.2153 | 0.3472 | 0.6375 | 0.5126 | 0.6297 | 0.3153 | 0.4494 | 0.132 | 0.275 | 0.1195 | 0.3369 | 0.2423 | 0.3689 |
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+ | 0.9522 | 44.0 | 4708 | 1.3951 | 0.259 | 0.5528 | 0.2124 | 0.1277 | 0.1907 | 0.4587 | 0.2494 | 0.3951 | 0.413 | 0.2321 | 0.3433 | 0.6452 | 0.5096 | 0.6333 | 0.2779 | 0.4025 | 0.1514 | 0.3174 | 0.1219 | 0.3431 | 0.2341 | 0.3684 |
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+ | 0.9359 | 45.0 | 4815 | 1.3807 | 0.2572 | 0.5454 | 0.2067 | 0.1154 | 0.1925 | 0.4397 | 0.2454 | 0.3894 | 0.4068 | 0.1969 | 0.3471 | 0.6273 | 0.5135 | 0.6378 | 0.2582 | 0.381 | 0.1565 | 0.3058 | 0.121 | 0.3431 | 0.2367 | 0.3662 |
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+ | 0.9402 | 46.0 | 4922 | 1.3756 | 0.2603 | 0.5563 | 0.2147 | 0.1335 | 0.188 | 0.4183 | 0.2551 | 0.3961 | 0.415 | 0.2144 | 0.3437 | 0.6225 | 0.5271 | 0.6342 | 0.2809 | 0.4101 | 0.162 | 0.3165 | 0.0924 | 0.3431 | 0.239 | 0.3711 |
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+ | 0.9169 | 47.0 | 5029 | 1.3690 | 0.2718 | 0.5755 | 0.2243 | 0.1277 | 0.2089 | 0.4624 | 0.2571 | 0.4015 | 0.4219 | 0.2217 | 0.3621 | 0.6412 | 0.5215 | 0.6374 | 0.3112 | 0.4342 | 0.1408 | 0.3031 | 0.1205 | 0.3492 | 0.265 | 0.3853 |
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+ | 0.8928 | 48.0 | 5136 | 1.3797 | 0.2669 | 0.5594 | 0.217 | 0.1602 | 0.2041 | 0.4324 | 0.2601 | 0.4045 | 0.4228 | 0.2508 | 0.3577 | 0.6239 | 0.518 | 0.6311 | 0.2982 | 0.4405 | 0.1461 | 0.3254 | 0.1113 | 0.3354 | 0.2607 | 0.3818 |
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+ | 0.9047 | 49.0 | 5243 | 1.3490 | 0.2751 | 0.5867 | 0.2147 | 0.1356 | 0.2178 | 0.4622 | 0.2609 | 0.4051 | 0.4249 | 0.2065 | 0.373 | 0.6367 | 0.5357 | 0.655 | 0.2893 | 0.4076 | 0.1671 | 0.3196 | 0.139 | 0.3585 | 0.2443 | 0.384 |
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+ | 0.8653 | 50.0 | 5350 | 1.3617 | 0.2766 | 0.589 | 0.2294 | 0.1506 | 0.2028 | 0.4761 | 0.2676 | 0.4099 | 0.4283 | 0.2328 | 0.3559 | 0.6505 | 0.5163 | 0.6338 | 0.3004 | 0.4291 | 0.1697 | 0.3366 | 0.1406 | 0.3585 | 0.2558 | 0.3836 |
123
+ | 0.8777 | 51.0 | 5457 | 1.3868 | 0.2644 | 0.5716 | 0.2058 | 0.118 | 0.2073 | 0.4561 | 0.2582 | 0.3973 | 0.4197 | 0.2118 | 0.3632 | 0.6383 | 0.508 | 0.6365 | 0.2941 | 0.4203 | 0.1587 | 0.3125 | 0.1203 | 0.36 | 0.2411 | 0.3693 |
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+ | 0.8707 | 52.0 | 5564 | 1.3643 | 0.2669 | 0.563 | 0.2115 | 0.143 | 0.2075 | 0.4478 | 0.2594 | 0.3993 | 0.417 | 0.2224 | 0.3645 | 0.6365 | 0.5302 | 0.6482 | 0.2976 | 0.4316 | 0.1589 | 0.3232 | 0.1015 | 0.3169 | 0.2463 | 0.3649 |
125
+ | 0.8478 | 53.0 | 5671 | 1.3623 | 0.2745 | 0.5631 | 0.2296 | 0.147 | 0.2116 | 0.4696 | 0.2689 | 0.4097 | 0.4277 | 0.256 | 0.3604 | 0.6439 | 0.5201 | 0.6459 | 0.3086 | 0.4367 | 0.1527 | 0.325 | 0.1345 | 0.3477 | 0.2568 | 0.3831 |
126
+ | 0.8527 | 54.0 | 5778 | 1.3711 | 0.2693 | 0.5801 | 0.2148 | 0.1354 | 0.2182 | 0.4632 | 0.2618 | 0.3989 | 0.4166 | 0.2247 | 0.364 | 0.6314 | 0.5238 | 0.6441 | 0.3063 | 0.4342 | 0.167 | 0.3259 | 0.1299 | 0.3292 | 0.2195 | 0.3498 |
127
+ | 0.8557 | 55.0 | 5885 | 1.3370 | 0.2846 | 0.6002 | 0.2242 | 0.1405 | 0.2146 | 0.4897 | 0.2714 | 0.4154 | 0.4364 | 0.2469 | 0.3665 | 0.6543 | 0.5208 | 0.6396 | 0.3166 | 0.4468 | 0.1772 | 0.3317 | 0.1415 | 0.3692 | 0.2672 | 0.3947 |
128
+ | 0.8346 | 56.0 | 5992 | 1.3583 | 0.2752 | 0.5856 | 0.2209 | 0.1366 | 0.2099 | 0.448 | 0.2648 | 0.4053 | 0.4267 | 0.235 | 0.3561 | 0.6476 | 0.533 | 0.6374 | 0.2868 | 0.4316 | 0.1889 | 0.3379 | 0.1195 | 0.3538 | 0.2476 | 0.3729 |
129
+ | 0.8368 | 57.0 | 6099 | 1.3565 | 0.2763 | 0.5821 | 0.2327 | 0.1362 | 0.2217 | 0.4664 | 0.2678 | 0.4108 | 0.432 | 0.2343 | 0.3874 | 0.6392 | 0.5179 | 0.6401 | 0.3152 | 0.4443 | 0.1673 | 0.321 | 0.1214 | 0.3692 | 0.2599 | 0.3853 |
130
+ | 0.8319 | 58.0 | 6206 | 1.3819 | 0.2767 | 0.5849 | 0.229 | 0.1368 | 0.211 | 0.4837 | 0.2593 | 0.4071 | 0.4229 | 0.2167 | 0.3697 | 0.6409 | 0.5149 | 0.636 | 0.3105 | 0.443 | 0.1693 | 0.308 | 0.1571 | 0.3615 | 0.2315 | 0.3658 |
131
+ | 0.8141 | 59.0 | 6313 | 1.3487 | 0.277 | 0.5914 | 0.2263 | 0.1423 | 0.2199 | 0.4619 | 0.2713 | 0.4112 | 0.4295 | 0.228 | 0.3815 | 0.6442 | 0.5359 | 0.6545 | 0.3177 | 0.4405 | 0.1625 | 0.317 | 0.1212 | 0.3477 | 0.2479 | 0.388 |
132
+ | 0.7967 | 60.0 | 6420 | 1.3674 | 0.2792 | 0.5839 | 0.2427 | 0.1407 | 0.1997 | 0.4948 | 0.2655 | 0.4066 | 0.4269 | 0.2314 | 0.3671 | 0.64 | 0.5429 | 0.6505 | 0.3011 | 0.4291 | 0.1663 | 0.3308 | 0.1296 | 0.3431 | 0.2561 | 0.3809 |
133
+ | 0.7937 | 61.0 | 6527 | 1.3357 | 0.2874 | 0.5894 | 0.2394 | 0.1508 | 0.2163 | 0.4851 | 0.2742 | 0.4226 | 0.4421 | 0.2437 | 0.385 | 0.6642 | 0.5417 | 0.6514 | 0.3136 | 0.4582 | 0.1746 | 0.3375 | 0.1344 | 0.3677 | 0.2729 | 0.3956 |
134
+ | 0.7638 | 62.0 | 6634 | 1.3612 | 0.2862 | 0.5893 | 0.2346 | 0.134 | 0.2187 | 0.4793 | 0.2724 | 0.4097 | 0.4337 | 0.24 | 0.3686 | 0.6582 | 0.5237 | 0.6414 | 0.3362 | 0.4582 | 0.1666 | 0.3304 | 0.1325 | 0.3369 | 0.2718 | 0.4018 |
135
+ | 0.7729 | 63.0 | 6741 | 1.3458 | 0.2852 | 0.5883 | 0.2342 | 0.1563 | 0.2125 | 0.4928 | 0.2728 | 0.4111 | 0.4311 | 0.2468 | 0.3647 | 0.6613 | 0.5337 | 0.6473 | 0.3103 | 0.4316 | 0.1737 | 0.3304 | 0.1446 | 0.3585 | 0.2637 | 0.3876 |
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+ | 0.7547 | 64.0 | 6848 | 1.3450 | 0.2872 | 0.5672 | 0.2656 | 0.1443 | 0.2212 | 0.5 | 0.2707 | 0.4099 | 0.4306 | 0.2428 | 0.3699 | 0.6506 | 0.5473 | 0.6613 | 0.3089 | 0.4304 | 0.1646 | 0.3263 | 0.1488 | 0.3277 | 0.2665 | 0.4071 |
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+ | 0.7543 | 65.0 | 6955 | 1.3600 | 0.2751 | 0.5805 | 0.2355 | 0.1324 | 0.2076 | 0.4905 | 0.2634 | 0.4073 | 0.4289 | 0.2148 | 0.3664 | 0.6647 | 0.5364 | 0.6491 | 0.2923 | 0.4342 | 0.1696 | 0.3192 | 0.1243 | 0.3646 | 0.2527 | 0.3773 |
138
+ | 0.7587 | 66.0 | 7062 | 1.3659 | 0.2663 | 0.5692 | 0.2135 | 0.1237 | 0.2056 | 0.4804 | 0.2561 | 0.4025 | 0.4198 | 0.1975 | 0.3701 | 0.6513 | 0.5209 | 0.6297 | 0.3065 | 0.4456 | 0.138 | 0.2982 | 0.1214 | 0.3569 | 0.2446 | 0.3684 |
139
+ | 0.7392 | 67.0 | 7169 | 1.3495 | 0.2827 | 0.5856 | 0.2305 | 0.1377 | 0.2171 | 0.4885 | 0.2713 | 0.4091 | 0.4273 | 0.2119 | 0.3723 | 0.649 | 0.534 | 0.6532 | 0.3044 | 0.4304 | 0.1592 | 0.321 | 0.1436 | 0.3385 | 0.2721 | 0.3933 |
140
+ | 0.7339 | 68.0 | 7276 | 1.3760 | 0.2764 | 0.5693 | 0.2321 | 0.1205 | 0.2144 | 0.4923 | 0.2659 | 0.3988 | 0.4225 | 0.205 | 0.3737 | 0.6509 | 0.5322 | 0.6455 | 0.2774 | 0.4304 | 0.1645 | 0.3094 | 0.1573 | 0.3508 | 0.2503 | 0.3764 |
141
+ | 0.7145 | 69.0 | 7383 | 1.3418 | 0.2809 | 0.5764 | 0.239 | 0.1198 | 0.2091 | 0.5037 | 0.2658 | 0.4112 | 0.4301 | 0.2232 | 0.3665 | 0.6695 | 0.5338 | 0.6495 | 0.2809 | 0.4291 | 0.1638 | 0.3237 | 0.164 | 0.3585 | 0.2621 | 0.3898 |
142
+ | 0.7074 | 70.0 | 7490 | 1.3451 | 0.283 | 0.5874 | 0.2381 | 0.1315 | 0.2143 | 0.4871 | 0.2648 | 0.3999 | 0.4286 | 0.2233 | 0.3656 | 0.6548 | 0.5391 | 0.6505 | 0.3007 | 0.4291 | 0.1677 | 0.3263 | 0.1554 | 0.3446 | 0.2519 | 0.3924 |
143
+ | 0.701 | 71.0 | 7597 | 1.3555 | 0.2829 | 0.5763 | 0.2394 | 0.1343 | 0.2189 | 0.4919 | 0.2759 | 0.409 | 0.4295 | 0.2241 | 0.3712 | 0.6528 | 0.5419 | 0.6495 | 0.2969 | 0.4278 | 0.1667 | 0.3196 | 0.147 | 0.3631 | 0.262 | 0.3876 |
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+ | 0.6911 | 72.0 | 7704 | 1.3585 | 0.2917 | 0.5908 | 0.2378 | 0.1538 | 0.2295 | 0.4924 | 0.2743 | 0.4063 | 0.4256 | 0.2273 | 0.3653 | 0.6493 | 0.5434 | 0.6477 | 0.3172 | 0.4405 | 0.1768 | 0.3299 | 0.1526 | 0.3292 | 0.2685 | 0.3804 |
145
+ | 0.6892 | 73.0 | 7811 | 1.3792 | 0.2809 | 0.5814 | 0.2376 | 0.151 | 0.2116 | 0.479 | 0.2667 | 0.397 | 0.4234 | 0.2458 | 0.3546 | 0.6305 | 0.5311 | 0.6392 | 0.289 | 0.3975 | 0.164 | 0.3237 | 0.1442 | 0.3569 | 0.2761 | 0.4 |
146
+ | 0.6961 | 74.0 | 7918 | 1.3747 | 0.2852 | 0.5846 | 0.2369 | 0.1429 | 0.2228 | 0.4969 | 0.2676 | 0.4054 | 0.4236 | 0.241 | 0.3694 | 0.646 | 0.5436 | 0.6468 | 0.3196 | 0.4152 | 0.1586 | 0.3058 | 0.1447 | 0.3569 | 0.2596 | 0.3933 |
147
+ | 0.6988 | 75.0 | 8025 | 1.3431 | 0.2899 | 0.5869 | 0.2531 | 0.155 | 0.2339 | 0.4895 | 0.274 | 0.4156 | 0.4337 | 0.2438 | 0.3803 | 0.6634 | 0.5487 | 0.659 | 0.3203 | 0.4494 | 0.164 | 0.3241 | 0.1459 | 0.3431 | 0.2705 | 0.3929 |
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+ | 0.6712 | 76.0 | 8132 | 1.3554 | 0.2889 | 0.591 | 0.2503 | 0.1516 | 0.2197 | 0.4884 | 0.2675 | 0.4087 | 0.4263 | 0.2317 | 0.3639 | 0.6526 | 0.5544 | 0.6518 | 0.2976 | 0.438 | 0.1813 | 0.3313 | 0.144 | 0.3246 | 0.2672 | 0.3858 |
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+ | 0.6625 | 77.0 | 8239 | 1.3346 | 0.2919 | 0.5859 | 0.2497 | 0.1569 | 0.2376 | 0.4927 | 0.2733 | 0.4194 | 0.4369 | 0.237 | 0.3941 | 0.6542 | 0.5481 | 0.6541 | 0.3162 | 0.4494 | 0.1686 | 0.321 | 0.1483 | 0.3615 | 0.2782 | 0.3987 |
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+ | 0.6633 | 78.0 | 8346 | 1.3717 | 0.2804 | 0.5759 | 0.24 | 0.1476 | 0.2235 | 0.4854 | 0.2696 | 0.4061 | 0.4275 | 0.237 | 0.3869 | 0.6363 | 0.5346 | 0.6378 | 0.3 | 0.4519 | 0.1635 | 0.3232 | 0.1447 | 0.3446 | 0.2591 | 0.38 |
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+ | 0.6405 | 79.0 | 8453 | 1.3390 | 0.2936 | 0.5831 | 0.2439 | 0.1585 | 0.2288 | 0.504 | 0.2804 | 0.4237 | 0.4421 | 0.2427 | 0.3967 | 0.6616 | 0.5513 | 0.6536 | 0.3164 | 0.4608 | 0.1741 | 0.3353 | 0.1569 | 0.3631 | 0.2691 | 0.3978 |
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+ | 0.6383 | 80.0 | 8560 | 1.3612 | 0.2875 | 0.5824 | 0.2506 | 0.1475 | 0.229 | 0.49 | 0.274 | 0.4146 | 0.4319 | 0.2334 | 0.3779 | 0.6449 | 0.5395 | 0.641 | 0.3048 | 0.4418 | 0.1719 | 0.3272 | 0.157 | 0.3538 | 0.2644 | 0.3956 |
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+ | 0.6418 | 81.0 | 8667 | 1.3487 | 0.2939 | 0.5845 | 0.268 | 0.1504 | 0.2265 | 0.4996 | 0.2799 | 0.4167 | 0.4329 | 0.2386 | 0.3743 | 0.6542 | 0.5455 | 0.6486 | 0.3311 | 0.4557 | 0.1707 | 0.3299 | 0.1562 | 0.3354 | 0.266 | 0.3947 |
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+ | 0.6305 | 82.0 | 8774 | 1.3671 | 0.2899 | 0.5844 | 0.2481 | 0.1525 | 0.231 | 0.4923 | 0.2733 | 0.4146 | 0.4352 | 0.2332 | 0.3848 | 0.6652 | 0.5454 | 0.6486 | 0.3302 | 0.4696 | 0.1613 | 0.3179 | 0.1456 | 0.3523 | 0.267 | 0.3876 |
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+ | 0.6386 | 83.0 | 8881 | 1.3390 | 0.2912 | 0.58 | 0.2497 | 0.1612 | 0.2287 | 0.4838 | 0.2825 | 0.4166 | 0.4372 | 0.252 | 0.378 | 0.6497 | 0.5473 | 0.6532 | 0.3283 | 0.4506 | 0.1714 | 0.3326 | 0.1401 | 0.3538 | 0.2689 | 0.3956 |
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+ | 0.62 | 84.0 | 8988 | 1.3372 | 0.2914 | 0.5933 | 0.2506 | 0.1654 | 0.2302 | 0.4877 | 0.2782 | 0.4221 | 0.4362 | 0.2521 | 0.3798 | 0.6472 | 0.5439 | 0.6491 | 0.3215 | 0.4443 | 0.1753 | 0.3339 | 0.142 | 0.3631 | 0.2745 | 0.3907 |
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+ | 0.5996 | 86.0 | 9202 | 1.3447 | 0.2957 | 0.5897 | 0.2509 | 0.1572 | 0.239 | 0.4849 | 0.2789 | 0.4165 | 0.4308 | 0.2413 | 0.3712 | 0.6438 | 0.5455 | 0.6464 | 0.3453 | 0.4608 | 0.1669 | 0.3321 | 0.1519 | 0.3292 | 0.2689 | 0.3853 |
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+ | 0.6119 | 87.0 | 9309 | 1.3602 | 0.3008 | 0.5944 | 0.2516 | 0.155 | 0.2372 | 0.4946 | 0.2831 | 0.415 | 0.436 | 0.2223 | 0.3797 | 0.6448 | 0.5544 | 0.6514 | 0.3383 | 0.462 | 0.1751 | 0.3317 | 0.1676 | 0.3492 | 0.2684 | 0.3858 |
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+ | 0.5931 | 89.0 | 9523 | 1.3509 | 0.2951 | 0.588 | 0.2611 | 0.1597 | 0.2321 | 0.4923 | 0.28 | 0.4171 | 0.4354 | 0.2464 | 0.3782 | 0.663 | 0.5479 | 0.65 | 0.3299 | 0.4633 | 0.1777 | 0.329 | 0.1465 | 0.3415 | 0.2735 | 0.3933 |
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+ | 0.5835 | 90.0 | 9630 | 1.3589 | 0.2968 | 0.5917 | 0.2642 | 0.1617 | 0.2317 | 0.4862 | 0.2799 | 0.4189 | 0.4377 | 0.2647 | 0.372 | 0.6518 | 0.5542 | 0.6491 | 0.3336 | 0.4582 | 0.1768 | 0.3335 | 0.1493 | 0.3462 | 0.27 | 0.4013 |
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+ | 0.5801 | 91.0 | 9737 | 1.3408 | 0.3032 | 0.5973 | 0.2676 | 0.1648 | 0.2427 | 0.4981 | 0.2761 | 0.426 | 0.4447 | 0.2601 | 0.3835 | 0.663 | 0.553 | 0.655 | 0.3411 | 0.4722 | 0.1825 | 0.3371 | 0.1574 | 0.3538 | 0.282 | 0.4053 |
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+ | 0.5815 | 92.0 | 9844 | 1.3600 | 0.2914 | 0.592 | 0.247 | 0.1545 | 0.2282 | 0.4823 | 0.2765 | 0.4172 | 0.4368 | 0.2485 | 0.3774 | 0.6542 | 0.5564 | 0.6509 | 0.3307 | 0.462 | 0.1673 | 0.3161 | 0.1342 | 0.3615 | 0.2684 | 0.3933 |
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+ | 0.5961 | 93.0 | 9951 | 1.3521 | 0.2976 | 0.5993 | 0.2585 | 0.1574 | 0.2366 | 0.4973 | 0.2794 | 0.4195 | 0.4379 | 0.2511 | 0.3842 | 0.6505 | 0.549 | 0.6446 | 0.3406 | 0.4646 | 0.1713 | 0.3304 | 0.1521 | 0.3554 | 0.275 | 0.3947 |
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+ | 0.5903 | 94.0 | 10058 | 1.3350 | 0.3028 | 0.6018 | 0.2603 | 0.1719 | 0.2463 | 0.4925 | 0.2834 | 0.4246 | 0.44 | 0.2631 | 0.3827 | 0.6442 | 0.5525 | 0.6518 | 0.3435 | 0.4532 | 0.1758 | 0.3335 | 0.1631 | 0.3615 | 0.2793 | 0.4 |
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+ | 0.5611 | 95.0 | 10165 | 1.3397 | 0.3004 | 0.6033 | 0.2697 | 0.1694 | 0.2368 | 0.4936 | 0.283 | 0.4231 | 0.4421 | 0.2624 | 0.3853 | 0.6545 | 0.5491 | 0.65 | 0.3386 | 0.4595 | 0.1806 | 0.3379 | 0.1598 | 0.36 | 0.2741 | 0.4031 |
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+
174
+
175
+ ### Framework versions
176
+
177
+ - Transformers 4.41.0.dev0
178
+ - Pytorch 1.13.0+cu117
179
+ - Datasets 2.18.0
180
+ - Tokenizers 0.19.0
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