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facebook-detr-resnet-50-finetuned-10k-cppe5-auto-pad

Object Detection
Transformers
Safetensors
detr
vision
Generated from Trainer
Inference Endpoints
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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: facebook/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: facebook-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/x8wu1piw)
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+ # facebook-detr-resnet-50-finetuned-10k-cppe5-auto-pad
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+
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+ This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/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: 1.3664
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+ - Map: 0.2799
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+ - Map 50: 0.5839
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+ - Map 75: 0.236
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+ - Map Small: 0.1569
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+ - Map Medium: 0.2077
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+ - Map Large: 0.4747
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+ - Mar 1: 0.2825
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+ - Mar 10: 0.4423
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+ - Mar 100: 0.4532
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+ - Mar Small: 0.2308
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+ - Mar Medium: 0.3887
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+ - Mar Large: 0.69
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+ - Map Coverall: 0.5471
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+ - Mar 100 Coverall: 0.6811
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+ - Map Face Shield: 0.2937
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+ - Mar 100 Face Shield: 0.4684
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+ - Map Gloves: 0.1975
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+ - Mar 100 Gloves: 0.3817
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+ - Map Goggles: 0.1173
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+ - Mar 100 Goggles: 0.3723
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+ - Map Mask: 0.2438
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+ - Mar 100 Mask: 0.3627
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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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+ | 3.88 | 1.0 | 107 | 3.3773 | 0.0027 | 0.0097 | 0.0006 | 0.0 | 0.0002 | 0.0041 | 0.0088 | 0.0344 | 0.0521 | 0.0 | 0.0249 | 0.0607 | 0.0129 | 0.1892 | 0.0 | 0.0 | 0.0001 | 0.0188 | 0.0 | 0.0 | 0.0005 | 0.0524 |
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+ | 3.0106 | 2.0 | 214 | 3.0690 | 0.0039 | 0.0167 | 0.0006 | 0.0009 | 0.0004 | 0.0044 | 0.0147 | 0.0489 | 0.063 | 0.0073 | 0.0301 | 0.0608 | 0.0182 | 0.2203 | 0.0 | 0.0 | 0.0002 | 0.0326 | 0.0 | 0.0 | 0.0013 | 0.0622 |
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+ | 2.7392 | 3.0 | 321 | 2.8036 | 0.0127 | 0.0455 | 0.003 | 0.0042 | 0.0021 | 0.0153 | 0.0216 | 0.0689 | 0.0915 | 0.0053 | 0.0484 | 0.1121 | 0.0555 | 0.3144 | 0.0 | 0.0 | 0.0005 | 0.0433 | 0.0 | 0.0 | 0.0076 | 0.1 |
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+ | 2.4839 | 4.0 | 428 | 2.6965 | 0.0138 | 0.04 | 0.006 | 0.0018 | 0.002 | 0.0139 | 0.0223 | 0.0819 | 0.1055 | 0.0065 | 0.0549 | 0.1191 | 0.0616 | 0.3716 | 0.0 | 0.0 | 0.0003 | 0.0482 | 0.0 | 0.0 | 0.0069 | 0.1076 |
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+ | 2.3498 | 5.0 | 535 | 2.4467 | 0.0221 | 0.0571 | 0.016 | 0.0029 | 0.0027 | 0.0229 | 0.0341 | 0.0969 | 0.136 | 0.012 | 0.0648 | 0.1605 | 0.1017 | 0.4667 | 0.0 | 0.0 | 0.002 | 0.0835 | 0.0 | 0.0 | 0.007 | 0.1298 |
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+ | 2.3617 | 6.0 | 642 | 2.3519 | 0.0292 | 0.0852 | 0.0191 | 0.0051 | 0.0038 | 0.0313 | 0.0394 | 0.112 | 0.1428 | 0.0167 | 0.0705 | 0.139 | 0.1341 | 0.4914 | 0.0 | 0.0013 | 0.0019 | 0.0938 | 0.0 | 0.0 | 0.0102 | 0.1276 |
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+ | 2.1322 | 7.0 | 749 | 2.2392 | 0.0407 | 0.1072 | 0.0253 | 0.0038 | 0.0073 | 0.0447 | 0.0547 | 0.1396 | 0.1707 | 0.0105 | 0.0996 | 0.2297 | 0.1807 | 0.5153 | 0.0029 | 0.0342 | 0.0028 | 0.1254 | 0.0 | 0.0 | 0.0171 | 0.1787 |
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+ | 2.0651 | 8.0 | 856 | 2.2602 | 0.0399 | 0.0963 | 0.0316 | 0.0034 | 0.0138 | 0.0408 | 0.0687 | 0.1466 | 0.1858 | 0.0289 | 0.1048 | 0.2837 | 0.1605 | 0.5 | 0.0091 | 0.081 | 0.0037 | 0.1393 | 0.0 | 0.0 | 0.026 | 0.2089 |
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+ | 1.9622 | 9.0 | 963 | 2.1021 | 0.0551 | 0.1286 | 0.0423 | 0.0088 | 0.0179 | 0.0592 | 0.0848 | 0.182 | 0.2081 | 0.0505 | 0.1174 | 0.2717 | 0.216 | 0.5383 | 0.0164 | 0.1544 | 0.0054 | 0.158 | 0.0 | 0.0 | 0.0377 | 0.1898 |
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+ | 1.8857 | 10.0 | 1070 | 2.0765 | 0.0533 | 0.1245 | 0.0392 | 0.0054 | 0.0177 | 0.0801 | 0.0947 | 0.1867 | 0.2158 | 0.0463 | 0.1309 | 0.3283 | 0.2099 | 0.5212 | 0.016 | 0.1582 | 0.0045 | 0.167 | 0.002 | 0.0092 | 0.034 | 0.2236 |
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+ | 1.8216 | 11.0 | 1177 | 1.9478 | 0.0709 | 0.1618 | 0.052 | 0.0099 | 0.0254 | 0.1015 | 0.0965 | 0.2129 | 0.2413 | 0.0542 | 0.1349 | 0.4079 | 0.2792 | 0.5743 | 0.0118 | 0.1329 | 0.0138 | 0.2192 | 0.0078 | 0.0569 | 0.0419 | 0.2231 |
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+ | 1.7658 | 12.0 | 1284 | 1.9498 | 0.0954 | 0.2186 | 0.072 | 0.0121 | 0.0441 | 0.1203 | 0.1264 | 0.233 | 0.2581 | 0.0513 | 0.165 | 0.4155 | 0.3391 | 0.5608 | 0.0449 | 0.2 | 0.0131 | 0.2156 | 0.028 | 0.0954 | 0.052 | 0.2187 |
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+ | 1.7511 | 13.0 | 1391 | 1.9366 | 0.0921 | 0.2125 | 0.0682 | 0.0101 | 0.0495 | 0.132 | 0.1315 | 0.2551 | 0.2813 | 0.0675 | 0.2041 | 0.4318 | 0.3336 | 0.55 | 0.0375 | 0.2557 | 0.0132 | 0.2071 | 0.0189 | 0.12 | 0.0574 | 0.2738 |
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+ | 1.6944 | 14.0 | 1498 | 1.9495 | 0.0947 | 0.207 | 0.0762 | 0.0217 | 0.0424 | 0.1306 | 0.1308 | 0.2573 | 0.279 | 0.0579 | 0.1906 | 0.4584 | 0.3306 | 0.5595 | 0.043 | 0.2557 | 0.0121 | 0.1911 | 0.0258 | 0.1215 | 0.0619 | 0.2671 |
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+ | 1.6484 | 15.0 | 1605 | 1.9817 | 0.0922 | 0.2061 | 0.0772 | 0.0101 | 0.0329 | 0.1417 | 0.126 | 0.2589 | 0.2889 | 0.0351 | 0.1893 | 0.5244 | 0.3509 | 0.5829 | 0.0341 | 0.2215 | 0.0119 | 0.2116 | 0.0103 | 0.1862 | 0.0537 | 0.2422 |
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+ | 1.6306 | 16.0 | 1712 | 1.7912 | 0.109 | 0.2644 | 0.0739 | 0.0256 | 0.0689 | 0.1711 | 0.1475 | 0.2822 | 0.3163 | 0.0821 | 0.2538 | 0.4917 | 0.3223 | 0.5613 | 0.0774 | 0.3114 | 0.0228 | 0.271 | 0.0291 | 0.1569 | 0.0936 | 0.2809 |
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+ | 1.5434 | 17.0 | 1819 | 1.7490 | 0.1196 | 0.2686 | 0.0903 | 0.0297 | 0.0576 | 0.1927 | 0.1495 | 0.3045 | 0.3351 | 0.0903 | 0.2433 | 0.5305 | 0.3969 | 0.6108 | 0.0372 | 0.2595 | 0.0262 | 0.2728 | 0.0371 | 0.2538 | 0.1003 | 0.2787 |
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+ | 1.5454 | 18.0 | 1926 | 1.7353 | 0.125 | 0.2833 | 0.0884 | 0.0314 | 0.0769 | 0.1813 | 0.1778 | 0.3117 | 0.334 | 0.0745 | 0.2415 | 0.5514 | 0.3537 | 0.5892 | 0.0834 | 0.3114 | 0.0335 | 0.2518 | 0.0334 | 0.2277 | 0.1209 | 0.2898 |
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+ | 1.4806 | 19.0 | 2033 | 1.7429 | 0.1268 | 0.299 | 0.0867 | 0.0325 | 0.0812 | 0.2005 | 0.1634 | 0.3068 | 0.3321 | 0.0825 | 0.2436 | 0.5618 | 0.3455 | 0.5734 | 0.082 | 0.2835 | 0.0478 | 0.2737 | 0.0337 | 0.2431 | 0.125 | 0.2867 |
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+ | 1.4773 | 20.0 | 2140 | 1.6642 | 0.1432 | 0.3155 | 0.1192 | 0.0287 | 0.0987 | 0.2169 | 0.1785 | 0.325 | 0.3501 | 0.0851 | 0.2667 | 0.5625 | 0.3915 | 0.6221 | 0.0877 | 0.3089 | 0.0384 | 0.2656 | 0.0531 | 0.2462 | 0.1454 | 0.3076 |
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+ | 1.4225 | 21.0 | 2247 | 1.6794 | 0.1426 | 0.325 | 0.1104 | 0.0307 | 0.0922 | 0.2285 | 0.182 | 0.3221 | 0.3525 | 0.1053 | 0.2586 | 0.5627 | 0.3744 | 0.5977 | 0.1118 | 0.3557 | 0.0509 | 0.2571 | 0.0184 | 0.2477 | 0.1576 | 0.3044 |
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+ | 1.4315 | 22.0 | 2354 | 1.6850 | 0.1379 | 0.3292 | 0.1084 | 0.0281 | 0.0868 | 0.2087 | 0.1734 | 0.3254 | 0.3479 | 0.0826 | 0.2485 | 0.6089 | 0.3888 | 0.609 | 0.0931 | 0.319 | 0.0589 | 0.2683 | 0.022 | 0.2523 | 0.1265 | 0.2911 |
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+ | 1.3713 | 23.0 | 2461 | 1.6597 | 0.1526 | 0.3568 | 0.104 | 0.0449 | 0.1076 | 0.2479 | 0.1809 | 0.3309 | 0.3555 | 0.115 | 0.28 | 0.5795 | 0.3937 | 0.5865 | 0.1182 | 0.3544 | 0.0686 | 0.2839 | 0.0274 | 0.2554 | 0.1553 | 0.2973 |
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+ | 1.3619 | 24.0 | 2568 | 1.6341 | 0.1629 | 0.3717 | 0.1246 | 0.0446 | 0.1081 | 0.2633 | 0.1871 | 0.3346 | 0.3676 | 0.1231 | 0.2763 | 0.6009 | 0.4022 | 0.5806 | 0.1074 | 0.338 | 0.0767 | 0.3205 | 0.0395 | 0.2723 | 0.1886 | 0.3267 |
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+ | 1.3545 | 25.0 | 2675 | 1.6128 | 0.1563 | 0.3643 | 0.103 | 0.0473 | 0.0969 | 0.2645 | 0.1804 | 0.3425 | 0.3761 | 0.1365 | 0.2976 | 0.5813 | 0.4256 | 0.5973 | 0.124 | 0.4089 | 0.0591 | 0.2973 | 0.0222 | 0.2692 | 0.1507 | 0.308 |
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+ | 1.3382 | 26.0 | 2782 | 1.5924 | 0.1666 | 0.3616 | 0.1411 | 0.0351 | 0.1142 | 0.2692 | 0.1844 | 0.3321 | 0.3609 | 0.0942 | 0.2908 | 0.5797 | 0.4443 | 0.6252 | 0.1076 | 0.3139 | 0.0687 | 0.2746 | 0.0461 | 0.28 | 0.1664 | 0.3107 |
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+ | 1.2893 | 27.0 | 2889 | 1.5866 | 0.167 | 0.3909 | 0.1284 | 0.0461 | 0.1054 | 0.2822 | 0.1956 | 0.348 | 0.3788 | 0.1223 | 0.2851 | 0.6039 | 0.4448 | 0.6203 | 0.1179 | 0.3696 | 0.0811 | 0.3143 | 0.0274 | 0.2754 | 0.1639 | 0.3142 |
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+ | 1.2522 | 28.0 | 2996 | 1.5834 | 0.1717 | 0.3756 | 0.1404 | 0.0361 | 0.1072 | 0.2935 | 0.2079 | 0.3564 | 0.3817 | 0.109 | 0.2995 | 0.6216 | 0.4517 | 0.6131 | 0.1126 | 0.3734 | 0.0707 | 0.2683 | 0.0504 | 0.3385 | 0.1733 | 0.3151 |
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+ | 1.2876 | 29.0 | 3103 | 1.5791 | 0.1709 | 0.3861 | 0.1436 | 0.0574 | 0.1061 | 0.2667 | 0.1953 | 0.3468 | 0.3726 | 0.1263 | 0.2937 | 0.5816 | 0.4491 | 0.6018 | 0.1309 | 0.3747 | 0.0758 | 0.2937 | 0.0404 | 0.2908 | 0.1585 | 0.3022 |
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+ | 1.2463 | 30.0 | 3210 | 1.6061 | 0.1796 | 0.406 | 0.1438 | 0.0423 | 0.1129 | 0.306 | 0.2017 | 0.3557 | 0.3955 | 0.1278 | 0.3218 | 0.5918 | 0.4403 | 0.5892 | 0.147 | 0.4038 | 0.0927 | 0.3263 | 0.0276 | 0.3446 | 0.1902 | 0.3138 |
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+ | 1.2758 | 31.0 | 3317 | 1.5329 | 0.1752 | 0.3824 | 0.1423 | 0.0576 | 0.1113 | 0.2669 | 0.2002 | 0.3619 | 0.3882 | 0.1293 | 0.2999 | 0.5993 | 0.4558 | 0.6266 | 0.1031 | 0.3658 | 0.0897 | 0.3214 | 0.0328 | 0.3185 | 0.1948 | 0.3089 |
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+ | 1.2302 | 32.0 | 3424 | 1.5103 | 0.2021 | 0.4237 | 0.1799 | 0.0775 | 0.1364 | 0.3094 | 0.2173 | 0.386 | 0.4128 | 0.1443 | 0.3233 | 0.6375 | 0.4678 | 0.6432 | 0.1593 | 0.4266 | 0.1221 | 0.3201 | 0.0453 | 0.3354 | 0.2158 | 0.3387 |
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+ | 1.197 | 33.0 | 3531 | 1.5493 | 0.1806 | 0.4081 | 0.1348 | 0.0501 | 0.1174 | 0.3151 | 0.2031 | 0.3632 | 0.3898 | 0.1231 | 0.3204 | 0.6045 | 0.4556 | 0.623 | 0.1544 | 0.4139 | 0.0851 | 0.2893 | 0.0435 | 0.3354 | 0.1644 | 0.2876 |
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+ | 1.1851 | 34.0 | 3638 | 1.5329 | 0.1894 | 0.409 | 0.157 | 0.0533 | 0.1305 | 0.3139 | 0.213 | 0.3833 | 0.4108 | 0.1358 | 0.346 | 0.614 | 0.4651 | 0.6297 | 0.1437 | 0.438 | 0.1018 | 0.3058 | 0.0529 | 0.3615 | 0.1834 | 0.3191 |
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+ | 1.1957 | 35.0 | 3745 | 1.5203 | 0.1952 | 0.424 | 0.1608 | 0.0442 | 0.1282 | 0.3533 | 0.2231 | 0.3784 | 0.4108 | 0.1071 | 0.3407 | 0.6583 | 0.481 | 0.6405 | 0.1584 | 0.4443 | 0.1041 | 0.3246 | 0.0398 | 0.3246 | 0.193 | 0.32 |
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+ | 1.1468 | 36.0 | 3852 | 1.5146 | 0.2064 | 0.4474 | 0.1666 | 0.0557 | 0.1469 | 0.3206 | 0.2342 | 0.3914 | 0.4197 | 0.129 | 0.3499 | 0.6286 | 0.4751 | 0.6347 | 0.1641 | 0.4291 | 0.1211 | 0.3205 | 0.0466 | 0.3585 | 0.2253 | 0.3556 |
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+ | 1.157 | 37.0 | 3959 | 1.4933 | 0.2062 | 0.4499 | 0.1678 | 0.0569 | 0.1454 | 0.3271 | 0.2156 | 0.3739 | 0.4058 | 0.1259 | 0.3364 | 0.623 | 0.474 | 0.6378 | 0.192 | 0.4177 | 0.1111 | 0.3228 | 0.0413 | 0.32 | 0.2126 | 0.3307 |
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+ | 1.1243 | 38.0 | 4066 | 1.4949 | 0.2015 | 0.458 | 0.1522 | 0.0618 | 0.1393 | 0.3432 | 0.2226 | 0.3908 | 0.4186 | 0.1441 | 0.3456 | 0.654 | 0.4683 | 0.6428 | 0.1799 | 0.4456 | 0.1193 | 0.3326 | 0.0485 | 0.3569 | 0.1917 | 0.3151 |
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+ | 1.1476 | 39.0 | 4173 | 1.5170 | 0.1986 | 0.4404 | 0.1432 | 0.0639 | 0.1415 | 0.329 | 0.216 | 0.3717 | 0.3953 | 0.1215 | 0.3175 | 0.6102 | 0.4696 | 0.6333 | 0.1705 | 0.3987 | 0.1096 | 0.3321 | 0.0476 | 0.3031 | 0.1958 | 0.3093 |
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+ | 1.1321 | 40.0 | 4280 | 1.5056 | 0.2012 | 0.443 | 0.1513 | 0.0718 | 0.1294 | 0.3427 | 0.2194 | 0.3778 | 0.3957 | 0.111 | 0.3082 | 0.6486 | 0.4753 | 0.6306 | 0.151 | 0.4 | 0.126 | 0.3205 | 0.0371 | 0.3 | 0.2165 | 0.3271 |
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+ | 1.1031 | 41.0 | 4387 | 1.4442 | 0.2165 | 0.4751 | 0.1771 | 0.0767 | 0.147 | 0.3705 | 0.232 | 0.3957 | 0.4251 | 0.1456 | 0.355 | 0.6558 | 0.4839 | 0.6446 | 0.1849 | 0.4329 | 0.1295 | 0.3558 | 0.051 | 0.3477 | 0.2331 | 0.3444 |
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+ | 1.0912 | 42.0 | 4494 | 1.4543 | 0.2237 | 0.4789 | 0.1868 | 0.0816 | 0.1572 | 0.3632 | 0.2325 | 0.3984 | 0.4219 | 0.1453 | 0.351 | 0.6511 | 0.4971 | 0.6383 | 0.1952 | 0.4456 | 0.1365 | 0.3455 | 0.0602 | 0.3369 | 0.2297 | 0.3431 |
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+ | 1.0638 | 43.0 | 4601 | 1.4422 | 0.2076 | 0.4612 | 0.1728 | 0.0555 | 0.1471 | 0.3412 | 0.2231 | 0.3809 | 0.4071 | 0.1319 | 0.3407 | 0.6453 | 0.4854 | 0.6329 | 0.1703 | 0.3785 | 0.121 | 0.3357 | 0.057 | 0.3662 | 0.2042 | 0.3222 |
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+ | 1.0531 | 44.0 | 4708 | 1.4153 | 0.2245 | 0.4797 | 0.1943 | 0.0786 | 0.1621 | 0.3831 | 0.2447 | 0.4013 | 0.4218 | 0.1442 | 0.358 | 0.6565 | 0.5081 | 0.6509 | 0.1615 | 0.419 | 0.1501 | 0.3379 | 0.0714 | 0.3615 | 0.2316 | 0.3396 |
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+ | 1.0389 | 45.0 | 4815 | 1.4517 | 0.2139 | 0.4637 | 0.1707 | 0.0633 | 0.1632 | 0.3602 | 0.2121 | 0.3921 | 0.4154 | 0.1414 | 0.3655 | 0.6351 | 0.4848 | 0.645 | 0.1895 | 0.4139 | 0.1261 | 0.3317 | 0.0487 | 0.3508 | 0.2206 | 0.3356 |
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+ | 1.0341 | 46.0 | 4922 | 1.4399 | 0.2252 | 0.4857 | 0.1847 | 0.0686 | 0.1688 | 0.3763 | 0.2312 | 0.3885 | 0.4085 | 0.1219 | 0.3489 | 0.6363 | 0.4958 | 0.6392 | 0.222 | 0.4177 | 0.1191 | 0.321 | 0.0602 | 0.3262 | 0.2289 | 0.3382 |
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+ | 1.0199 | 47.0 | 5029 | 1.4296 | 0.2224 | 0.473 | 0.1843 | 0.0922 | 0.1587 | 0.3667 | 0.2391 | 0.3947 | 0.4185 | 0.153 | 0.3556 | 0.6344 | 0.5053 | 0.6428 | 0.2008 | 0.4152 | 0.1275 | 0.3594 | 0.0575 | 0.3338 | 0.2209 | 0.3413 |
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+ | 1.0186 | 48.0 | 5136 | 1.4433 | 0.2247 | 0.4726 | 0.2032 | 0.0865 | 0.1617 | 0.3964 | 0.2479 | 0.3975 | 0.4198 | 0.1345 | 0.3604 | 0.6624 | 0.5053 | 0.6577 | 0.192 | 0.4278 | 0.1309 | 0.3362 | 0.0689 | 0.3369 | 0.2267 | 0.3404 |
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+ | 1.0158 | 49.0 | 5243 | 1.4415 | 0.2363 | 0.4985 | 0.2114 | 0.0869 | 0.1703 | 0.3946 | 0.2484 | 0.4003 | 0.4186 | 0.135 | 0.354 | 0.6636 | 0.5136 | 0.6473 | 0.2068 | 0.4228 | 0.1485 | 0.3531 | 0.0722 | 0.3169 | 0.2404 | 0.3529 |
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+ | 0.9598 | 50.0 | 5350 | 1.4395 | 0.2319 | 0.4983 | 0.1964 | 0.0796 | 0.1681 | 0.3863 | 0.25 | 0.4012 | 0.42 | 0.1353 | 0.3488 | 0.654 | 0.4968 | 0.6414 | 0.2152 | 0.4405 | 0.1411 | 0.3366 | 0.0771 | 0.3323 | 0.2295 | 0.3489 |
123
+ | 0.9708 | 51.0 | 5457 | 1.3955 | 0.2409 | 0.5073 | 0.2085 | 0.0947 | 0.1776 | 0.3982 | 0.2468 | 0.4086 | 0.4304 | 0.1874 | 0.3672 | 0.6636 | 0.4997 | 0.6482 | 0.2269 | 0.4494 | 0.1494 | 0.3455 | 0.0835 | 0.3492 | 0.2448 | 0.3596 |
124
+ | 0.9954 | 52.0 | 5564 | 1.4164 | 0.2384 | 0.4982 | 0.2111 | 0.1013 | 0.1769 | 0.3907 | 0.2534 | 0.4085 | 0.4257 | 0.1632 | 0.36 | 0.6498 | 0.5197 | 0.6568 | 0.217 | 0.4342 | 0.1387 | 0.3464 | 0.0737 | 0.3369 | 0.2432 | 0.3542 |
125
+ | 0.9477 | 53.0 | 5671 | 1.4002 | 0.245 | 0.5121 | 0.2157 | 0.0931 | 0.1809 | 0.3975 | 0.2581 | 0.4088 | 0.4263 | 0.1774 | 0.352 | 0.6622 | 0.5153 | 0.6536 | 0.2258 | 0.4532 | 0.142 | 0.3348 | 0.0953 | 0.3354 | 0.2467 | 0.3547 |
126
+ | 0.9572 | 54.0 | 5778 | 1.3916 | 0.246 | 0.517 | 0.2186 | 0.098 | 0.1845 | 0.4024 | 0.2528 | 0.4192 | 0.4355 | 0.1826 | 0.3685 | 0.6605 | 0.515 | 0.6563 | 0.24 | 0.4582 | 0.1585 | 0.3661 | 0.0785 | 0.3462 | 0.238 | 0.3507 |
127
+ | 0.9531 | 55.0 | 5885 | 1.3966 | 0.2419 | 0.501 | 0.2089 | 0.1004 | 0.1758 | 0.4029 | 0.2557 | 0.4158 | 0.4357 | 0.1874 | 0.3789 | 0.6635 | 0.5226 | 0.6523 | 0.2457 | 0.4646 | 0.135 | 0.3487 | 0.0688 | 0.36 | 0.2376 | 0.3529 |
128
+ | 0.9378 | 56.0 | 5992 | 1.3784 | 0.2463 | 0.5111 | 0.2167 | 0.1138 | 0.1733 | 0.4102 | 0.2532 | 0.4158 | 0.4348 | 0.1901 | 0.3651 | 0.6641 | 0.531 | 0.6649 | 0.2247 | 0.4506 | 0.1507 | 0.3424 | 0.0831 | 0.36 | 0.2422 | 0.356 |
129
+ | 0.9284 | 57.0 | 6099 | 1.3522 | 0.2569 | 0.5324 | 0.2241 | 0.1067 | 0.2039 | 0.4044 | 0.2626 | 0.4207 | 0.4342 | 0.1721 | 0.3721 | 0.6708 | 0.5278 | 0.6676 | 0.2365 | 0.4633 | 0.174 | 0.3366 | 0.106 | 0.3585 | 0.2402 | 0.3449 |
130
+ | 0.9095 | 58.0 | 6206 | 1.3989 | 0.2445 | 0.509 | 0.2065 | 0.1008 | 0.1883 | 0.4022 | 0.2533 | 0.4161 | 0.4318 | 0.1768 | 0.3757 | 0.6647 | 0.53 | 0.6581 | 0.2315 | 0.4582 | 0.1519 | 0.3326 | 0.0865 | 0.3754 | 0.2227 | 0.3347 |
131
+ | 0.9095 | 59.0 | 6313 | 1.4204 | 0.2466 | 0.5131 | 0.2173 | 0.0881 | 0.1865 | 0.4112 | 0.2502 | 0.4184 | 0.4351 | 0.184 | 0.3632 | 0.6659 | 0.5285 | 0.6586 | 0.2254 | 0.4519 | 0.1617 | 0.3246 | 0.0658 | 0.3738 | 0.2517 | 0.3667 |
132
+ | 0.9005 | 60.0 | 6420 | 1.4017 | 0.2497 | 0.5279 | 0.2154 | 0.0867 | 0.1902 | 0.4145 | 0.2513 | 0.4102 | 0.4286 | 0.1659 | 0.3502 | 0.6805 | 0.5387 | 0.6554 | 0.2085 | 0.4519 | 0.1614 | 0.3254 | 0.0871 | 0.3492 | 0.2527 | 0.3609 |
133
+ | 0.9101 | 61.0 | 6527 | 1.4124 | 0.2368 | 0.5062 | 0.1917 | 0.0908 | 0.182 | 0.3647 | 0.2503 | 0.4144 | 0.4307 | 0.1956 | 0.3728 | 0.6652 | 0.5096 | 0.6423 | 0.2127 | 0.4709 | 0.1599 | 0.3161 | 0.0573 | 0.3631 | 0.2445 | 0.3609 |
134
+ | 0.8881 | 62.0 | 6634 | 1.3980 | 0.2566 | 0.5354 | 0.2295 | 0.1035 | 0.1994 | 0.4272 | 0.2632 | 0.426 | 0.4427 | 0.1987 | 0.373 | 0.6761 | 0.5229 | 0.6572 | 0.2467 | 0.4759 | 0.172 | 0.3464 | 0.0884 | 0.3708 | 0.2531 | 0.3631 |
135
+ | 0.8783 | 63.0 | 6741 | 1.3953 | 0.2463 | 0.516 | 0.2017 | 0.0753 | 0.1931 | 0.3867 | 0.2529 | 0.4044 | 0.4214 | 0.1673 | 0.3525 | 0.6558 | 0.5181 | 0.6536 | 0.2182 | 0.4228 | 0.1489 | 0.342 | 0.0963 | 0.3385 | 0.25 | 0.3502 |
136
+ | 0.8693 | 64.0 | 6848 | 1.3582 | 0.2502 | 0.5283 | 0.2073 | 0.1009 | 0.1907 | 0.3825 | 0.2521 | 0.4179 | 0.4356 | 0.1965 | 0.3657 | 0.6613 | 0.5209 | 0.6622 | 0.2362 | 0.4456 | 0.1627 | 0.3607 | 0.078 | 0.3477 | 0.253 | 0.3618 |
137
+ | 0.8744 | 65.0 | 6955 | 1.3710 | 0.2582 | 0.5337 | 0.2163 | 0.1205 | 0.2021 | 0.4117 | 0.2621 | 0.427 | 0.4432 | 0.1785 | 0.3765 | 0.6655 | 0.5191 | 0.6599 | 0.2336 | 0.4544 | 0.1811 | 0.3763 | 0.1082 | 0.3692 | 0.2489 | 0.356 |
138
+ | 0.8635 | 66.0 | 7062 | 1.4001 | 0.2633 | 0.5568 | 0.213 | 0.1167 | 0.2048 | 0.4301 | 0.2655 | 0.427 | 0.4419 | 0.1805 | 0.3849 | 0.6766 | 0.5367 | 0.6667 | 0.252 | 0.4608 | 0.1831 | 0.3629 | 0.0973 | 0.3646 | 0.2474 | 0.3547 |
139
+ | 0.8414 | 67.0 | 7169 | 1.3425 | 0.2592 | 0.5369 | 0.2218 | 0.1363 | 0.1915 | 0.4333 | 0.2705 | 0.4291 | 0.4466 | 0.2172 | 0.3746 | 0.6755 | 0.5401 | 0.6649 | 0.2462 | 0.4722 | 0.1637 | 0.3545 | 0.0963 | 0.3723 | 0.2495 | 0.3693 |
140
+ | 0.8459 | 68.0 | 7276 | 1.3797 | 0.2575 | 0.5341 | 0.2134 | 0.1164 | 0.187 | 0.4404 | 0.2591 | 0.4329 | 0.4492 | 0.1913 | 0.3872 | 0.6794 | 0.5394 | 0.6577 | 0.2582 | 0.4722 | 0.1706 | 0.3621 | 0.0783 | 0.3923 | 0.2411 | 0.3618 |
141
+ | 0.8399 | 69.0 | 7383 | 1.3939 | 0.2539 | 0.5247 | 0.2127 | 0.1253 | 0.1907 | 0.4031 | 0.2555 | 0.4199 | 0.4377 | 0.1964 | 0.3816 | 0.6379 | 0.5359 | 0.6671 | 0.2471 | 0.457 | 0.1641 | 0.3531 | 0.0781 | 0.3538 | 0.2445 | 0.3573 |
142
+ | 0.833 | 70.0 | 7490 | 1.3612 | 0.2585 | 0.5378 | 0.2212 | 0.1319 | 0.1898 | 0.4343 | 0.259 | 0.4295 | 0.4431 | 0.2259 | 0.3675 | 0.6727 | 0.5297 | 0.659 | 0.2619 | 0.4633 | 0.1768 | 0.3647 | 0.0835 | 0.3723 | 0.2405 | 0.356 |
143
+ | 0.8113 | 71.0 | 7597 | 1.3684 | 0.2569 | 0.5442 | 0.2263 | 0.1383 | 0.1987 | 0.4216 | 0.2703 | 0.4215 | 0.4386 | 0.1983 | 0.3823 | 0.6596 | 0.5114 | 0.6554 | 0.2547 | 0.4468 | 0.1788 | 0.3616 | 0.0969 | 0.3708 | 0.2425 | 0.3582 |
144
+ | 0.8097 | 72.0 | 7704 | 1.4065 | 0.2577 | 0.5289 | 0.2203 | 0.1161 | 0.1918 | 0.4333 | 0.2609 | 0.4212 | 0.4367 | 0.1837 | 0.3641 | 0.6805 | 0.523 | 0.6527 | 0.2525 | 0.4443 | 0.1719 | 0.3634 | 0.0949 | 0.3646 | 0.2464 | 0.3587 |
145
+ | 0.8094 | 73.0 | 7811 | 1.3900 | 0.2612 | 0.5613 | 0.2176 | 0.1291 | 0.1974 | 0.432 | 0.2562 | 0.4222 | 0.4368 | 0.193 | 0.3741 | 0.6705 | 0.5308 | 0.6608 | 0.2544 | 0.4456 | 0.1774 | 0.3536 | 0.1059 | 0.3677 | 0.2373 | 0.3564 |
146
+ | 0.8058 | 74.0 | 7918 | 1.3696 | 0.2659 | 0.5525 | 0.231 | 0.1371 | 0.1968 | 0.4373 | 0.2686 | 0.4323 | 0.4498 | 0.195 | 0.3838 | 0.6883 | 0.5369 | 0.6698 | 0.2685 | 0.4595 | 0.1799 | 0.3647 | 0.0961 | 0.3938 | 0.2479 | 0.3613 |
147
+ | 0.8256 | 75.0 | 8025 | 1.3810 | 0.2629 | 0.5514 | 0.2192 | 0.1305 | 0.1967 | 0.4624 | 0.2645 | 0.4219 | 0.4399 | 0.1841 | 0.3818 | 0.6819 | 0.5419 | 0.6703 | 0.2703 | 0.4443 | 0.173 | 0.3518 | 0.0904 | 0.3769 | 0.2389 | 0.3564 |
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+ | 0.7855 | 76.0 | 8132 | 1.4020 | 0.2566 | 0.5411 | 0.2054 | 0.1219 | 0.1913 | 0.4268 | 0.2533 | 0.4121 | 0.4272 | 0.1697 | 0.3666 | 0.6667 | 0.5344 | 0.6658 | 0.2272 | 0.4114 | 0.1857 | 0.3487 | 0.0902 | 0.3508 | 0.2456 | 0.3596 |
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+ | 0.7932 | 77.0 | 8239 | 1.3864 | 0.2585 | 0.5515 | 0.2105 | 0.1279 | 0.1927 | 0.4415 | 0.2535 | 0.4196 | 0.4365 | 0.1974 | 0.3787 | 0.6671 | 0.5344 | 0.6658 | 0.2515 | 0.4215 | 0.1746 | 0.3772 | 0.0894 | 0.3631 | 0.2424 | 0.3547 |
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+ | 0.7886 | 78.0 | 8346 | 1.3890 | 0.264 | 0.5607 | 0.2198 | 0.1343 | 0.2023 | 0.4432 | 0.2659 | 0.4305 | 0.448 | 0.2101 | 0.3933 | 0.6837 | 0.5291 | 0.6658 | 0.2685 | 0.4595 | 0.1793 | 0.3719 | 0.0964 | 0.3815 | 0.2466 | 0.3613 |
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+ | 0.7745 | 79.0 | 8453 | 1.3666 | 0.2666 | 0.557 | 0.2223 | 0.1182 | 0.2003 | 0.4581 | 0.263 | 0.4275 | 0.4427 | 0.1759 | 0.3811 | 0.6747 | 0.5392 | 0.6725 | 0.2673 | 0.4506 | 0.1689 | 0.3594 | 0.1091 | 0.3738 | 0.2488 | 0.3573 |
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+ | 0.7543 | 80.0 | 8560 | 1.3511 | 0.2636 | 0.5541 | 0.2139 | 0.1366 | 0.2003 | 0.4365 | 0.2645 | 0.4293 | 0.445 | 0.1935 | 0.3828 | 0.6896 | 0.5367 | 0.6757 | 0.2592 | 0.4468 | 0.1805 | 0.3732 | 0.0928 | 0.3677 | 0.2489 | 0.3613 |
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+ | 0.7644 | 81.0 | 8667 | 1.4042 | 0.2667 | 0.5549 | 0.2343 | 0.1408 | 0.2046 | 0.4449 | 0.2708 | 0.4268 | 0.4439 | 0.2155 | 0.3777 | 0.6958 | 0.5411 | 0.673 | 0.2724 | 0.4684 | 0.1727 | 0.3741 | 0.1081 | 0.3538 | 0.2391 | 0.3502 |
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+ | 0.7636 | 82.0 | 8774 | 1.3825 | 0.2702 | 0.5647 | 0.2338 | 0.1401 | 0.1942 | 0.4469 | 0.2635 | 0.4347 | 0.4487 | 0.2002 | 0.37 | 0.6912 | 0.5384 | 0.6707 | 0.2795 | 0.462 | 0.1909 | 0.3795 | 0.0919 | 0.3738 | 0.2503 | 0.3573 |
155
+ | 0.76 | 83.0 | 8881 | 1.3576 | 0.264 | 0.5594 | 0.2257 | 0.1468 | 0.1921 | 0.4485 | 0.2635 | 0.4332 | 0.4487 | 0.2126 | 0.3774 | 0.686 | 0.5407 | 0.673 | 0.255 | 0.4481 | 0.1896 | 0.3884 | 0.0862 | 0.3754 | 0.2487 | 0.3587 |
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+ | 0.7485 | 84.0 | 8988 | 1.3898 | 0.2693 | 0.5709 | 0.2308 | 0.1431 | 0.1941 | 0.4591 | 0.2634 | 0.4309 | 0.4443 | 0.212 | 0.3702 | 0.6904 | 0.5467 | 0.6752 | 0.2608 | 0.4494 | 0.1928 | 0.3875 | 0.0945 | 0.3462 | 0.2515 | 0.3631 |
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+ | 0.7246 | 85.0 | 9095 | 1.3833 | 0.264 | 0.5677 | 0.2179 | 0.1395 | 0.1906 | 0.4572 | 0.266 | 0.4285 | 0.4448 | 0.1982 | 0.3797 | 0.6919 | 0.5425 | 0.6725 | 0.2622 | 0.4468 | 0.191 | 0.3826 | 0.0877 | 0.3723 | 0.2364 | 0.3498 |
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+ | 0.7341 | 86.0 | 9202 | 1.3685 | 0.2691 | 0.5631 | 0.2254 | 0.1523 | 0.1951 | 0.4582 | 0.2705 | 0.4325 | 0.4477 | 0.2247 | 0.3822 | 0.6859 | 0.541 | 0.6703 | 0.2747 | 0.4646 | 0.1896 | 0.3799 | 0.0976 | 0.3631 | 0.2425 | 0.3604 |
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+ | 0.7241 | 87.0 | 9309 | 1.3851 | 0.268 | 0.5676 | 0.2218 | 0.1411 | 0.1893 | 0.4535 | 0.265 | 0.4264 | 0.4387 | 0.1995 | 0.3601 | 0.6866 | 0.5446 | 0.6716 | 0.2647 | 0.443 | 0.1878 | 0.3777 | 0.0985 | 0.34 | 0.2443 | 0.3613 |
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+ | 0.7314 | 88.0 | 9416 | 1.3781 | 0.2737 | 0.5715 | 0.2366 | 0.1516 | 0.1977 | 0.4737 | 0.2733 | 0.437 | 0.4525 | 0.2453 | 0.3807 | 0.6924 | 0.5418 | 0.6685 | 0.2795 | 0.4684 | 0.1819 | 0.3804 | 0.1172 | 0.3723 | 0.2484 | 0.3729 |
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+ | 0.7173 | 89.0 | 9523 | 1.3617 | 0.2758 | 0.5638 | 0.2446 | 0.146 | 0.2076 | 0.4535 | 0.2727 | 0.438 | 0.4526 | 0.2255 | 0.392 | 0.6925 | 0.548 | 0.6802 | 0.2858 | 0.4759 | 0.1838 | 0.3777 | 0.1151 | 0.3646 | 0.2462 | 0.3644 |
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+ | 0.7083 | 90.0 | 9630 | 1.3663 | 0.2773 | 0.5799 | 0.2389 | 0.1474 | 0.2115 | 0.4598 | 0.277 | 0.4392 | 0.4532 | 0.2225 | 0.3984 | 0.6933 | 0.5432 | 0.6788 | 0.2896 | 0.4709 | 0.1866 | 0.3701 | 0.1134 | 0.3815 | 0.2537 | 0.3644 |
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+ | 0.7027 | 91.0 | 9737 | 1.3478 | 0.2729 | 0.5747 | 0.2175 | 0.1493 | 0.2051 | 0.4627 | 0.2751 | 0.435 | 0.4482 | 0.2047 | 0.3903 | 0.6871 | 0.5405 | 0.6779 | 0.2812 | 0.4532 | 0.1911 | 0.375 | 0.1144 | 0.3754 | 0.2371 | 0.3596 |
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+ | 0.7171 | 92.0 | 9844 | 1.3450 | 0.2747 | 0.5818 | 0.2297 | 0.156 | 0.2056 | 0.4545 | 0.279 | 0.441 | 0.4538 | 0.2125 | 0.393 | 0.6922 | 0.5405 | 0.6734 | 0.2811 | 0.4671 | 0.1959 | 0.3746 | 0.1106 | 0.3938 | 0.2455 | 0.36 |
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+ | 0.7091 | 93.0 | 9951 | 1.3619 | 0.2758 | 0.5845 | 0.2295 | 0.1428 | 0.206 | 0.4655 | 0.271 | 0.4409 | 0.4559 | 0.2114 | 0.3967 | 0.6974 | 0.5456 | 0.6806 | 0.2868 | 0.4658 | 0.1854 | 0.3786 | 0.1159 | 0.3877 | 0.2452 | 0.3667 |
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+ | 0.7078 | 94.0 | 10058 | 1.3647 | 0.2806 | 0.5784 | 0.2428 | 0.1519 | 0.211 | 0.4683 | 0.2802 | 0.4426 | 0.4566 | 0.2197 | 0.3981 | 0.698 | 0.5498 | 0.6829 | 0.297 | 0.4734 | 0.1925 | 0.379 | 0.1149 | 0.38 | 0.2488 | 0.3676 |
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+ | 0.6863 | 95.0 | 10165 | 1.3608 | 0.281 | 0.5899 | 0.2498 | 0.1576 | 0.2058 | 0.4844 | 0.2798 | 0.4394 | 0.4509 | 0.2303 | 0.3857 | 0.6865 | 0.5481 | 0.6775 | 0.2966 | 0.462 | 0.1972 | 0.3799 | 0.1185 | 0.3692 | 0.2447 | 0.3658 |
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+
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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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