Model save
Browse files- README.md +182 -0
- config.json +66 -0
- model.safetensors +3 -0
- preprocessor_config.json +45 -0
- training_args.bin +3 -0
README.md
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| 1 |
+
---
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| 2 |
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license: apache-2.0
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base_model: SenseTime/deformable-detr
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tags:
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- generated_from_trainer
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model-index:
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- name: sensetime-deformable-detr-finetuned-10k-cppe5-reproduce
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results: []
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| 9 |
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---
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| 10 |
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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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| 13 |
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| 14 |
+
[<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/tuning-sota-cppe5/runs/w975f3w4)
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+
# sensetime-deformable-detr-finetuned-10k-cppe5-reproduce
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This model is a fine-tuned version of [SenseTime/deformable-detr](https://huggingface.co/SenseTime/deformable-detr) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.0727
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- Map: 0.3471
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- Map 50: 0.6376
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- Map 75: 0.3269
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- Map Small: 0.2239
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- Map Medium: 0.2687
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| 25 |
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- Map Large: 0.5542
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| 26 |
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- Mar 1: 0.3146
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| 27 |
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- Mar 10: 0.485
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- Mar 100: 0.5045
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- Mar Small: 0.3033
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- Mar Medium: 0.4315
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- Mar Large: 0.7048
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- Map Coverall: 0.556
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- Mar 100 Coverall: 0.6671
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- Map Face Shield: 0.3346
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| 35 |
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- Mar 100 Face Shield: 0.4873
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| 36 |
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- Map Gloves: 0.2879
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| 37 |
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- Mar 100 Gloves: 0.4625
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| 38 |
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- Map Goggles: 0.2348
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| 39 |
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- Mar 100 Goggles: 0.44
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| 40 |
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- Map Mask: 0.3221
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| 41 |
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- Mar 100 Mask: 0.4653
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| 42 |
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| 43 |
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## Model description
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| 44 |
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| 45 |
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More information needed
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| 46 |
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| 47 |
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## Intended uses & limitations
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| 48 |
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| 49 |
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More information needed
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| 50 |
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| 51 |
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## Training and evaluation data
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| 52 |
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| 53 |
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More information needed
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| 54 |
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| 55 |
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## Training procedure
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| 56 |
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| 57 |
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### Training hyperparameters
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| 58 |
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| 59 |
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The following hyperparameters were used during training:
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| 60 |
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- learning_rate: 5e-05
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| 61 |
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- train_batch_size: 4
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| 62 |
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- eval_batch_size: 8
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| 63 |
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- seed: 1337
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| 64 |
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- gradient_accumulation_steps: 2
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| 65 |
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- total_train_batch_size: 8
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| 66 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 67 |
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- lr_scheduler_type: linear
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| 68 |
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- num_epochs: 100.0
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| 69 |
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- mixed_precision_training: Native AMP
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| 70 |
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| 71 |
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### Training results
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| 72 |
+
|
| 73 |
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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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| 74 |
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|:-------------:|:-------:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:---------------:|:-------------------:|:----------:|:--------------:|:-----------:|:---------------:|:--------:|:------------:|
|
| 75 |
+
| 11.6745 | 0.9953 | 106 | 1.7743 | 0.0167 | 0.0443 | 0.0098 | 0.0113 | 0.0253 | 0.0122 | 0.0331 | 0.1258 | 0.1673 | 0.0575 | 0.155 | 0.178 | 0.0056 | 0.2622 | 0.008 | 0.1329 | 0.0044 | 0.1192 | 0.0001 | 0.0292 | 0.0654 | 0.2929 |
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| 76 |
+
| 1.5556 | 2.0 | 213 | 1.5655 | 0.0293 | 0.0676 | 0.0249 | 0.0265 | 0.0367 | 0.0521 | 0.042 | 0.1789 | 0.2423 | 0.1235 | 0.2148 | 0.3336 | 0.0138 | 0.3158 | 0.0073 | 0.2038 | 0.0123 | 0.2844 | 0.0001 | 0.0185 | 0.1131 | 0.3889 |
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| 77 |
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| 1.4143 | 2.9953 | 319 | 1.4570 | 0.074 | 0.1565 | 0.0634 | 0.0315 | 0.0468 | 0.0894 | 0.1088 | 0.2778 | 0.3228 | 0.1222 | 0.2836 | 0.3768 | 0.2084 | 0.5955 | 0.013 | 0.2203 | 0.0184 | 0.3112 | 0.0033 | 0.1246 | 0.1267 | 0.3627 |
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| 78 |
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| 1.2557 | 4.0 | 426 | 1.3799 | 0.1076 | 0.212 | 0.099 | 0.0439 | 0.0618 | 0.1269 | 0.1323 | 0.3206 | 0.3609 | 0.1514 | 0.3238 | 0.4669 | 0.3272 | 0.6257 | 0.0165 | 0.257 | 0.0337 | 0.3634 | 0.0069 | 0.16 | 0.1537 | 0.3987 |
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| 79 |
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| 1.1941 | 4.9953 | 532 | 1.3209 | 0.1144 | 0.2176 | 0.1087 | 0.0438 | 0.0713 | 0.151 | 0.1434 | 0.3609 | 0.4018 | 0.2001 | 0.3457 | 0.564 | 0.3425 | 0.6644 | 0.0144 | 0.2949 | 0.0407 | 0.3665 | 0.0154 | 0.2585 | 0.1591 | 0.4244 |
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| 80 |
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| 1.155 | 6.0 | 639 | 1.2990 | 0.1515 | 0.2906 | 0.1425 | 0.0672 | 0.1129 | 0.1945 | 0.1753 | 0.3935 | 0.4237 | 0.1877 | 0.368 | 0.598 | 0.4158 | 0.6707 | 0.0406 | 0.3203 | 0.0925 | 0.3951 | 0.0189 | 0.3138 | 0.1894 | 0.4187 |
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| 81 |
+
| 1.1215 | 6.9953 | 745 | 1.2747 | 0.1571 | 0.309 | 0.143 | 0.0696 | 0.125 | 0.1889 | 0.1724 | 0.3909 | 0.43 | 0.2033 | 0.3851 | 0.604 | 0.4395 | 0.6743 | 0.0498 | 0.381 | 0.0871 | 0.4036 | 0.018 | 0.2692 | 0.1911 | 0.4218 |
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| 82 |
+
| 1.0717 | 8.0 | 852 | 1.2178 | 0.1571 | 0.3227 | 0.1375 | 0.0901 | 0.1195 | 0.2164 | 0.198 | 0.4041 | 0.4433 | 0.2476 | 0.4 | 0.5814 | 0.4163 | 0.6811 | 0.0407 | 0.3582 | 0.0893 | 0.4116 | 0.049 | 0.3246 | 0.1903 | 0.4409 |
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| 83 |
+
| 1.0565 | 8.9953 | 958 | 1.2809 | 0.1655 | 0.3272 | 0.1587 | 0.091 | 0.1352 | 0.2086 | 0.2214 | 0.4057 | 0.4395 | 0.2224 | 0.3794 | 0.6548 | 0.3741 | 0.6495 | 0.0995 | 0.4316 | 0.098 | 0.3714 | 0.0485 | 0.3277 | 0.2076 | 0.4173 |
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| 84 |
+
| 1.0112 | 10.0 | 1065 | 1.1774 | 0.2008 | 0.3844 | 0.2 | 0.0948 | 0.1963 | 0.2942 | 0.2258 | 0.4368 | 0.4664 | 0.273 | 0.4293 | 0.6294 | 0.4777 | 0.6856 | 0.0681 | 0.343 | 0.1224 | 0.4321 | 0.09 | 0.3938 | 0.246 | 0.4773 |
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| 85 |
+
| 0.9978 | 10.9953 | 1171 | 1.1756 | 0.2299 | 0.4406 | 0.2158 | 0.0987 | 0.208 | 0.3558 | 0.2403 | 0.4529 | 0.4784 | 0.2767 | 0.4338 | 0.6759 | 0.474 | 0.6856 | 0.1359 | 0.4127 | 0.1528 | 0.4388 | 0.1218 | 0.3923 | 0.2652 | 0.4627 |
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| 86 |
+
| 0.9543 | 12.0 | 1278 | 1.1263 | 0.2416 | 0.459 | 0.226 | 0.129 | 0.2064 | 0.3378 | 0.2497 | 0.4603 | 0.4893 | 0.3098 | 0.439 | 0.6639 | 0.51 | 0.6892 | 0.133 | 0.4228 | 0.1824 | 0.4393 | 0.116 | 0.4385 | 0.2665 | 0.4569 |
|
| 87 |
+
| 0.9578 | 12.9953 | 1384 | 1.1217 | 0.2622 | 0.4835 | 0.2467 | 0.1248 | 0.2321 | 0.4226 | 0.2676 | 0.4575 | 0.4884 | 0.3023 | 0.4572 | 0.661 | 0.5304 | 0.6977 | 0.172 | 0.4139 | 0.1784 | 0.4603 | 0.1386 | 0.4062 | 0.2917 | 0.464 |
|
| 88 |
+
| 0.9196 | 14.0 | 1491 | 1.1083 | 0.26 | 0.4885 | 0.2469 | 0.1338 | 0.2185 | 0.3915 | 0.2684 | 0.4657 | 0.4912 | 0.2804 | 0.4423 | 0.6744 | 0.5478 | 0.7005 | 0.1698 | 0.4684 | 0.1808 | 0.4246 | 0.1119 | 0.4 | 0.2895 | 0.4627 |
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| 89 |
+
| 0.8938 | 14.9953 | 1597 | 1.1487 | 0.2506 | 0.4849 | 0.2305 | 0.1269 | 0.2174 | 0.3739 | 0.2597 | 0.4527 | 0.4777 | 0.2813 | 0.4375 | 0.6726 | 0.5043 | 0.6748 | 0.1642 | 0.462 | 0.1753 | 0.4321 | 0.125 | 0.3785 | 0.2842 | 0.4413 |
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| 90 |
+
| 0.8907 | 16.0 | 1704 | 1.1091 | 0.2545 | 0.4905 | 0.2477 | 0.1267 | 0.2276 | 0.392 | 0.2634 | 0.4574 | 0.4881 | 0.3075 | 0.4439 | 0.6852 | 0.524 | 0.695 | 0.1588 | 0.4443 | 0.188 | 0.4634 | 0.1298 | 0.3815 | 0.2717 | 0.4564 |
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| 91 |
+
| 0.8669 | 16.9953 | 1810 | 1.0938 | 0.2838 | 0.5311 | 0.274 | 0.1446 | 0.2359 | 0.4327 | 0.2853 | 0.4676 | 0.49 | 0.3005 | 0.444 | 0.6873 | 0.5439 | 0.6905 | 0.2054 | 0.457 | 0.2177 | 0.4487 | 0.1542 | 0.4046 | 0.2976 | 0.4493 |
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| 92 |
+
| 0.8495 | 18.0 | 1917 | 1.0866 | 0.2755 | 0.5134 | 0.2554 | 0.1362 | 0.2355 | 0.4541 | 0.2681 | 0.4548 | 0.4799 | 0.2886 | 0.4362 | 0.6823 | 0.5533 | 0.6995 | 0.1514 | 0.4418 | 0.2165 | 0.4598 | 0.159 | 0.3492 | 0.2974 | 0.4493 |
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| 93 |
+
| 0.8421 | 18.9953 | 2023 | 1.0856 | 0.2719 | 0.5259 | 0.2519 | 0.1366 | 0.2341 | 0.4521 | 0.28 | 0.4539 | 0.4769 | 0.3123 | 0.4265 | 0.6567 | 0.5057 | 0.6459 | 0.1693 | 0.4418 | 0.2233 | 0.4629 | 0.1574 | 0.3677 | 0.304 | 0.4662 |
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| 94 |
+
| 0.813 | 20.0 | 2130 | 1.0726 | 0.2846 | 0.5348 | 0.2736 | 0.1497 | 0.2304 | 0.4655 | 0.2851 | 0.4696 | 0.4932 | 0.3084 | 0.4391 | 0.6959 | 0.5259 | 0.6586 | 0.1864 | 0.5051 | 0.2468 | 0.4406 | 0.1622 | 0.3969 | 0.3018 | 0.4649 |
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| 95 |
+
| 0.8215 | 20.9953 | 2236 | 1.0397 | 0.2966 | 0.5453 | 0.2992 | 0.1696 | 0.2338 | 0.4806 | 0.2887 | 0.4835 | 0.5056 | 0.3419 | 0.4607 | 0.694 | 0.5695 | 0.6973 | 0.1967 | 0.5051 | 0.2348 | 0.4647 | 0.1719 | 0.3815 | 0.3103 | 0.4796 |
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| 96 |
+
| 0.7876 | 22.0 | 2343 | 1.0477 | 0.2908 | 0.5476 | 0.2759 | 0.1466 | 0.2439 | 0.4577 | 0.287 | 0.4747 | 0.5011 | 0.3174 | 0.4614 | 0.6895 | 0.5722 | 0.6959 | 0.1964 | 0.4848 | 0.2358 | 0.4656 | 0.1462 | 0.3892 | 0.3034 | 0.4698 |
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| 97 |
+
| 0.8012 | 22.9953 | 2449 | 1.0780 | 0.2829 | 0.5255 | 0.2685 | 0.137 | 0.2255 | 0.4389 | 0.2786 | 0.4624 | 0.4898 | 0.2655 | 0.44 | 0.689 | 0.5429 | 0.6676 | 0.2043 | 0.4772 | 0.2418 | 0.4616 | 0.1156 | 0.3646 | 0.3101 | 0.4782 |
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| 98 |
+
| 0.7738 | 24.0 | 2556 | 1.0447 | 0.3086 | 0.5717 | 0.296 | 0.18 | 0.2464 | 0.4829 | 0.286 | 0.4777 | 0.5067 | 0.3497 | 0.4605 | 0.6955 | 0.5613 | 0.6815 | 0.2118 | 0.4797 | 0.2567 | 0.4679 | 0.1977 | 0.4123 | 0.3156 | 0.492 |
|
| 99 |
+
| 0.7738 | 24.9953 | 2662 | 1.0471 | 0.3099 | 0.5827 | 0.2977 | 0.1699 | 0.2539 | 0.4816 | 0.2908 | 0.465 | 0.4846 | 0.3136 | 0.4363 | 0.6683 | 0.5595 | 0.6761 | 0.2114 | 0.4468 | 0.2579 | 0.4571 | 0.2039 | 0.3846 | 0.3166 | 0.4582 |
|
| 100 |
+
| 0.7549 | 26.0 | 2769 | 1.0618 | 0.3113 | 0.5754 | 0.289 | 0.1962 | 0.2495 | 0.4786 | 0.2938 | 0.4705 | 0.4954 | 0.2923 | 0.4491 | 0.6872 | 0.5627 | 0.6802 | 0.2508 | 0.4899 | 0.2579 | 0.45 | 0.1777 | 0.3954 | 0.3074 | 0.4613 |
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| 101 |
+
| 0.7715 | 26.9953 | 2875 | 1.0328 | 0.313 | 0.5867 | 0.2898 | 0.1915 | 0.2419 | 0.4874 | 0.2935 | 0.4789 | 0.5051 | 0.3092 | 0.4417 | 0.7034 | 0.5449 | 0.6815 | 0.2329 | 0.4861 | 0.26 | 0.4741 | 0.1915 | 0.4 | 0.3356 | 0.484 |
|
| 102 |
+
| 0.7386 | 28.0 | 2982 | 1.0318 | 0.3182 | 0.5894 | 0.2969 | 0.2087 | 0.2584 | 0.4936 | 0.3043 | 0.4905 | 0.5203 | 0.3489 | 0.463 | 0.6977 | 0.5581 | 0.6761 | 0.2404 | 0.5 | 0.2663 | 0.4871 | 0.1996 | 0.4431 | 0.3264 | 0.4951 |
|
| 103 |
+
| 0.7388 | 28.9953 | 3088 | 1.0309 | 0.3151 | 0.5908 | 0.2953 | 0.1714 | 0.2506 | 0.4845 | 0.299 | 0.4833 | 0.507 | 0.3136 | 0.4511 | 0.7004 | 0.5507 | 0.6874 | 0.2508 | 0.4937 | 0.2607 | 0.4696 | 0.191 | 0.4138 | 0.3224 | 0.4707 |
|
| 104 |
+
| 0.7092 | 30.0 | 3195 | 1.0388 | 0.3165 | 0.5937 | 0.2909 | 0.1496 | 0.2446 | 0.5126 | 0.2976 | 0.4785 | 0.5024 | 0.2835 | 0.4463 | 0.6904 | 0.5549 | 0.6838 | 0.2498 | 0.4962 | 0.2718 | 0.467 | 0.2004 | 0.4062 | 0.3053 | 0.4591 |
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| 105 |
+
| 0.7114 | 30.9953 | 3301 | 1.0427 | 0.3102 | 0.5886 | 0.286 | 0.1976 | 0.2561 | 0.4823 | 0.2985 | 0.4676 | 0.4946 | 0.2994 | 0.445 | 0.7112 | 0.5535 | 0.6806 | 0.2505 | 0.4975 | 0.2679 | 0.4621 | 0.167 | 0.3769 | 0.3123 | 0.456 |
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| 106 |
+
| 0.7032 | 32.0 | 3408 | 1.0404 | 0.3168 | 0.5916 | 0.3 | 0.2018 | 0.2554 | 0.5038 | 0.2933 | 0.4776 | 0.5102 | 0.3669 | 0.4527 | 0.7007 | 0.5593 | 0.6887 | 0.244 | 0.4823 | 0.2684 | 0.4853 | 0.1801 | 0.4123 | 0.332 | 0.4822 |
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| 107 |
+
| 0.7006 | 32.9953 | 3514 | 1.0246 | 0.3287 | 0.5948 | 0.3158 | 0.21 | 0.2597 | 0.5103 | 0.304 | 0.4967 | 0.522 | 0.3417 | 0.4715 | 0.7227 | 0.5832 | 0.7014 | 0.2496 | 0.519 | 0.2767 | 0.475 | 0.1936 | 0.4308 | 0.3405 | 0.484 |
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| 108 |
+
| 0.6886 | 34.0 | 3621 | 1.0414 | 0.3186 | 0.5938 | 0.2917 | 0.1831 | 0.2501 | 0.5168 | 0.2984 | 0.4753 | 0.5011 | 0.2782 | 0.4546 | 0.689 | 0.5766 | 0.7086 | 0.2695 | 0.5089 | 0.2707 | 0.4629 | 0.1621 | 0.3738 | 0.3141 | 0.4511 |
|
| 109 |
+
| 0.7005 | 34.9953 | 3727 | 1.0315 | 0.3403 | 0.6141 | 0.3297 | 0.1953 | 0.264 | 0.5513 | 0.3007 | 0.4799 | 0.5053 | 0.2818 | 0.4534 | 0.7013 | 0.5757 | 0.6896 | 0.3081 | 0.5063 | 0.268 | 0.4621 | 0.2108 | 0.3908 | 0.339 | 0.4778 |
|
| 110 |
+
| 0.6736 | 36.0 | 3834 | 1.0174 | 0.3302 | 0.5993 | 0.3115 | 0.2041 | 0.263 | 0.5133 | 0.3003 | 0.4861 | 0.5088 | 0.2864 | 0.4674 | 0.69 | 0.5769 | 0.6973 | 0.2593 | 0.4684 | 0.278 | 0.492 | 0.2139 | 0.4231 | 0.323 | 0.4636 |
|
| 111 |
+
| 0.6713 | 36.9953 | 3940 | 1.0260 | 0.3312 | 0.5975 | 0.3118 | 0.2167 | 0.2652 | 0.5174 | 0.3112 | 0.4891 | 0.5127 | 0.3276 | 0.4565 | 0.7097 | 0.5684 | 0.6914 | 0.2784 | 0.5063 | 0.2671 | 0.4603 | 0.2226 | 0.4354 | 0.3192 | 0.4702 |
|
| 112 |
+
| 0.6572 | 38.0 | 4047 | 1.0167 | 0.3431 | 0.6228 | 0.3377 | 0.2027 | 0.2728 | 0.5576 | 0.3079 | 0.4877 | 0.5142 | 0.3312 | 0.4538 | 0.7063 | 0.5705 | 0.6811 | 0.2904 | 0.5063 | 0.2847 | 0.4817 | 0.2318 | 0.4169 | 0.3381 | 0.4849 |
|
| 113 |
+
| 0.6608 | 38.9953 | 4153 | 1.0307 | 0.3428 | 0.6126 | 0.3359 | 0.21 | 0.2775 | 0.5477 | 0.3043 | 0.4884 | 0.515 | 0.314 | 0.4668 | 0.7124 | 0.5706 | 0.691 | 0.3056 | 0.5367 | 0.2919 | 0.479 | 0.2123 | 0.3923 | 0.3336 | 0.476 |
|
| 114 |
+
| 0.63 | 40.0 | 4260 | 1.0264 | 0.3443 | 0.6177 | 0.3276 | 0.2114 | 0.2806 | 0.5421 | 0.3121 | 0.4916 | 0.5202 | 0.3188 | 0.4705 | 0.7166 | 0.5783 | 0.691 | 0.3117 | 0.5291 | 0.2732 | 0.4817 | 0.2299 | 0.4308 | 0.3282 | 0.4684 |
|
| 115 |
+
| 0.6396 | 40.9953 | 4366 | 1.0215 | 0.3425 | 0.621 | 0.3171 | 0.2082 | 0.2728 | 0.5362 | 0.3092 | 0.4871 | 0.5079 | 0.2951 | 0.4554 | 0.7131 | 0.5877 | 0.7027 | 0.3052 | 0.4937 | 0.288 | 0.475 | 0.1991 | 0.4 | 0.3324 | 0.468 |
|
| 116 |
+
| 0.625 | 42.0 | 4473 | 1.0178 | 0.3484 | 0.6218 | 0.3461 | 0.2131 | 0.2829 | 0.5369 | 0.3012 | 0.4949 | 0.5168 | 0.3244 | 0.4631 | 0.7096 | 0.5735 | 0.6932 | 0.3088 | 0.5127 | 0.2923 | 0.479 | 0.2422 | 0.4246 | 0.3251 | 0.4742 |
|
| 117 |
+
| 0.6251 | 42.9953 | 4579 | 1.0301 | 0.3461 | 0.6247 | 0.3439 | 0.2131 | 0.2702 | 0.5491 | 0.306 | 0.4934 | 0.5121 | 0.2848 | 0.4461 | 0.7165 | 0.5833 | 0.6901 | 0.301 | 0.5051 | 0.2873 | 0.4835 | 0.2335 | 0.4123 | 0.3255 | 0.4693 |
|
| 118 |
+
| 0.6135 | 44.0 | 4686 | 1.0139 | 0.3493 | 0.6317 | 0.3372 | 0.2248 | 0.2862 | 0.5572 | 0.3072 | 0.4894 | 0.5117 | 0.3177 | 0.4626 | 0.7082 | 0.5812 | 0.6914 | 0.3109 | 0.5152 | 0.2954 | 0.4839 | 0.223 | 0.3846 | 0.3361 | 0.4836 |
|
| 119 |
+
| 0.6144 | 44.9953 | 4792 | 1.0285 | 0.3509 | 0.6356 | 0.3476 | 0.224 | 0.2788 | 0.5406 | 0.3077 | 0.4964 | 0.5158 | 0.3294 | 0.4636 | 0.7093 | 0.5641 | 0.6739 | 0.3102 | 0.5013 | 0.2928 | 0.4839 | 0.2503 | 0.4338 | 0.3372 | 0.4862 |
|
| 120 |
+
| 0.6108 | 46.0 | 4899 | 1.0337 | 0.3399 | 0.6192 | 0.3317 | 0.2009 | 0.2756 | 0.5243 | 0.2977 | 0.4824 | 0.503 | 0.2895 | 0.4587 | 0.6878 | 0.5765 | 0.6788 | 0.3125 | 0.4975 | 0.2873 | 0.4719 | 0.2004 | 0.3923 | 0.323 | 0.4747 |
|
| 121 |
+
| 0.6081 | 46.9953 | 5005 | 1.0228 | 0.3444 | 0.6169 | 0.341 | 0.2173 | 0.281 | 0.5443 | 0.3041 | 0.4928 | 0.5181 | 0.3604 | 0.462 | 0.7082 | 0.5721 | 0.6887 | 0.313 | 0.5038 | 0.2941 | 0.4754 | 0.2061 | 0.4292 | 0.3367 | 0.4933 |
|
| 122 |
+
| 0.5857 | 48.0 | 5112 | 1.0137 | 0.348 | 0.6196 | 0.3419 | 0.2091 | 0.2733 | 0.5542 | 0.308 | 0.4916 | 0.5113 | 0.297 | 0.4554 | 0.7015 | 0.5836 | 0.6905 | 0.3218 | 0.5089 | 0.2964 | 0.4848 | 0.214 | 0.3908 | 0.3241 | 0.4813 |
|
| 123 |
+
| 0.5963 | 48.9953 | 5218 | 1.0341 | 0.3433 | 0.6262 | 0.3411 | 0.218 | 0.2703 | 0.5395 | 0.3019 | 0.4899 | 0.5166 | 0.3304 | 0.4661 | 0.7068 | 0.5829 | 0.6941 | 0.2951 | 0.5013 | 0.2938 | 0.4888 | 0.2044 | 0.4123 | 0.3405 | 0.4862 |
|
| 124 |
+
| 0.5828 | 50.0 | 5325 | 1.0220 | 0.3402 | 0.6157 | 0.3433 | 0.2175 | 0.2748 | 0.5347 | 0.3054 | 0.496 | 0.5184 | 0.321 | 0.4733 | 0.7146 | 0.5809 | 0.6977 | 0.3071 | 0.4975 | 0.29 | 0.4857 | 0.1992 | 0.4292 | 0.3238 | 0.4818 |
|
| 125 |
+
| 0.583 | 50.9953 | 5431 | 1.0163 | 0.3483 | 0.6272 | 0.3378 | 0.2054 | 0.2819 | 0.554 | 0.3081 | 0.4954 | 0.5174 | 0.3028 | 0.4757 | 0.701 | 0.5748 | 0.6896 | 0.3137 | 0.5165 | 0.2908 | 0.4866 | 0.234 | 0.4185 | 0.3284 | 0.476 |
|
| 126 |
+
| 0.5574 | 52.0 | 5538 | 1.0144 | 0.3462 | 0.6241 | 0.3344 | 0.2138 | 0.2757 | 0.5384 | 0.3036 | 0.4917 | 0.5163 | 0.3087 | 0.4663 | 0.7117 | 0.5794 | 0.6941 | 0.2983 | 0.4987 | 0.3086 | 0.4853 | 0.222 | 0.4385 | 0.3225 | 0.4649 |
|
| 127 |
+
| 0.565 | 52.9953 | 5644 | 1.0384 | 0.3361 | 0.6159 | 0.3305 | 0.2078 | 0.2691 | 0.5349 | 0.3004 | 0.4874 | 0.511 | 0.3151 | 0.4652 | 0.7071 | 0.5649 | 0.6851 | 0.2748 | 0.4886 | 0.2937 | 0.4888 | 0.222 | 0.42 | 0.325 | 0.4724 |
|
| 128 |
+
| 0.5545 | 54.0 | 5751 | 1.0353 | 0.338 | 0.6151 | 0.3341 | 0.2055 | 0.2616 | 0.5487 | 0.3045 | 0.4796 | 0.5039 | 0.334 | 0.4435 | 0.7153 | 0.5729 | 0.6779 | 0.2751 | 0.4797 | 0.2887 | 0.4714 | 0.2189 | 0.4092 | 0.3342 | 0.4813 |
|
| 129 |
+
| 0.5533 | 54.9953 | 5857 | 1.0273 | 0.3478 | 0.6322 | 0.3282 | 0.2019 | 0.2765 | 0.5498 | 0.3091 | 0.4827 | 0.5049 | 0.289 | 0.4568 | 0.7001 | 0.5784 | 0.6815 | 0.3102 | 0.4975 | 0.2974 | 0.4799 | 0.2306 | 0.4031 | 0.3223 | 0.4627 |
|
| 130 |
+
| 0.5343 | 56.0 | 5964 | 1.0379 | 0.3489 | 0.631 | 0.3353 | 0.2161 | 0.2711 | 0.5601 | 0.3114 | 0.4885 | 0.5098 | 0.3114 | 0.4584 | 0.721 | 0.5659 | 0.6824 | 0.3237 | 0.5051 | 0.3084 | 0.4853 | 0.2272 | 0.4092 | 0.3193 | 0.4671 |
|
| 131 |
+
| 0.5468 | 56.9953 | 6070 | 1.0393 | 0.3454 | 0.6401 | 0.3253 | 0.2075 | 0.2698 | 0.5397 | 0.3079 | 0.4848 | 0.5033 | 0.3134 | 0.4366 | 0.686 | 0.5642 | 0.668 | 0.3186 | 0.4797 | 0.2974 | 0.4915 | 0.2271 | 0.4092 | 0.3196 | 0.468 |
|
| 132 |
+
| 0.5431 | 58.0 | 6177 | 1.0278 | 0.344 | 0.63 | 0.3249 | 0.2067 | 0.2747 | 0.5383 | 0.3093 | 0.4896 | 0.5083 | 0.2966 | 0.4465 | 0.7067 | 0.5634 | 0.6671 | 0.3113 | 0.4962 | 0.2989 | 0.4902 | 0.2229 | 0.4138 | 0.3235 | 0.4742 |
|
| 133 |
+
| 0.5339 | 58.9953 | 6283 | 1.0319 | 0.3408 | 0.6341 | 0.3086 | 0.214 | 0.2713 | 0.5379 | 0.3031 | 0.4853 | 0.505 | 0.2896 | 0.4521 | 0.7106 | 0.5694 | 0.6815 | 0.2998 | 0.4709 | 0.3092 | 0.4978 | 0.2052 | 0.4092 | 0.3205 | 0.4658 |
|
| 134 |
+
| 0.5334 | 60.0 | 6390 | 1.0279 | 0.3496 | 0.6412 | 0.3359 | 0.2139 | 0.2859 | 0.5352 | 0.3089 | 0.4929 | 0.5133 | 0.3019 | 0.4679 | 0.7023 | 0.5635 | 0.6802 | 0.3222 | 0.5 | 0.3064 | 0.4879 | 0.2309 | 0.4277 | 0.3249 | 0.4707 |
|
| 135 |
+
| 0.5289 | 60.9953 | 6496 | 1.0478 | 0.3506 | 0.6433 | 0.321 | 0.2228 | 0.2723 | 0.5336 | 0.304 | 0.4892 | 0.5068 | 0.297 | 0.4413 | 0.693 | 0.5761 | 0.6838 | 0.3275 | 0.4873 | 0.303 | 0.4696 | 0.2246 | 0.4308 | 0.3221 | 0.4622 |
|
| 136 |
+
| 0.5091 | 62.0 | 6603 | 1.0321 | 0.3484 | 0.6408 | 0.3242 | 0.2247 | 0.2711 | 0.5639 | 0.309 | 0.4896 | 0.5119 | 0.3139 | 0.4471 | 0.7109 | 0.5561 | 0.6779 | 0.3219 | 0.4848 | 0.297 | 0.4951 | 0.245 | 0.4308 | 0.3222 | 0.4707 |
|
| 137 |
+
| 0.5239 | 62.9953 | 6709 | 1.0277 | 0.3516 | 0.6421 | 0.3371 | 0.2329 | 0.2764 | 0.5504 | 0.3045 | 0.491 | 0.5096 | 0.3178 | 0.4378 | 0.7055 | 0.5655 | 0.6766 | 0.3156 | 0.4646 | 0.3137 | 0.4973 | 0.2267 | 0.44 | 0.3365 | 0.4693 |
|
| 138 |
+
| 0.5025 | 64.0 | 6816 | 1.0331 | 0.3474 | 0.6385 | 0.3144 | 0.2295 | 0.286 | 0.5378 | 0.3095 | 0.4949 | 0.5131 | 0.3183 | 0.4571 | 0.7047 | 0.5603 | 0.6878 | 0.3093 | 0.4722 | 0.3043 | 0.4866 | 0.235 | 0.4538 | 0.328 | 0.4649 |
|
| 139 |
+
| 0.4991 | 64.9953 | 6922 | 1.0323 | 0.3457 | 0.6359 | 0.3158 | 0.2193 | 0.2808 | 0.5367 | 0.3091 | 0.485 | 0.507 | 0.2986 | 0.4511 | 0.7043 | 0.5653 | 0.6838 | 0.3106 | 0.481 | 0.2987 | 0.4804 | 0.2308 | 0.4169 | 0.3229 | 0.4729 |
|
| 140 |
+
| 0.4969 | 66.0 | 7029 | 1.0250 | 0.3448 | 0.6468 | 0.317 | 0.23 | 0.2781 | 0.5449 | 0.3031 | 0.4919 | 0.5109 | 0.3493 | 0.4479 | 0.6951 | 0.5477 | 0.6707 | 0.311 | 0.4911 | 0.3046 | 0.4924 | 0.2424 | 0.4369 | 0.318 | 0.4631 |
|
| 141 |
+
| 0.496 | 66.9953 | 7135 | 1.0300 | 0.3461 | 0.6272 | 0.325 | 0.2262 | 0.2772 | 0.5318 | 0.3097 | 0.4913 | 0.5118 | 0.3102 | 0.4598 | 0.6967 | 0.5751 | 0.6941 | 0.3067 | 0.4696 | 0.3018 | 0.4812 | 0.2244 | 0.4415 | 0.3224 | 0.4724 |
|
| 142 |
+
| 0.4788 | 68.0 | 7242 | 1.0452 | 0.3402 | 0.6215 | 0.3124 | 0.2249 | 0.2665 | 0.5439 | 0.3048 | 0.4923 | 0.5102 | 0.338 | 0.4531 | 0.7045 | 0.5618 | 0.6806 | 0.3051 | 0.4797 | 0.2956 | 0.4741 | 0.2261 | 0.4492 | 0.3127 | 0.4671 |
|
| 143 |
+
| 0.4807 | 68.9953 | 7348 | 1.0359 | 0.3461 | 0.6413 | 0.3141 | 0.2239 | 0.2736 | 0.5437 | 0.3079 | 0.4836 | 0.5028 | 0.3072 | 0.4486 | 0.6881 | 0.5605 | 0.6685 | 0.3124 | 0.4696 | 0.3014 | 0.4808 | 0.2347 | 0.4231 | 0.3216 | 0.472 |
|
| 144 |
+
| 0.4756 | 70.0 | 7455 | 1.0310 | 0.3522 | 0.6459 | 0.3281 | 0.222 | 0.2816 | 0.5535 | 0.3078 | 0.4878 | 0.5082 | 0.2998 | 0.4607 | 0.7001 | 0.5784 | 0.6919 | 0.3348 | 0.4823 | 0.2935 | 0.4763 | 0.2294 | 0.4169 | 0.325 | 0.4738 |
|
| 145 |
+
| 0.4738 | 70.9953 | 7561 | 1.0440 | 0.3422 | 0.6271 | 0.3121 | 0.2157 | 0.2757 | 0.5429 | 0.31 | 0.483 | 0.5072 | 0.3103 | 0.4482 | 0.6956 | 0.5563 | 0.6703 | 0.3091 | 0.4835 | 0.2995 | 0.4848 | 0.225 | 0.4277 | 0.3208 | 0.4698 |
|
| 146 |
+
| 0.4674 | 72.0 | 7668 | 1.0492 | 0.3474 | 0.6321 | 0.3275 | 0.2241 | 0.2692 | 0.548 | 0.314 | 0.4834 | 0.5043 | 0.2946 | 0.4371 | 0.707 | 0.5626 | 0.6703 | 0.3187 | 0.4975 | 0.295 | 0.4754 | 0.2413 | 0.4123 | 0.3192 | 0.4658 |
|
| 147 |
+
| 0.4592 | 72.9953 | 7774 | 1.0344 | 0.3545 | 0.6457 | 0.3418 | 0.2373 | 0.2789 | 0.559 | 0.314 | 0.4912 | 0.5084 | 0.3124 | 0.4394 | 0.6999 | 0.5673 | 0.6766 | 0.3326 | 0.4949 | 0.3024 | 0.4728 | 0.2468 | 0.4277 | 0.3234 | 0.4702 |
|
| 148 |
+
| 0.4584 | 74.0 | 7881 | 1.0381 | 0.3451 | 0.6271 | 0.3398 | 0.2388 | 0.2702 | 0.5483 | 0.3144 | 0.4882 | 0.5113 | 0.3169 | 0.4468 | 0.7077 | 0.5631 | 0.6788 | 0.3154 | 0.4873 | 0.2912 | 0.4812 | 0.2251 | 0.4323 | 0.3307 | 0.4769 |
|
| 149 |
+
| 0.4648 | 74.9953 | 7987 | 1.0515 | 0.3506 | 0.6384 | 0.3369 | 0.2269 | 0.2659 | 0.5582 | 0.3168 | 0.4842 | 0.5067 | 0.3154 | 0.4328 | 0.6958 | 0.5646 | 0.6694 | 0.3313 | 0.4886 | 0.2944 | 0.4741 | 0.2264 | 0.4262 | 0.3365 | 0.4751 |
|
| 150 |
+
| 0.4487 | 76.0 | 8094 | 1.0408 | 0.3479 | 0.6399 | 0.3232 | 0.2223 | 0.2783 | 0.5555 | 0.3149 | 0.486 | 0.5077 | 0.322 | 0.4466 | 0.699 | 0.5573 | 0.6671 | 0.3233 | 0.4924 | 0.2944 | 0.4795 | 0.2408 | 0.4369 | 0.3235 | 0.4627 |
|
| 151 |
+
| 0.4482 | 76.9953 | 8200 | 1.0368 | 0.3505 | 0.6396 | 0.3153 | 0.2229 | 0.2796 | 0.5552 | 0.3173 | 0.487 | 0.508 | 0.3088 | 0.4459 | 0.7042 | 0.5604 | 0.6716 | 0.3201 | 0.4911 | 0.2959 | 0.4786 | 0.2532 | 0.4292 | 0.323 | 0.4693 |
|
| 152 |
+
| 0.4359 | 78.0 | 8307 | 1.0456 | 0.3488 | 0.6434 | 0.3181 | 0.2308 | 0.2708 | 0.549 | 0.3117 | 0.4823 | 0.5029 | 0.3098 | 0.4397 | 0.6933 | 0.5704 | 0.6716 | 0.3174 | 0.4823 | 0.2983 | 0.4777 | 0.2353 | 0.4185 | 0.3227 | 0.4644 |
|
| 153 |
+
| 0.445 | 78.9953 | 8413 | 1.0598 | 0.3472 | 0.638 | 0.3149 | 0.2236 | 0.2719 | 0.5492 | 0.313 | 0.4873 | 0.5051 | 0.2966 | 0.4461 | 0.7045 | 0.5497 | 0.6649 | 0.3331 | 0.5013 | 0.2907 | 0.4737 | 0.2397 | 0.4231 | 0.3226 | 0.4627 |
|
| 154 |
+
| 0.4328 | 80.0 | 8520 | 1.0558 | 0.3477 | 0.6419 | 0.3326 | 0.2335 | 0.2701 | 0.5483 | 0.3112 | 0.4865 | 0.506 | 0.3232 | 0.432 | 0.7048 | 0.5599 | 0.668 | 0.3244 | 0.4823 | 0.292 | 0.4772 | 0.2396 | 0.4369 | 0.3228 | 0.4658 |
|
| 155 |
+
| 0.4321 | 80.9953 | 8626 | 1.0447 | 0.3474 | 0.6387 | 0.3308 | 0.2348 | 0.2749 | 0.5457 | 0.3155 | 0.485 | 0.506 | 0.3189 | 0.4442 | 0.6897 | 0.5604 | 0.6689 | 0.3165 | 0.4785 | 0.2932 | 0.4777 | 0.2362 | 0.4338 | 0.3307 | 0.4711 |
|
| 156 |
+
| 0.4318 | 82.0 | 8733 | 1.0476 | 0.3496 | 0.6408 | 0.3292 | 0.2301 | 0.2767 | 0.543 | 0.3118 | 0.4895 | 0.51 | 0.3248 | 0.4397 | 0.6942 | 0.5553 | 0.6734 | 0.3188 | 0.4797 | 0.2965 | 0.479 | 0.2481 | 0.4462 | 0.3296 | 0.4716 |
|
| 157 |
+
| 0.4273 | 82.9953 | 8839 | 1.0585 | 0.348 | 0.6396 | 0.3286 | 0.2309 | 0.2694 | 0.5526 | 0.3126 | 0.4843 | 0.5035 | 0.318 | 0.4372 | 0.6912 | 0.5532 | 0.6622 | 0.3262 | 0.4861 | 0.2999 | 0.4763 | 0.2363 | 0.4246 | 0.3245 | 0.4684 |
|
| 158 |
+
| 0.4252 | 84.0 | 8946 | 1.0618 | 0.3439 | 0.6332 | 0.3285 | 0.2312 | 0.272 | 0.5316 | 0.3148 | 0.4854 | 0.5036 | 0.3173 | 0.4412 | 0.6932 | 0.5538 | 0.6626 | 0.3153 | 0.4848 | 0.2879 | 0.4723 | 0.2455 | 0.4431 | 0.3168 | 0.4551 |
|
| 159 |
+
| 0.4158 | 84.9953 | 9052 | 1.0631 | 0.3484 | 0.6387 | 0.3257 | 0.2285 | 0.2694 | 0.5474 | 0.3152 | 0.4841 | 0.5047 | 0.3141 | 0.4346 | 0.6906 | 0.5595 | 0.6671 | 0.3351 | 0.4823 | 0.287 | 0.4732 | 0.2374 | 0.4354 | 0.323 | 0.4653 |
|
| 160 |
+
| 0.4088 | 86.0 | 9159 | 1.0561 | 0.3525 | 0.6421 | 0.3247 | 0.2286 | 0.2768 | 0.553 | 0.3143 | 0.4856 | 0.5067 | 0.311 | 0.4405 | 0.7017 | 0.5626 | 0.6694 | 0.3299 | 0.4861 | 0.2942 | 0.4719 | 0.249 | 0.4446 | 0.3266 | 0.4618 |
|
| 161 |
+
| 0.4194 | 86.9953 | 9265 | 1.0613 | 0.3499 | 0.6399 | 0.3269 | 0.227 | 0.2727 | 0.5463 | 0.3132 | 0.4821 | 0.5012 | 0.3048 | 0.4328 | 0.6896 | 0.562 | 0.664 | 0.3359 | 0.4911 | 0.2915 | 0.4638 | 0.2386 | 0.4246 | 0.3216 | 0.4627 |
|
| 162 |
+
| 0.4087 | 88.0 | 9372 | 1.0764 | 0.3484 | 0.6358 | 0.3282 | 0.222 | 0.2707 | 0.556 | 0.3145 | 0.4806 | 0.4996 | 0.2991 | 0.4302 | 0.6907 | 0.5541 | 0.6599 | 0.3344 | 0.4848 | 0.2866 | 0.4701 | 0.2455 | 0.4185 | 0.3215 | 0.4649 |
|
| 163 |
+
| 0.4031 | 88.9953 | 9478 | 1.0731 | 0.3494 | 0.6316 | 0.3283 | 0.2258 | 0.2685 | 0.5512 | 0.3144 | 0.4852 | 0.5048 | 0.3054 | 0.4275 | 0.7027 | 0.5574 | 0.6617 | 0.3338 | 0.4911 | 0.2962 | 0.4679 | 0.2356 | 0.4354 | 0.3238 | 0.468 |
|
| 164 |
+
| 0.3968 | 90.0 | 9585 | 1.0613 | 0.35 | 0.6386 | 0.3379 | 0.2254 | 0.2739 | 0.5538 | 0.3105 | 0.4855 | 0.5043 | 0.3148 | 0.4376 | 0.6953 | 0.559 | 0.6721 | 0.335 | 0.4835 | 0.292 | 0.4679 | 0.2386 | 0.4323 | 0.3253 | 0.4658 |
|
| 165 |
+
| 0.398 | 90.9953 | 9691 | 1.0688 | 0.345 | 0.6347 | 0.3302 | 0.2158 | 0.2666 | 0.5543 | 0.3107 | 0.4786 | 0.4958 | 0.2918 | 0.4253 | 0.6988 | 0.5566 | 0.6622 | 0.3228 | 0.4772 | 0.2946 | 0.4643 | 0.2317 | 0.4154 | 0.319 | 0.46 |
|
| 166 |
+
| 0.3964 | 92.0 | 9798 | 1.0728 | 0.3467 | 0.6344 | 0.3302 | 0.2195 | 0.265 | 0.5541 | 0.313 | 0.4814 | 0.5 | 0.2978 | 0.4227 | 0.7024 | 0.5625 | 0.6703 | 0.3321 | 0.4873 | 0.2908 | 0.458 | 0.2296 | 0.4246 | 0.3187 | 0.4596 |
|
| 167 |
+
| 0.3947 | 92.9953 | 9904 | 1.0710 | 0.3458 | 0.6355 | 0.3264 | 0.2211 | 0.267 | 0.5534 | 0.3141 | 0.4837 | 0.5022 | 0.3055 | 0.4276 | 0.7005 | 0.5555 | 0.6667 | 0.3352 | 0.4899 | 0.2911 | 0.4616 | 0.2274 | 0.4292 | 0.3198 | 0.4636 |
|
| 168 |
+
| 0.3903 | 94.0 | 10011 | 1.0691 | 0.3465 | 0.6375 | 0.3308 | 0.227 | 0.2659 | 0.5562 | 0.3099 | 0.4822 | 0.502 | 0.3012 | 0.431 | 0.7001 | 0.5563 | 0.6626 | 0.3354 | 0.4911 | 0.2883 | 0.4643 | 0.229 | 0.4231 | 0.3234 | 0.4689 |
|
| 169 |
+
| 0.3943 | 94.9953 | 10117 | 1.0708 | 0.3489 | 0.6366 | 0.3274 | 0.2278 | 0.2647 | 0.5588 | 0.3154 | 0.4838 | 0.502 | 0.3023 | 0.4258 | 0.704 | 0.5611 | 0.6653 | 0.3382 | 0.4873 | 0.2922 | 0.4643 | 0.2312 | 0.4292 | 0.3216 | 0.464 |
|
| 170 |
+
| 0.3855 | 96.0 | 10224 | 1.0744 | 0.349 | 0.6353 | 0.3315 | 0.2215 | 0.2689 | 0.5566 | 0.318 | 0.4813 | 0.5011 | 0.2983 | 0.431 | 0.6985 | 0.5574 | 0.664 | 0.3432 | 0.4848 | 0.2908 | 0.4621 | 0.231 | 0.4292 | 0.3224 | 0.4653 |
|
| 171 |
+
| 0.3833 | 96.9953 | 10330 | 1.0692 | 0.3474 | 0.6341 | 0.3282 | 0.2244 | 0.2693 | 0.5567 | 0.3167 | 0.4833 | 0.5038 | 0.3031 | 0.4318 | 0.7037 | 0.5553 | 0.6649 | 0.3348 | 0.4861 | 0.2918 | 0.4652 | 0.2323 | 0.4385 | 0.3227 | 0.4644 |
|
| 172 |
+
| 0.3838 | 98.0 | 10437 | 1.0700 | 0.3464 | 0.6366 | 0.3231 | 0.2234 | 0.2692 | 0.554 | 0.3155 | 0.4842 | 0.5026 | 0.3011 | 0.4319 | 0.702 | 0.5559 | 0.6658 | 0.3326 | 0.4873 | 0.2878 | 0.4594 | 0.232 | 0.4323 | 0.3239 | 0.4684 |
|
| 173 |
+
| 0.385 | 98.9953 | 10543 | 1.0722 | 0.3471 | 0.6369 | 0.3259 | 0.2192 | 0.2683 | 0.5535 | 0.3142 | 0.4823 | 0.5023 | 0.2976 | 0.4298 | 0.7033 | 0.5569 | 0.6676 | 0.3329 | 0.4823 | 0.2887 | 0.4612 | 0.2342 | 0.4354 | 0.3225 | 0.4649 |
|
| 174 |
+
| 0.3644 | 99.5305 | 10600 | 1.0727 | 0.3471 | 0.6376 | 0.3269 | 0.2239 | 0.2687 | 0.5542 | 0.3146 | 0.485 | 0.5045 | 0.3033 | 0.4315 | 0.7048 | 0.556 | 0.6671 | 0.3346 | 0.4873 | 0.2879 | 0.4625 | 0.2348 | 0.44 | 0.3221 | 0.4653 |
|
| 175 |
+
|
| 176 |
+
|
| 177 |
+
### Framework versions
|
| 178 |
+
|
| 179 |
+
- Transformers 4.41.0.dev0
|
| 180 |
+
- Pytorch 1.13.0+cu117
|
| 181 |
+
- Datasets 2.18.0
|
| 182 |
+
- Tokenizers 0.19.0
|
config.json
ADDED
|
@@ -0,0 +1,66 @@
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|
|
|
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|
|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "SenseTime/deformable-detr",
|
| 3 |
+
"activation_dropout": 0.0,
|
| 4 |
+
"activation_function": "relu",
|
| 5 |
+
"architectures": [
|
| 6 |
+
"DeformableDetrForObjectDetection"
|
| 7 |
+
],
|
| 8 |
+
"attention_dropout": 0.0,
|
| 9 |
+
"auxiliary_loss": false,
|
| 10 |
+
"backbone": "resnet50",
|
| 11 |
+
"backbone_config": null,
|
| 12 |
+
"backbone_kwargs": null,
|
| 13 |
+
"bbox_cost": 5,
|
| 14 |
+
"bbox_loss_coefficient": 5,
|
| 15 |
+
"class_cost": 1,
|
| 16 |
+
"d_model": 256,
|
| 17 |
+
"decoder_attention_heads": 8,
|
| 18 |
+
"decoder_ffn_dim": 1024,
|
| 19 |
+
"decoder_layerdrop": 0.0,
|
| 20 |
+
"decoder_layers": 6,
|
| 21 |
+
"decoder_n_points": 4,
|
| 22 |
+
"dice_loss_coefficient": 1,
|
| 23 |
+
"dilation": false,
|
| 24 |
+
"disable_custom_kernels": false,
|
| 25 |
+
"dropout": 0.1,
|
| 26 |
+
"encoder_attention_heads": 8,
|
| 27 |
+
"encoder_ffn_dim": 1024,
|
| 28 |
+
"encoder_layerdrop": 0.0,
|
| 29 |
+
"encoder_layers": 6,
|
| 30 |
+
"encoder_n_points": 4,
|
| 31 |
+
"eos_coefficient": 0.1,
|
| 32 |
+
"focal_alpha": 0.25,
|
| 33 |
+
"giou_cost": 2,
|
| 34 |
+
"giou_loss_coefficient": 2,
|
| 35 |
+
"id2label": {
|
| 36 |
+
"0": "Coverall",
|
| 37 |
+
"1": "Face_Shield",
|
| 38 |
+
"2": "Gloves",
|
| 39 |
+
"3": "Goggles",
|
| 40 |
+
"4": "Mask"
|
| 41 |
+
},
|
| 42 |
+
"init_std": 0.02,
|
| 43 |
+
"init_xavier_std": 1.0,
|
| 44 |
+
"is_encoder_decoder": true,
|
| 45 |
+
"label2id": {
|
| 46 |
+
"Coverall": 0,
|
| 47 |
+
"Face_Shield": 1,
|
| 48 |
+
"Gloves": 2,
|
| 49 |
+
"Goggles": 3,
|
| 50 |
+
"Mask": 4
|
| 51 |
+
},
|
| 52 |
+
"mask_loss_coefficient": 1,
|
| 53 |
+
"max_position_embeddings": 1024,
|
| 54 |
+
"model_type": "deformable_detr",
|
| 55 |
+
"num_channels": 3,
|
| 56 |
+
"num_feature_levels": 4,
|
| 57 |
+
"num_queries": 300,
|
| 58 |
+
"position_embedding_type": "sine",
|
| 59 |
+
"torch_dtype": "float32",
|
| 60 |
+
"transformers_version": "4.41.0.dev0",
|
| 61 |
+
"two_stage": false,
|
| 62 |
+
"two_stage_num_proposals": 300,
|
| 63 |
+
"use_pretrained_backbone": true,
|
| 64 |
+
"use_timm_backbone": true,
|
| 65 |
+
"with_box_refine": false
|
| 66 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:49faa3064c412e68b395297ac31daf03c935625ab90baa4ddcbb24e36f1aeb59
|
| 3 |
+
size 160680572
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,45 @@
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_valid_processor_keys": [
|
| 3 |
+
"images",
|
| 4 |
+
"annotations",
|
| 5 |
+
"return_segmentation_masks",
|
| 6 |
+
"masks_path",
|
| 7 |
+
"do_resize",
|
| 8 |
+
"size",
|
| 9 |
+
"resample",
|
| 10 |
+
"do_rescale",
|
| 11 |
+
"rescale_factor",
|
| 12 |
+
"do_normalize",
|
| 13 |
+
"do_convert_annotations",
|
| 14 |
+
"image_mean",
|
| 15 |
+
"image_std",
|
| 16 |
+
"do_pad",
|
| 17 |
+
"format",
|
| 18 |
+
"return_tensors",
|
| 19 |
+
"data_format",
|
| 20 |
+
"input_data_format"
|
| 21 |
+
],
|
| 22 |
+
"do_convert_annotations": true,
|
| 23 |
+
"do_normalize": true,
|
| 24 |
+
"do_pad": true,
|
| 25 |
+
"do_rescale": true,
|
| 26 |
+
"do_resize": true,
|
| 27 |
+
"format": "coco_detection",
|
| 28 |
+
"image_mean": [
|
| 29 |
+
0.485,
|
| 30 |
+
0.456,
|
| 31 |
+
0.406
|
| 32 |
+
],
|
| 33 |
+
"image_processor_type": "DeformableDetrImageProcessor",
|
| 34 |
+
"image_std": [
|
| 35 |
+
0.229,
|
| 36 |
+
0.224,
|
| 37 |
+
0.225
|
| 38 |
+
],
|
| 39 |
+
"resample": 2,
|
| 40 |
+
"rescale_factor": 0.00392156862745098,
|
| 41 |
+
"size": {
|
| 42 |
+
"longest_edge": 600,
|
| 43 |
+
"shortest_edge": 600
|
| 44 |
+
}
|
| 45 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:04fa4f88e0950cd8cddaec9241db043d8130b5d33f9bc9ccb99cd3354523363d
|
| 3 |
+
size 4859
|