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--- |
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base_model: jozhang97/deta-resnet-50 |
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tags: |
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- object-detection |
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- vision |
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- generated_from_trainer |
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model-index: |
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- name: jozhang97-deta-resnet-50-finetuned-10k-cppe5 |
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results: [] |
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datasets: |
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- cppe-5 |
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--- |
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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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# jozhang97-deta-resnet-50-finetuned-10k-cppe5 |
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This model is a fine-tuned version of [jozhang97/deta-resnet-50](https://huggingface.co/jozhang97/deta-resnet-50) on the cppe-5 dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 1.7663 |
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- Map: 0.2022 |
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- Map 50: 0.4588 |
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- Map 75: 0.1509 |
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- Map Small: 0.0948 |
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- Map Medium: 0.1223 |
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- Map Large: 0.2882 |
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- Mar 1: 0.2396 |
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- Mar 10: 0.405 |
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- Mar 100: 0.4238 |
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- Mar Small: 0.2134 |
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- Mar Medium: 0.3177 |
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- Mar Large: 0.5501 |
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- Map Coverall: 0.5051 |
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- Mar 100 Coverall: 0.6628 |
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- Map Face Shield: 0.1207 |
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- Mar 100 Face Shield: 0.3371 |
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- Map Gloves: 0.0983 |
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- Mar 100 Gloves: 0.3115 |
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- Map Goggles: 0.1325 |
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- Mar 100 Goggles: 0.431 |
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- Map Mask: 0.1545 |
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- Mar 100 Mask: 0.3768 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 5e-05 |
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- train_batch_size: 4 |
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- eval_batch_size: 8 |
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- seed: 1337 |
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- gradient_accumulation_steps: 2 |
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- total_train_batch_size: 8 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- num_epochs: 100.0 |
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- mixed_precision_training: Native AMP |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Coverall | Mar 100 Coverall | Map Face Shield | Mar 100 Face Shield | Map Gloves | Mar 100 Gloves | Map Goggles | Mar 100 Goggles | Map Mask | Mar 100 Mask | |
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|:-------------:|:-------:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:---------------:|:-------------------:|:----------:|:--------------:|:-----------:|:---------------:|:--------:|:------------:| |
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| 12.2099 | 0.9953 | 106 | 3.7120 | 0.0067 | 0.0314 | 0.0003 | 0.0 | 0.0006 | 0.0068 | 0.0122 | 0.0353 | 0.0421 | 0.0 | 0.0067 | 0.0451 | 0.0332 | 0.2049 | 0.0001 | 0.0057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 3.4288 | 2.0 | 213 | 3.8665 | 0.0117 | 0.0403 | 0.0038 | 0.0 | 0.0004 | 0.0118 | 0.0199 | 0.0448 | 0.0505 | 0.0 | 0.0015 | 0.0592 | 0.0577 | 0.2348 | 0.001 | 0.0143 | 0.0 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0011 | |
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| 3.5031 | 2.9953 | 319 | 3.5816 | 0.014 | 0.0448 | 0.0075 | 0.0 | 0.0003 | 0.0143 | 0.0236 | 0.0424 | 0.0486 | 0.0 | 0.0015 | 0.0659 | 0.0693 | 0.2238 | 0.0001 | 0.0071 | 0.0 | 0.0031 | 0.0004 | 0.0024 | 0.0001 | 0.0068 | |
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| 3.3269 | 4.0 | 426 | 3.1994 | 0.02 | 0.0594 | 0.0065 | 0.0 | 0.0002 | 0.0203 | 0.0242 | 0.0567 | 0.066 | 0.0004 | 0.0027 | 0.1003 | 0.0991 | 0.2768 | 0.0002 | 0.0271 | 0.0 | 0.0078 | 0.0 | 0.0095 | 0.0004 | 0.0085 | |
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| 3.1804 | 4.9953 | 532 | 3.0309 | 0.0158 | 0.0494 | 0.0066 | 0.0 | 0.0017 | 0.0151 | 0.0262 | 0.0535 | 0.064 | 0.0004 | 0.0092 | 0.1022 | 0.0713 | 0.2451 | 0.001 | 0.0343 | 0.0001 | 0.0104 | 0.0 | 0.0 | 0.0068 | 0.0299 | |
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| 2.9763 | 6.0 | 639 | 2.7981 | 0.0281 | 0.0939 | 0.0086 | 0.0019 | 0.0023 | 0.03 | 0.0354 | 0.0831 | 0.098 | 0.0147 | 0.0284 | 0.1149 | 0.1311 | 0.3433 | 0.0006 | 0.05 | 0.0 | 0.0052 | 0.0001 | 0.0024 | 0.009 | 0.0893 | |
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| 2.7978 | 6.9953 | 745 | 2.6720 | 0.0344 | 0.0999 | 0.0131 | 0.0017 | 0.0036 | 0.0338 | 0.0498 | 0.109 | 0.1197 | 0.0263 | 0.0547 | 0.1193 | 0.1616 | 0.372 | 0.005 | 0.0957 | 0.0 | 0.0177 | 0.0004 | 0.0333 | 0.0047 | 0.0797 | |
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| 2.6679 | 8.0 | 852 | 2.6906 | 0.0363 | 0.0999 | 0.0137 | 0.0146 | 0.0065 | 0.0366 | 0.0438 | 0.0947 | 0.104 | 0.0321 | 0.0332 | 0.1264 | 0.1681 | 0.3415 | 0.0083 | 0.0886 | 0.0004 | 0.0167 | 0.0002 | 0.0119 | 0.0047 | 0.0616 | |
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| 2.6637 | 8.9953 | 958 | 2.6518 | 0.0319 | 0.1009 | 0.012 | 0.0032 | 0.005 | 0.0309 | 0.0462 | 0.1171 | 0.133 | 0.0089 | 0.0649 | 0.1368 | 0.1457 | 0.4006 | 0.0048 | 0.0943 | 0.0001 | 0.0167 | 0.0004 | 0.0381 | 0.0086 | 0.1153 | |
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| 2.6412 | 10.0 | 1065 | 2.5417 | 0.0443 | 0.12 | 0.0164 | 0.0548 | 0.0015 | 0.0465 | 0.0567 | 0.1178 | 0.1316 | 0.0591 | 0.0452 | 0.171 | 0.2142 | 0.4183 | 0.0031 | 0.0929 | 0.0002 | 0.0281 | 0.0006 | 0.0381 | 0.0032 | 0.0808 | |
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| 2.6155 | 10.9953 | 1171 | 2.7743 | 0.0356 | 0.1122 | 0.0216 | 0.0031 | 0.0049 | 0.0435 | 0.0527 | 0.1254 | 0.1399 | 0.0239 | 0.0623 | 0.1768 | 0.1562 | 0.3909 | 0.0054 | 0.08 | 0.0005 | 0.0396 | 0.0015 | 0.0714 | 0.0142 | 0.1175 | |
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| 2.5621 | 12.0 | 1278 | 2.5292 | 0.0473 | 0.1309 | 0.0258 | 0.003 | 0.0027 | 0.0567 | 0.06 | 0.1265 | 0.1404 | 0.0107 | 0.042 | 0.2137 | 0.2226 | 0.4561 | 0.0038 | 0.0629 | 0.0014 | 0.038 | 0.0044 | 0.0643 | 0.0045 | 0.0808 | |
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| 2.4871 | 12.9953 | 1384 | 2.5235 | 0.0418 | 0.1211 | 0.0183 | 0.01 | 0.0017 | 0.0451 | 0.0555 | 0.1225 | 0.1389 | 0.0219 | 0.0412 | 0.2163 | 0.1994 | 0.4287 | 0.0021 | 0.0757 | 0.0014 | 0.063 | 0.0018 | 0.0595 | 0.0041 | 0.0678 | |
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| 2.4874 | 14.0 | 1491 | 2.4597 | 0.0585 | 0.148 | 0.0377 | 0.0142 | 0.0047 | 0.0656 | 0.0746 | 0.1555 | 0.1698 | 0.0353 | 0.0689 | 0.2626 | 0.2705 | 0.4659 | 0.0064 | 0.13 | 0.0012 | 0.0562 | 0.0058 | 0.0929 | 0.0087 | 0.104 | |
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| 2.4629 | 14.9953 | 1597 | 2.3910 | 0.0587 | 0.1563 | 0.0333 | 0.0039 | 0.0092 | 0.0703 | 0.086 | 0.1896 | 0.1994 | 0.0238 | 0.0976 | 0.299 | 0.2543 | 0.4994 | 0.0115 | 0.1971 | 0.0022 | 0.0448 | 0.003 | 0.1238 | 0.0225 | 0.1316 | |
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| 2.4231 | 16.0 | 1704 | 2.6214 | 0.0538 | 0.1494 | 0.0256 | 0.0069 | 0.0102 | 0.0676 | 0.0821 | 0.1857 | 0.2013 | 0.0119 | 0.0926 | 0.3454 | 0.2271 | 0.489 | 0.0093 | 0.1914 | 0.0023 | 0.0656 | 0.0038 | 0.1095 | 0.0266 | 0.1508 | |
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| 2.4166 | 16.9953 | 1810 | 2.5325 | 0.0632 | 0.1615 | 0.0332 | 0.0075 | 0.0096 | 0.0749 | 0.0829 | 0.1743 | 0.1932 | 0.0202 | 0.0914 | 0.3148 | 0.2769 | 0.4756 | 0.0044 | 0.1657 | 0.0038 | 0.0651 | 0.0065 | 0.1286 | 0.0244 | 0.1311 | |
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| 2.3794 | 18.0 | 1917 | 2.4702 | 0.0843 | 0.1921 | 0.0629 | 0.0217 | 0.0134 | 0.0982 | 0.1035 | 0.2074 | 0.2204 | 0.0226 | 0.1022 | 0.3572 | 0.3649 | 0.5555 | 0.0108 | 0.1957 | 0.0031 | 0.0911 | 0.0143 | 0.1286 | 0.0283 | 0.1311 | |
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| 2.3384 | 18.9953 | 2023 | 2.5070 | 0.0737 | 0.1736 | 0.0519 | 0.0007 | 0.012 | 0.0866 | 0.0936 | 0.1942 | 0.2156 | 0.0032 | 0.1048 | 0.3206 | 0.32 | 0.5494 | 0.0125 | 0.2029 | 0.0058 | 0.0932 | 0.0054 | 0.0976 | 0.0249 | 0.135 | |
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| 2.3538 | 20.0 | 2130 | 2.5906 | 0.0647 | 0.1794 | 0.0375 | 0.0033 | 0.0198 | 0.0829 | 0.1073 | 0.2141 | 0.2289 | 0.0059 | 0.1278 | 0.3508 | 0.2457 | 0.5171 | 0.0264 | 0.2214 | 0.0041 | 0.1016 | 0.0081 | 0.1214 | 0.0395 | 0.1831 | |
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| 2.5129 | 20.9953 | 2236 | 2.9187 | 0.0672 | 0.1692 | 0.0533 | 0.0005 | 0.0144 | 0.0905 | 0.1011 | 0.2206 | 0.2352 | 0.002 | 0.1177 | 0.4044 | 0.2685 | 0.5421 | 0.028 | 0.2929 | 0.0083 | 0.1083 | 0.0016 | 0.0881 | 0.0297 | 0.1446 | |
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| 2.7734 | 22.0 | 2343 | 3.1307 | 0.0512 | 0.1436 | 0.0257 | 0.0042 | 0.0134 | 0.0861 | 0.0949 | 0.2129 | 0.2249 | 0.0077 | 0.1169 | 0.3711 | 0.1908 | 0.5091 | 0.0348 | 0.27 | 0.0037 | 0.0625 | 0.0057 | 0.1333 | 0.0212 | 0.1497 | |
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| 2.9978 | 22.9953 | 2449 | 3.1732 | 0.0459 | 0.1255 | 0.027 | 0.0093 | 0.0144 | 0.069 | 0.0842 | 0.2302 | 0.2463 | 0.0128 | 0.1446 | 0.3827 | 0.1654 | 0.5201 | 0.0227 | 0.2414 | 0.0066 | 0.0807 | 0.0138 | 0.1905 | 0.021 | 0.1989 | |
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| 3.3046 | 24.0 | 2556 | 3.4681 | 0.0339 | 0.1034 | 0.0174 | 0.0159 | 0.0106 | 0.0538 | 0.065 | 0.2138 | 0.2341 | 0.1286 | 0.1402 | 0.3069 | 0.1219 | 0.5024 | 0.0072 | 0.1929 | 0.0037 | 0.0823 | 0.0128 | 0.1738 | 0.0241 | 0.2192 | |
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| 3.0429 | 24.9953 | 2662 | 2.8145 | 0.0577 | 0.1646 | 0.0351 | 0.0084 | 0.0234 | 0.0838 | 0.0969 | 0.2569 | 0.2758 | 0.0238 | 0.167 | 0.4128 | 0.1906 | 0.5646 | 0.0341 | 0.2957 | 0.0068 | 0.0885 | 0.0075 | 0.2071 | 0.0493 | 0.2232 | |
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| 2.4662 | 26.0 | 2769 | 2.2661 | 0.0914 | 0.2143 | 0.0758 | 0.0178 | 0.0174 | 0.1372 | 0.127 | 0.2461 | 0.2609 | 0.0259 | 0.167 | 0.3821 | 0.3735 | 0.5579 | 0.0195 | 0.2086 | 0.0065 | 0.0958 | 0.0086 | 0.2071 | 0.0491 | 0.235 | |
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| 2.1285 | 26.9953 | 2875 | 2.2159 | 0.0968 | 0.2383 | 0.0584 | 0.0347 | 0.0279 | 0.1258 | 0.1285 | 0.2658 | 0.2884 | 0.0488 | 0.1964 | 0.4154 | 0.374 | 0.5579 | 0.0305 | 0.28 | 0.0103 | 0.1161 | 0.0161 | 0.2643 | 0.053 | 0.2237 | |
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| 2.1347 | 28.0 | 2982 | 2.5509 | 0.0706 | 0.1836 | 0.0441 | 0.0144 | 0.0222 | 0.1024 | 0.1252 | 0.2744 | 0.2974 | 0.033 | 0.2016 | 0.403 | 0.253 | 0.5677 | 0.0291 | 0.26 | 0.0164 | 0.138 | 0.0144 | 0.2833 | 0.0399 | 0.2379 | |
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| 2.3668 | 28.9953 | 3088 | 2.4054 | 0.0966 | 0.2499 | 0.0643 | 0.0773 | 0.0414 | 0.1119 | 0.1484 | 0.2965 | 0.3169 | 0.1885 | 0.2178 | 0.4012 | 0.3196 | 0.5811 | 0.0377 | 0.2757 | 0.0233 | 0.1432 | 0.0304 | 0.2905 | 0.0722 | 0.2938 | |
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| 2.2677 | 30.0 | 3195 | 2.1192 | 0.1068 | 0.2461 | 0.0794 | 0.036 | 0.0276 | 0.1437 | 0.1434 | 0.3102 | 0.3274 | 0.1926 | 0.2175 | 0.4496 | 0.3972 | 0.5927 | 0.0419 | 0.3186 | 0.0113 | 0.1453 | 0.0285 | 0.2976 | 0.055 | 0.2831 | |
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| 2.2587 | 30.9953 | 3301 | 2.6246 | 0.0757 | 0.2145 | 0.0386 | 0.0579 | 0.0372 | 0.0801 | 0.1214 | 0.2851 | 0.3075 | 0.2843 | 0.2145 | 0.3503 | 0.2378 | 0.536 | 0.0198 | 0.2543 | 0.0159 | 0.15 | 0.0357 | 0.3048 | 0.0695 | 0.2927 | |
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| 2.7778 | 32.0 | 3408 | 2.6193 | 0.0877 | 0.226 | 0.0504 | 0.0423 | 0.0431 | 0.0964 | 0.1302 | 0.2978 | 0.3203 | 0.1287 | 0.232 | 0.3622 | 0.2707 | 0.5768 | 0.0352 | 0.2486 | 0.0169 | 0.1594 | 0.0482 | 0.3167 | 0.0675 | 0.3 | |
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| 2.2752 | 32.9953 | 3514 | 2.2670 | 0.1165 | 0.286 | 0.0836 | 0.0218 | 0.0533 | 0.1523 | 0.1711 | 0.3059 | 0.3261 | 0.0799 | 0.2451 | 0.4439 | 0.4075 | 0.5909 | 0.0485 | 0.2957 | 0.0223 | 0.1656 | 0.0207 | 0.2857 | 0.0834 | 0.2927 | |
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| 2.1109 | 34.0 | 3621 | 2.1783 | 0.1182 | 0.2898 | 0.0878 | 0.0207 | 0.0406 | 0.1695 | 0.1547 | 0.3043 | 0.3242 | 0.0858 | 0.2155 | 0.4605 | 0.402 | 0.5762 | 0.0411 | 0.2757 | 0.0214 | 0.1807 | 0.0475 | 0.3 | 0.079 | 0.2881 | |
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| 2.22 | 34.9953 | 3727 | 2.2399 | 0.1203 | 0.2683 | 0.1016 | 0.0223 | 0.0404 | 0.1578 | 0.1656 | 0.323 | 0.3393 | 0.2078 | 0.2267 | 0.4161 | 0.4218 | 0.6262 | 0.0401 | 0.3057 | 0.0241 | 0.1609 | 0.0327 | 0.3143 | 0.0826 | 0.2893 | |
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| 2.5775 | 36.0 | 3834 | 3.4084 | 0.0927 | 0.2324 | 0.0649 | 0.022 | 0.0379 | 0.115 | 0.1397 | 0.278 | 0.298 | 0.093 | 0.2007 | 0.3901 | 0.2973 | 0.5427 | 0.0292 | 0.2414 | 0.0228 | 0.125 | 0.0481 | 0.3 | 0.0661 | 0.2808 | |
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| 2.9257 | 36.9953 | 3940 | 2.5430 | 0.1051 | 0.2535 | 0.0731 | 0.0469 | 0.0389 | 0.1393 | 0.1607 | 0.317 | 0.3411 | 0.1976 | 0.2365 | 0.4454 | 0.3591 | 0.5909 | 0.0259 | 0.2857 | 0.0213 | 0.2104 | 0.0442 | 0.3262 | 0.075 | 0.2921 | |
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| 2.1766 | 38.0 | 4047 | 2.2615 | 0.1232 | 0.2757 | 0.1013 | 0.0573 | 0.0413 | 0.154 | 0.1625 | 0.3287 | 0.3527 | 0.2073 | 0.24 | 0.4692 | 0.4301 | 0.6073 | 0.0324 | 0.3143 | 0.0249 | 0.2042 | 0.0528 | 0.3357 | 0.0756 | 0.3023 | |
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| 2.2174 | 38.9953 | 4153 | 2.1064 | 0.139 | 0.3199 | 0.1186 | 0.0442 | 0.0476 | 0.1704 | 0.1744 | 0.3165 | 0.3317 | 0.2105 | 0.2171 | 0.4155 | 0.4647 | 0.6122 | 0.0287 | 0.2343 | 0.051 | 0.2016 | 0.05 | 0.3071 | 0.1007 | 0.3034 | |
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| 2.0069 | 40.0 | 4260 | 2.1137 | 0.1274 | 0.2796 | 0.1086 | 0.0711 | 0.0423 | 0.1375 | 0.1705 | 0.3207 | 0.3397 | 0.1597 | 0.225 | 0.4317 | 0.4744 | 0.6293 | 0.0293 | 0.2443 | 0.0292 | 0.2146 | 0.021 | 0.3048 | 0.0831 | 0.3056 | |
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| 2.0335 | 40.9953 | 4366 | 2.0880 | 0.1278 | 0.2884 | 0.1103 | 0.0374 | 0.0416 | 0.1395 | 0.1631 | 0.3068 | 0.3302 | 0.1615 | 0.2089 | 0.4282 | 0.4782 | 0.628 | 0.0342 | 0.2357 | 0.0179 | 0.1745 | 0.0397 | 0.3571 | 0.0689 | 0.2554 | |
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| 2.1166 | 42.0 | 4473 | 2.1062 | 0.1303 | 0.299 | 0.1098 | 0.0324 | 0.0445 | 0.1594 | 0.1709 | 0.3222 | 0.3467 | 0.1433 | 0.2403 | 0.4547 | 0.45 | 0.6012 | 0.0586 | 0.2814 | 0.0363 | 0.2208 | 0.0355 | 0.3381 | 0.0708 | 0.2921 | |
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| 1.9831 | 42.9953 | 4579 | 2.0591 | 0.142 | 0.3266 | 0.1181 | 0.0548 | 0.0532 | 0.166 | 0.1881 | 0.3438 | 0.3595 | 0.1447 | 0.249 | 0.4546 | 0.4789 | 0.6268 | 0.0469 | 0.2686 | 0.0471 | 0.2255 | 0.0494 | 0.3476 | 0.0877 | 0.3288 | |
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| 2.0249 | 44.0 | 4686 | 2.1750 | 0.1331 | 0.3023 | 0.108 | 0.0487 | 0.0453 | 0.1746 | 0.1843 | 0.3345 | 0.3565 | 0.1692 | 0.2419 | 0.449 | 0.4406 | 0.6226 | 0.065 | 0.3257 | 0.0396 | 0.2234 | 0.0421 | 0.3119 | 0.0783 | 0.2989 | |
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| 2.1806 | 44.9953 | 4792 | 2.1668 | 0.1299 | 0.3103 | 0.1009 | 0.0523 | 0.0368 | 0.1587 | 0.1604 | 0.3055 | 0.3313 | 0.1054 | 0.2044 | 0.4652 | 0.4617 | 0.6165 | 0.0563 | 0.27 | 0.0277 | 0.2089 | 0.0341 | 0.2833 | 0.0697 | 0.278 | |
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| 1.9865 | 46.0 | 4899 | 2.1022 | 0.1337 | 0.3124 | 0.1006 | 0.0331 | 0.0573 | 0.1585 | 0.177 | 0.332 | 0.3522 | 0.121 | 0.2542 | 0.4359 | 0.451 | 0.6159 | 0.0228 | 0.2386 | 0.0341 | 0.2339 | 0.0467 | 0.3524 | 0.1137 | 0.3203 | |
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| 2.0517 | 46.9953 | 5005 | 2.0253 | 0.1437 | 0.3449 | 0.1205 | 0.038 | 0.058 | 0.1937 | 0.1831 | 0.3327 | 0.3535 | 0.1973 | 0.2473 | 0.4626 | 0.4515 | 0.6201 | 0.0507 | 0.2729 | 0.0345 | 0.2255 | 0.0846 | 0.3452 | 0.0969 | 0.304 | |
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| 1.8315 | 48.0 | 5112 | 1.9870 | 0.1528 | 0.3572 | 0.1134 | 0.0298 | 0.0525 | 0.2276 | 0.1953 | 0.3464 | 0.3668 | 0.1622 | 0.2418 | 0.5026 | 0.4801 | 0.6305 | 0.0633 | 0.2929 | 0.0491 | 0.2354 | 0.0861 | 0.3714 | 0.0855 | 0.304 | |
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| 1.8105 | 48.9953 | 5218 | 1.9702 | 0.1436 | 0.3227 | 0.1212 | 0.0437 | 0.0429 | 0.2046 | 0.1911 | 0.3314 | 0.3517 | 0.1959 | 0.2283 | 0.4668 | 0.4903 | 0.6372 | 0.0616 | 0.27 | 0.0348 | 0.2479 | 0.066 | 0.331 | 0.0653 | 0.2723 | |
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| 1.7928 | 50.0 | 5325 | 1.9007 | 0.1549 | 0.3631 | 0.1243 | 0.0413 | 0.0563 | 0.2183 | 0.2026 | 0.3488 | 0.369 | 0.13 | 0.2439 | 0.4907 | 0.4838 | 0.6476 | 0.0679 | 0.2914 | 0.0585 | 0.2495 | 0.0713 | 0.3571 | 0.0931 | 0.2994 | |
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| 1.7696 | 50.9953 | 5431 | 1.9786 | 0.1511 | 0.3631 | 0.1196 | 0.0232 | 0.0595 | 0.2346 | 0.204 | 0.3601 | 0.3848 | 0.1566 | 0.2821 | 0.4908 | 0.4767 | 0.6287 | 0.0758 | 0.3171 | 0.0484 | 0.25 | 0.0748 | 0.4214 | 0.0801 | 0.3068 | |
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| 1.7579 | 52.0 | 5538 | 1.9172 | 0.1628 | 0.3659 | 0.132 | 0.0341 | 0.0698 | 0.2224 | 0.2133 | 0.3753 | 0.3968 | 0.2334 | 0.2767 | 0.5034 | 0.498 | 0.6524 | 0.0869 | 0.3343 | 0.0472 | 0.2646 | 0.0795 | 0.4024 | 0.1023 | 0.3305 | |
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| 1.7493 | 52.9953 | 5644 | 1.8806 | 0.1599 | 0.3797 | 0.1159 | 0.0522 | 0.0727 | 0.2175 | 0.2111 | 0.3677 | 0.3969 | 0.2264 | 0.2769 | 0.5069 | 0.4723 | 0.6482 | 0.0713 | 0.3314 | 0.0662 | 0.2792 | 0.066 | 0.3833 | 0.1239 | 0.3424 | |
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| 1.7134 | 54.0 | 5751 | 1.9045 | 0.1663 | 0.3599 | 0.1239 | 0.0372 | 0.0754 | 0.2379 | 0.2115 | 0.3648 | 0.3911 | 0.1374 | 0.2659 | 0.522 | 0.4841 | 0.6476 | 0.0674 | 0.2829 | 0.0588 | 0.2807 | 0.1056 | 0.4095 | 0.1155 | 0.335 | |
|
| 1.7611 | 54.9953 | 5857 | 1.9231 | 0.1606 | 0.3967 | 0.1162 | 0.0462 | 0.0722 | 0.2079 | 0.2059 | 0.3553 | 0.3789 | 0.1245 | 0.2652 | 0.4963 | 0.4928 | 0.639 | 0.0981 | 0.3429 | 0.0482 | 0.2406 | 0.0709 | 0.3643 | 0.093 | 0.3079 | |
|
| 1.7949 | 56.0 | 5964 | 1.8811 | 0.182 | 0.4156 | 0.1361 | 0.0724 | 0.0814 | 0.2389 | 0.2195 | 0.3801 | 0.3956 | 0.1577 | 0.2722 | 0.4984 | 0.4928 | 0.6366 | 0.1112 | 0.3386 | 0.0831 | 0.2812 | 0.1114 | 0.4119 | 0.1113 | 0.3096 | |
|
| 1.7328 | 56.9953 | 6070 | 1.8393 | 0.1802 | 0.4138 | 0.143 | 0.0649 | 0.0869 | 0.2511 | 0.2184 | 0.3899 | 0.4079 | 0.2281 | 0.2913 | 0.5215 | 0.502 | 0.6512 | 0.1311 | 0.3471 | 0.0729 | 0.263 | 0.0834 | 0.4357 | 0.1115 | 0.3424 | |
|
| 1.6581 | 58.0 | 6177 | 1.8911 | 0.1818 | 0.4149 | 0.1458 | 0.0567 | 0.0851 | 0.254 | 0.2101 | 0.3745 | 0.3931 | 0.1613 | 0.266 | 0.5025 | 0.4957 | 0.6512 | 0.1287 | 0.3443 | 0.0735 | 0.2505 | 0.083 | 0.3905 | 0.1282 | 0.3288 | |
|
| 1.6535 | 58.9953 | 6283 | 1.8845 | 0.1712 | 0.4046 | 0.1308 | 0.0742 | 0.0783 | 0.2418 | 0.2009 | 0.3816 | 0.3972 | 0.2855 | 0.2882 | 0.4836 | 0.5077 | 0.6518 | 0.0892 | 0.3229 | 0.0578 | 0.2589 | 0.0898 | 0.4286 | 0.1113 | 0.3237 | |
|
| 1.6606 | 60.0 | 6390 | 1.9009 | 0.1779 | 0.4172 | 0.1297 | 0.0798 | 0.0946 | 0.2376 | 0.2137 | 0.3647 | 0.3862 | 0.235 | 0.2811 | 0.4988 | 0.4882 | 0.6354 | 0.0948 | 0.2729 | 0.0739 | 0.2854 | 0.1031 | 0.4 | 0.1297 | 0.3373 | |
|
| 1.6766 | 60.9953 | 6496 | 1.9100 | 0.18 | 0.4238 | 0.1385 | 0.092 | 0.087 | 0.2338 | 0.2233 | 0.384 | 0.3989 | 0.2325 | 0.2852 | 0.4949 | 0.4817 | 0.636 | 0.0971 | 0.3171 | 0.0831 | 0.2714 | 0.1194 | 0.4429 | 0.1185 | 0.3271 | |
|
| 1.7227 | 62.0 | 6603 | 1.8943 | 0.173 | 0.3979 | 0.1294 | 0.0935 | 0.0739 | 0.2254 | 0.2172 | 0.3674 | 0.389 | 0.1763 | 0.2647 | 0.5074 | 0.5011 | 0.6463 | 0.1096 | 0.3286 | 0.0731 | 0.2854 | 0.0727 | 0.3786 | 0.1087 | 0.3062 | |
|
| 1.6737 | 62.9953 | 6709 | 1.9753 | 0.1645 | 0.398 | 0.1159 | 0.0841 | 0.0849 | 0.2382 | 0.2065 | 0.3693 | 0.3867 | 0.2084 | 0.2771 | 0.4862 | 0.4483 | 0.6171 | 0.0934 | 0.3114 | 0.0869 | 0.3005 | 0.0684 | 0.3738 | 0.1256 | 0.3305 | |
|
| 1.6768 | 64.0 | 6816 | 1.8531 | 0.1759 | 0.401 | 0.1408 | 0.065 | 0.0851 | 0.2592 | 0.2178 | 0.3635 | 0.3872 | 0.1646 | 0.2774 | 0.5118 | 0.5142 | 0.6463 | 0.0906 | 0.3114 | 0.062 | 0.2844 | 0.0843 | 0.3571 | 0.1284 | 0.3367 | |
|
| 1.6543 | 64.9953 | 6922 | 1.8840 | 0.1828 | 0.4139 | 0.1364 | 0.0964 | 0.0979 | 0.2575 | 0.2195 | 0.3841 | 0.4027 | 0.1731 | 0.3073 | 0.504 | 0.4805 | 0.6409 | 0.1276 | 0.3529 | 0.088 | 0.2969 | 0.093 | 0.3881 | 0.1252 | 0.335 | |
|
| 1.6153 | 66.0 | 7029 | 1.9622 | 0.1684 | 0.3804 | 0.1298 | 0.0652 | 0.0743 | 0.235 | 0.2143 | 0.3699 | 0.391 | 0.1739 | 0.2697 | 0.4861 | 0.4784 | 0.6293 | 0.1049 | 0.33 | 0.0461 | 0.2745 | 0.0881 | 0.4024 | 0.1244 | 0.3186 | |
|
| 1.6143 | 66.9953 | 7135 | 1.8685 | 0.178 | 0.394 | 0.1375 | 0.0621 | 0.0948 | 0.2429 | 0.2178 | 0.3883 | 0.4114 | 0.2767 | 0.2987 | 0.5148 | 0.5007 | 0.6372 | 0.113 | 0.3529 | 0.0771 | 0.2932 | 0.0741 | 0.4238 | 0.1252 | 0.3497 | |
|
| 1.6326 | 68.0 | 7242 | 1.8852 | 0.1745 | 0.3983 | 0.1289 | 0.0568 | 0.0764 | 0.23 | 0.2163 | 0.3856 | 0.4044 | 0.2097 | 0.2825 | 0.5231 | 0.5052 | 0.6482 | 0.1178 | 0.3514 | 0.0672 | 0.2849 | 0.0624 | 0.3905 | 0.1196 | 0.3469 | |
|
| 1.6507 | 68.9953 | 7348 | 1.8130 | 0.1821 | 0.4003 | 0.1556 | 0.06 | 0.1034 | 0.2663 | 0.2157 | 0.3933 | 0.4077 | 0.3075 | 0.2933 | 0.5294 | 0.5087 | 0.6579 | 0.1021 | 0.3529 | 0.0749 | 0.2969 | 0.0992 | 0.4024 | 0.1256 | 0.3282 | |
|
| 1.5577 | 70.0 | 7455 | 1.8646 | 0.1775 | 0.3934 | 0.1375 | 0.0802 | 0.0721 | 0.2704 | 0.2248 | 0.386 | 0.4115 | 0.2884 | 0.2959 | 0.5086 | 0.5029 | 0.6518 | 0.0973 | 0.3357 | 0.0637 | 0.2979 | 0.0962 | 0.4262 | 0.1273 | 0.3458 | |
|
| 1.5784 | 70.9953 | 7561 | 1.7817 | 0.1912 | 0.4163 | 0.1575 | 0.0783 | 0.0846 | 0.2848 | 0.229 | 0.3986 | 0.4184 | 0.3431 | 0.2889 | 0.532 | 0.5187 | 0.6695 | 0.1152 | 0.3429 | 0.0723 | 0.3005 | 0.0953 | 0.4214 | 0.1546 | 0.3576 | |
|
| 1.506 | 72.0 | 7668 | 1.7696 | 0.1938 | 0.4236 | 0.1464 | 0.0803 | 0.1105 | 0.2592 | 0.2337 | 0.3895 | 0.4151 | 0.1821 | 0.2993 | 0.5415 | 0.5214 | 0.6634 | 0.0966 | 0.34 | 0.0775 | 0.2932 | 0.1302 | 0.4262 | 0.1434 | 0.3525 | |
|
| 1.5384 | 72.9953 | 7774 | 1.8206 | 0.189 | 0.4304 | 0.1388 | 0.0836 | 0.0839 | 0.2802 | 0.2353 | 0.3889 | 0.4041 | 0.2535 | 0.272 | 0.5363 | 0.5046 | 0.6591 | 0.109 | 0.3357 | 0.0785 | 0.2922 | 0.1227 | 0.4 | 0.1301 | 0.3333 | |
|
| 1.5022 | 74.0 | 7881 | 1.8055 | 0.197 | 0.4341 | 0.1495 | 0.1022 | 0.0883 | 0.2747 | 0.2256 | 0.3898 | 0.4084 | 0.1913 | 0.2789 | 0.5424 | 0.5225 | 0.661 | 0.1332 | 0.34 | 0.0687 | 0.2891 | 0.1366 | 0.4286 | 0.1239 | 0.3232 | |
|
| 1.5157 | 74.9953 | 7987 | 1.7750 | 0.1992 | 0.4404 | 0.1541 | 0.104 | 0.0937 | 0.2516 | 0.2332 | 0.3996 | 0.4154 | 0.1952 | 0.2843 | 0.5587 | 0.5311 | 0.6762 | 0.1331 | 0.36 | 0.0869 | 0.2964 | 0.1116 | 0.4071 | 0.1332 | 0.3373 | |
|
| 1.4439 | 76.0 | 8094 | 1.8431 | 0.1877 | 0.4295 | 0.1374 | 0.0729 | 0.0844 | 0.2654 | 0.225 | 0.3975 | 0.4176 | 0.2597 | 0.2999 | 0.544 | 0.5215 | 0.6579 | 0.1322 | 0.3471 | 0.0673 | 0.2875 | 0.0936 | 0.4643 | 0.1241 | 0.3311 | |
|
| 1.4989 | 76.9953 | 8200 | 1.8236 | 0.1907 | 0.4343 | 0.1425 | 0.055 | 0.095 | 0.2776 | 0.2183 | 0.3861 | 0.4059 | 0.1827 | 0.2745 | 0.5308 | 0.5238 | 0.6634 | 0.1084 | 0.33 | 0.0754 | 0.2849 | 0.1091 | 0.4 | 0.1368 | 0.3514 | |
|
| 1.4759 | 78.0 | 8307 | 1.7953 | 0.1973 | 0.4484 | 0.15 | 0.077 | 0.0949 | 0.2868 | 0.2369 | 0.402 | 0.4161 | 0.1753 | 0.2936 | 0.5428 | 0.5239 | 0.6634 | 0.124 | 0.3514 | 0.0865 | 0.3109 | 0.0945 | 0.3976 | 0.1574 | 0.3571 | |
|
| 1.4302 | 78.9953 | 8413 | 1.8257 | 0.1921 | 0.4446 | 0.1476 | 0.0569 | 0.1067 | 0.2706 | 0.2263 | 0.3944 | 0.4135 | 0.17 | 0.2982 | 0.5529 | 0.508 | 0.6591 | 0.1226 | 0.36 | 0.0782 | 0.3021 | 0.1114 | 0.3976 | 0.1403 | 0.3486 | |
|
| 1.4879 | 80.0 | 8520 | 1.8216 | 0.1977 | 0.4478 | 0.1511 | 0.0607 | 0.1093 | 0.28 | 0.233 | 0.4025 | 0.4213 | 0.1947 | 0.3143 | 0.5392 | 0.5125 | 0.6573 | 0.1274 | 0.3514 | 0.087 | 0.3177 | 0.1197 | 0.4286 | 0.1421 | 0.3514 | |
|
| 1.4674 | 80.9953 | 8626 | 1.8194 | 0.186 | 0.4463 | 0.1374 | 0.056 | 0.0953 | 0.28 | 0.2289 | 0.3882 | 0.4068 | 0.1807 | 0.2878 | 0.5349 | 0.5061 | 0.6457 | 0.1236 | 0.3371 | 0.0662 | 0.276 | 0.0917 | 0.4143 | 0.1424 | 0.361 | |
|
| 1.4603 | 82.0 | 8733 | 1.7888 | 0.1925 | 0.4437 | 0.142 | 0.0727 | 0.0973 | 0.2871 | 0.2257 | 0.39 | 0.4054 | 0.1866 | 0.2849 | 0.5352 | 0.5014 | 0.6463 | 0.1343 | 0.33 | 0.0787 | 0.2995 | 0.1028 | 0.4 | 0.1455 | 0.3514 | |
|
| 1.4798 | 82.9953 | 8839 | 1.8245 | 0.1922 | 0.4473 | 0.1358 | 0.0696 | 0.1126 | 0.2677 | 0.2258 | 0.3993 | 0.415 | 0.1864 | 0.3067 | 0.5338 | 0.5 | 0.6427 | 0.1361 | 0.3314 | 0.0868 | 0.3073 | 0.0965 | 0.4286 | 0.1414 | 0.365 | |
|
| 1.4253 | 84.0 | 8946 | 1.7753 | 0.1932 | 0.4601 | 0.1409 | 0.0801 | 0.1169 | 0.2778 | 0.2316 | 0.4027 | 0.4172 | 0.1949 | 0.3178 | 0.5316 | 0.5108 | 0.6567 | 0.124 | 0.3329 | 0.0831 | 0.2937 | 0.0979 | 0.4452 | 0.1501 | 0.3576 | |
|
| 1.4397 | 84.9953 | 9052 | 1.7778 | 0.2023 | 0.4698 | 0.1484 | 0.0747 | 0.1264 | 0.2903 | 0.2312 | 0.4076 | 0.423 | 0.2089 | 0.3229 | 0.5092 | 0.5011 | 0.6494 | 0.1172 | 0.3129 | 0.107 | 0.3214 | 0.1282 | 0.45 | 0.158 | 0.3814 | |
|
| 1.4086 | 86.0 | 9159 | 1.7550 | 0.2015 | 0.472 | 0.1626 | 0.0926 | 0.1138 | 0.2819 | 0.2308 | 0.4085 | 0.4275 | 0.2033 | 0.3209 | 0.5665 | 0.5092 | 0.6591 | 0.1319 | 0.3543 | 0.0894 | 0.3042 | 0.1295 | 0.4571 | 0.1473 | 0.3627 | |
|
| 1.4261 | 86.9953 | 9265 | 1.7907 | 0.1997 | 0.4662 | 0.1461 | 0.1078 | 0.1194 | 0.2946 | 0.2402 | 0.3993 | 0.4178 | 0.1766 | 0.3128 | 0.5568 | 0.5156 | 0.661 | 0.1338 | 0.3371 | 0.0888 | 0.301 | 0.1181 | 0.431 | 0.1423 | 0.3588 | |
|
| 1.3943 | 88.0 | 9372 | 1.7906 | 0.1891 | 0.4431 | 0.133 | 0.0591 | 0.1053 | 0.2925 | 0.234 | 0.4004 | 0.419 | 0.1942 | 0.3249 | 0.5366 | 0.5019 | 0.6488 | 0.1097 | 0.3271 | 0.0877 | 0.3052 | 0.1014 | 0.4524 | 0.1446 | 0.3616 | |
|
| 1.4016 | 88.9953 | 9478 | 1.7760 | 0.1929 | 0.4462 | 0.1424 | 0.0828 | 0.1114 | 0.2675 | 0.238 | 0.4045 | 0.4254 | 0.2069 | 0.3236 | 0.5476 | 0.5031 | 0.6616 | 0.121 | 0.3329 | 0.0897 | 0.3104 | 0.098 | 0.4548 | 0.1525 | 0.3672 | |
|
| 1.3955 | 90.0 | 9585 | 1.7786 | 0.1955 | 0.4452 | 0.1534 | 0.0952 | 0.1147 | 0.2789 | 0.2383 | 0.3979 | 0.4189 | 0.2118 | 0.3166 | 0.5502 | 0.4977 | 0.6378 | 0.1173 | 0.3286 | 0.0946 | 0.312 | 0.1176 | 0.4405 | 0.1502 | 0.3757 | |
|
| 1.4014 | 90.9953 | 9691 | 1.7644 | 0.1975 | 0.4627 | 0.1508 | 0.0865 | 0.1134 | 0.2852 | 0.2394 | 0.4042 | 0.4219 | 0.1963 | 0.3221 | 0.5521 | 0.5035 | 0.6549 | 0.1326 | 0.3371 | 0.0991 | 0.3193 | 0.1154 | 0.4429 | 0.1367 | 0.3554 | |
|
| 1.3626 | 92.0 | 9798 | 1.7705 | 0.1993 | 0.4752 | 0.143 | 0.07 | 0.1152 | 0.2855 | 0.2361 | 0.4022 | 0.4221 | 0.1801 | 0.3227 | 0.5575 | 0.5064 | 0.6555 | 0.1307 | 0.3486 | 0.0898 | 0.299 | 0.1215 | 0.4429 | 0.1481 | 0.3644 | |
|
| 1.3655 | 92.9953 | 9904 | 1.7689 | 0.2081 | 0.4735 | 0.1425 | 0.0975 | 0.1234 | 0.2855 | 0.2413 | 0.4007 | 0.422 | 0.198 | 0.3091 | 0.5544 | 0.5014 | 0.6616 | 0.1282 | 0.3386 | 0.0918 | 0.3073 | 0.1587 | 0.4381 | 0.1603 | 0.3644 | |
|
| 1.3913 | 94.0 | 10011 | 1.7834 | 0.2003 | 0.4624 | 0.149 | 0.0951 | 0.1082 | 0.2823 | 0.2407 | 0.4025 | 0.4227 | 0.2077 | 0.2991 | 0.5416 | 0.4993 | 0.6628 | 0.1198 | 0.3371 | 0.1071 | 0.3208 | 0.1209 | 0.419 | 0.1545 | 0.3734 | |
|
| 1.4071 | 94.9953 | 10117 | 1.7609 | 0.2046 | 0.4761 | 0.1521 | 0.0954 | 0.1232 | 0.2968 | 0.2392 | 0.4064 | 0.4251 | 0.1986 | 0.3225 | 0.5536 | 0.4975 | 0.6579 | 0.1359 | 0.3614 | 0.1034 | 0.3068 | 0.1342 | 0.4238 | 0.1522 | 0.3757 | |
|
| 1.3651 | 96.0 | 10224 | 1.7628 | 0.2016 | 0.4717 | 0.1487 | 0.0995 | 0.1203 | 0.2895 | 0.2381 | 0.3965 | 0.416 | 0.1919 | 0.3111 | 0.5508 | 0.5079 | 0.664 | 0.1225 | 0.3371 | 0.0941 | 0.3005 | 0.1301 | 0.4095 | 0.1533 | 0.3689 | |
|
| 1.3568 | 96.9953 | 10330 | 1.7858 | 0.2008 | 0.4706 | 0.15 | 0.0885 | 0.1223 | 0.286 | 0.2415 | 0.3952 | 0.4149 | 0.2044 | 0.31 | 0.5375 | 0.5041 | 0.6604 | 0.1152 | 0.3214 | 0.0946 | 0.3052 | 0.135 | 0.4214 | 0.1552 | 0.3661 | |
|
| 1.3502 | 98.0 | 10437 | 1.7613 | 0.2041 | 0.4599 | 0.1525 | 0.0904 | 0.1249 | 0.2908 | 0.2395 | 0.4097 | 0.4292 | 0.2154 | 0.3233 | 0.553 | 0.5051 | 0.664 | 0.127 | 0.3557 | 0.1024 | 0.3177 | 0.1333 | 0.4357 | 0.1528 | 0.3729 | |
|
| 1.3658 | 98.9953 | 10543 | 1.7623 | 0.2016 | 0.4641 | 0.1501 | 0.0908 | 0.1219 | 0.2895 | 0.2398 | 0.4019 | 0.4208 | 0.2099 | 0.3157 | 0.5456 | 0.5034 | 0.6598 | 0.1234 | 0.3314 | 0.095 | 0.3115 | 0.1326 | 0.4262 | 0.1536 | 0.3751 | |
|
| 1.3272 | 99.5305 | 10600 | 1.7663 | 0.2022 | 0.4588 | 0.1509 | 0.0948 | 0.1223 | 0.2882 | 0.2396 | 0.405 | 0.4238 | 0.2134 | 0.3177 | 0.5501 | 0.5051 | 0.6628 | 0.1207 | 0.3371 | 0.0983 | 0.3115 | 0.1325 | 0.431 | 0.1545 | 0.3768 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.40.0.dev0 |
|
- Pytorch 1.13.0+cu117 |
|
- Datasets 2.18.0 |
|
- Tokenizers 0.19.0 |
