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update model card README.md
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README.md
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@@ -15,12 +15,12 @@ should probably proofread and complete it, then remove this comment. -->
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This model is a fine-tuned version of [google/pegasus-xsum](https://huggingface.co/google/pegasus-xsum) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss:
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- Rouge1:
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- Rouge2:
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- Rougel:
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- Rougelsum:
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- Gen Len:
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 3e-
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 42
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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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- lr_scheduler_warmup_steps: 500
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- num_epochs:
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- label_smoothing_factor: 0.1
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### Training results
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| Training Loss | Epoch
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### Framework versions
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This model is a fine-tuned version of [google/pegasus-xsum](https://huggingface.co/google/pegasus-xsum) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 5.0211
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- Rouge1: 34.3667
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- Rouge2: 9.9643
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- Rougel: 22.3309
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- Rougelsum: 30.5403
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- Gen Len: 61.975
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 3e-05
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 42
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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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- lr_scheduler_warmup_steps: 500
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- num_epochs: 300
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- label_smoothing_factor: 0.1
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
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|:-------------:|:------:|:-----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|
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| 5.5622 | 1.09 | 100 | 4.9665 | 11.7164 | 2.1261 | 8.3498 | 10.3938 | 26.075 |
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| 5.0264 | 2.17 | 200 | 4.6337 | 20.6376 | 5.2575 | 15.8591 | 18.1861 | 51.1 |
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| 4.8313 | 3.26 | 300 | 4.4937 | 27.0471 | 6.7281 | 21.6697 | 23.9706 | 58.175 |
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| 4.5079 | 4.35 | 400 | 4.4080 | 28.1708 | 8.1237 | 21.2923 | 25.8704 | 54.175 |
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| 4.4106 | 5.43 | 500 | 4.3405 | 27.6778 | 8.1464 | 21.435 | 24.7943 | 53.9 |
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| 4.2482 | 6.52 | 600 | 4.2988 | 29.6238 | 8.7266 | 22.1992 | 26.8381 | 54.425 |
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| 4.0929 | 7.61 | 700 | 4.2670 | 30.7549 | 9.6188 | 22.5576 | 28.2017 | 55.425 |
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| 4.0113 | 8.7 | 800 | 4.2500 | 30.2984 | 8.3997 | 21.9968 | 26.8831 | 57.5 |
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| 3.9343 | 9.78 | 900 | 4.2254 | 31.0963 | 8.819 | 22.4265 | 28.0839 | 58.45 |
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| 3.8682 | 10.87 | 1000 | 4.2191 | 31.4953 | 8.7362 | 23.0128 | 27.6096 | 59.1 |
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| 3.7804 | 11.96 | 1100 | 4.2127 | 31.7768 | 9.7051 | 22.3654 | 28.6217 | 57.25 |
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| 3.7154 | 13.04 | 1200 | 4.2041 | 31.8264 | 10.4833 | 22.9424 | 28.7143 | 57.3 |
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| 3.6396 | 14.13 | 1300 | 4.2143 | 32.2021 | 10.2292 | 23.1602 | 28.4042 | 58.85 |
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| 3.5596 | 15.22 | 1400 | 4.2240 | 31.8408 | 9.7478 | 22.3832 | 28.5761 | 59.2 |
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| 3.5231 | 16.3 | 1500 | 4.2197 | 33.3067 | 10.5754 | 23.4648 | 30.2069 | 59.925 |
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| 3.3817 | 17.39 | 1600 | 4.2374 | 33.9168 | 10.6867 | 23.1732 | 30.3842 | 61.475 |
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| 3.4007 | 18.48 | 1700 | 4.2476 | 33.152 | 10.4256 | 23.0675 | 29.6479 | 60.55 |
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| 3.3413 | 19.57 | 1800 | 4.2507 | 34.3713 | 10.8594 | 23.5359 | 31.2132 | 61.225 |
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| 3.2594 | 20.65 | 1900 | 4.2672 | 34.7841 | 10.7343 | 23.7008 | 31.1633 | 60.6 |
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| 3.2857 | 21.74 | 2000 | 4.2637 | 34.299 | 10.3653 | 22.995 | 31.1676 | 61.4 |
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| 3.1375 | 22.83 | 2100 | 4.2880 | 34.042 | 10.0086 | 22.7803 | 30.5043 | 60.45 |
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| 3.1292 | 23.91 | 2200 | 4.2933 | 33.8652 | 10.3221 | 23.0991 | 30.7413 | 61.95 |
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| 3.0818 | 25.0 | 2300 | 4.3086 | 33.0463 | 9.8489 | 22.2042 | 29.9013 | 61.575 |
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| 3.035 | 26.09 | 2400 | 4.3468 | 33.3875 | 10.3351 | 22.4708 | 29.9184 | 60.925 |
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| 3.0051 | 27.17 | 2500 | 4.3447 | 34.3865 | 10.3398 | 23.0411 | 30.8002 | 60.875 |
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| 2.963 | 28.26 | 2600 | 4.3780 | 34.9788 | 11.3212 | 23.3891 | 31.4665 | 60.325 |
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| 2.9289 | 29.35 | 2700 | 4.3801 | 34.3592 | 10.8147 | 22.9139 | 31.0826 | 61.05 |
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| 2.8692 | 30.43 | 2800 | 4.3928 | 33.8097 | 10.4305 | 22.3667 | 30.0261 | 61.05 |
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| 2.8782 | 31.52 | 2900 | 4.4191 | 34.0677 | 10.5701 | 22.3347 | 30.5782 | 61.55 |
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| 2.7887 | 32.61 | 3000 | 4.4085 | 35.1574 | 10.6547 | 23.1332 | 31.5558 | 61.625 |
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| 2.7787 | 33.7 | 3100 | 4.4299 | 34.6151 | 10.6161 | 23.0257 | 30.8936 | 60.9 |
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| 2.7241 | 34.78 | 3200 | 4.4565 | 34.6932 | 10.8905 | 23.0707 | 31.1909 | 60.9 |
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| 2.6822 | 35.87 | 3300 | 4.4645 | 34.7286 | 10.3767 | 22.8986 | 31.2196 | 61.0 |
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| 2.6553 | 36.96 | 3400 | 4.4890 | 34.8697 | 10.9487 | 23.5303 | 31.6407 | 61.725 |
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| 2.6541 | 38.04 | 3500 | 4.4829 | 34.6521 | 10.9006 | 23.2724 | 31.2045 | 61.05 |
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| 2.5836 | 39.13 | 3600 | 4.5167 | 35.0046 | 10.7443 | 23.163 | 31.7512 | 61.525 |
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| 2.5814 | 40.22 | 3700 | 4.5465 | 35.1644 | 10.9744 | 23.5111 | 31.8376 | 61.725 |
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| 2.5411 | 41.3 | 3800 | 4.5552 | 34.7835 | 10.5399 | 23.0709 | 31.4872 | 60.825 |
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| 2.5153 | 42.39 | 3900 | 4.5687 | 35.1067 | 11.2436 | 22.9757 | 31.6348 | 61.4 |
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| 2.4634 | 43.48 | 4000 | 4.5915 | 34.4899 | 10.5049 | 23.3419 | 31.1219 | 60.75 |
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| 2.4469 | 44.57 | 4100 | 4.5953 | 33.9888 | 10.7495 | 22.4434 | 30.8572 | 61.15 |
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| 2.4219 | 45.65 | 4200 | 4.6231 | 34.5117 | 10.5112 | 22.6644 | 31.1555 | 61.3 |
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| 2.4009 | 46.74 | 4300 | 4.6371 | 34.8879 | 10.5955 | 22.9939 | 31.6399 | 61.25 |
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| 2.3955 | 47.83 | 4400 | 4.6685 | 34.8183 | 10.3955 | 22.8782 | 31.0148 | 61.425 |
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| 2.3613 | 48.91 | 4500 | 4.6473 | 35.4592 | 12.1796 | 23.8088 | 32.2459 | 61.4 |
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| 2.3248 | 50.0 | 4600 | 4.6746 | 35.7529 | 11.4807 | 23.7734 | 32.2994 | 61.325 |
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| 2.3005 | 51.09 | 4700 | 4.7089 | 35.3742 | 11.216 | 23.4469 | 31.8897 | 61.325 |
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| 2.2931 | 52.17 | 4800 | 4.6911 | 35.4464 | 10.5202 | 23.1478 | 31.7416 | 61.175 |
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| 2.2479 | 53.26 | 4900 | 4.7102 | 35.3353 | 11.0503 | 23.6956 | 31.9416 | 61.5 |
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| 2.2462 | 54.35 | 5000 | 4.6870 | 36.1454 | 10.9828 | 23.8711 | 32.9785 | 61.575 |
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| 2.233 | 55.43 | 5100 | 4.7348 | 36.1628 | 11.8351 | 23.9986 | 32.4525 | 61.4 |
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| 2.1961 | 56.52 | 5200 | 4.7415 | 35.7254 | 11.0584 | 23.9171 | 32.35 | 61.825 |
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| 2.1752 | 57.61 | 5300 | 4.7473 | 36.2301 | 11.6641 | 23.7452 | 32.9123 | 61.75 |
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| 2.1552 | 58.7 | 5400 | 4.7483 | 35.6821 | 11.1149 | 23.4336 | 32.3607 | 61.5 |
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| 2.1679 | 59.78 | 5500 | 4.7833 | 34.9965 | 11.1982 | 23.6216 | 31.6021 | 61.7 |
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| 2.1228 | 60.87 | 5600 | 4.7978 | 35.5343 | 10.9587 | 23.3688 | 31.6747 | 61.6 |
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| 2.0983 | 61.96 | 5700 | 4.8104 | 34.799 | 11.0243 | 23.8547 | 31.7664 | 61.85 |
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| 2.0906 | 63.04 | 5800 | 4.7928 | 35.7782 | 11.2913 | 24.0122 | 32.2586 | 61.75 |
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| 2.0781 | 64.13 | 5900 | 4.7960 | 36.1759 | 11.027 | 23.7416 | 32.5045 | 61.775 |
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| 2.0682 | 65.22 | 6000 | 4.8138 | 35.1794 | 10.468 | 23.2727 | 31.4239 | 61.55 |
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| 2.0479 | 66.3 | 6100 | 4.8197 | 36.7903 | 12.289 | 24.6278 | 33.2453 | 61.625 |
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| 2.0346 | 67.39 | 6200 | 4.8427 | 35.8284 | 11.2339 | 23.8029 | 32.4204 | 61.7 |
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| 2.0245 | 68.48 | 6300 | 4.8508 | 34.2407 | 10.2655 | 23.0263 | 30.7119 | 62.15 |
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| 2.0196 | 69.57 | 6400 | 4.8257 | 35.5884 | 10.7589 | 23.686 | 32.4621 | 61.525 |
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| 2.015 | 70.65 | 6500 | 4.8188 | 35.5955 | 10.2724 | 23.1278 | 32.0042 | 61.775 |
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| 1.9763 | 71.74 | 6600 | 4.8769 | 34.7114 | 10.1804 | 23.0293 | 30.8144 | 61.5 |
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| 1.9747 | 72.83 | 6700 | 4.8671 | 35.7044 | 11.0752 | 23.7091 | 31.8843 | 61.675 |
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| 1.9595 | 73.91 | 6800 | 4.8706 | 35.9728 | 10.1601 | 23.2685 | 31.9542 | 61.625 |
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| 1.9565 | 75.0 | 6900 | 4.8959 | 34.9796 | 10.1905 | 23.0456 | 31.1495 | 61.825 |
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| 1.9429 | 76.09 | 7000 | 4.8516 | 34.5174 | 10.032 | 22.7007 | 30.7232 | 61.675 |
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| 1.9352 | 77.17 | 7100 | 4.8598 | 35.6846 | 10.6467 | 23.2555 | 31.7443 | 61.525 |
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| 1.9187 | 78.26 | 7200 | 4.8994 | 35.8462 | 10.4484 | 23.357 | 31.9728 | 61.625 |
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| 1.9209 | 79.35 | 7300 | 4.8733 | 35.5415 | 10.8355 | 23.3657 | 32.0778 | 61.375 |
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| 1.9109 | 80.43 | 7400 | 4.8847 | 35.3572 | 10.597 | 23.2929 | 31.6168 | 61.975 |
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| 1.8898 | 81.52 | 7500 | 4.9145 | 34.4882 | 10.3525 | 23.0585 | 31.1242 | 61.775 |
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| 1.8816 | 82.61 | 7600 | 4.8997 | 35.0332 | 10.1657 | 23.1602 | 31.4094 | 61.9 |
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| 1.8846 | 83.7 | 7700 | 4.8880 | 35.6683 | 10.7224 | 23.5864 | 32.3838 | 61.575 |
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| 1.8695 | 84.78 | 7800 | 4.9145 | 35.5963 | 11.4876 | 23.6573 | 32.2241 | 60.925 |
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| 1.8782 | 85.87 | 7900 | 4.9280 | 34.6332 | 10.4494 | 22.4934 | 30.88 | 62.05 |
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| 1.8546 | 86.96 | 8000 | 4.8987 | 36.2852 | 11.1096 | 23.5809 | 32.5036 | 62.35 |
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| 1.8503 | 88.04 | 8100 | 4.9008 | 35.0406 | 9.8374 | 22.7605 | 31.0388 | 61.6 |
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| 1.8472 | 89.13 | 8200 | 4.8904 | 35.2517 | 11.1615 | 23.8879 | 31.9807 | 62.025 |
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| 1.8433 | 90.22 | 8300 | 4.9205 | 34.5005 | 10.359 | 23.3583 | 31.0413 | 62.25 |
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| 1.8333 | 91.3 | 8400 | 4.9084 | 35.1197 | 11.0 | 23.2325 | 31.5996 | 62.025 |
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| 1.8196 | 92.39 | 8500 | 4.8994 | 35.6702 | 10.9342 | 23.8681 | 31.9766 | 61.975 |
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| 1.8205 | 93.48 | 8600 | 4.9235 | 34.6444 | 10.3528 | 23.2255 | 31.3268 | 62.575 |
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| 1.8243 | 94.57 | 8700 | 4.9109 | 34.7983 | 10.805 | 23.8311 | 31.2829 | 62.15 |
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| 1.8133 | 95.65 | 8800 | 4.8959 | 35.1866 | 10.5534 | 22.9579 | 31.6773 | 61.9 |
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| 1.8029 | 96.74 | 8900 | 4.9290 | 35.1068 | 11.2707 | 23.4145 | 31.7975 | 62.25 |
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| 1.8018 | 97.83 | 9000 | 4.9086 | 34.5446 | 10.2341 | 23.4314 | 31.3238 | 61.975 |
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| 1.7971 | 98.91 | 9100 | 4.8992 | 34.5176 | 10.6143 | 22.8774 | 31.0473 | 62.575 |
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| 1.7884 | 100.0 | 9200 | 4.9209 | 33.9253 | 9.5616 | 22.3456 | 30.7496 | 61.275 |
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| 1.7846 | 101.09 | 9300 | 4.9095 | 36.2751 | 11.3455 | 23.77 | 32.8304 | 61.95 |
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| 1.7825 | 102.17 | 9400 | 4.9026 | 35.4186 | 11.1311 | 23.536 | 31.7555 | 61.95 |
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| 1.7753 | 103.26 | 9500 | 4.8962 | 35.4399 | 11.197 | 23.3035 | 32.1083 | 61.55 |
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| 1.7794 | 104.35 | 9600 | 4.9194 | 35.7529 | 10.9657 | 24.0913 | 32.5341 | 62.175 |
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| 1.7653 | 105.43 | 9700 | 4.9141 | 35.3019 | 10.7779 | 23.6381 | 31.641 | 61.825 |
|
153 |
+
| 1.7681 | 106.52 | 9800 | 4.9393 | 34.6923 | 10.2449 | 23.21 | 31.2315 | 61.975 |
|
154 |
+
| 1.7657 | 107.61 | 9900 | 4.9138 | 35.6808 | 11.1929 | 23.8438 | 32.4989 | 61.825 |
|
155 |
+
| 1.7608 | 108.7 | 10000 | 4.9135 | 35.5457 | 10.5133 | 23.8715 | 31.7244 | 61.8 |
|
156 |
+
| 1.7475 | 109.78 | 10100 | 4.9231 | 34.8296 | 10.4849 | 23.8618 | 31.4821 | 61.8 |
|
157 |
+
| 1.753 | 110.87 | 10200 | 4.9167 | 33.7612 | 9.8209 | 22.4141 | 30.1166 | 61.25 |
|
158 |
+
| 1.7488 | 111.96 | 10300 | 4.9278 | 34.7223 | 10.2583 | 22.7975 | 31.3727 | 61.975 |
|
159 |
+
| 1.7439 | 113.04 | 10400 | 4.9318 | 34.7288 | 10.2888 | 22.2578 | 31.3402 | 61.9 |
|
160 |
+
| 1.7365 | 114.13 | 10500 | 4.9356 | 34.6495 | 9.8321 | 22.6102 | 31.014 | 62.25 |
|
161 |
+
| 1.7386 | 115.22 | 10600 | 4.9221 | 34.6839 | 10.1274 | 23.0041 | 31.4362 | 62.25 |
|
162 |
+
| 1.732 | 116.3 | 10700 | 4.9198 | 34.8879 | 10.2101 | 23.1379 | 31.3804 | 61.95 |
|
163 |
+
| 1.7321 | 117.39 | 10800 | 4.9302 | 34.2253 | 10.3302 | 22.4224 | 30.9014 | 62.25 |
|
164 |
+
| 1.7244 | 118.48 | 10900 | 4.9470 | 34.5329 | 10.0738 | 22.4336 | 31.5482 | 62.2 |
|
165 |
+
| 1.7249 | 119.57 | 11000 | 4.9428 | 34.3658 | 10.3534 | 22.7297 | 31.1127 | 62.25 |
|
166 |
+
| 1.7226 | 120.65 | 11100 | 4.9338 | 35.0329 | 11.202 | 23.8693 | 31.7809 | 62.05 |
|
167 |
+
| 1.7205 | 121.74 | 11200 | 4.9434 | 35.6328 | 10.4664 | 23.0472 | 32.1527 | 62.5 |
|
168 |
+
| 1.7179 | 122.83 | 11300 | 4.9381 | 35.5993 | 11.1006 | 23.5873 | 32.2653 | 61.825 |
|
169 |
+
| 1.715 | 123.91 | 11400 | 4.9245 | 35.6381 | 11.192 | 23.3536 | 32.2623 | 61.825 |
|
170 |
+
| 1.7109 | 125.0 | 11500 | 4.9473 | 35.1698 | 10.2535 | 22.9204 | 31.3753 | 61.825 |
|
171 |
+
| 1.711 | 126.09 | 11600 | 4.9285 | 34.44 | 10.3443 | 22.4776 | 30.7504 | 62.15 |
|
172 |
+
| 1.7096 | 127.17 | 11700 | 4.9321 | 35.3286 | 10.5061 | 22.9048 | 31.4909 | 61.825 |
|
173 |
+
| 1.7022 | 128.26 | 11800 | 4.9368 | 35.1176 | 10.8032 | 23.5125 | 31.5329 | 61.975 |
|
174 |
+
| 1.6998 | 129.35 | 11900 | 4.9308 | 35.5998 | 10.9042 | 23.1682 | 31.6822 | 61.9 |
|
175 |
+
| 1.6957 | 130.43 | 12000 | 4.9416 | 34.5793 | 10.451 | 23.3817 | 31.2034 | 62.4 |
|
176 |
+
| 1.6999 | 131.52 | 12100 | 4.9265 | 34.3672 | 10.4835 | 22.8946 | 30.8843 | 61.95 |
|
177 |
+
| 1.6971 | 132.61 | 12200 | 4.9415 | 34.7203 | 10.6997 | 23.3017 | 31.1094 | 62.15 |
|
178 |
+
| 1.694 | 133.7 | 12300 | 4.9430 | 34.708 | 10.2931 | 22.7891 | 31.21 | 62.15 |
|
179 |
+
| 1.6959 | 134.78 | 12400 | 4.9483 | 33.7383 | 9.7866 | 22.4111 | 30.2785 | 62.15 |
|
180 |
+
| 1.689 | 135.87 | 12500 | 4.9478 | 35.2582 | 10.0503 | 22.4126 | 31.6124 | 61.4 |
|
181 |
+
| 1.6906 | 136.96 | 12600 | 4.9397 | 35.1034 | 9.8483 | 22.4109 | 31.5078 | 61.875 |
|
182 |
+
| 1.6851 | 138.04 | 12700 | 4.9312 | 34.426 | 9.8238 | 22.8702 | 30.9087 | 62.05 |
|
183 |
+
| 1.6815 | 139.13 | 12800 | 4.9511 | 34.447 | 10.503 | 23.0145 | 31.0759 | 62.15 |
|
184 |
+
| 1.6813 | 140.22 | 12900 | 4.9465 | 35.3179 | 10.5299 | 22.9859 | 31.758 | 62.025 |
|
185 |
+
| 1.6852 | 141.3 | 13000 | 4.9633 | 34.7625 | 10.0465 | 22.2888 | 31.1649 | 61.45 |
|
186 |
+
| 1.678 | 142.39 | 13100 | 4.9616 | 35.155 | 10.5326 | 23.3091 | 31.499 | 61.4 |
|
187 |
+
| 1.6741 | 143.48 | 13200 | 4.9421 | 34.5285 | 9.2521 | 21.9951 | 30.7484 | 62.225 |
|
188 |
+
| 1.6765 | 144.57 | 13300 | 4.9493 | 34.9136 | 10.5162 | 23.2067 | 31.3131 | 61.475 |
|
189 |
+
| 1.6771 | 145.65 | 13400 | 4.9587 | 34.5603 | 10.217 | 22.8285 | 31.1557 | 61.825 |
|
190 |
+
| 1.6751 | 146.74 | 13500 | 4.9570 | 35.3349 | 10.5178 | 23.3385 | 31.5563 | 61.65 |
|
191 |
+
| 1.6687 | 147.83 | 13600 | 4.9480 | 35.0373 | 10.2928 | 23.0188 | 30.8777 | 62.225 |
|
192 |
+
| 1.669 | 148.91 | 13700 | 4.9545 | 35.2763 | 10.6902 | 22.7519 | 31.0442 | 61.525 |
|
193 |
+
| 1.6676 | 150.0 | 13800 | 4.9610 | 34.1513 | 9.9052 | 22.205 | 30.4163 | 62.575 |
|
194 |
+
| 1.6651 | 151.09 | 13900 | 4.9503 | 35.1868 | 9.9846 | 22.8848 | 31.3601 | 62.1 |
|
195 |
+
| 1.6666 | 152.17 | 14000 | 4.9448 | 35.2849 | 10.4658 | 22.9854 | 31.4856 | 62.35 |
|
196 |
+
| 1.6611 | 153.26 | 14100 | 4.9395 | 35.506 | 10.26 | 23.1861 | 31.7337 | 61.975 |
|
197 |
+
| 1.6599 | 154.35 | 14200 | 4.9581 | 34.7054 | 10.3288 | 22.6367 | 31.1552 | 62.175 |
|
198 |
+
| 1.657 | 155.43 | 14300 | 4.9597 | 34.1556 | 9.8753 | 22.5582 | 30.4011 | 62.45 |
|
199 |
+
| 1.659 | 156.52 | 14400 | 4.9707 | 34.8188 | 10.4279 | 23.2803 | 31.0673 | 62.425 |
|
200 |
+
| 1.6541 | 157.61 | 14500 | 4.9536 | 34.7762 | 9.765 | 22.3714 | 30.7802 | 61.875 |
|
201 |
+
| 1.6636 | 158.7 | 14600 | 4.9729 | 34.9688 | 10.5227 | 23.4167 | 31.3313 | 61.75 |
|
202 |
+
| 1.6523 | 159.78 | 14700 | 4.9568 | 34.3612 | 9.6523 | 22.1631 | 30.2947 | 62.225 |
|
203 |
+
| 1.6552 | 160.87 | 14800 | 4.9682 | 35.4484 | 11.1728 | 23.197 | 31.4747 | 61.825 |
|
204 |
+
| 1.6521 | 161.96 | 14900 | 4.9583 | 35.0929 | 10.5667 | 22.9404 | 31.1618 | 61.975 |
|
205 |
+
| 1.6522 | 163.04 | 15000 | 4.9664 | 35.3349 | 9.9795 | 22.4246 | 30.9154 | 61.75 |
|
206 |
+
| 1.6494 | 164.13 | 15100 | 4.9736 | 34.0774 | 9.9123 | 22.5736 | 30.5353 | 61.825 |
|
207 |
+
| 1.6435 | 165.22 | 15200 | 4.9830 | 35.2511 | 10.5323 | 22.4454 | 31.6553 | 61.775 |
|
208 |
+
| 1.6465 | 166.3 | 15300 | 4.9536 | 35.5659 | 11.035 | 23.2029 | 31.7266 | 61.675 |
|
209 |
+
| 1.6465 | 167.39 | 15400 | 4.9868 | 34.1133 | 9.8815 | 22.1905 | 30.5549 | 62.15 |
|
210 |
+
| 1.6452 | 168.48 | 15500 | 4.9737 | 33.3689 | 9.8003 | 22.1024 | 29.7981 | 62.15 |
|
211 |
+
| 1.6486 | 169.57 | 15600 | 4.9646 | 33.8615 | 10.0812 | 22.6975 | 30.4747 | 61.625 |
|
212 |
+
| 1.6427 | 170.65 | 15700 | 4.9744 | 35.0131 | 10.6836 | 23.0365 | 31.1132 | 61.7 |
|
213 |
+
| 1.6371 | 171.74 | 15800 | 4.9858 | 35.1612 | 10.869 | 23.3099 | 31.6006 | 62.05 |
|
214 |
+
| 1.6458 | 172.83 | 15900 | 4.9691 | 34.9919 | 10.2075 | 22.3425 | 30.7372 | 62.025 |
|
215 |
+
| 1.6382 | 173.91 | 16000 | 4.9850 | 34.2003 | 10.2844 | 22.7633 | 30.3153 | 61.7 |
|
216 |
+
| 1.6401 | 175.0 | 16100 | 4.9832 | 34.0854 | 10.3431 | 22.9781 | 30.2644 | 61.7 |
|
217 |
+
| 1.6376 | 176.09 | 16200 | 4.9795 | 34.7652 | 10.4108 | 23.319 | 31.3614 | 61.825 |
|
218 |
+
| 1.6341 | 177.17 | 16300 | 4.9856 | 34.808 | 10.1027 | 22.5094 | 30.7913 | 61.825 |
|
219 |
+
| 1.635 | 178.26 | 16400 | 4.9737 | 35.2067 | 10.5839 | 23.1807 | 31.5356 | 61.875 |
|
220 |
+
| 1.6358 | 179.35 | 16500 | 4.9671 | 34.7863 | 9.668 | 22.5798 | 30.7246 | 61.7 |
|
221 |
+
| 1.6319 | 180.43 | 16600 | 4.9761 | 34.4559 | 10.1514 | 22.5303 | 30.5357 | 61.85 |
|
222 |
+
| 1.6347 | 181.52 | 16700 | 4.9896 | 35.0306 | 10.8325 | 22.8267 | 31.1453 | 61.95 |
|
223 |
+
| 1.6342 | 182.61 | 16800 | 4.9813 | 34.5598 | 10.294 | 22.6092 | 30.6463 | 61.575 |
|
224 |
+
| 1.6316 | 183.7 | 16900 | 4.9683 | 35.4178 | 10.6406 | 23.1251 | 31.2225 | 61.975 |
|
225 |
+
| 1.634 | 184.78 | 17000 | 4.9848 | 34.9905 | 10.3032 | 22.9392 | 30.8942 | 61.9 |
|
226 |
+
| 1.6322 | 185.87 | 17100 | 4.9596 | 35.13 | 10.8091 | 23.5344 | 31.1932 | 61.775 |
|
227 |
+
| 1.6306 | 186.96 | 17200 | 4.9797 | 34.2725 | 10.4831 | 22.7409 | 30.73 | 61.975 |
|
228 |
+
| 1.6272 | 188.04 | 17300 | 4.9800 | 34.8524 | 10.3205 | 22.9338 | 31.0112 | 61.85 |
|
229 |
+
| 1.6267 | 189.13 | 17400 | 4.9737 | 34.84 | 10.4102 | 23.228 | 31.0176 | 61.75 |
|
230 |
+
| 1.6277 | 190.22 | 17500 | 5.0009 | 34.6335 | 10.2707 | 22.6531 | 30.3618 | 61.325 |
|
231 |
+
| 1.6261 | 191.3 | 17600 | 4.9910 | 34.7376 | 10.1987 | 22.9131 | 30.9937 | 61.75 |
|
232 |
+
| 1.6257 | 192.39 | 17700 | 4.9877 | 34.4805 | 10.4083 | 22.9881 | 30.8235 | 61.7 |
|
233 |
+
| 1.6241 | 193.48 | 17800 | 5.0109 | 34.7823 | 10.1629 | 22.6097 | 31.1112 | 61.875 |
|
234 |
+
| 1.6223 | 194.57 | 17900 | 4.9840 | 35.1658 | 10.4625 | 23.2555 | 31.1587 | 61.75 |
|
235 |
+
| 1.6254 | 195.65 | 18000 | 4.9833 | 34.7845 | 10.405 | 23.094 | 31.1214 | 61.55 |
|
236 |
+
| 1.6208 | 196.74 | 18100 | 4.9900 | 34.6182 | 10.3782 | 22.8857 | 30.5734 | 61.825 |
|
237 |
+
| 1.6251 | 197.83 | 18200 | 4.9840 | 34.999 | 10.2304 | 22.9964 | 31.2987 | 61.825 |
|
238 |
+
| 1.621 | 198.91 | 18300 | 5.0011 | 34.8052 | 10.2297 | 23.154 | 31.0744 | 61.725 |
|
239 |
+
| 1.6207 | 200.0 | 18400 | 5.0039 | 34.2538 | 10.2056 | 22.6636 | 30.4468 | 61.5 |
|
240 |
+
| 1.6188 | 201.09 | 18500 | 4.9898 | 34.5898 | 10.5169 | 22.8387 | 30.9601 | 61.825 |
|
241 |
+
| 1.6189 | 202.17 | 18600 | 4.9846 | 34.7961 | 10.6003 | 23.3384 | 31.2007 | 61.775 |
|
242 |
+
| 1.6211 | 203.26 | 18700 | 4.9992 | 34.6193 | 10.226 | 22.984 | 31.1927 | 61.7 |
|
243 |
+
| 1.6189 | 204.35 | 18800 | 5.0048 | 34.663 | 10.6201 | 23.1168 | 31.4243 | 61.825 |
|
244 |
+
| 1.6151 | 205.43 | 18900 | 4.9920 | 34.2513 | 10.3935 | 23.1504 | 30.9017 | 61.8 |
|
245 |
+
| 1.617 | 206.52 | 19000 | 4.9971 | 34.8478 | 10.5931 | 23.4642 | 31.1297 | 61.7 |
|
246 |
+
| 1.6184 | 207.61 | 19100 | 4.9982 | 35.0776 | 10.6048 | 22.9939 | 31.3866 | 62.025 |
|
247 |
+
| 1.6179 | 208.7 | 19200 | 5.0050 | 35.0413 | 10.8467 | 23.2769 | 31.4015 | 61.825 |
|
248 |
+
| 1.6135 | 209.78 | 19300 | 5.0046 | 34.832 | 10.0606 | 22.7727 | 31.0763 | 61.825 |
|
249 |
+
| 1.6141 | 210.87 | 19400 | 5.0010 | 34.6397 | 10.3322 | 22.4193 | 31.0769 | 61.675 |
|
250 |
+
| 1.6143 | 211.96 | 19500 | 5.0056 | 34.59 | 10.1101 | 22.7378 | 30.6344 | 61.7 |
|
251 |
+
| 1.616 | 213.04 | 19600 | 5.0104 | 34.4509 | 10.1628 | 22.1958 | 30.9243 | 61.875 |
|
252 |
+
| 1.6143 | 214.13 | 19700 | 5.0087 | 34.3503 | 10.0075 | 22.8553 | 30.8208 | 61.825 |
|
253 |
+
| 1.6128 | 215.22 | 19800 | 5.0023 | 34.9553 | 10.3157 | 22.6641 | 30.9813 | 61.8 |
|
254 |
+
| 1.6118 | 216.3 | 19900 | 5.0025 | 35.2775 | 10.557 | 23.08 | 31.5823 | 61.825 |
|
255 |
+
| 1.6122 | 217.39 | 20000 | 5.0071 | 35.7477 | 10.4687 | 22.8065 | 31.9342 | 61.825 |
|
256 |
+
| 1.6095 | 218.48 | 20100 | 5.0102 | 35.4792 | 11.1176 | 23.4846 | 32.1376 | 61.825 |
|
257 |
+
| 1.614 | 219.57 | 20200 | 5.0119 | 35.248 | 10.3588 | 22.9025 | 31.3661 | 61.9 |
|
258 |
+
| 1.609 | 220.65 | 20300 | 5.0150 | 35.0878 | 10.1674 | 23.0388 | 31.4448 | 61.975 |
|
259 |
+
| 1.6087 | 221.74 | 20400 | 5.0108 | 34.6953 | 10.282 | 22.6538 | 31.0136 | 61.975 |
|
260 |
+
| 1.6101 | 222.83 | 20500 | 5.0025 | 34.7651 | 10.3187 | 22.8112 | 31.4073 | 61.55 |
|
261 |
+
| 1.6096 | 223.91 | 20600 | 5.0073 | 35.0561 | 10.7909 | 23.1765 | 31.6221 | 61.975 |
|
262 |
+
| 1.6093 | 225.0 | 20700 | 5.0130 | 34.629 | 10.4702 | 22.801 | 30.7075 | 61.8 |
|
263 |
+
| 1.6093 | 226.09 | 20800 | 5.0201 | 34.8978 | 10.759 | 23.2199 | 31.3845 | 61.625 |
|
264 |
+
| 1.6078 | 227.17 | 20900 | 5.0201 | 35.1579 | 10.9403 | 23.4435 | 31.6385 | 61.625 |
|
265 |
+
| 1.6067 | 228.26 | 21000 | 5.0201 | 34.4689 | 10.5913 | 22.5722 | 31.0049 | 61.375 |
|
266 |
+
| 1.6066 | 229.35 | 21100 | 5.0136 | 35.1094 | 10.7142 | 23.1933 | 31.2601 | 61.825 |
|
267 |
+
| 1.6042 | 230.43 | 21200 | 5.0100 | 34.6347 | 10.5596 | 22.8395 | 31.246 | 61.8 |
|
268 |
+
| 1.6067 | 231.52 | 21300 | 5.0073 | 35.4417 | 10.6633 | 22.8295 | 31.6673 | 61.8 |
|
269 |
+
| 1.6083 | 232.61 | 21400 | 5.0233 | 35.1811 | 10.5443 | 22.8198 | 31.4241 | 61.975 |
|
270 |
+
| 1.6039 | 233.7 | 21500 | 5.0129 | 35.3338 | 10.719 | 23.3093 | 31.4836 | 61.8 |
|
271 |
+
| 1.6012 | 234.78 | 21600 | 5.0189 | 34.475 | 10.1339 | 22.5686 | 30.9366 | 61.8 |
|
272 |
+
| 1.6039 | 235.87 | 21700 | 5.0029 | 35.4306 | 10.8866 | 23.8464 | 31.9682 | 61.95 |
|
273 |
+
| 1.6039 | 236.96 | 21800 | 5.0175 | 34.5772 | 10.3903 | 22.8671 | 30.8657 | 61.45 |
|
274 |
+
| 1.6038 | 238.04 | 21900 | 5.0151 | 35.1992 | 10.9779 | 23.1845 | 31.804 | 61.825 |
|
275 |
+
| 1.6052 | 239.13 | 22000 | 5.0034 | 35.1265 | 10.2915 | 23.4433 | 31.3688 | 61.65 |
|
276 |
+
| 1.602 | 240.22 | 22100 | 5.0111 | 35.4845 | 10.9773 | 23.8042 | 32.1783 | 61.825 |
|
277 |
+
| 1.6021 | 241.3 | 22200 | 5.0068 | 35.0078 | 10.7608 | 23.4731 | 31.2858 | 61.825 |
|
278 |
+
| 1.6012 | 242.39 | 22300 | 5.0107 | 35.3612 | 11.0382 | 23.4487 | 31.7988 | 61.825 |
|
279 |
+
| 1.6019 | 243.48 | 22400 | 5.0088 | 35.2327 | 10.7388 | 23.3042 | 31.9124 | 61.7 |
|
280 |
+
| 1.6048 | 244.57 | 22500 | 5.0146 | 34.8489 | 10.642 | 23.1841 | 31.4303 | 61.975 |
|
281 |
+
| 1.5972 | 245.65 | 22600 | 5.0059 | 34.8104 | 10.482 | 22.7871 | 31.0313 | 61.825 |
|
282 |
+
| 1.6049 | 246.74 | 22700 | 5.0136 | 35.2986 | 10.7141 | 23.1766 | 31.7651 | 61.95 |
|
283 |
+
| 1.6005 | 247.83 | 22800 | 5.0172 | 34.7163 | 10.5511 | 22.8486 | 30.8589 | 61.8 |
|
284 |
+
| 1.5996 | 248.91 | 22900 | 5.0170 | 35.0145 | 10.4798 | 23.272 | 31.2951 | 61.825 |
|
285 |
+
| 1.6001 | 250.0 | 23000 | 5.0071 | 35.0081 | 10.4624 | 23.0527 | 31.2503 | 61.95 |
|
286 |
+
| 1.6005 | 251.09 | 23100 | 5.0274 | 34.587 | 10.485 | 22.7373 | 31.0467 | 61.825 |
|
287 |
+
| 1.5993 | 252.17 | 23200 | 5.0107 | 33.998 | 10.1251 | 22.2942 | 30.4805 | 61.825 |
|
288 |
+
| 1.5996 | 253.26 | 23300 | 5.0052 | 34.6544 | 10.2602 | 22.3754 | 30.8352 | 61.825 |
|
289 |
+
| 1.5995 | 254.35 | 23400 | 5.0225 | 34.6562 | 10.3602 | 22.725 | 30.9936 | 61.825 |
|
290 |
+
| 1.5988 | 255.43 | 23500 | 5.0197 | 35.3783 | 10.6066 | 23.0226 | 31.9259 | 61.975 |
|
291 |
+
| 1.5998 | 256.52 | 23600 | 5.0190 | 35.1454 | 10.8528 | 22.8082 | 31.5802 | 61.8 |
|
292 |
+
| 1.5966 | 257.61 | 23700 | 5.0156 | 35.1098 | 10.7522 | 23.2511 | 31.5128 | 61.9 |
|
293 |
+
| 1.5986 | 258.7 | 23800 | 5.0182 | 34.9138 | 10.4131 | 22.5931 | 31.296 | 61.8 |
|
294 |
+
| 1.597 | 259.78 | 23900 | 5.0173 | 35.2234 | 10.6598 | 22.8045 | 31.6045 | 61.8 |
|
295 |
+
| 1.5964 | 260.87 | 24000 | 5.0168 | 34.9748 | 10.7118 | 23.0317 | 31.2495 | 61.8 |
|
296 |
+
| 1.5996 | 261.96 | 24100 | 5.0270 | 35.0853 | 10.6538 | 22.9922 | 31.3188 | 61.975 |
|
297 |
+
| 1.5961 | 263.04 | 24200 | 5.0216 | 34.8746 | 10.679 | 22.9147 | 30.933 | 61.875 |
|
298 |
+
| 1.5985 | 264.13 | 24300 | 5.0266 | 35.1965 | 10.664 | 22.9954 | 31.3769 | 61.875 |
|
299 |
+
| 1.597 | 265.22 | 24400 | 5.0257 | 35.0418 | 10.8586 | 22.9697 | 31.4982 | 61.8 |
|
300 |
+
| 1.5977 | 266.3 | 24500 | 5.0225 | 35.0936 | 10.9102 | 23.1953 | 31.5731 | 61.9 |
|
301 |
+
| 1.5986 | 267.39 | 24600 | 5.0178 | 35.2184 | 10.4469 | 23.0936 | 31.6454 | 61.8 |
|
302 |
+
| 1.5953 | 268.48 | 24700 | 5.0233 | 34.7651 | 10.7594 | 22.8918 | 31.1547 | 61.8 |
|
303 |
+
| 1.5953 | 269.57 | 24800 | 5.0188 | 34.7353 | 10.4198 | 23.0463 | 31.0799 | 61.9 |
|
304 |
+
| 1.5948 | 270.65 | 24900 | 5.0166 | 34.7434 | 10.4359 | 22.7394 | 31.1201 | 61.975 |
|
305 |
+
| 1.5946 | 271.74 | 25000 | 5.0202 | 35.2368 | 10.9266 | 23.1784 | 31.3413 | 61.8 |
|
306 |
+
| 1.5957 | 272.83 | 25100 | 5.0264 | 34.8585 | 10.7729 | 23.0591 | 30.9839 | 61.8 |
|
307 |
+
| 1.5941 | 273.91 | 25200 | 5.0210 | 34.5043 | 10.3943 | 22.7849 | 30.819 | 61.8 |
|
308 |
+
| 1.5968 | 275.0 | 25300 | 5.0184 | 34.3398 | 10.248 | 22.7785 | 30.6457 | 61.95 |
|
309 |
+
| 1.595 | 276.09 | 25400 | 5.0255 | 34.3621 | 10.2719 | 22.8204 | 30.3516 | 61.9 |
|
310 |
+
| 1.5956 | 277.17 | 25500 | 5.0270 | 34.6974 | 10.3227 | 22.7587 | 30.7441 | 61.975 |
|
311 |
+
| 1.5917 | 278.26 | 25600 | 5.0256 | 34.7505 | 10.1883 | 22.9621 | 30.9966 | 61.45 |
|
312 |
+
| 1.5949 | 279.35 | 25700 | 5.0205 | 34.7276 | 10.3319 | 22.7995 | 31.0233 | 61.9 |
|
313 |
+
| 1.597 | 280.43 | 25800 | 5.0227 | 34.116 | 10.0869 | 22.7005 | 30.1967 | 61.3 |
|
314 |
+
| 1.5951 | 281.52 | 25900 | 5.0210 | 34.3279 | 10.5887 | 22.8763 | 30.6813 | 61.95 |
|
315 |
+
| 1.5927 | 282.61 | 26000 | 5.0216 | 34.4891 | 10.296 | 22.8453 | 30.719 | 61.825 |
|
316 |
+
| 1.5969 | 283.7 | 26100 | 5.0217 | 34.6005 | 10.246 | 22.4303 | 30.8559 | 61.975 |
|
317 |
+
| 1.593 | 284.78 | 26200 | 5.0239 | 34.6914 | 10.5354 | 22.8818 | 31.0147 | 61.975 |
|
318 |
+
| 1.5948 | 285.87 | 26300 | 5.0243 | 34.7585 | 10.5218 | 23.2097 | 30.9673 | 61.975 |
|
319 |
+
| 1.5938 | 286.96 | 26400 | 5.0225 | 34.6074 | 10.3854 | 22.5617 | 31.0289 | 61.825 |
|
320 |
+
| 1.594 | 288.04 | 26500 | 5.0258 | 34.307 | 10.201 | 22.466 | 30.6723 | 61.975 |
|
321 |
+
| 1.5946 | 289.13 | 26600 | 5.0245 | 34.4698 | 10.1516 | 22.3796 | 30.7884 | 61.975 |
|
322 |
+
| 1.5948 | 290.22 | 26700 | 5.0234 | 34.0269 | 9.9731 | 22.2619 | 30.1723 | 61.975 |
|
323 |
+
| 1.5934 | 291.3 | 26800 | 5.0212 | 34.068 | 9.9569 | 22.249 | 30.355 | 61.975 |
|
324 |
+
| 1.5957 | 292.39 | 26900 | 5.0203 | 34.5321 | 10.0859 | 22.437 | 30.7278 | 61.825 |
|
325 |
+
| 1.5935 | 293.48 | 27000 | 5.0181 | 34.4259 | 10.1468 | 22.4069 | 30.785 | 61.825 |
|
326 |
+
| 1.5935 | 294.57 | 27100 | 5.0200 | 34.4734 | 10.0729 | 22.4218 | 30.7894 | 61.825 |
|
327 |
+
| 1.596 | 295.65 | 27200 | 5.0207 | 34.5445 | 10.2073 | 22.4231 | 30.9844 | 61.825 |
|
328 |
+
| 1.5898 | 296.74 | 27300 | 5.0210 | 34.365 | 10.0758 | 22.4109 | 30.6045 | 61.825 |
|
329 |
+
| 1.5942 | 297.83 | 27400 | 5.0211 | 34.4129 | 9.9871 | 22.3336 | 30.6638 | 61.975 |
|
330 |
+
| 1.5935 | 298.91 | 27500 | 5.0209 | 34.3667 | 9.9643 | 22.3309 | 30.5403 | 61.975 |
|
331 |
+
| 1.5937 | 300.0 | 27600 | 5.0211 | 34.3667 | 9.9643 | 22.3309 | 30.5403 | 61.975 |
|
332 |
|
333 |
|
334 |
### Framework versions
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