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@@ -3,16 +3,17 @@ base_model: Thammarak/wangchanBERTa-QA-thaiqa_squad
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  tags:
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  - generated_from_trainer
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  model-index:
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- - name: model1
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  results: []
 
 
 
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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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- # model1
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- This model is a fine-tuned version of [Thammarak/wangchanBERTa-QA-thaiqa_squad](https://huggingface.co/Thammarak/wangchanBERTa-QA-thaiqa_squad) on the None dataset.
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  It achieves the following results on the evaluation set:
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  - Loss: 0.0026
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@@ -46,1492 +47,13 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss |
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  |:-------------:|:-----:|:-----:|:---------------:|
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  | 7.148 | 0.0 | 10 | 4.2283 |
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- | 4.699 | 0.01 | 20 | 3.0613 |
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- | 3.172 | 0.01 | 30 | 2.3875 |
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- | 2.2975 | 0.02 | 40 | 1.7900 |
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- | 2.1247 | 0.02 | 50 | 1.3523 |
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- | 1.5205 | 0.03 | 60 | 1.0813 |
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- | 1.391 | 0.03 | 70 | 0.8938 |
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- | 1.0914 | 0.04 | 80 | 0.7762 |
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- | 0.923 | 0.04 | 90 | 0.6900 |
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- | 0.8744 | 0.05 | 100 | 0.6245 |
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- | 1.0045 | 0.05 | 110 | 0.5687 |
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- | 1.0512 | 0.06 | 120 | 0.5303 |
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- | 0.8551 | 0.06 | 130 | 0.4975 |
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- | 0.7237 | 0.07 | 140 | 0.4656 |
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- | 0.8038 | 0.07 | 150 | 0.4392 |
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- | 0.549 | 0.08 | 160 | 0.4089 |
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- | 0.5276 | 0.08 | 170 | 0.3770 |
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- | 0.4413 | 0.08 | 180 | 0.3472 |
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- | 0.4609 | 0.09 | 190 | 0.3245 |
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- | 0.5469 | 0.09 | 200 | 0.3061 |
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- | 0.4114 | 0.1 | 210 | 0.2871 |
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- | 0.4496 | 0.1 | 220 | 0.2715 |
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- | 0.4419 | 0.11 | 230 | 0.2568 |
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- | 0.5011 | 0.11 | 240 | 0.2469 |
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- | 0.4045 | 0.12 | 250 | 0.2354 |
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- | 0.3595 | 0.12 | 260 | 0.2190 |
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- | 0.3949 | 0.13 | 270 | 0.2074 |
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- | 0.3113 | 0.13 | 280 | 0.2004 |
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- | 0.3378 | 0.14 | 290 | 0.1953 |
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- | 0.2094 | 0.14 | 300 | 0.1952 |
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- | 0.2858 | 0.15 | 310 | 0.1912 |
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- | 0.1545 | 0.15 | 320 | 0.1808 |
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- | 0.3104 | 0.16 | 330 | 0.1718 |
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- | 0.312 | 0.16 | 340 | 0.1597 |
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- | 0.1138 | 0.16 | 350 | 0.1526 |
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- | 0.2068 | 0.17 | 360 | 0.1442 |
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- | 0.4388 | 0.17 | 370 | 0.1377 |
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- | 0.3607 | 0.18 | 380 | 0.1331 |
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- | 0.153 | 0.18 | 390 | 0.1293 |
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- | 0.208 | 0.19 | 400 | 0.1245 |
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- | 0.1731 | 0.19 | 410 | 0.1208 |
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- | 0.2381 | 0.2 | 420 | 0.1183 |
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- | 0.3329 | 0.2 | 430 | 0.1161 |
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- | 0.1493 | 0.21 | 440 | 0.1135 |
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- | 0.1456 | 0.21 | 450 | 0.1092 |
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- | 0.0632 | 0.22 | 460 | 0.1076 |
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- | 0.0531 | 0.22 | 470 | 0.1058 |
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- | 0.1146 | 0.23 | 480 | 0.1043 |
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- | 0.1525 | 0.23 | 490 | 0.1035 |
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- | 0.1853 | 0.24 | 500 | 0.1017 |
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- | 0.0322 | 0.24 | 510 | 0.1002 |
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- | 0.2379 | 0.24 | 520 | 0.1017 |
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- | 0.3977 | 0.25 | 530 | 0.1021 |
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- | 0.4817 | 0.25 | 540 | 0.1014 |
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- | 0.0635 | 0.26 | 550 | 0.1000 |
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- | 0.0582 | 0.26 | 560 | 0.0991 |
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- | 0.1998 | 0.27 | 570 | 0.0984 |
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- | 0.1937 | 0.27 | 580 | 0.0976 |
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- | 0.0542 | 0.28 | 590 | 0.0972 |
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- | 0.1978 | 0.28 | 600 | 0.0971 |
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- | 0.0304 | 0.29 | 610 | 0.0967 |
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- | 0.2629 | 0.29 | 620 | 0.0953 |
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- | 0.0907 | 0.3 | 630 | 0.0945 |
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- | 0.3171 | 0.3 | 640 | 0.0936 |
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- | 0.0842 | 0.31 | 650 | 0.0950 |
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- | 0.0298 | 0.31 | 660 | 0.0951 |
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- | 0.2313 | 0.32 | 670 | 0.0937 |
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- | 0.3721 | 0.32 | 680 | 0.0920 |
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- | 0.2573 | 0.32 | 690 | 0.0901 |
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- | 0.2076 | 0.33 | 700 | 0.0888 |
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- | 0.2625 | 0.33 | 710 | 0.0885 |
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- | 0.2503 | 0.34 | 720 | 0.0876 |
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- | 0.0641 | 0.34 | 730 | 0.0868 |
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- | 0.0169 | 0.35 | 740 | 0.0869 |
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- | 0.4705 | 0.35 | 750 | 0.0859 |
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- | 0.0128 | 0.36 | 760 | 0.0851 |
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- | 0.2662 | 0.36 | 770 | 0.0839 |
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- | 0.2015 | 0.37 | 780 | 0.0840 |
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- | 0.0179 | 0.37 | 790 | 0.0842 |
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- | 0.1713 | 0.38 | 800 | 0.0849 |
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- | 0.107 | 0.38 | 810 | 0.0861 |
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- | 0.1482 | 0.39 | 820 | 0.0866 |
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- | 0.3454 | 0.39 | 830 | 0.0861 |
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- | 0.0938 | 0.4 | 840 | 0.0856 |
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- | 0.2271 | 0.4 | 850 | 0.0847 |
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- | 0.2328 | 0.4 | 860 | 0.0828 |
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- | 0.0704 | 0.41 | 870 | 0.0819 |
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- | 0.3173 | 0.41 | 880 | 0.0811 |
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- | 0.5719 | 0.42 | 890 | 0.0788 |
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- | 0.3188 | 0.42 | 900 | 0.0775 |
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- | 0.1535 | 0.43 | 910 | 0.0766 |
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- | 0.0066 | 0.43 | 920 | 0.0775 |
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- | 0.1584 | 0.44 | 930 | 0.0785 |
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- | 0.0586 | 0.44 | 940 | 0.0790 |
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- | 0.3544 | 0.45 | 950 | 0.0778 |
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- | 0.13 | 0.45 | 960 | 0.0760 |
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- | 0.1999 | 0.46 | 970 | 0.0752 |
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- | 0.1058 | 0.46 | 980 | 0.0751 |
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- | 0.2011 | 0.47 | 990 | 0.0748 |
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- | 0.2335 | 0.47 | 1000 | 0.0747 |
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- | 0.0105 | 0.48 | 1010 | 0.0752 |
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- | 0.2354 | 0.48 | 1020 | 0.0758 |
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- | 0.0484 | 0.48 | 1030 | 0.0764 |
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- | 0.1571 | 0.49 | 1040 | 0.0768 |
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- | 0.2459 | 0.49 | 1050 | 0.0770 |
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- | 0.0282 | 0.5 | 1060 | 0.0774 |
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- | 0.3009 | 0.5 | 1070 | 0.0766 |
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- | 0.0621 | 0.51 | 1080 | 0.0752 |
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- | 0.2245 | 0.51 | 1090 | 0.0734 |
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- | 0.1595 | 0.52 | 1100 | 0.0731 |
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- | 0.003 | 0.52 | 1110 | 0.0729 |
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- | 0.0051 | 0.53 | 1120 | 0.0737 |
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- | 0.135 | 0.53 | 1130 | 0.0744 |
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- | 0.0133 | 0.54 | 1140 | 0.0745 |
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- | 0.3596 | 0.54 | 1150 | 0.0727 |
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- | 0.0571 | 0.55 | 1160 | 0.0722 |
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- | 0.1501 | 0.55 | 1170 | 0.0719 |
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- | 0.1631 | 0.56 | 1180 | 0.0716 |
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- | 0.3118 | 0.56 | 1190 | 0.0697 |
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- | 0.0264 | 0.56 | 1200 | 0.0688 |
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- | 0.3966 | 0.57 | 1210 | 0.0688 |
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- | 0.236 | 0.57 | 1220 | 0.0670 |
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- | 0.1903 | 0.58 | 1230 | 0.0664 |
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- | 0.0289 | 0.58 | 1240 | 0.0661 |
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- | 0.1625 | 0.59 | 1250 | 0.0675 |
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- | 0.0088 | 0.59 | 1260 | 0.0696 |
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- | 0.0074 | 0.6 | 1270 | 0.0715 |
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- | 0.0084 | 0.6 | 1280 | 0.0732 |
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- | 0.17 | 0.61 | 1290 | 0.0732 |
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- | 0.0199 | 0.61 | 1300 | 0.0730 |
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- | 0.2614 | 0.62 | 1310 | 0.0719 |
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- | 0.3221 | 0.62 | 1320 | 0.0699 |
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- | 0.0181 | 0.63 | 1330 | 0.0698 |
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- | 0.218 | 0.63 | 1340 | 0.0698 |
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- | 0.1233 | 0.64 | 1350 | 0.0693 |
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- | 0.2035 | 0.64 | 1360 | 0.0699 |
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- | 0.0082 | 0.64 | 1370 | 0.0706 |
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- | 0.217 | 0.65 | 1380 | 0.0716 |
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- | 0.0035 | 0.65 | 1390 | 0.0716 |
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- | 0.391 | 0.66 | 1400 | 0.0701 |
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- | 0.0044 | 0.66 | 1410 | 0.0705 |
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- | 0.1103 | 0.67 | 1420 | 0.0700 |
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- | 0.0509 | 0.67 | 1430 | 0.0713 |
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- | 0.0081 | 0.68 | 1440 | 0.0716 |
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- | 0.0023 | 0.68 | 1450 | 0.0720 |
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- | 0.1336 | 0.69 | 1460 | 0.0705 |
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- | 0.2103 | 0.69 | 1470 | 0.0698 |
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- | 0.1684 | 0.7 | 1480 | 0.0700 |
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- | 0.0028 | 0.7 | 1490 | 0.0708 |
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- | 0.0252 | 0.71 | 1500 | 0.0718 |
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- | 0.3337 | 0.71 | 1510 | 0.0711 |
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- | 0.1059 | 0.72 | 1520 | 0.0710 |
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- | 0.2942 | 0.72 | 1530 | 0.0710 |
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- | 0.0083 | 0.72 | 1540 | 0.0714 |
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- | 0.0055 | 0.73 | 1550 | 0.0716 |
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- | 0.0572 | 0.73 | 1560 | 0.0731 |
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- | 0.1543 | 0.74 | 1570 | 0.0733 |
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- | 0.0287 | 0.74 | 1580 | 0.0735 |
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- | 0.0011 | 0.75 | 1590 | 0.0743 |
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- | 0.1409 | 0.75 | 1600 | 0.0747 |
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- | 0.0152 | 0.76 | 1610 | 0.0740 |
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- | 0.1103 | 0.76 | 1620 | 0.0738 |
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- | 0.4068 | 0.77 | 1630 | 0.0729 |
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- | 0.0033 | 0.77 | 1640 | 0.0719 |
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- | 0.352 | 0.78 | 1650 | 0.0711 |
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- | 0.0875 | 0.78 | 1660 | 0.0699 |
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- | 0.0065 | 0.79 | 1670 | 0.0715 |
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- | 0.2695 | 0.79 | 1680 | 0.0719 |
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- | 0.1278 | 0.8 | 1690 | 0.0712 |
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- | 0.2436 | 0.8 | 1700 | 0.0706 |
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- | 0.0775 | 0.8 | 1710 | 0.0703 |
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- | 0.2012 | 0.81 | 1720 | 0.0696 |
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- | 0.0053 | 0.81 | 1730 | 0.0693 |
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- | 0.1019 | 0.82 | 1740 | 0.0689 |
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- | 0.1453 | 0.82 | 1750 | 0.0666 |
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- | 0.3245 | 0.83 | 1760 | 0.0635 |
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- | 0.0082 | 0.83 | 1770 | 0.0609 |
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- | 0.0031 | 0.84 | 1780 | 0.0631 |
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- | 0.1559 | 0.84 | 1790 | 0.0642 |
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- | 0.0198 | 0.85 | 1800 | 0.0643 |
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- | 0.1895 | 0.85 | 1810 | 0.0642 |
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- | 0.3093 | 0.86 | 1820 | 0.0639 |
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- | 0.0008 | 0.86 | 1830 | 0.0635 |
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- | 0.1984 | 0.87 | 1840 | 0.0639 |
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- | 0.0824 | 0.87 | 1850 | 0.0620 |
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- | 0.0125 | 0.88 | 1860 | 0.0631 |
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- | 0.1962 | 0.88 | 1870 | 0.0625 |
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- | 0.054 | 0.88 | 1880 | 0.0619 |
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- | 0.0046 | 0.89 | 1890 | 0.0632 |
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- | 0.0049 | 0.89 | 1900 | 0.0651 |
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- | 0.0355 | 0.9 | 1910 | 0.0672 |
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- | 0.2189 | 0.9 | 1920 | 0.0684 |
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- | 0.003 | 0.91 | 1930 | 0.0685 |
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- | 0.1417 | 0.91 | 1940 | 0.0689 |
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- | 0.1679 | 0.92 | 1950 | 0.0657 |
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- | 0.0096 | 0.92 | 1960 | 0.0654 |
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- | 0.0258 | 0.93 | 1970 | 0.0662 |
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- | 0.1425 | 0.93 | 1980 | 0.0663 |
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- | 0.2027 | 0.94 | 1990 | 0.0639 |
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- | 0.2298 | 0.94 | 2000 | 0.0619 |
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- | 0.0008 | 0.95 | 2010 | 0.0605 |
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- | 0.0019 | 0.95 | 2020 | 0.0611 |
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- | 0.1378 | 0.96 | 2030 | 0.0625 |
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- | 0.002 | 0.96 | 2040 | 0.0642 |
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- | 0.0006 | 0.96 | 2050 | 0.0654 |
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- | 0.005 | 0.97 | 2060 | 0.0664 |
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- | 0.0256 | 0.97 | 2070 | 0.0681 |
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- | 0.1316 | 0.98 | 2080 | 0.0691 |
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- | 0.0969 | 0.98 | 2090 | 0.0687 |
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- | 0.004 | 0.99 | 2100 | 0.0690 |
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- | 0.0883 | 0.99 | 2110 | 0.0705 |
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  | 0.0015 | 1.0 | 2120 | 0.0706 |
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- | 0.0082 | 1.0 | 2130 | 0.0705 |
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- | 0.3129 | 1.01 | 2140 | 0.0675 |
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- | 0.2635 | 1.01 | 2150 | 0.0637 |
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- | 0.0828 | 1.02 | 2160 | 0.0614 |
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- | 0.1791 | 1.02 | 2170 | 0.0591 |
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- | 0.0088 | 1.03 | 2180 | 0.0581 |
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- | 0.25 | 1.03 | 2190 | 0.0575 |
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- | 0.0012 | 1.04 | 2200 | 0.0582 |
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- | 0.002 | 1.04 | 2210 | 0.0612 |
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- | 0.1918 | 1.04 | 2220 | 0.0621 |
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- | 0.1423 | 1.05 | 2230 | 0.0623 |
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- | 0.0052 | 1.05 | 2240 | 0.0640 |
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- | 0.0988 | 1.06 | 2250 | 0.0647 |
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- | 0.0005 | 1.06 | 2260 | 0.0649 |
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- | 0.192 | 1.07 | 2270 | 0.0646 |
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- | 0.2351 | 1.07 | 2280 | 0.0635 |
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- | 0.0877 | 1.08 | 2290 | 0.0629 |
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- | 0.0805 | 1.08 | 2300 | 0.0644 |
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- | 0.1155 | 1.09 | 2310 | 0.0643 |
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- | 0.0006 | 1.09 | 2320 | 0.0637 |
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- | 0.1267 | 1.1 | 2330 | 0.0624 |
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- | 0.2489 | 1.1 | 2340 | 0.0607 |
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- | 0.0003 | 1.11 | 2350 | 0.0602 |
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- | 0.0835 | 1.11 | 2360 | 0.0592 |
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- | 0.0046 | 1.12 | 2370 | 0.0604 |
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- | 0.0306 | 1.12 | 2380 | 0.0631 |
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- | 0.001 | 1.12 | 2390 | 0.0652 |
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- | 0.057 | 1.13 | 2400 | 0.0649 |
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- | 0.001 | 1.13 | 2410 | 0.0651 |
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- | 0.2602 | 1.14 | 2420 | 0.0624 |
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- | 0.0028 | 1.14 | 2430 | 0.0620 |
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- | 0.1618 | 1.15 | 2440 | 0.0628 |
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- | 0.3178 | 1.15 | 2450 | 0.0612 |
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- | 0.3683 | 1.16 | 2460 | 0.0556 |
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- | 0.0027 | 1.16 | 2470 | 0.0542 |
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- | 0.3571 | 1.17 | 2480 | 0.0521 |
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- | 0.0892 | 1.17 | 2490 | 0.0504 |
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- | 0.0725 | 1.18 | 2500 | 0.0501 |
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- | 0.1496 | 1.18 | 2510 | 0.0532 |
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- | 0.2012 | 1.19 | 2520 | 0.0571 |
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- | 0.0014 | 1.19 | 2530 | 0.0578 |
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- | 0.1418 | 1.2 | 2540 | 0.0555 |
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- | 0.0018 | 1.2 | 2550 | 0.0557 |
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- | 0.1094 | 1.2 | 2560 | 0.0579 |
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- | 0.0369 | 1.21 | 2570 | 0.0573 |
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- | 0.0393 | 1.21 | 2580 | 0.0572 |
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- | 0.0016 | 1.22 | 2590 | 0.0569 |
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- | 0.0775 | 1.22 | 2600 | 0.0556 |
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- | 0.2301 | 1.23 | 2610 | 0.0545 |
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- | 0.1351 | 1.23 | 2620 | 0.0540 |
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- | 0.0684 | 1.24 | 2630 | 0.0535 |
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- | 0.0007 | 1.24 | 2640 | 0.0535 |
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- | 0.0126 | 1.25 | 2650 | 0.0542 |
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- | 0.0003 | 1.25 | 2660 | 0.0548 |
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- | 0.1239 | 1.26 | 2670 | 0.0549 |
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- | 0.0004 | 1.26 | 2680 | 0.0544 |
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- | 0.0709 | 1.27 | 2690 | 0.0536 |
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- | 0.1574 | 1.27 | 2700 | 0.0521 |
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- | 0.339 | 1.28 | 2710 | 0.0508 |
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- | 0.1354 | 1.28 | 2720 | 0.0501 |
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- | 0.0436 | 1.28 | 2730 | 0.0511 |
321
- | 0.0082 | 1.29 | 2740 | 0.0526 |
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- | 0.1139 | 1.29 | 2750 | 0.0542 |
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- | 0.0819 | 1.3 | 2760 | 0.0543 |
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- | 0.001 | 1.3 | 2770 | 0.0554 |
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- | 0.1498 | 1.31 | 2780 | 0.0559 |
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- | 0.1416 | 1.31 | 2790 | 0.0564 |
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- | 0.2704 | 1.32 | 2800 | 0.0546 |
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- | 0.1324 | 1.32 | 2810 | 0.0531 |
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- | 0.115 | 1.33 | 2820 | 0.0527 |
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- | 0.0031 | 1.33 | 2830 | 0.0540 |
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- | 0.01 | 1.34 | 2840 | 0.0562 |
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- | 0.0005 | 1.34 | 2850 | 0.0583 |
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- | 0.2156 | 1.35 | 2860 | 0.0576 |
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- | 0.0016 | 1.35 | 2870 | 0.0556 |
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- | 0.2648 | 1.36 | 2880 | 0.0517 |
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- | 0.2214 | 1.36 | 2890 | 0.0481 |
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- | 0.0023 | 1.36 | 2900 | 0.0471 |
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- | 0.0022 | 1.37 | 2910 | 0.0487 |
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- | 0.0073 | 1.37 | 2920 | 0.0524 |
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- | 0.0088 | 1.38 | 2930 | 0.0549 |
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- | 0.195 | 1.38 | 2940 | 0.0552 |
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- | 0.0779 | 1.39 | 2950 | 0.0525 |
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- | 0.2374 | 1.39 | 2960 | 0.0500 |
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- | 0.2115 | 1.4 | 2970 | 0.0473 |
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- | 0.0016 | 1.4 | 2980 | 0.0479 |
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- | 0.0004 | 1.41 | 2990 | 0.0486 |
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- | 0.0012 | 1.41 | 3000 | 0.0500 |
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- | 0.0007 | 1.42 | 3010 | 0.0514 |
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- | 0.1308 | 1.42 | 3020 | 0.0518 |
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- | 0.1042 | 1.43 | 3030 | 0.0512 |
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- | 0.0961 | 1.43 | 3040 | 0.0491 |
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- | 0.0008 | 1.44 | 3050 | 0.0480 |
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- | 0.0027 | 1.44 | 3060 | 0.0508 |
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- | 0.0719 | 1.44 | 3070 | 0.0520 |
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- | 0.0078 | 1.45 | 3080 | 0.0515 |
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- | 0.2087 | 1.45 | 3090 | 0.0511 |
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- | 0.1199 | 1.46 | 3100 | 0.0506 |
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- | 0.0889 | 1.46 | 3110 | 0.0480 |
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- | 0.0482 | 1.47 | 3120 | 0.0465 |
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- | 0.5046 | 1.47 | 3130 | 0.0426 |
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- | 0.002 | 1.48 | 3140 | 0.0388 |
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- | 0.0105 | 1.48 | 3150 | 0.0409 |
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- | 0.2025 | 1.49 | 3160 | 0.0407 |
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- | 0.0033 | 1.49 | 3170 | 0.0427 |
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- | 0.0037 | 1.5 | 3180 | 0.0458 |
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- | 0.0013 | 1.5 | 3190 | 0.0468 |
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- | 0.1513 | 1.51 | 3200 | 0.0481 |
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- | 0.0043 | 1.51 | 3210 | 0.0496 |
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- | 0.0021 | 1.52 | 3220 | 0.0509 |
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- | 0.2623 | 1.52 | 3230 | 0.0471 |
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- | 0.0169 | 1.52 | 3240 | 0.0459 |
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- | 0.0008 | 1.53 | 3250 | 0.0461 |
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- | 0.0274 | 1.53 | 3260 | 0.0464 |
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- | 0.0004 | 1.54 | 3270 | 0.0472 |
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- | 0.0763 | 1.54 | 3280 | 0.0484 |
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- | 0.2522 | 1.55 | 3290 | 0.0483 |
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- | 0.0479 | 1.55 | 3300 | 0.0463 |
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- | 0.0006 | 1.56 | 3310 | 0.0461 |
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- | 0.0041 | 1.56 | 3320 | 0.0467 |
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- | 0.0011 | 1.57 | 3330 | 0.0470 |
381
- | 0.0022 | 1.57 | 3340 | 0.0477 |
382
- | 0.2769 | 1.58 | 3350 | 0.0441 |
383
- | 0.0006 | 1.58 | 3360 | 0.0424 |
384
- | 0.4099 | 1.59 | 3370 | 0.0396 |
385
- | 0.0655 | 1.59 | 3380 | 0.0379 |
386
- | 0.0436 | 1.6 | 3390 | 0.0369 |
387
- | 0.1029 | 1.6 | 3400 | 0.0350 |
388
- | 0.0681 | 1.6 | 3410 | 0.0338 |
389
- | 0.069 | 1.61 | 3420 | 0.0342 |
390
- | 0.0637 | 1.61 | 3430 | 0.0354 |
391
- | 0.1254 | 1.62 | 3440 | 0.0352 |
392
- | 0.0653 | 1.62 | 3450 | 0.0352 |
393
- | 0.1599 | 1.63 | 3460 | 0.0351 |
394
- | 0.0009 | 1.63 | 3470 | 0.0359 |
395
- | 0.0428 | 1.64 | 3480 | 0.0377 |
396
- | 0.0215 | 1.64 | 3490 | 0.0383 |
397
- | 0.0998 | 1.65 | 3500 | 0.0383 |
398
- | 0.0003 | 1.65 | 3510 | 0.0376 |
399
- | 0.0006 | 1.66 | 3520 | 0.0374 |
400
- | 0.2634 | 1.66 | 3530 | 0.0362 |
401
- | 0.0734 | 1.67 | 3540 | 0.0333 |
402
- | 0.0047 | 1.67 | 3550 | 0.0337 |
403
- | 0.1674 | 1.68 | 3560 | 0.0359 |
404
- | 0.0006 | 1.68 | 3570 | 0.0380 |
405
- | 0.0448 | 1.68 | 3580 | 0.0388 |
406
- | 0.1752 | 1.69 | 3590 | 0.0390 |
407
- | 0.1 | 1.69 | 3600 | 0.0398 |
408
- | 0.0021 | 1.7 | 3610 | 0.0423 |
409
- | 0.0049 | 1.7 | 3620 | 0.0446 |
410
- | 0.0079 | 1.71 | 3630 | 0.0468 |
411
- | 0.0725 | 1.71 | 3640 | 0.0457 |
412
- | 0.013 | 1.72 | 3650 | 0.0455 |
413
- | 0.1019 | 1.72 | 3660 | 0.0449 |
414
- | 0.0005 | 1.73 | 3670 | 0.0442 |
415
- | 0.0012 | 1.73 | 3680 | 0.0451 |
416
- | 0.0447 | 1.74 | 3690 | 0.0471 |
417
- | 0.1003 | 1.74 | 3700 | 0.0473 |
418
- | 0.3482 | 1.75 | 3710 | 0.0438 |
419
- | 0.1714 | 1.75 | 3720 | 0.0411 |
420
- | 0.1858 | 1.76 | 3730 | 0.0390 |
421
- | 0.1071 | 1.76 | 3740 | 0.0355 |
422
- | 0.2228 | 1.76 | 3750 | 0.0332 |
423
- | 0.0295 | 1.77 | 3760 | 0.0320 |
424
- | 0.0843 | 1.77 | 3770 | 0.0327 |
425
- | 0.0119 | 1.78 | 3780 | 0.0345 |
426
- | 0.1426 | 1.78 | 3790 | 0.0346 |
427
- | 0.1693 | 1.79 | 3800 | 0.0319 |
428
- | 0.0193 | 1.79 | 3810 | 0.0321 |
429
- | 0.0815 | 1.8 | 3820 | 0.0315 |
430
- | 0.0049 | 1.8 | 3830 | 0.0320 |
431
- | 0.0005 | 1.81 | 3840 | 0.0335 |
432
- | 0.0008 | 1.81 | 3850 | 0.0354 |
433
- | 0.0007 | 1.82 | 3860 | 0.0367 |
434
- | 0.0006 | 1.82 | 3870 | 0.0382 |
435
- | 0.001 | 1.83 | 3880 | 0.0398 |
436
- | 0.1328 | 1.83 | 3890 | 0.0390 |
437
- | 0.0849 | 1.84 | 3900 | 0.0386 |
438
- | 0.1674 | 1.84 | 3910 | 0.0372 |
439
- | 0.2114 | 1.84 | 3920 | 0.0345 |
440
- | 0.2343 | 1.85 | 3930 | 0.0341 |
441
- | 0.1183 | 1.85 | 3940 | 0.0324 |
442
- | 0.0005 | 1.86 | 3950 | 0.0316 |
443
- | 0.0004 | 1.86 | 3960 | 0.0316 |
444
- | 0.0023 | 1.87 | 3970 | 0.0330 |
445
- | 0.0018 | 1.87 | 3980 | 0.0343 |
446
- | 0.075 | 1.88 | 3990 | 0.0354 |
447
- | 0.0726 | 1.88 | 4000 | 0.0369 |
448
- | 0.1095 | 1.89 | 4010 | 0.0375 |
449
- | 0.2205 | 1.89 | 4020 | 0.0369 |
450
- | 0.0942 | 1.9 | 4030 | 0.0333 |
451
- | 0.187 | 1.9 | 4040 | 0.0292 |
452
- | 0.0009 | 1.91 | 4050 | 0.0286 |
453
- | 0.0065 | 1.91 | 4060 | 0.0292 |
454
- | 0.0522 | 1.92 | 4070 | 0.0305 |
455
- | 0.1896 | 1.92 | 4080 | 0.0292 |
456
- | 0.1915 | 1.92 | 4090 | 0.0282 |
457
- | 0.0024 | 1.93 | 4100 | 0.0298 |
458
- | 0.0008 | 1.93 | 4110 | 0.0316 |
459
- | 0.0317 | 1.94 | 4120 | 0.0323 |
460
- | 0.3988 | 1.94 | 4130 | 0.0311 |
461
- | 0.0016 | 1.95 | 4140 | 0.0308 |
462
- | 0.0075 | 1.95 | 4150 | 0.0333 |
463
- | 0.0124 | 1.96 | 4160 | 0.0361 |
464
- | 0.3005 | 1.96 | 4170 | 0.0335 |
465
- | 0.0976 | 1.97 | 4180 | 0.0312 |
466
- | 0.0974 | 1.97 | 4190 | 0.0304 |
467
- | 0.0963 | 1.98 | 4200 | 0.0293 |
468
- | 0.1344 | 1.98 | 4210 | 0.0303 |
469
- | 0.0009 | 1.99 | 4220 | 0.0319 |
470
- | 0.0799 | 1.99 | 4230 | 0.0329 |
471
  | 0.0804 | 2.0 | 4240 | 0.0317 |
472
- | 0.0041 | 2.0 | 4250 | 0.0314 |
473
- | 0.0421 | 2.0 | 4260 | 0.0310 |
474
- | 0.0493 | 2.01 | 4270 | 0.0298 |
475
- | 0.1736 | 2.01 | 4280 | 0.0280 |
476
- | 0.2195 | 2.02 | 4290 | 0.0271 |
477
- | 0.0506 | 2.02 | 4300 | 0.0258 |
478
- | 0.001 | 2.03 | 4310 | 0.0256 |
479
- | 0.0034 | 2.03 | 4320 | 0.0265 |
480
- | 0.1416 | 2.04 | 4330 | 0.0286 |
481
- | 0.0026 | 2.04 | 4340 | 0.0314 |
482
- | 0.0352 | 2.05 | 4350 | 0.0332 |
483
- | 0.1257 | 2.05 | 4360 | 0.0333 |
484
- | 0.0004 | 2.06 | 4370 | 0.0339 |
485
- | 0.2747 | 2.06 | 4380 | 0.0315 |
486
- | 0.0878 | 2.07 | 4390 | 0.0282 |
487
- | 0.0095 | 2.07 | 4400 | 0.0274 |
488
- | 0.1279 | 2.08 | 4410 | 0.0276 |
489
- | 0.1985 | 2.08 | 4420 | 0.0280 |
490
- | 0.0874 | 2.08 | 4430 | 0.0274 |
491
- | 0.0395 | 2.09 | 4440 | 0.0267 |
492
- | 0.1175 | 2.09 | 4450 | 0.0263 |
493
- | 0.0004 | 2.1 | 4460 | 0.0261 |
494
- | 0.1088 | 2.1 | 4470 | 0.0262 |
495
- | 0.0689 | 2.11 | 4480 | 0.0263 |
496
- | 0.1127 | 2.11 | 4490 | 0.0263 |
497
- | 0.17 | 2.12 | 4500 | 0.0248 |
498
- | 0.1325 | 2.12 | 4510 | 0.0252 |
499
- | 0.0251 | 2.13 | 4520 | 0.0264 |
500
- | 0.1469 | 2.13 | 4530 | 0.0271 |
501
- | 0.0498 | 2.14 | 4540 | 0.0277 |
502
- | 0.0026 | 2.14 | 4550 | 0.0282 |
503
- | 0.0925 | 2.15 | 4560 | 0.0275 |
504
- | 0.0545 | 2.15 | 4570 | 0.0258 |
505
- | 0.0008 | 2.16 | 4580 | 0.0253 |
506
- | 0.001 | 2.16 | 4590 | 0.0257 |
507
- | 0.0753 | 2.16 | 4600 | 0.0276 |
508
- | 0.0599 | 2.17 | 4610 | 0.0295 |
509
- | 0.1562 | 2.17 | 4620 | 0.0307 |
510
- | 0.0865 | 2.18 | 4630 | 0.0289 |
511
- | 0.2361 | 2.18 | 4640 | 0.0266 |
512
- | 0.0002 | 2.19 | 4650 | 0.0249 |
513
- | 0.077 | 2.19 | 4660 | 0.0257 |
514
- | 0.1054 | 2.2 | 4670 | 0.0262 |
515
- | 0.001 | 2.2 | 4680 | 0.0275 |
516
- | 0.038 | 2.21 | 4690 | 0.0279 |
517
- | 0.0011 | 2.21 | 4700 | 0.0293 |
518
- | 0.0009 | 2.22 | 4710 | 0.0301 |
519
- | 0.0914 | 2.22 | 4720 | 0.0305 |
520
- | 0.0003 | 2.23 | 4730 | 0.0308 |
521
- | 0.0003 | 2.23 | 4740 | 0.0311 |
522
- | 0.0109 | 2.24 | 4750 | 0.0315 |
523
- | 0.071 | 2.24 | 4760 | 0.0324 |
524
- | 0.0473 | 2.24 | 4770 | 0.0328 |
525
- | 0.1655 | 2.25 | 4780 | 0.0319 |
526
- | 0.2202 | 2.25 | 4790 | 0.0285 |
527
- | 0.0683 | 2.26 | 4800 | 0.0274 |
528
- | 0.1565 | 2.26 | 4810 | 0.0273 |
529
- | 0.0456 | 2.27 | 4820 | 0.0286 |
530
- | 0.0015 | 2.27 | 4830 | 0.0304 |
531
- | 0.0549 | 2.28 | 4840 | 0.0315 |
532
- | 0.0017 | 2.28 | 4850 | 0.0337 |
533
- | 0.1404 | 2.29 | 4860 | 0.0354 |
534
- | 0.1116 | 2.29 | 4870 | 0.0337 |
535
- | 0.1132 | 2.3 | 4880 | 0.0307 |
536
- | 0.3274 | 2.3 | 4890 | 0.0265 |
537
- | 0.0637 | 2.31 | 4900 | 0.0244 |
538
- | 0.0022 | 2.31 | 4910 | 0.0245 |
539
- | 0.0018 | 2.32 | 4920 | 0.0249 |
540
- | 0.0018 | 2.32 | 4930 | 0.0255 |
541
- | 0.1697 | 2.32 | 4940 | 0.0262 |
542
- | 0.0394 | 2.33 | 4950 | 0.0264 |
543
- | 0.0424 | 2.33 | 4960 | 0.0264 |
544
- | 0.0305 | 2.34 | 4970 | 0.0261 |
545
- | 0.0547 | 2.34 | 4980 | 0.0269 |
546
- | 0.0755 | 2.35 | 4990 | 0.0265 |
547
- | 0.0261 | 2.35 | 5000 | 0.0259 |
548
- | 0.0869 | 2.36 | 5010 | 0.0271 |
549
- | 0.1897 | 2.36 | 5020 | 0.0272 |
550
- | 0.0781 | 2.37 | 5030 | 0.0274 |
551
- | 0.2165 | 2.37 | 5040 | 0.0270 |
552
- | 0.0004 | 2.38 | 5050 | 0.0269 |
553
- | 0.003 | 2.38 | 5060 | 0.0279 |
554
- | 0.0262 | 2.39 | 5070 | 0.0301 |
555
- | 0.0001 | 2.39 | 5080 | 0.0320 |
556
- | 0.2481 | 2.4 | 5090 | 0.0313 |
557
- | 0.0243 | 2.4 | 5100 | 0.0312 |
558
- | 0.0097 | 2.4 | 5110 | 0.0317 |
559
- | 0.1122 | 2.41 | 5120 | 0.0308 |
560
- | 0.0024 | 2.41 | 5130 | 0.0304 |
561
- | 0.0224 | 2.42 | 5140 | 0.0293 |
562
- | 0.3906 | 2.42 | 5150 | 0.0281 |
563
- | 0.0014 | 2.43 | 5160 | 0.0277 |
564
- | 0.0005 | 2.43 | 5170 | 0.0289 |
565
- | 0.0004 | 2.44 | 5180 | 0.0298 |
566
- | 0.3012 | 2.44 | 5190 | 0.0296 |
567
- | 0.2323 | 2.45 | 5200 | 0.0278 |
568
- | 0.1805 | 2.45 | 5210 | 0.0262 |
569
- | 0.044 | 2.46 | 5220 | 0.0274 |
570
- | 0.0267 | 2.46 | 5230 | 0.0272 |
571
- | 0.001 | 2.47 | 5240 | 0.0273 |
572
- | 0.0003 | 2.47 | 5250 | 0.0275 |
573
- | 0.0561 | 2.48 | 5260 | 0.0265 |
574
- | 0.0003 | 2.48 | 5270 | 0.0261 |
575
- | 0.0017 | 2.48 | 5280 | 0.0263 |
576
- | 0.0618 | 2.49 | 5290 | 0.0259 |
577
- | 0.0011 | 2.49 | 5300 | 0.0255 |
578
- | 0.0006 | 2.5 | 5310 | 0.0263 |
579
- | 0.0672 | 2.5 | 5320 | 0.0265 |
580
- | 0.0002 | 2.51 | 5330 | 0.0258 |
581
- | 0.0004 | 2.51 | 5340 | 0.0261 |
582
- | 0.0002 | 2.52 | 5350 | 0.0265 |
583
- | 0.1333 | 2.52 | 5360 | 0.0269 |
584
- | 0.2313 | 2.53 | 5370 | 0.0285 |
585
- | 0.0826 | 2.53 | 5380 | 0.0280 |
586
- | 0.0609 | 2.54 | 5390 | 0.0266 |
587
- | 0.0002 | 2.54 | 5400 | 0.0262 |
588
- | 0.0507 | 2.55 | 5410 | 0.0250 |
589
- | 0.0122 | 2.55 | 5420 | 0.0248 |
590
- | 0.0938 | 2.56 | 5430 | 0.0248 |
591
- | 0.0645 | 2.56 | 5440 | 0.0234 |
592
- | 0.0365 | 2.56 | 5450 | 0.0232 |
593
- | 0.083 | 2.57 | 5460 | 0.0233 |
594
- | 0.0328 | 2.57 | 5470 | 0.0230 |
595
- | 0.0004 | 2.58 | 5480 | 0.0229 |
596
- | 0.0004 | 2.58 | 5490 | 0.0238 |
597
- | 0.0837 | 2.59 | 5500 | 0.0248 |
598
- | 0.0233 | 2.59 | 5510 | 0.0262 |
599
- | 0.0002 | 2.6 | 5520 | 0.0269 |
600
- | 0.1965 | 2.6 | 5530 | 0.0263 |
601
- | 0.033 | 2.61 | 5540 | 0.0241 |
602
- | 0.003 | 2.61 | 5550 | 0.0241 |
603
- | 0.2948 | 2.62 | 5560 | 0.0233 |
604
- | 0.0653 | 2.62 | 5570 | 0.0221 |
605
- | 0.0596 | 2.63 | 5580 | 0.0214 |
606
- | 0.1746 | 2.63 | 5590 | 0.0207 |
607
- | 0.0008 | 2.64 | 5600 | 0.0206 |
608
- | 0.025 | 2.64 | 5610 | 0.0207 |
609
- | 0.0524 | 2.64 | 5620 | 0.0205 |
610
- | 0.0336 | 2.65 | 5630 | 0.0206 |
611
- | 0.0941 | 2.65 | 5640 | 0.0206 |
612
- | 0.0004 | 2.66 | 5650 | 0.0204 |
613
- | 0.0873 | 2.66 | 5660 | 0.0202 |
614
- | 0.0991 | 2.67 | 5670 | 0.0206 |
615
- | 0.0594 | 2.67 | 5680 | 0.0208 |
616
- | 0.0002 | 2.68 | 5690 | 0.0213 |
617
- | 0.1897 | 2.68 | 5700 | 0.0209 |
618
- | 0.0658 | 2.69 | 5710 | 0.0207 |
619
- | 0.0021 | 2.69 | 5720 | 0.0213 |
620
- | 0.0356 | 2.7 | 5730 | 0.0219 |
621
- | 0.3038 | 2.7 | 5740 | 0.0215 |
622
- | 0.0393 | 2.71 | 5750 | 0.0202 |
623
- | 0.1223 | 2.71 | 5760 | 0.0199 |
624
- | 0.0032 | 2.72 | 5770 | 0.0199 |
625
- | 0.0636 | 2.72 | 5780 | 0.0201 |
626
- | 0.0123 | 2.72 | 5790 | 0.0202 |
627
- | 0.0058 | 2.73 | 5800 | 0.0211 |
628
- | 0.0255 | 2.73 | 5810 | 0.0224 |
629
- | 0.0523 | 2.74 | 5820 | 0.0225 |
630
- | 0.0021 | 2.74 | 5830 | 0.0234 |
631
- | 0.0533 | 2.75 | 5840 | 0.0233 |
632
- | 0.084 | 2.75 | 5850 | 0.0218 |
633
- | 0.0003 | 2.76 | 5860 | 0.0213 |
634
- | 0.0358 | 2.76 | 5870 | 0.0212 |
635
- | 0.0153 | 2.77 | 5880 | 0.0205 |
636
- | 0.0762 | 2.77 | 5890 | 0.0202 |
637
- | 0.005 | 2.78 | 5900 | 0.0204 |
638
- | 0.0467 | 2.78 | 5910 | 0.0201 |
639
- | 0.0002 | 2.79 | 5920 | 0.0201 |
640
- | 0.0001 | 2.79 | 5930 | 0.0201 |
641
- | 0.085 | 2.8 | 5940 | 0.0200 |
642
- | 0.2099 | 2.8 | 5950 | 0.0204 |
643
- | 0.0002 | 2.8 | 5960 | 0.0209 |
644
- | 0.0003 | 2.81 | 5970 | 0.0213 |
645
- | 0.0933 | 2.81 | 5980 | 0.0221 |
646
- | 0.1768 | 2.82 | 5990 | 0.0227 |
647
- | 0.0002 | 2.82 | 6000 | 0.0221 |
648
- | 0.0002 | 2.83 | 6010 | 0.0219 |
649
- | 0.0004 | 2.83 | 6020 | 0.0221 |
650
- | 0.0514 | 2.84 | 6030 | 0.0229 |
651
- | 0.1864 | 2.84 | 6040 | 0.0226 |
652
- | 0.0114 | 2.85 | 6050 | 0.0222 |
653
- | 0.0044 | 2.85 | 6060 | 0.0224 |
654
- | 0.0002 | 2.86 | 6070 | 0.0232 |
655
- | 0.1426 | 2.86 | 6080 | 0.0233 |
656
- | 0.0866 | 2.87 | 6090 | 0.0221 |
657
- | 0.1491 | 2.87 | 6100 | 0.0206 |
658
- | 0.0654 | 2.88 | 6110 | 0.0198 |
659
- | 0.0001 | 2.88 | 6120 | 0.0194 |
660
- | 0.0519 | 2.88 | 6130 | 0.0193 |
661
- | 0.014 | 2.89 | 6140 | 0.0197 |
662
- | 0.1444 | 2.89 | 6150 | 0.0205 |
663
- | 0.1533 | 2.9 | 6160 | 0.0205 |
664
- | 0.1216 | 2.9 | 6170 | 0.0195 |
665
- | 0.1716 | 2.91 | 6180 | 0.0189 |
666
- | 0.0005 | 2.91 | 6190 | 0.0186 |
667
- | 0.001 | 2.92 | 6200 | 0.0191 |
668
- | 0.1204 | 2.92 | 6210 | 0.0193 |
669
- | 0.186 | 2.93 | 6220 | 0.0193 |
670
- | 0.1928 | 2.93 | 6230 | 0.0187 |
671
- | 0.002 | 2.94 | 6240 | 0.0188 |
672
- | 0.0075 | 2.94 | 6250 | 0.0198 |
673
- | 0.0748 | 2.95 | 6260 | 0.0213 |
674
- | 0.0169 | 2.95 | 6270 | 0.0226 |
675
- | 0.1326 | 2.96 | 6280 | 0.0232 |
676
- | 0.0014 | 2.96 | 6290 | 0.0233 |
677
- | 0.0041 | 2.96 | 6300 | 0.0232 |
678
- | 0.1491 | 2.97 | 6310 | 0.0224 |
679
- | 0.1316 | 2.97 | 6320 | 0.0219 |
680
- | 0.0764 | 2.98 | 6330 | 0.0219 |
681
- | 0.0102 | 2.98 | 6340 | 0.0215 |
682
- | 0.0126 | 2.99 | 6350 | 0.0207 |
683
- | 0.1414 | 2.99 | 6360 | 0.0197 |
684
  | 0.0044 | 3.0 | 6370 | 0.0193 |
685
- | 0.0226 | 3.0 | 6380 | 0.0192 |
686
- | 0.0002 | 3.01 | 6390 | 0.0190 |
687
- | 0.0003 | 3.01 | 6400 | 0.0192 |
688
- | 0.0394 | 3.02 | 6410 | 0.0194 |
689
- | 0.0009 | 3.02 | 6420 | 0.0200 |
690
- | 0.0002 | 3.03 | 6430 | 0.0212 |
691
- | 0.0001 | 3.03 | 6440 | 0.0217 |
692
- | 0.0084 | 3.04 | 6450 | 0.0220 |
693
- | 0.0232 | 3.04 | 6460 | 0.0221 |
694
- | 0.0008 | 3.04 | 6470 | 0.0216 |
695
- | 0.1874 | 3.05 | 6480 | 0.0224 |
696
- | 0.0096 | 3.05 | 6490 | 0.0228 |
697
- | 0.0697 | 3.06 | 6500 | 0.0232 |
698
- | 0.2224 | 3.06 | 6510 | 0.0227 |
699
- | 0.0001 | 3.07 | 6520 | 0.0224 |
700
- | 0.0001 | 3.07 | 6530 | 0.0223 |
701
- | 0.06 | 3.08 | 6540 | 0.0231 |
702
- | 0.0005 | 3.08 | 6550 | 0.0238 |
703
- | 0.0007 | 3.09 | 6560 | 0.0246 |
704
- | 0.0081 | 3.09 | 6570 | 0.0263 |
705
- | 0.0007 | 3.1 | 6580 | 0.0260 |
706
- | 0.0375 | 3.1 | 6590 | 0.0261 |
707
- | 0.0761 | 3.11 | 6600 | 0.0246 |
708
- | 0.032 | 3.11 | 6610 | 0.0233 |
709
- | 0.1208 | 3.12 | 6620 | 0.0203 |
710
- | 0.0004 | 3.12 | 6630 | 0.0199 |
711
- | 0.0019 | 3.12 | 6640 | 0.0201 |
712
- | 0.0509 | 3.13 | 6650 | 0.0212 |
713
- | 0.0464 | 3.13 | 6660 | 0.0209 |
714
- | 0.1744 | 3.14 | 6670 | 0.0195 |
715
- | 0.3301 | 3.14 | 6680 | 0.0188 |
716
- | 0.0791 | 3.15 | 6690 | 0.0185 |
717
- | 0.0737 | 3.15 | 6700 | 0.0189 |
718
- | 0.0046 | 3.16 | 6710 | 0.0195 |
719
- | 0.1884 | 3.16 | 6720 | 0.0193 |
720
- | 0.0312 | 3.17 | 6730 | 0.0184 |
721
- | 0.0003 | 3.17 | 6740 | 0.0183 |
722
- | 0.0005 | 3.18 | 6750 | 0.0184 |
723
- | 0.0041 | 3.18 | 6760 | 0.0186 |
724
- | 0.0697 | 3.19 | 6770 | 0.0184 |
725
- | 0.1944 | 3.19 | 6780 | 0.0181 |
726
- | 0.0004 | 3.2 | 6790 | 0.0181 |
727
- | 0.0055 | 3.2 | 6800 | 0.0181 |
728
- | 0.0422 | 3.2 | 6810 | 0.0184 |
729
- | 0.0007 | 3.21 | 6820 | 0.0188 |
730
- | 0.0008 | 3.21 | 6830 | 0.0191 |
731
- | 0.1099 | 3.22 | 6840 | 0.0199 |
732
- | 0.1377 | 3.22 | 6850 | 0.0206 |
733
- | 0.0296 | 3.23 | 6860 | 0.0211 |
734
- | 0.0305 | 3.23 | 6870 | 0.0206 |
735
- | 0.0572 | 3.24 | 6880 | 0.0205 |
736
- | 0.0619 | 3.24 | 6890 | 0.0204 |
737
- | 0.0001 | 3.25 | 6900 | 0.0206 |
738
- | 0.0008 | 3.25 | 6910 | 0.0213 |
739
- | 0.0001 | 3.26 | 6920 | 0.0219 |
740
- | 0.0167 | 3.26 | 6930 | 0.0220 |
741
- | 0.0091 | 3.27 | 6940 | 0.0216 |
742
- | 0.0431 | 3.27 | 6950 | 0.0215 |
743
- | 0.0004 | 3.28 | 6960 | 0.0218 |
744
- | 0.1397 | 3.28 | 6970 | 0.0217 |
745
- | 0.0002 | 3.28 | 6980 | 0.0215 |
746
- | 0.1432 | 3.29 | 6990 | 0.0207 |
747
- | 0.0777 | 3.29 | 7000 | 0.0214 |
748
- | 0.2571 | 3.3 | 7010 | 0.0216 |
749
- | 0.1328 | 3.3 | 7020 | 0.0210 |
750
- | 0.0824 | 3.31 | 7030 | 0.0209 |
751
- | 0.0963 | 3.31 | 7040 | 0.0205 |
752
- | 0.0467 | 3.32 | 7050 | 0.0207 |
753
- | 0.2921 | 3.32 | 7060 | 0.0207 |
754
- | 0.1423 | 3.33 | 7070 | 0.0196 |
755
- | 0.0492 | 3.33 | 7080 | 0.0190 |
756
- | 0.0011 | 3.34 | 7090 | 0.0192 |
757
- | 0.0002 | 3.34 | 7100 | 0.0200 |
758
- | 0.0896 | 3.35 | 7110 | 0.0198 |
759
- | 0.1173 | 3.35 | 7120 | 0.0202 |
760
- | 0.0002 | 3.36 | 7130 | 0.0197 |
761
- | 0.1492 | 3.36 | 7140 | 0.0191 |
762
- | 0.0628 | 3.36 | 7150 | 0.0187 |
763
- | 0.0006 | 3.37 | 7160 | 0.0190 |
764
- | 0.0626 | 3.37 | 7170 | 0.0188 |
765
- | 0.0122 | 3.38 | 7180 | 0.0185 |
766
- | 0.0075 | 3.38 | 7190 | 0.0189 |
767
- | 0.0002 | 3.39 | 7200 | 0.0198 |
768
- | 0.2529 | 3.39 | 7210 | 0.0191 |
769
- | 0.0291 | 3.4 | 7220 | 0.0187 |
770
- | 0.0205 | 3.4 | 7230 | 0.0182 |
771
- | 0.161 | 3.41 | 7240 | 0.0181 |
772
- | 0.1681 | 3.41 | 7250 | 0.0179 |
773
- | 0.0404 | 3.42 | 7260 | 0.0179 |
774
- | 0.1238 | 3.42 | 7270 | 0.0180 |
775
- | 0.1643 | 3.43 | 7280 | 0.0176 |
776
- | 0.1307 | 3.43 | 7290 | 0.0173 |
777
- | 0.0456 | 3.44 | 7300 | 0.0169 |
778
- | 0.2984 | 3.44 | 7310 | 0.0174 |
779
- | 0.0264 | 3.44 | 7320 | 0.0188 |
780
- | 0.0972 | 3.45 | 7330 | 0.0186 |
781
- | 0.0935 | 3.45 | 7340 | 0.0188 |
782
- | 0.0389 | 3.46 | 7350 | 0.0180 |
783
- | 0.1273 | 3.46 | 7360 | 0.0180 |
784
- | 0.3575 | 3.47 | 7370 | 0.0182 |
785
- | 0.3131 | 3.47 | 7380 | 0.0178 |
786
- | 0.0009 | 3.48 | 7390 | 0.0177 |
787
- | 0.1346 | 3.48 | 7400 | 0.0199 |
788
- | 0.133 | 3.49 | 7410 | 0.0210 |
789
- | 0.1409 | 3.49 | 7420 | 0.0200 |
790
- | 0.0007 | 3.5 | 7430 | 0.0203 |
791
- | 0.0503 | 3.5 | 7440 | 0.0207 |
792
- | 0.1615 | 3.51 | 7450 | 0.0207 |
793
- | 0.0861 | 3.51 | 7460 | 0.0208 |
794
- | 0.0762 | 3.52 | 7470 | 0.0190 |
795
- | 0.2379 | 3.52 | 7480 | 0.0184 |
796
- | 0.4487 | 3.52 | 7490 | 0.0173 |
797
- | 0.0007 | 3.53 | 7500 | 0.0161 |
798
- | 0.0129 | 3.53 | 7510 | 0.0161 |
799
- | 0.0558 | 3.54 | 7520 | 0.0161 |
800
- | 0.106 | 3.54 | 7530 | 0.0162 |
801
- | 0.081 | 3.55 | 7540 | 0.0164 |
802
- | 0.0006 | 3.55 | 7550 | 0.0166 |
803
- | 0.0853 | 3.56 | 7560 | 0.0168 |
804
- | 0.1431 | 3.56 | 7570 | 0.0167 |
805
- | 0.0004 | 3.57 | 7580 | 0.0169 |
806
- | 0.0728 | 3.57 | 7590 | 0.0171 |
807
- | 0.0958 | 3.58 | 7600 | 0.0170 |
808
- | 0.1993 | 3.58 | 7610 | 0.0168 |
809
- | 0.0108 | 3.59 | 7620 | 0.0170 |
810
- | 0.1509 | 3.59 | 7630 | 0.0173 |
811
- | 0.0004 | 3.6 | 7640 | 0.0181 |
812
- | 0.1107 | 3.6 | 7650 | 0.0180 |
813
- | 0.0046 | 3.6 | 7660 | 0.0178 |
814
- | 0.0613 | 3.61 | 7670 | 0.0177 |
815
- | 0.0064 | 3.61 | 7680 | 0.0176 |
816
- | 0.0689 | 3.62 | 7690 | 0.0178 |
817
- | 0.1462 | 3.62 | 7700 | 0.0178 |
818
- | 0.0041 | 3.63 | 7710 | 0.0176 |
819
- | 0.2053 | 3.63 | 7720 | 0.0174 |
820
- | 0.0008 | 3.64 | 7730 | 0.0175 |
821
- | 0.0034 | 3.64 | 7740 | 0.0177 |
822
- | 0.0003 | 3.65 | 7750 | 0.0179 |
823
- | 0.0476 | 3.65 | 7760 | 0.0180 |
824
- | 0.1157 | 3.66 | 7770 | 0.0183 |
825
- | 0.096 | 3.66 | 7780 | 0.0188 |
826
- | 0.0263 | 3.67 | 7790 | 0.0189 |
827
- | 0.0002 | 3.67 | 7800 | 0.0170 |
828
- | 0.0005 | 3.68 | 7810 | 0.0171 |
829
- | 0.1331 | 3.68 | 7820 | 0.0177 |
830
- | 0.1083 | 3.68 | 7830 | 0.0182 |
831
- | 0.0001 | 3.69 | 7840 | 0.0181 |
832
- | 0.2044 | 3.69 | 7850 | 0.0180 |
833
- | 0.0733 | 3.7 | 7860 | 0.0176 |
834
- | 0.1605 | 3.7 | 7870 | 0.0172 |
835
- | 0.0002 | 3.71 | 7880 | 0.0171 |
836
- | 0.0223 | 3.71 | 7890 | 0.0168 |
837
- | 0.0003 | 3.72 | 7900 | 0.0166 |
838
- | 0.0007 | 3.72 | 7910 | 0.0166 |
839
- | 0.0202 | 3.73 | 7920 | 0.0166 |
840
- | 0.0002 | 3.73 | 7930 | 0.0166 |
841
- | 0.0253 | 3.74 | 7940 | 0.0165 |
842
- | 0.0003 | 3.74 | 7950 | 0.0175 |
843
- | 0.1013 | 3.75 | 7960 | 0.0184 |
844
- | 0.0924 | 3.75 | 7970 | 0.0185 |
845
- | 0.0001 | 3.76 | 7980 | 0.0180 |
846
- | 0.035 | 3.76 | 7990 | 0.0187 |
847
- | 0.1387 | 3.76 | 8000 | 0.0173 |
848
- | 0.0007 | 3.77 | 8010 | 0.0175 |
849
- | 0.0005 | 3.77 | 8020 | 0.0178 |
850
- | 0.1251 | 3.78 | 8030 | 0.0168 |
851
- | 0.0486 | 3.78 | 8040 | 0.0154 |
852
- | 0.0458 | 3.79 | 8050 | 0.0148 |
853
- | 0.0695 | 3.79 | 8060 | 0.0145 |
854
- | 0.0771 | 3.8 | 8070 | 0.0145 |
855
- | 0.0413 | 3.8 | 8080 | 0.0145 |
856
- | 0.0307 | 3.81 | 8090 | 0.0145 |
857
- | 0.0554 | 3.81 | 8100 | 0.0140 |
858
- | 0.101 | 3.82 | 8110 | 0.0139 |
859
- | 0.0058 | 3.82 | 8120 | 0.0140 |
860
- | 0.0364 | 3.83 | 8130 | 0.0140 |
861
- | 0.0904 | 3.83 | 8140 | 0.0139 |
862
- | 0.0383 | 3.84 | 8150 | 0.0140 |
863
- | 0.0022 | 3.84 | 8160 | 0.0140 |
864
- | 0.0001 | 3.84 | 8170 | 0.0140 |
865
- | 0.0058 | 3.85 | 8180 | 0.0140 |
866
- | 0.0752 | 3.85 | 8190 | 0.0141 |
867
- | 0.0064 | 3.86 | 8200 | 0.0141 |
868
- | 0.0281 | 3.86 | 8210 | 0.0140 |
869
- | 0.1613 | 3.87 | 8220 | 0.0136 |
870
- | 0.003 | 3.87 | 8230 | 0.0138 |
871
- | 0.1211 | 3.88 | 8240 | 0.0138 |
872
- | 0.0164 | 3.88 | 8250 | 0.0139 |
873
- | 0.043 | 3.89 | 8260 | 0.0139 |
874
- | 0.0792 | 3.89 | 8270 | 0.0141 |
875
- | 0.2655 | 3.9 | 8280 | 0.0144 |
876
- | 0.0212 | 3.9 | 8290 | 0.0147 |
877
- | 0.025 | 3.91 | 8300 | 0.0149 |
878
- | 0.0486 | 3.91 | 8310 | 0.0151 |
879
- | 0.027 | 3.92 | 8320 | 0.0147 |
880
- | 0.0302 | 3.92 | 8330 | 0.0141 |
881
- | 0.0006 | 3.92 | 8340 | 0.0136 |
882
- | 0.0252 | 3.93 | 8350 | 0.0135 |
883
- | 0.0524 | 3.93 | 8360 | 0.0133 |
884
- | 0.0284 | 3.94 | 8370 | 0.0133 |
885
- | 0.0251 | 3.94 | 8380 | 0.0133 |
886
- | 0.1045 | 3.95 | 8390 | 0.0133 |
887
- | 0.1173 | 3.95 | 8400 | 0.0134 |
888
- | 0.2398 | 3.96 | 8410 | 0.0139 |
889
- | 0.0048 | 3.96 | 8420 | 0.0138 |
890
- | 0.3238 | 3.97 | 8430 | 0.0137 |
891
- | 0.0001 | 3.97 | 8440 | 0.0134 |
892
- | 0.0002 | 3.98 | 8450 | 0.0133 |
893
- | 0.082 | 3.98 | 8460 | 0.0153 |
894
- | 0.1411 | 3.99 | 8470 | 0.0153 |
895
- | 0.0377 | 3.99 | 8480 | 0.0152 |
896
- | 0.1758 | 4.0 | 8490 | 0.0154 |
897
  | 0.0834 | 4.0 | 8500 | 0.0155 |
898
- | 0.0495 | 4.0 | 8510 | 0.0155 |
899
- | 0.0797 | 4.01 | 8520 | 0.0154 |
900
- | 0.0354 | 4.01 | 8530 | 0.0136 |
901
- | 0.0004 | 4.02 | 8540 | 0.0135 |
902
- | 0.0442 | 4.02 | 8550 | 0.0135 |
903
- | 0.0013 | 4.03 | 8560 | 0.0134 |
904
- | 0.0429 | 4.03 | 8570 | 0.0132 |
905
- | 0.0281 | 4.04 | 8580 | 0.0134 |
906
- | 0.1897 | 4.04 | 8590 | 0.0139 |
907
- | 0.054 | 4.05 | 8600 | 0.0140 |
908
- | 0.0004 | 4.05 | 8610 | 0.0143 |
909
- | 0.0071 | 4.06 | 8620 | 0.0144 |
910
- | 0.0126 | 4.06 | 8630 | 0.0143 |
911
- | 0.1107 | 4.07 | 8640 | 0.0138 |
912
- | 0.0002 | 4.07 | 8650 | 0.0133 |
913
- | 0.0341 | 4.08 | 8660 | 0.0133 |
914
- | 0.0019 | 4.08 | 8670 | 0.0152 |
915
- | 0.0392 | 4.08 | 8680 | 0.0136 |
916
- | 0.0712 | 4.09 | 8690 | 0.0138 |
917
- | 0.0001 | 4.09 | 8700 | 0.0140 |
918
- | 0.0748 | 4.1 | 8710 | 0.0141 |
919
- | 0.1763 | 4.1 | 8720 | 0.0138 |
920
- | 0.0002 | 4.11 | 8730 | 0.0134 |
921
- | 0.0005 | 4.11 | 8740 | 0.0133 |
922
- | 0.0003 | 4.12 | 8750 | 0.0134 |
923
- | 0.097 | 4.12 | 8760 | 0.0129 |
924
- | 0.0001 | 4.13 | 8770 | 0.0128 |
925
- | 0.0735 | 4.13 | 8780 | 0.0128 |
926
- | 0.0135 | 4.14 | 8790 | 0.0127 |
927
- | 0.1815 | 4.14 | 8800 | 0.0126 |
928
- | 0.0002 | 4.15 | 8810 | 0.0126 |
929
- | 0.0003 | 4.15 | 8820 | 0.0126 |
930
- | 0.0003 | 4.16 | 8830 | 0.0126 |
931
- | 0.1919 | 4.16 | 8840 | 0.0126 |
932
- | 0.0017 | 4.16 | 8850 | 0.0124 |
933
- | 0.1375 | 4.17 | 8860 | 0.0123 |
934
- | 0.0821 | 4.17 | 8870 | 0.0121 |
935
- | 0.0024 | 4.18 | 8880 | 0.0124 |
936
- | 0.0338 | 4.18 | 8890 | 0.0128 |
937
- | 0.0508 | 4.19 | 8900 | 0.0130 |
938
- | 0.0326 | 4.19 | 8910 | 0.0130 |
939
- | 0.0356 | 4.2 | 8920 | 0.0131 |
940
- | 0.0963 | 4.2 | 8930 | 0.0133 |
941
- | 0.0768 | 4.21 | 8940 | 0.0135 |
942
- | 0.0019 | 4.21 | 8950 | 0.0136 |
943
- | 0.1711 | 4.22 | 8960 | 0.0137 |
944
- | 0.0731 | 4.22 | 8970 | 0.0151 |
945
- | 0.0785 | 4.23 | 8980 | 0.0147 |
946
- | 0.0003 | 4.23 | 8990 | 0.0145 |
947
- | 0.0371 | 4.24 | 9000 | 0.0144 |
948
- | 0.0005 | 4.24 | 9010 | 0.0145 |
949
- | 0.2198 | 4.24 | 9020 | 0.0142 |
950
- | 0.3432 | 4.25 | 9030 | 0.0140 |
951
- | 0.0004 | 4.25 | 9040 | 0.0140 |
952
- | 0.0941 | 4.26 | 9050 | 0.0143 |
953
- | 0.0002 | 4.26 | 9060 | 0.0145 |
954
- | 0.021 | 4.27 | 9070 | 0.0142 |
955
- | 0.0404 | 4.27 | 9080 | 0.0141 |
956
- | 0.1816 | 4.28 | 9090 | 0.0136 |
957
- | 0.0122 | 4.28 | 9100 | 0.0134 |
958
- | 0.1028 | 4.29 | 9110 | 0.0135 |
959
- | 0.1992 | 4.29 | 9120 | 0.0133 |
960
- | 0.0001 | 4.3 | 9130 | 0.0133 |
961
- | 0.0002 | 4.3 | 9140 | 0.0134 |
962
- | 0.0002 | 4.31 | 9150 | 0.0134 |
963
- | 0.15 | 4.31 | 9160 | 0.0136 |
964
- | 0.0001 | 4.32 | 9170 | 0.0138 |
965
- | 0.0503 | 4.32 | 9180 | 0.0140 |
966
- | 0.0004 | 4.32 | 9190 | 0.0141 |
967
- | 0.0001 | 4.33 | 9200 | 0.0142 |
968
- | 0.0896 | 4.33 | 9210 | 0.0142 |
969
- | 0.0011 | 4.34 | 9220 | 0.0138 |
970
- | 0.0846 | 4.34 | 9230 | 0.0136 |
971
- | 0.1048 | 4.35 | 9240 | 0.0135 |
972
- | 0.0001 | 4.35 | 9250 | 0.0136 |
973
- | 0.0371 | 4.36 | 9260 | 0.0136 |
974
- | 0.0765 | 4.36 | 9270 | 0.0119 |
975
- | 0.0002 | 4.37 | 9280 | 0.0119 |
976
- | 0.1091 | 4.37 | 9290 | 0.0117 |
977
- | 0.0139 | 4.38 | 9300 | 0.0114 |
978
- | 0.0152 | 4.38 | 9310 | 0.0114 |
979
- | 0.1046 | 4.39 | 9320 | 0.0131 |
980
- | 0.002 | 4.39 | 9330 | 0.0130 |
981
- | 0.1406 | 4.4 | 9340 | 0.0131 |
982
- | 0.0756 | 4.4 | 9350 | 0.0132 |
983
- | 0.0703 | 4.4 | 9360 | 0.0132 |
984
- | 0.0341 | 4.41 | 9370 | 0.0132 |
985
- | 0.0001 | 4.41 | 9380 | 0.0133 |
986
- | 0.0102 | 4.42 | 9390 | 0.0133 |
987
- | 0.0005 | 4.42 | 9400 | 0.0133 |
988
- | 0.0001 | 4.43 | 9410 | 0.0133 |
989
- | 0.0199 | 4.43 | 9420 | 0.0132 |
990
- | 0.0944 | 4.44 | 9430 | 0.0134 |
991
- | 0.0313 | 4.44 | 9440 | 0.0136 |
992
- | 0.0004 | 4.45 | 9450 | 0.0136 |
993
- | 0.0005 | 4.45 | 9460 | 0.0136 |
994
- | 0.0433 | 4.46 | 9470 | 0.0135 |
995
- | 0.0409 | 4.46 | 9480 | 0.0137 |
996
- | 0.1179 | 4.47 | 9490 | 0.0137 |
997
- | 0.0306 | 4.47 | 9500 | 0.0137 |
998
- | 0.0125 | 4.48 | 9510 | 0.0137 |
999
- | 0.0349 | 4.48 | 9520 | 0.0137 |
1000
- | 0.0003 | 4.48 | 9530 | 0.0139 |
1001
- | 0.0991 | 4.49 | 9540 | 0.0142 |
1002
- | 0.0438 | 4.49 | 9550 | 0.0145 |
1003
- | 0.1491 | 4.5 | 9560 | 0.0141 |
1004
- | 0.0001 | 4.5 | 9570 | 0.0139 |
1005
- | 0.0303 | 4.51 | 9580 | 0.0140 |
1006
- | 0.1235 | 4.51 | 9590 | 0.0144 |
1007
- | 0.0344 | 4.52 | 9600 | 0.0143 |
1008
- | 0.1347 | 4.52 | 9610 | 0.0141 |
1009
- | 0.0013 | 4.53 | 9620 | 0.0141 |
1010
- | 0.1848 | 4.53 | 9630 | 0.0138 |
1011
- | 0.075 | 4.54 | 9640 | 0.0133 |
1012
- | 0.0377 | 4.54 | 9650 | 0.0132 |
1013
- | 0.012 | 4.55 | 9660 | 0.0133 |
1014
- | 0.1485 | 4.55 | 9670 | 0.0135 |
1015
- | 0.0009 | 4.56 | 9680 | 0.0137 |
1016
- | 0.0007 | 4.56 | 9690 | 0.0135 |
1017
- | 0.0849 | 4.56 | 9700 | 0.0137 |
1018
- | 0.0006 | 4.57 | 9710 | 0.0136 |
1019
- | 0.0002 | 4.57 | 9720 | 0.0136 |
1020
- | 0.0001 | 4.58 | 9730 | 0.0136 |
1021
- | 0.2436 | 4.58 | 9740 | 0.0133 |
1022
- | 0.0511 | 4.59 | 9750 | 0.0132 |
1023
- | 0.0122 | 4.59 | 9760 | 0.0113 |
1024
- | 0.006 | 4.6 | 9770 | 0.0112 |
1025
- | 0.0068 | 4.6 | 9780 | 0.0110 |
1026
- | 0.0001 | 4.61 | 9790 | 0.0110 |
1027
- | 0.0001 | 4.61 | 9800 | 0.0110 |
1028
- | 0.0365 | 4.62 | 9810 | 0.0112 |
1029
- | 0.0191 | 4.62 | 9820 | 0.0112 |
1030
- | 0.1761 | 4.63 | 9830 | 0.0111 |
1031
- | 0.002 | 4.63 | 9840 | 0.0109 |
1032
- | 0.0016 | 4.64 | 9850 | 0.0109 |
1033
- | 0.2782 | 4.64 | 9860 | 0.0108 |
1034
- | 0.0001 | 4.64 | 9870 | 0.0106 |
1035
- | 0.0276 | 4.65 | 9880 | 0.0106 |
1036
- | 0.103 | 4.65 | 9890 | 0.0106 |
1037
- | 0.0002 | 4.66 | 9900 | 0.0106 |
1038
- | 0.0033 | 4.66 | 9910 | 0.0106 |
1039
- | 0.2013 | 4.67 | 9920 | 0.0109 |
1040
- | 0.0007 | 4.67 | 9930 | 0.0107 |
1041
- | 0.0004 | 4.68 | 9940 | 0.0105 |
1042
- | 0.0003 | 4.68 | 9950 | 0.0106 |
1043
- | 0.0172 | 4.69 | 9960 | 0.0110 |
1044
- | 0.0147 | 4.69 | 9970 | 0.0111 |
1045
- | 0.0001 | 4.7 | 9980 | 0.0112 |
1046
- | 0.1125 | 4.7 | 9990 | 0.0110 |
1047
- | 0.0347 | 4.71 | 10000 | 0.0110 |
1048
- | 0.0001 | 4.71 | 10010 | 0.0110 |
1049
- | 0.0333 | 4.72 | 10020 | 0.0110 |
1050
- | 0.0287 | 4.72 | 10030 | 0.0108 |
1051
- | 0.0662 | 4.72 | 10040 | 0.0108 |
1052
- | 0.0016 | 4.73 | 10050 | 0.0110 |
1053
- | 0.0001 | 4.73 | 10060 | 0.0110 |
1054
- | 0.0305 | 4.74 | 10070 | 0.0109 |
1055
- | 0.0002 | 4.74 | 10080 | 0.0109 |
1056
- | 0.0001 | 4.75 | 10090 | 0.0110 |
1057
- | 0.0001 | 4.75 | 10100 | 0.0110 |
1058
- | 0.0004 | 4.76 | 10110 | 0.0111 |
1059
- | 0.0008 | 4.76 | 10120 | 0.0110 |
1060
- | 0.1539 | 4.77 | 10130 | 0.0106 |
1061
- | 0.0108 | 4.77 | 10140 | 0.0104 |
1062
- | 0.0042 | 4.78 | 10150 | 0.0104 |
1063
- | 0.0399 | 4.78 | 10160 | 0.0105 |
1064
- | 0.315 | 4.79 | 10170 | 0.0102 |
1065
- | 0.0003 | 4.79 | 10180 | 0.0102 |
1066
- | 0.0003 | 4.8 | 10190 | 0.0101 |
1067
- | 0.001 | 4.8 | 10200 | 0.0102 |
1068
- | 0.0007 | 4.8 | 10210 | 0.0102 |
1069
- | 0.011 | 4.81 | 10220 | 0.0103 |
1070
- | 0.0074 | 4.81 | 10230 | 0.0103 |
1071
- | 0.0003 | 4.82 | 10240 | 0.0104 |
1072
- | 0.0002 | 4.82 | 10250 | 0.0105 |
1073
- | 0.0002 | 4.83 | 10260 | 0.0105 |
1074
- | 0.0001 | 4.83 | 10270 | 0.0105 |
1075
- | 0.0008 | 4.84 | 10280 | 0.0107 |
1076
- | 0.0001 | 4.84 | 10290 | 0.0108 |
1077
- | 0.1525 | 4.85 | 10300 | 0.0106 |
1078
- | 0.0002 | 4.85 | 10310 | 0.0103 |
1079
- | 0.0004 | 4.86 | 10320 | 0.0103 |
1080
- | 0.0001 | 4.86 | 10330 | 0.0104 |
1081
- | 0.0094 | 4.87 | 10340 | 0.0102 |
1082
- | 0.0808 | 4.87 | 10350 | 0.0103 |
1083
- | 0.0746 | 4.88 | 10360 | 0.0107 |
1084
- | 0.1218 | 4.88 | 10370 | 0.0109 |
1085
- | 0.0002 | 4.88 | 10380 | 0.0109 |
1086
- | 0.1162 | 4.89 | 10390 | 0.0109 |
1087
- | 0.0024 | 4.89 | 10400 | 0.0107 |
1088
- | 0.1539 | 4.9 | 10410 | 0.0104 |
1089
- | 0.1254 | 4.9 | 10420 | 0.0099 |
1090
- | 0.0609 | 4.91 | 10430 | 0.0098 |
1091
- | 0.0566 | 4.91 | 10440 | 0.0098 |
1092
- | 0.0276 | 4.92 | 10450 | 0.0098 |
1093
- | 0.1263 | 4.92 | 10460 | 0.0100 |
1094
- | 0.0167 | 4.93 | 10470 | 0.0099 |
1095
- | 0.1553 | 4.93 | 10480 | 0.0101 |
1096
- | 0.0001 | 4.94 | 10490 | 0.0102 |
1097
- | 0.0009 | 4.94 | 10500 | 0.0101 |
1098
- | 0.1733 | 4.95 | 10510 | 0.0098 |
1099
- | 0.0054 | 4.95 | 10520 | 0.0094 |
1100
- | 0.1103 | 4.96 | 10530 | 0.0092 |
1101
- | 0.0017 | 4.96 | 10540 | 0.0093 |
1102
- | 0.0261 | 4.96 | 10550 | 0.0094 |
1103
- | 0.0805 | 4.97 | 10560 | 0.0094 |
1104
- | 0.0001 | 4.97 | 10570 | 0.0095 |
1105
- | 0.0161 | 4.98 | 10580 | 0.0095 |
1106
- | 0.0014 | 4.98 | 10590 | 0.0097 |
1107
- | 0.0002 | 4.99 | 10600 | 0.0099 |
1108
- | 0.0001 | 4.99 | 10610 | 0.0100 |
1109
  | 0.0762 | 5.0 | 10620 | 0.0102 |
1110
  | 0.0914 | 5.0 | 10630 | 0.0102 |
1111
- | 0.0004 | 5.01 | 10640 | 0.0104 |
1112
- | 0.0637 | 5.01 | 10650 | 0.0105 |
1113
- | 0.1516 | 5.02 | 10660 | 0.0103 |
1114
- | 0.0001 | 5.02 | 10670 | 0.0101 |
1115
- | 0.0036 | 5.03 | 10680 | 0.0102 |
1116
- | 0.0266 | 5.03 | 10690 | 0.0104 |
1117
- | 0.0496 | 5.04 | 10700 | 0.0101 |
1118
- | 0.1096 | 5.04 | 10710 | 0.0098 |
1119
- | 0.0001 | 5.04 | 10720 | 0.0097 |
1120
- | 0.0339 | 5.05 | 10730 | 0.0097 |
1121
- | 0.0319 | 5.05 | 10740 | 0.0097 |
1122
- | 0.0704 | 5.06 | 10750 | 0.0096 |
1123
- | 0.0007 | 5.06 | 10760 | 0.0097 |
1124
- | 0.1766 | 5.07 | 10770 | 0.0097 |
1125
- | 0.0697 | 5.07 | 10780 | 0.0097 |
1126
- | 0.0008 | 5.08 | 10790 | 0.0099 |
1127
- | 0.0014 | 5.08 | 10800 | 0.0102 |
1128
- | 0.0002 | 5.09 | 10810 | 0.0104 |
1129
- | 0.0027 | 5.09 | 10820 | 0.0107 |
1130
- | 0.1339 | 5.1 | 10830 | 0.0104 |
1131
- | 0.0187 | 5.1 | 10840 | 0.0099 |
1132
- | 0.0001 | 5.11 | 10850 | 0.0098 |
1133
- | 0.0004 | 5.11 | 10860 | 0.0099 |
1134
- | 0.0003 | 5.12 | 10870 | 0.0100 |
1135
- | 0.0086 | 5.12 | 10880 | 0.0102 |
1136
- | 0.1088 | 5.12 | 10890 | 0.0103 |
1137
- | 0.0004 | 5.13 | 10900 | 0.0103 |
1138
- | 0.0023 | 5.13 | 10910 | 0.0102 |
1139
- | 0.0064 | 5.14 | 10920 | 0.0099 |
1140
- | 0.001 | 5.14 | 10930 | 0.0099 |
1141
- | 0.0653 | 5.15 | 10940 | 0.0101 |
1142
- | 0.0025 | 5.15 | 10950 | 0.0102 |
1143
- | 0.0001 | 5.16 | 10960 | 0.0103 |
1144
- | 0.0024 | 5.16 | 10970 | 0.0102 |
1145
- | 0.0009 | 5.17 | 10980 | 0.0102 |
1146
- | 0.0349 | 5.17 | 10990 | 0.0101 |
1147
- | 0.0745 | 5.18 | 11000 | 0.0101 |
1148
- | 0.1175 | 5.18 | 11010 | 0.0102 |
1149
- | 0.0001 | 5.19 | 11020 | 0.0103 |
1150
- | 0.1429 | 5.19 | 11030 | 0.0101 |
1151
- | 0.2057 | 5.2 | 11040 | 0.0096 |
1152
- | 0.0337 | 5.2 | 11050 | 0.0095 |
1153
- | 0.1444 | 5.2 | 11060 | 0.0094 |
1154
- | 0.0001 | 5.21 | 11070 | 0.0093 |
1155
- | 0.0001 | 5.21 | 11080 | 0.0093 |
1156
- | 0.0411 | 5.22 | 11090 | 0.0094 |
1157
- | 0.0045 | 5.22 | 11100 | 0.0096 |
1158
- | 0.0152 | 5.23 | 11110 | 0.0096 |
1159
- | 0.1329 | 5.23 | 11120 | 0.0095 |
1160
- | 0.0242 | 5.24 | 11130 | 0.0098 |
1161
- | 0.0001 | 5.24 | 11140 | 0.0099 |
1162
- | 0.0532 | 5.25 | 11150 | 0.0099 |
1163
- | 0.0142 | 5.25 | 11160 | 0.0100 |
1164
- | 0.032 | 5.26 | 11170 | 0.0102 |
1165
- | 0.0013 | 5.26 | 11180 | 0.0107 |
1166
- | 0.1763 | 5.27 | 11190 | 0.0110 |
1167
- | 0.0048 | 5.27 | 11200 | 0.0108 |
1168
- | 0.0116 | 5.28 | 11210 | 0.0107 |
1169
- | 0.0004 | 5.28 | 11220 | 0.0107 |
1170
- | 0.0295 | 5.28 | 11230 | 0.0106 |
1171
- | 0.0065 | 5.29 | 11240 | 0.0104 |
1172
- | 0.0 | 5.29 | 11250 | 0.0104 |
1173
- | 0.0499 | 5.3 | 11260 | 0.0103 |
1174
- | 0.1222 | 5.3 | 11270 | 0.0101 |
1175
- | 0.1372 | 5.31 | 11280 | 0.0098 |
1176
- | 0.0226 | 5.31 | 11290 | 0.0096 |
1177
- | 0.0002 | 5.32 | 11300 | 0.0095 |
1178
- | 0.0198 | 5.32 | 11310 | 0.0094 |
1179
- | 0.0002 | 5.33 | 11320 | 0.0094 |
1180
- | 0.0235 | 5.33 | 11330 | 0.0095 |
1181
- | 0.0001 | 5.34 | 11340 | 0.0096 |
1182
- | 0.0743 | 5.34 | 11350 | 0.0097 |
1183
- | 0.0001 | 5.35 | 11360 | 0.0097 |
1184
- | 0.0005 | 5.35 | 11370 | 0.0098 |
1185
- | 0.0765 | 5.36 | 11380 | 0.0102 |
1186
- | 0.0 | 5.36 | 11390 | 0.0105 |
1187
- | 0.035 | 5.36 | 11400 | 0.0104 |
1188
- | 0.0317 | 5.37 | 11410 | 0.0103 |
1189
- | 0.0462 | 5.37 | 11420 | 0.0104 |
1190
- | 0.1971 | 5.38 | 11430 | 0.0102 |
1191
- | 0.0002 | 5.38 | 11440 | 0.0100 |
1192
- | 0.0002 | 5.39 | 11450 | 0.0100 |
1193
- | 0.0097 | 5.39 | 11460 | 0.0099 |
1194
- | 0.0001 | 5.4 | 11470 | 0.0099 |
1195
- | 0.0223 | 5.4 | 11480 | 0.0100 |
1196
- | 0.1295 | 5.41 | 11490 | 0.0099 |
1197
- | 0.0001 | 5.41 | 11500 | 0.0098 |
1198
- | 0.0009 | 5.42 | 11510 | 0.0101 |
1199
- | 0.024 | 5.42 | 11520 | 0.0104 |
1200
- | 0.1512 | 5.43 | 11530 | 0.0105 |
1201
- | 0.1895 | 5.43 | 11540 | 0.0099 |
1202
- | 0.0001 | 5.44 | 11550 | 0.0097 |
1203
- | 0.0151 | 5.44 | 11560 | 0.0105 |
1204
- | 0.0166 | 5.44 | 11570 | 0.0106 |
1205
- | 0.0547 | 5.45 | 11580 | 0.0106 |
1206
- | 0.0224 | 5.45 | 11590 | 0.0102 |
1207
- | 0.0002 | 5.46 | 11600 | 0.0099 |
1208
- | 0.0003 | 5.46 | 11610 | 0.0097 |
1209
- | 0.0001 | 5.47 | 11620 | 0.0097 |
1210
- | 0.0005 | 5.47 | 11630 | 0.0097 |
1211
- | 0.0027 | 5.48 | 11640 | 0.0096 |
1212
- | 0.0006 | 5.48 | 11650 | 0.0095 |
1213
- | 0.0409 | 5.49 | 11660 | 0.0095 |
1214
- | 0.0001 | 5.49 | 11670 | 0.0096 |
1215
- | 0.0001 | 5.5 | 11680 | 0.0096 |
1216
- | 0.1555 | 5.5 | 11690 | 0.0095 |
1217
- | 0.2495 | 5.51 | 11700 | 0.0095 |
1218
- | 0.0004 | 5.51 | 11710 | 0.0095 |
1219
- | 0.0106 | 5.52 | 11720 | 0.0095 |
1220
- | 0.0055 | 5.52 | 11730 | 0.0096 |
1221
- | 0.0002 | 5.52 | 11740 | 0.0097 |
1222
- | 0.1108 | 5.53 | 11750 | 0.0099 |
1223
- | 0.1515 | 5.53 | 11760 | 0.0098 |
1224
- | 0.0002 | 5.54 | 11770 | 0.0100 |
1225
- | 0.0347 | 5.54 | 11780 | 0.0098 |
1226
- | 0.1041 | 5.55 | 11790 | 0.0096 |
1227
- | 0.0003 | 5.55 | 11800 | 0.0095 |
1228
- | 0.0001 | 5.56 | 11810 | 0.0095 |
1229
- | 0.0022 | 5.56 | 11820 | 0.0096 |
1230
- | 0.2148 | 5.57 | 11830 | 0.0090 |
1231
- | 0.033 | 5.57 | 11840 | 0.0088 |
1232
- | 0.0108 | 5.58 | 11850 | 0.0089 |
1233
- | 0.0013 | 5.58 | 11860 | 0.0090 |
1234
- | 0.0003 | 5.59 | 11870 | 0.0090 |
1235
- | 0.0005 | 5.59 | 11880 | 0.0092 |
1236
- | 0.0001 | 5.6 | 11890 | 0.0094 |
1237
- | 0.0001 | 5.6 | 11900 | 0.0095 |
1238
- | 0.0002 | 5.6 | 11910 | 0.0096 |
1239
- | 0.0196 | 5.61 | 11920 | 0.0095 |
1240
- | 0.0001 | 5.61 | 11930 | 0.0095 |
1241
- | 0.0018 | 5.62 | 11940 | 0.0094 |
1242
- | 0.0891 | 5.62 | 11950 | 0.0090 |
1243
- | 0.0001 | 5.63 | 11960 | 0.0089 |
1244
- | 0.0001 | 5.63 | 11970 | 0.0089 |
1245
- | 0.0002 | 5.64 | 11980 | 0.0090 |
1246
- | 0.0001 | 5.64 | 11990 | 0.0090 |
1247
- | 0.0205 | 5.65 | 12000 | 0.0093 |
1248
- | 0.0002 | 5.65 | 12010 | 0.0096 |
1249
- | 0.0084 | 5.66 | 12020 | 0.0100 |
1250
- | 0.0006 | 5.66 | 12030 | 0.0104 |
1251
- | 0.0228 | 5.67 | 12040 | 0.0108 |
1252
- | 0.0003 | 5.67 | 12050 | 0.0113 |
1253
- | 0.0006 | 5.68 | 12060 | 0.0114 |
1254
- | 0.0063 | 5.68 | 12070 | 0.0112 |
1255
- | 0.0002 | 5.68 | 12080 | 0.0110 |
1256
- | 0.0006 | 5.69 | 12090 | 0.0105 |
1257
- | 0.0363 | 5.69 | 12100 | 0.0105 |
1258
- | 0.0466 | 5.7 | 12110 | 0.0108 |
1259
- | 0.0003 | 5.7 | 12120 | 0.0109 |
1260
- | 0.0 | 5.71 | 12130 | 0.0109 |
1261
- | 0.0002 | 5.71 | 12140 | 0.0108 |
1262
- | 0.0002 | 5.72 | 12150 | 0.0106 |
1263
- | 0.0225 | 5.72 | 12160 | 0.0100 |
1264
- | 0.0 | 5.73 | 12170 | 0.0098 |
1265
- | 0.0054 | 5.73 | 12180 | 0.0098 |
1266
- | 0.0082 | 5.74 | 12190 | 0.0096 |
1267
- | 0.0001 | 5.74 | 12200 | 0.0095 |
1268
- | 0.0008 | 5.75 | 12210 | 0.0095 |
1269
- | 0.1373 | 5.75 | 12220 | 0.0095 |
1270
- | 0.0005 | 5.76 | 12230 | 0.0096 |
1271
- | 0.0076 | 5.76 | 12240 | 0.0097 |
1272
- | 0.0 | 5.76 | 12250 | 0.0099 |
1273
- | 0.0 | 5.77 | 12260 | 0.0100 |
1274
- | 0.0175 | 5.77 | 12270 | 0.0103 |
1275
- | 0.0046 | 5.78 | 12280 | 0.0101 |
1276
- | 0.0239 | 5.78 | 12290 | 0.0099 |
1277
- | 0.0001 | 5.79 | 12300 | 0.0097 |
1278
- | 0.0001 | 5.79 | 12310 | 0.0096 |
1279
- | 0.0 | 5.8 | 12320 | 0.0096 |
1280
- | 0.0128 | 5.8 | 12330 | 0.0095 |
1281
- | 0.0006 | 5.81 | 12340 | 0.0095 |
1282
- | 0.0013 | 5.81 | 12350 | 0.0095 |
1283
- | 0.0702 | 5.82 | 12360 | 0.0096 |
1284
- | 0.0016 | 5.82 | 12370 | 0.0095 |
1285
- | 0.1274 | 5.83 | 12380 | 0.0095 |
1286
- | 0.0008 | 5.83 | 12390 | 0.0094 |
1287
- | 0.1805 | 5.84 | 12400 | 0.0092 |
1288
- | 0.0003 | 5.84 | 12410 | 0.0089 |
1289
- | 0.0556 | 5.84 | 12420 | 0.0088 |
1290
- | 0.0702 | 5.85 | 12430 | 0.0087 |
1291
- | 0.002 | 5.85 | 12440 | 0.0087 |
1292
- | 0.0556 | 5.86 | 12450 | 0.0088 |
1293
- | 0.0001 | 5.86 | 12460 | 0.0088 |
1294
- | 0.2055 | 5.87 | 12470 | 0.0087 |
1295
- | 0.0636 | 5.87 | 12480 | 0.0085 |
1296
- | 0.1086 | 5.88 | 12490 | 0.0083 |
1297
- | 0.0734 | 5.88 | 12500 | 0.0083 |
1298
- | 0.2951 | 5.89 | 12510 | 0.0081 |
1299
- | 0.0017 | 5.89 | 12520 | 0.0079 |
1300
- | 0.1234 | 5.9 | 12530 | 0.0079 |
1301
- | 0.0006 | 5.9 | 12540 | 0.0080 |
1302
- | 0.2169 | 5.91 | 12550 | 0.0079 |
1303
- | 0.0037 | 5.91 | 12560 | 0.0080 |
1304
- | 0.0026 | 5.92 | 12570 | 0.0084 |
1305
- | 0.0002 | 5.92 | 12580 | 0.0087 |
1306
- | 0.0068 | 5.92 | 12590 | 0.0089 |
1307
- | 0.0108 | 5.93 | 12600 | 0.0091 |
1308
- | 0.0028 | 5.93 | 12610 | 0.0092 |
1309
- | 0.0436 | 5.94 | 12620 | 0.0092 |
1310
- | 0.0002 | 5.94 | 12630 | 0.0091 |
1311
- | 0.1745 | 5.95 | 12640 | 0.0088 |
1312
- | 0.1051 | 5.95 | 12650 | 0.0086 |
1313
- | 0.1169 | 5.96 | 12660 | 0.0082 |
1314
- | 0.0001 | 5.96 | 12670 | 0.0079 |
1315
- | 0.1846 | 5.97 | 12680 | 0.0077 |
1316
- | 0.0115 | 5.97 | 12690 | 0.0077 |
1317
- | 0.0754 | 5.98 | 12700 | 0.0077 |
1318
- | 0.0004 | 5.98 | 12710 | 0.0077 |
1319
- | 0.0011 | 5.99 | 12720 | 0.0078 |
1320
- | 0.0016 | 5.99 | 12730 | 0.0077 |
1321
  | 0.0034 | 6.0 | 12740 | 0.0078 |
1322
- | 0.0001 | 6.0 | 12750 | 0.0078 |
1323
- | 0.0003 | 6.0 | 12760 | 0.0079 |
1324
- | 0.0874 | 6.01 | 12770 | 0.0080 |
1325
- | 0.0002 | 6.01 | 12780 | 0.0081 |
1326
- | 0.0002 | 6.02 | 12790 | 0.0082 |
1327
- | 0.001 | 6.02 | 12800 | 0.0083 |
1328
- | 0.0001 | 6.03 | 12810 | 0.0084 |
1329
- | 0.0054 | 6.03 | 12820 | 0.0085 |
1330
- | 0.0973 | 6.04 | 12830 | 0.0083 |
1331
- | 0.0001 | 6.04 | 12840 | 0.0084 |
1332
- | 0.0001 | 6.05 | 12850 | 0.0085 |
1333
- | 0.0012 | 6.05 | 12860 | 0.0082 |
1334
- | 0.0002 | 6.06 | 12870 | 0.0082 |
1335
- | 0.105 | 6.06 | 12880 | 0.0079 |
1336
- | 0.1012 | 6.07 | 12890 | 0.0077 |
1337
- | 0.0001 | 6.07 | 12900 | 0.0077 |
1338
- | 0.0018 | 6.08 | 12910 | 0.0077 |
1339
- | 0.0271 | 6.08 | 12920 | 0.0078 |
1340
- | 0.0079 | 6.08 | 12930 | 0.0079 |
1341
- | 0.0001 | 6.09 | 12940 | 0.0082 |
1342
- | 0.0001 | 6.09 | 12950 | 0.0083 |
1343
- | 0.0001 | 6.1 | 12960 | 0.0084 |
1344
- | 0.0407 | 6.1 | 12970 | 0.0084 |
1345
- | 0.0813 | 6.11 | 12980 | 0.0081 |
1346
- | 0.001 | 6.11 | 12990 | 0.0080 |
1347
- | 0.0001 | 6.12 | 13000 | 0.0080 |
1348
- | 0.1039 | 6.12 | 13010 | 0.0080 |
1349
- | 0.0885 | 6.13 | 13020 | 0.0080 |
1350
- | 0.1086 | 6.13 | 13030 | 0.0078 |
1351
- | 0.0006 | 6.14 | 13040 | 0.0080 |
1352
- | 0.0822 | 6.14 | 13050 | 0.0081 |
1353
- | 0.0751 | 6.15 | 13060 | 0.0081 |
1354
- | 0.0001 | 6.15 | 13070 | 0.0082 |
1355
- | 0.0113 | 6.16 | 13080 | 0.0083 |
1356
- | 0.023 | 6.16 | 13090 | 0.0081 |
1357
- | 0.1469 | 6.16 | 13100 | 0.0081 |
1358
- | 0.0329 | 6.17 | 13110 | 0.0078 |
1359
- | 0.002 | 6.17 | 13120 | 0.0076 |
1360
- | 0.0016 | 6.18 | 13130 | 0.0076 |
1361
- | 0.0958 | 6.18 | 13140 | 0.0076 |
1362
- | 0.0097 | 6.19 | 13150 | 0.0077 |
1363
- | 0.0132 | 6.19 | 13160 | 0.0077 |
1364
- | 0.0035 | 6.2 | 13170 | 0.0078 |
1365
- | 0.0001 | 6.2 | 13180 | 0.0077 |
1366
- | 0.0003 | 6.21 | 13190 | 0.0078 |
1367
- | 0.0265 | 6.21 | 13200 | 0.0078 |
1368
- | 0.0 | 6.22 | 13210 | 0.0078 |
1369
- | 0.0336 | 6.22 | 13220 | 0.0078 |
1370
- | 0.0001 | 6.23 | 13230 | 0.0079 |
1371
- | 0.0779 | 6.23 | 13240 | 0.0079 |
1372
- | 0.233 | 6.24 | 13250 | 0.0076 |
1373
- | 0.1955 | 6.24 | 13260 | 0.0071 |
1374
- | 0.0001 | 6.24 | 13270 | 0.0068 |
1375
- | 0.0008 | 6.25 | 13280 | 0.0067 |
1376
- | 0.092 | 6.25 | 13290 | 0.0067 |
1377
- | 0.0001 | 6.26 | 13300 | 0.0068 |
1378
- | 0.0356 | 6.26 | 13310 | 0.0069 |
1379
- | 0.077 | 6.27 | 13320 | 0.0068 |
1380
- | 0.0043 | 6.27 | 13330 | 0.0068 |
1381
- | 0.018 | 6.28 | 13340 | 0.0068 |
1382
- | 0.12 | 6.28 | 13350 | 0.0065 |
1383
- | 0.084 | 6.29 | 13360 | 0.0065 |
1384
- | 0.0002 | 6.29 | 13370 | 0.0065 |
1385
- | 0.0011 | 6.3 | 13380 | 0.0068 |
1386
- | 0.0022 | 6.3 | 13390 | 0.0071 |
1387
- | 0.0797 | 6.31 | 13400 | 0.0069 |
1388
- | 0.0911 | 6.31 | 13410 | 0.0068 |
1389
- | 0.0002 | 6.32 | 13420 | 0.0069 |
1390
- | 0.1212 | 6.32 | 13430 | 0.0069 |
1391
- | 0.0001 | 6.32 | 13440 | 0.0070 |
1392
- | 0.0133 | 6.33 | 13450 | 0.0071 |
1393
- | 0.0599 | 6.33 | 13460 | 0.0073 |
1394
- | 0.0017 | 6.34 | 13470 | 0.0075 |
1395
- | 0.0043 | 6.34 | 13480 | 0.0076 |
1396
- | 0.0002 | 6.35 | 13490 | 0.0077 |
1397
- | 0.1566 | 6.35 | 13500 | 0.0077 |
1398
- | 0.018 | 6.36 | 13510 | 0.0075 |
1399
- | 0.0402 | 6.36 | 13520 | 0.0073 |
1400
- | 0.0006 | 6.37 | 13530 | 0.0073 |
1401
- | 0.0001 | 6.37 | 13540 | 0.0073 |
1402
- | 0.0015 | 6.38 | 13550 | 0.0074 |
1403
- | 0.0005 | 6.38 | 13560 | 0.0074 |
1404
- | 0.0611 | 6.39 | 13570 | 0.0074 |
1405
- | 0.0052 | 6.39 | 13580 | 0.0072 |
1406
- | 0.0001 | 6.4 | 13590 | 0.0072 |
1407
- | 0.0 | 6.4 | 13600 | 0.0072 |
1408
- | 0.11 | 6.4 | 13610 | 0.0073 |
1409
- | 0.0494 | 6.41 | 13620 | 0.0072 |
1410
- | 0.0002 | 6.41 | 13630 | 0.0071 |
1411
- | 0.1327 | 6.42 | 13640 | 0.0069 |
1412
- | 0.0001 | 6.42 | 13650 | 0.0067 |
1413
- | 0.0005 | 6.43 | 13660 | 0.0068 |
1414
- | 0.0001 | 6.43 | 13670 | 0.0069 |
1415
- | 0.0047 | 6.44 | 13680 | 0.0069 |
1416
- | 0.0002 | 6.44 | 13690 | 0.0069 |
1417
- | 0.0392 | 6.45 | 13700 | 0.0067 |
1418
- | 0.0046 | 6.45 | 13710 | 0.0068 |
1419
- | 0.0039 | 6.46 | 13720 | 0.0069 |
1420
- | 0.0001 | 6.46 | 13730 | 0.0070 |
1421
- | 0.0031 | 6.47 | 13740 | 0.0071 |
1422
- | 0.0005 | 6.47 | 13750 | 0.0073 |
1423
- | 0.0451 | 6.48 | 13760 | 0.0074 |
1424
- | 0.0003 | 6.48 | 13770 | 0.0074 |
1425
- | 0.0433 | 6.48 | 13780 | 0.0074 |
1426
- | 0.0001 | 6.49 | 13790 | 0.0075 |
1427
- | 0.0899 | 6.49 | 13800 | 0.0073 |
1428
- | 0.07 | 6.5 | 13810 | 0.0071 |
1429
- | 0.0384 | 6.5 | 13820 | 0.0071 |
1430
- | 0.0001 | 6.51 | 13830 | 0.0071 |
1431
- | 0.0752 | 6.51 | 13840 | 0.0072 |
1432
- | 0.0467 | 6.52 | 13850 | 0.0072 |
1433
- | 0.0229 | 6.52 | 13860 | 0.0069 |
1434
- | 0.0023 | 6.53 | 13870 | 0.0067 |
1435
- | 0.0468 | 6.53 | 13880 | 0.0067 |
1436
- | 0.0004 | 6.54 | 13890 | 0.0068 |
1437
- | 0.0116 | 6.54 | 13900 | 0.0068 |
1438
- | 0.0013 | 6.55 | 13910 | 0.0068 |
1439
- | 0.0104 | 6.55 | 13920 | 0.0068 |
1440
- | 0.0503 | 6.56 | 13930 | 0.0067 |
1441
- | 0.0003 | 6.56 | 13940 | 0.0067 |
1442
- | 0.0011 | 6.56 | 13950 | 0.0068 |
1443
- | 0.0002 | 6.57 | 13960 | 0.0069 |
1444
- | 0.0012 | 6.57 | 13970 | 0.0068 |
1445
- | 0.0001 | 6.58 | 13980 | 0.0068 |
1446
- | 0.0007 | 6.58 | 13990 | 0.0068 |
1447
- | 0.0001 | 6.59 | 14000 | 0.0068 |
1448
- | 0.0018 | 6.59 | 14010 | 0.0068 |
1449
- | 0.0401 | 6.6 | 14020 | 0.0069 |
1450
- | 0.0127 | 6.6 | 14030 | 0.0069 |
1451
- | 0.0016 | 6.61 | 14040 | 0.0070 |
1452
- | 0.0009 | 6.61 | 14050 | 0.0071 |
1453
- | 0.0015 | 6.62 | 14060 | 0.0072 |
1454
- | 0.0003 | 6.62 | 14070 | 0.0072 |
1455
- | 0.0336 | 6.63 | 14080 | 0.0072 |
1456
- | 0.0561 | 6.63 | 14090 | 0.0072 |
1457
- | 0.0001 | 6.64 | 14100 | 0.0073 |
1458
- | 0.0002 | 6.64 | 14110 | 0.0073 |
1459
- | 0.0 | 6.64 | 14120 | 0.0074 |
1460
- | 0.0 | 6.65 | 14130 | 0.0074 |
1461
- | 0.0 | 6.65 | 14140 | 0.0074 |
1462
- | 0.0 | 6.66 | 14150 | 0.0074 |
1463
- | 0.0001 | 6.66 | 14160 | 0.0074 |
1464
- | 0.0002 | 6.67 | 14170 | 0.0075 |
1465
- | 0.0001 | 6.67 | 14180 | 0.0075 |
1466
- | 0.0 | 6.68 | 14190 | 0.0075 |
1467
- | 0.066 | 6.68 | 14200 | 0.0075 |
1468
- | 0.0003 | 6.69 | 14210 | 0.0075 |
1469
- | 0.0052 | 6.69 | 14220 | 0.0074 |
1470
- | 0.1978 | 6.7 | 14230 | 0.0072 |
1471
- | 0.0012 | 6.7 | 14240 | 0.0069 |
1472
- | 0.1269 | 6.71 | 14250 | 0.0066 |
1473
- | 0.0003 | 6.71 | 14260 | 0.0066 |
1474
- | 0.0002 | 6.72 | 14270 | 0.0067 |
1475
- | 0.0002 | 6.72 | 14280 | 0.0067 |
1476
- | 0.0005 | 6.72 | 14290 | 0.0068 |
1477
- | 0.0385 | 6.73 | 14300 | 0.0069 |
1478
- | 0.0001 | 6.73 | 14310 | 0.0070 |
1479
- | 0.0366 | 6.74 | 14320 | 0.0070 |
1480
- | 0.013 | 6.74 | 14330 | 0.0071 |
1481
- | 0.0001 | 6.75 | 14340 | 0.0072 |
1482
- | 0.0006 | 6.75 | 14350 | 0.0073 |
1483
- | 0.0718 | 6.76 | 14360 | 0.0073 |
1484
- | 0.0001 | 6.76 | 14370 | 0.0072 |
1485
- | 0.1584 | 6.77 | 14380 | 0.0070 |
1486
- | 0.0001 | 6.77 | 14390 | 0.0069 |
1487
- | 0.004 | 6.78 | 14400 | 0.0070 |
1488
- | 0.1243 | 6.78 | 14410 | 0.0068 |
1489
- | 0.0365 | 6.79 | 14420 | 0.0068 |
1490
- | 0.0099 | 6.79 | 14430 | 0.0068 |
1491
- | 0.0172 | 6.8 | 14440 | 0.0068 |
1492
- | 0.0009 | 6.8 | 14450 | 0.0068 |
1493
- | 0.0208 | 6.8 | 14460 | 0.0068 |
1494
- | 0.0002 | 6.81 | 14470 | 0.0068 |
1495
- | 0.0018 | 6.81 | 14480 | 0.0070 |
1496
- | 0.0002 | 6.82 | 14490 | 0.0071 |
1497
- | 0.1434 | 6.82 | 14500 | 0.0070 |
1498
- | 0.0003 | 6.83 | 14510 | 0.0069 |
1499
- | 0.0127 | 6.83 | 14520 | 0.0068 |
1500
- | 0.0001 | 6.84 | 14530 | 0.0068 |
1501
- | 0.0001 | 6.84 | 14540 | 0.0068 |
1502
- | 0.0001 | 6.85 | 14550 | 0.0068 |
1503
- | 0.001 | 6.85 | 14560 | 0.0068 |
1504
- | 0.0018 | 6.86 | 14570 | 0.0069 |
1505
- | 0.0004 | 6.86 | 14580 | 0.0069 |
1506
- | 0.0001 | 6.87 | 14590 | 0.0069 |
1507
- | 0.0211 | 6.87 | 14600 | 0.0068 |
1508
- | 0.0001 | 6.88 | 14610 | 0.0068 |
1509
- | 0.0701 | 6.88 | 14620 | 0.0068 |
1510
- | 0.0024 | 6.88 | 14630 | 0.0069 |
1511
- | 0.0022 | 6.89 | 14640 | 0.0069 |
1512
- | 0.0001 | 6.89 | 14650 | 0.0069 |
1513
- | 0.0681 | 6.9 | 14660 | 0.0068 |
1514
- | 0.0002 | 6.9 | 14670 | 0.0068 |
1515
- | 0.1636 | 6.91 | 14680 | 0.0067 |
1516
- | 0.0004 | 6.91 | 14690 | 0.0066 |
1517
- | 0.0001 | 6.92 | 14700 | 0.0066 |
1518
- | 0.0008 | 6.92 | 14710 | 0.0067 |
1519
- | 0.0003 | 6.93 | 14720 | 0.0067 |
1520
- | 0.0001 | 6.93 | 14730 | 0.0068 |
1521
- | 0.0154 | 6.94 | 14740 | 0.0068 |
1522
- | 0.0001 | 6.94 | 14750 | 0.0068 |
1523
- | 0.0092 | 6.95 | 14760 | 0.0068 |
1524
- | 0.019 | 6.95 | 14770 | 0.0068 |
1525
- | 0.0001 | 6.96 | 14780 | 0.0067 |
1526
- | 0.0118 | 6.96 | 14790 | 0.0069 |
1527
- | 0.0001 | 6.96 | 14800 | 0.0068 |
1528
- | 0.1272 | 6.97 | 14810 | 0.0067 |
1529
- | 0.0599 | 6.97 | 14820 | 0.0066 |
1530
- | 0.0001 | 6.98 | 14830 | 0.0065 |
1531
- | 0.1631 | 6.98 | 14840 | 0.0064 |
1532
- | 0.0001 | 6.99 | 14850 | 0.0064 |
1533
- | 0.0007 | 6.99 | 14860 | 0.0064 |
1534
- | 0.1203 | 7.0 | 14870 | 0.0063 |
1535
  | 0.0101 | 7.0 | 14880 | 0.0062 |
1536
  | 0.0001 | 7.01 | 14890 | 0.0062 |
1537
  | 0.0006 | 7.01 | 14900 | 0.0062 |
@@ -4302,4 +2824,4 @@ The following hyperparameters were used during training:
4302
  - Transformers 4.35.2
4303
  - Pytorch 2.1.0+cu121
4304
  - Datasets 2.14.7
4305
- - Tokenizers 0.15.0
 
3
  tags:
4
  - generated_from_trainer
5
  model-index:
6
+ - name: WangchanBERTa-QA-thaiwiki
7
  results: []
8
+ language:
9
+ - th
10
+ pipeline_tag: question-answering
11
  ---
12
 
 
 
13
 
14
+ # WangchanBERTa-QA-thaiwiki
15
 
16
+ This model is a fine-tuned version of [Thammarak/wangchanBERTa-QA-thaiqa_squad](https://huggingface.co/Thammarak/wangchanBERTa-QA-thaiqa_squad) on the [Thai Wiki QA - NSC2020 dataset](https://copycatch.in.th/corpus/thai-wikiqa-nsc2020.html).
17
  It achieves the following results on the evaluation set:
18
  - Loss: 0.0026
19
 
 
47
  | Training Loss | Epoch | Step | Validation Loss |
48
  |:-------------:|:-----:|:-----:|:---------------:|
49
  | 7.148 | 0.0 | 10 | 4.2283 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
50
  | 0.0015 | 1.0 | 2120 | 0.0706 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
51
  | 0.0804 | 2.0 | 4240 | 0.0317 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
52
  | 0.0044 | 3.0 | 6370 | 0.0193 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
53
  | 0.0834 | 4.0 | 8500 | 0.0155 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
54
  | 0.0762 | 5.0 | 10620 | 0.0102 |
55
  | 0.0914 | 5.0 | 10630 | 0.0102 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
56
  | 0.0034 | 6.0 | 12740 | 0.0078 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
57
  | 0.0101 | 7.0 | 14880 | 0.0062 |
58
  | 0.0001 | 7.01 | 14890 | 0.0062 |
59
  | 0.0006 | 7.01 | 14900 | 0.0062 |
 
2824
  - Transformers 4.35.2
2825
  - Pytorch 2.1.0+cu121
2826
  - Datasets 2.14.7
2827
+ - Tokenizers 0.15.0