genSoftQwen2.5MathRM72Bth0.5pair4NoGT_1.5B_dpo_ebs32_lr5e-07_beta1.5_epoch8.0_42
This model is a fine-tuned version of Qwen/Qwen2.5-1.5B-Instruct on the YuchenLi01/MATH_Qwen2.5-1.5BInstruct_Soft_DPO_Qwen2.5MathRM72B_th0.5_pair4NoGT dataset. It achieves the following results on the evaluation set:
- Loss: 1.1130
- Rewards/chosen: -0.4448
- Rewards/rejected: -5.8140
- Rewards/accuracies: 0.7622
- Rewards/margins: 5.3692
- Logps/rejected: -51.3617
- Logps/chosen: -37.6017
- Logits/rejected: -2.4410
- Logits/chosen: -2.6351
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-07
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 8.0
Training results
| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.7928 | 0.0287 | 20 | 0.7514 | -0.0078 | -0.0175 | 0.4878 | 0.0097 | -47.4973 | -37.3104 | -2.1647 | -2.3055 |
| 0.731 | 0.0573 | 40 | 0.7643 | -0.0306 | 0.0115 | 0.4756 | -0.0421 | -47.4780 | -37.3256 | -2.1637 | -2.3045 |
| 0.7496 | 0.0860 | 60 | 0.7537 | -0.0234 | -0.0266 | 0.4939 | 0.0031 | -47.5034 | -37.3208 | -2.1630 | -2.3030 |
| 0.7762 | 0.1146 | 80 | 0.7601 | 0.0130 | -0.0070 | 0.5366 | 0.0200 | -47.4903 | -37.2965 | -2.1612 | -2.3012 |
| 0.6473 | 0.1433 | 100 | 0.7580 | 0.0273 | -0.0027 | 0.5366 | 0.0300 | -47.4875 | -37.2870 | -2.1657 | -2.3065 |
| 0.7257 | 0.1719 | 120 | 0.7473 | -0.0380 | 0.0161 | 0.4329 | -0.0541 | -47.4749 | -37.3305 | -2.1671 | -2.3080 |
| 0.8268 | 0.2006 | 140 | 0.7495 | -0.0581 | -0.0707 | 0.4939 | 0.0126 | -47.5328 | -37.3439 | -2.1631 | -2.3039 |
| 0.7202 | 0.2292 | 160 | 0.7365 | -0.0103 | -0.1378 | 0.5549 | 0.1275 | -47.5775 | -37.3120 | -2.1625 | -2.3030 |
| 0.6835 | 0.2579 | 180 | 0.7315 | -0.0179 | -0.1123 | 0.5793 | 0.0945 | -47.5606 | -37.3171 | -2.1630 | -2.3034 |
| 0.7214 | 0.2865 | 200 | 0.7199 | 0.0580 | -0.0883 | 0.5732 | 0.1463 | -47.5445 | -37.2665 | -2.1617 | -2.3024 |
| 0.7425 | 0.3152 | 220 | 0.7150 | -0.0271 | -0.2070 | 0.5183 | 0.1800 | -47.6237 | -37.3232 | -2.1603 | -2.3014 |
| 0.8579 | 0.3438 | 240 | 0.7096 | -0.1333 | -0.3021 | 0.5549 | 0.1688 | -47.6871 | -37.3940 | -2.1521 | -2.2929 |
| 0.7338 | 0.3725 | 260 | 0.7003 | -0.1719 | -0.3421 | 0.6098 | 0.1702 | -47.7138 | -37.4198 | -2.1585 | -2.3011 |
| 0.7376 | 0.4011 | 280 | 0.6751 | -0.1860 | -0.3819 | 0.5854 | 0.1959 | -47.7403 | -37.4292 | -2.1537 | -2.2968 |
| 0.6339 | 0.4298 | 300 | 0.6785 | -0.2004 | -0.4422 | 0.6098 | 0.2418 | -47.7805 | -37.4388 | -2.1518 | -2.2945 |
| 0.6225 | 0.4585 | 320 | 0.6674 | -0.1704 | -0.4729 | 0.6463 | 0.3025 | -47.8010 | -37.4188 | -2.1541 | -2.2974 |
| 0.579 | 0.4871 | 340 | 0.6474 | -0.1687 | -0.4939 | 0.6402 | 0.3251 | -47.8149 | -37.4177 | -2.1566 | -2.3012 |
| 0.6451 | 0.5158 | 360 | 0.6410 | 0.0118 | -0.3711 | 0.6220 | 0.3829 | -47.7331 | -37.2973 | -2.1662 | -2.3121 |
| 0.6538 | 0.5444 | 380 | 0.6364 | -0.0017 | -0.4015 | 0.6220 | 0.3999 | -47.7534 | -37.3063 | -2.1613 | -2.3063 |
| 0.8197 | 0.5731 | 400 | 0.6280 | 0.2083 | -0.3317 | 0.6524 | 0.5400 | -47.7068 | -37.1663 | -2.1787 | -2.3252 |
| 0.7057 | 0.6017 | 420 | 0.6240 | 0.2479 | -0.3546 | 0.6890 | 0.6025 | -47.7221 | -37.1399 | -2.1832 | -2.3308 |
| 0.6017 | 0.6304 | 440 | 0.6256 | 0.2469 | -0.3383 | 0.6951 | 0.5852 | -47.7112 | -37.1406 | -2.1756 | -2.3217 |
| 0.5999 | 0.6590 | 460 | 0.6262 | 0.1867 | -0.4060 | 0.6951 | 0.5928 | -47.7564 | -37.1807 | -2.1749 | -2.3230 |
| 0.7107 | 0.6877 | 480 | 0.6079 | 0.2263 | -0.4225 | 0.6951 | 0.6488 | -47.7673 | -37.1543 | -2.1770 | -2.3259 |
| 0.6802 | 0.7163 | 500 | 0.6210 | 0.0788 | -0.5335 | 0.6829 | 0.6123 | -47.8414 | -37.2527 | -2.1671 | -2.3160 |
| 0.5559 | 0.7450 | 520 | 0.5969 | 0.1966 | -0.4291 | 0.6402 | 0.6256 | -47.7717 | -37.1741 | -2.1742 | -2.3240 |
| 0.4405 | 0.7736 | 540 | 0.6161 | 0.2357 | -0.3912 | 0.6280 | 0.6270 | -47.7465 | -37.1480 | -2.1724 | -2.3215 |
| 0.7618 | 0.8023 | 560 | 0.6139 | 0.0737 | -0.6811 | 0.6646 | 0.7548 | -47.9398 | -37.2561 | -2.1725 | -2.3245 |
| 0.6474 | 0.8309 | 580 | 0.6280 | -0.1066 | -0.9227 | 0.6585 | 0.8161 | -48.1008 | -37.3762 | -2.1516 | -2.3023 |
| 0.5268 | 0.8596 | 600 | 0.6122 | 0.0132 | -0.7545 | 0.6585 | 0.7677 | -47.9887 | -37.2964 | -2.1594 | -2.3114 |
| 0.6057 | 0.8883 | 620 | 0.6149 | 0.2543 | -0.5146 | 0.6220 | 0.7689 | -47.8287 | -37.1356 | -2.1755 | -2.3278 |
| 0.7815 | 0.9169 | 640 | 0.5993 | 0.5243 | -0.3617 | 0.6951 | 0.8860 | -47.7268 | -36.9557 | -2.1886 | -2.3420 |
| 0.6002 | 0.9456 | 660 | 0.6021 | 0.3025 | -0.5777 | 0.6829 | 0.8802 | -47.8708 | -37.1035 | -2.1748 | -2.3288 |
| 0.4714 | 0.9742 | 680 | 0.6061 | 0.3065 | -0.5966 | 0.6829 | 0.9031 | -47.8834 | -37.1009 | -2.1779 | -2.3328 |
| 0.4473 | 1.0029 | 700 | 0.5906 | 0.1890 | -0.7219 | 0.7012 | 0.9109 | -47.9670 | -37.1792 | -2.1747 | -2.3296 |
| 0.6104 | 1.0315 | 720 | 0.5983 | 0.2820 | -0.6438 | 0.6707 | 0.9257 | -47.9149 | -37.1172 | -2.1731 | -2.3283 |
| 0.247 | 1.0602 | 740 | 0.6153 | 0.2211 | -0.7089 | 0.6768 | 0.9300 | -47.9583 | -37.1578 | -2.1696 | -2.3247 |
| 0.2829 | 1.0888 | 760 | 0.5967 | 0.5021 | -0.5021 | 0.7073 | 1.0042 | -47.8204 | -36.9704 | -2.1858 | -2.3419 |
| 0.7007 | 1.1175 | 780 | 0.5845 | 0.4472 | -0.6834 | 0.7012 | 1.1306 | -47.9413 | -37.0070 | -2.1841 | -2.3406 |
| 0.4195 | 1.1461 | 800 | 0.5889 | 0.3344 | -0.7400 | 0.6646 | 1.0743 | -47.9790 | -37.0823 | -2.1829 | -2.3402 |
| 0.5674 | 1.1748 | 820 | 0.6098 | 0.1958 | -0.8943 | 0.6890 | 1.0901 | -48.0819 | -37.1747 | -2.1825 | -2.3397 |
| 0.3761 | 1.2034 | 840 | 0.5986 | 0.0432 | -0.9917 | 0.6585 | 1.0348 | -48.1468 | -37.2764 | -2.1704 | -2.3282 |
| 0.3679 | 1.2321 | 860 | 0.6030 | 0.0566 | -1.0274 | 0.6585 | 1.0841 | -48.1706 | -37.2674 | -2.1725 | -2.3296 |
| 0.5377 | 1.2607 | 880 | 0.6021 | 0.1168 | -0.9839 | 0.6768 | 1.1007 | -48.1416 | -37.2273 | -2.1751 | -2.3331 |
| 0.3405 | 1.2894 | 900 | 0.6064 | 0.2970 | -0.8893 | 0.7256 | 1.1864 | -48.0786 | -37.1072 | -2.1883 | -2.3479 |
| 0.1659 | 1.3181 | 920 | 0.6314 | 0.1824 | -0.8912 | 0.6524 | 1.0736 | -48.0798 | -37.1836 | -2.1828 | -2.3415 |
| 0.4237 | 1.3467 | 940 | 0.6102 | 0.2663 | -0.9341 | 0.7134 | 1.2004 | -48.1084 | -37.1276 | -2.1804 | -2.3382 |
| 0.3987 | 1.3754 | 960 | 0.6131 | 0.4488 | -0.8216 | 0.6768 | 1.2705 | -48.0334 | -37.0060 | -2.1947 | -2.3527 |
| 0.2087 | 1.4040 | 980 | 0.5906 | 0.4733 | -0.9328 | 0.7256 | 1.4061 | -48.1076 | -36.9896 | -2.2024 | -2.3630 |
| 0.3061 | 1.4327 | 1000 | 0.6170 | 0.1882 | -1.0420 | 0.7012 | 1.2302 | -48.1803 | -37.1797 | -2.1883 | -2.3474 |
| 0.2672 | 1.4613 | 1020 | 0.6116 | 0.1180 | -1.1792 | 0.7012 | 1.2972 | -48.2719 | -37.2265 | -2.1890 | -2.3493 |
| 0.3562 | 1.4900 | 1040 | 0.6018 | 0.2854 | -1.0265 | 0.6951 | 1.3119 | -48.1700 | -37.1149 | -2.2012 | -2.3613 |
| 0.3363 | 1.5186 | 1060 | 0.6195 | 0.3778 | -0.8765 | 0.6768 | 1.2543 | -48.0700 | -37.0533 | -2.2075 | -2.3676 |
| 0.3844 | 1.5473 | 1080 | 0.6089 | 0.1947 | -1.1531 | 0.7195 | 1.3478 | -48.2544 | -37.1754 | -2.1980 | -2.3588 |
| 0.4012 | 1.5759 | 1100 | 0.5956 | 0.1228 | -1.1446 | 0.6951 | 1.2675 | -48.2488 | -37.2233 | -2.1951 | -2.3560 |
| 0.327 | 1.6046 | 1120 | 0.6081 | 0.2826 | -1.0557 | 0.6646 | 1.3384 | -48.1895 | -37.1168 | -2.1960 | -2.3551 |
| 0.2342 | 1.6332 | 1140 | 0.6209 | 0.0370 | -1.3406 | 0.7073 | 1.3776 | -48.3794 | -37.2805 | -2.1911 | -2.3520 |
| 0.2669 | 1.6619 | 1160 | 0.6203 | 0.2179 | -1.2507 | 0.7012 | 1.4686 | -48.3195 | -37.1599 | -2.2000 | -2.3610 |
| 0.6199 | 1.6905 | 1180 | 0.6189 | 0.4441 | -0.9714 | 0.7073 | 1.4155 | -48.1333 | -37.0091 | -2.2058 | -2.3658 |
| 0.3065 | 1.7192 | 1200 | 0.6199 | 0.0421 | -1.3445 | 0.7073 | 1.3866 | -48.3820 | -37.2771 | -2.1932 | -2.3535 |
| 0.4585 | 1.7479 | 1220 | 0.6250 | 0.1468 | -1.1685 | 0.7012 | 1.3153 | -48.2647 | -37.2073 | -2.1939 | -2.3526 |
| 0.1956 | 1.7765 | 1240 | 0.6335 | 0.0356 | -1.3259 | 0.6951 | 1.3614 | -48.3696 | -37.2815 | -2.1912 | -2.3505 |
| 0.3968 | 1.8052 | 1260 | 0.6243 | -0.0324 | -1.3457 | 0.6829 | 1.3133 | -48.3828 | -37.3268 | -2.1853 | -2.3448 |
| 0.3171 | 1.8338 | 1280 | 0.6281 | 0.0291 | -1.3772 | 0.7195 | 1.4063 | -48.4038 | -37.2858 | -2.1849 | -2.3447 |
| 0.3697 | 1.8625 | 1300 | 0.6468 | -0.4073 | -1.8934 | 0.6951 | 1.4860 | -48.7479 | -37.5767 | -2.1688 | -2.3294 |
| 0.6919 | 1.8911 | 1320 | 0.6367 | 0.0682 | -1.3252 | 0.6890 | 1.3934 | -48.3691 | -37.2597 | -2.1928 | -2.3533 |
| 0.1672 | 1.9198 | 1340 | 0.6425 | 0.0594 | -1.2842 | 0.6585 | 1.3436 | -48.3418 | -37.2656 | -2.1903 | -2.3514 |
| 0.6577 | 1.9484 | 1360 | 0.6240 | 0.0020 | -1.4207 | 0.7195 | 1.4227 | -48.4328 | -37.3038 | -2.1917 | -2.3529 |
| 0.5993 | 1.9771 | 1380 | 0.6220 | 0.1529 | -1.2681 | 0.6951 | 1.4210 | -48.3311 | -37.2033 | -2.1972 | -2.3576 |
| 0.0986 | 2.0057 | 1400 | 0.6307 | 0.2365 | -1.1349 | 0.6585 | 1.3714 | -48.2423 | -37.1475 | -2.2010 | -2.3613 |
| 0.0338 | 2.0344 | 1420 | 0.6335 | -0.2288 | -1.7656 | 0.6951 | 1.5367 | -48.6627 | -37.4577 | -2.1787 | -2.3406 |
| 0.063 | 2.0630 | 1440 | 0.6207 | -0.2477 | -1.8723 | 0.7195 | 1.6246 | -48.7339 | -37.4703 | -2.1821 | -2.3447 |
| 0.0372 | 2.0917 | 1460 | 0.6302 | 0.3317 | -1.3680 | 0.7012 | 1.6997 | -48.3977 | -37.0840 | -2.2163 | -2.3790 |
| 0.0561 | 2.1203 | 1480 | 0.6379 | 0.0407 | -1.7830 | 0.7622 | 1.8238 | -48.6744 | -37.2780 | -2.1988 | -2.3621 |
| 0.0777 | 2.1490 | 1500 | 0.6513 | 0.1493 | -1.7175 | 0.75 | 1.8668 | -48.6307 | -37.2057 | -2.2097 | -2.3739 |
| 0.0742 | 2.1777 | 1520 | 0.6372 | 0.3690 | -1.5756 | 0.7134 | 1.9446 | -48.5361 | -37.0592 | -2.2211 | -2.3851 |
| 0.1014 | 2.2063 | 1540 | 0.6605 | -0.0006 | -1.8407 | 0.7012 | 1.8401 | -48.7128 | -37.3056 | -2.2063 | -2.3723 |
| 0.0559 | 2.2350 | 1560 | 0.6647 | -0.0007 | -1.9446 | 0.7134 | 1.9439 | -48.7821 | -37.3057 | -2.2099 | -2.3759 |
| 0.2224 | 2.2636 | 1580 | 0.6734 | 0.1503 | -1.7687 | 0.7073 | 1.9189 | -48.6648 | -37.2050 | -2.2196 | -2.3861 |
| 0.0762 | 2.2923 | 1600 | 0.6678 | 0.2905 | -1.6954 | 0.6951 | 1.9859 | -48.6160 | -37.1116 | -2.2357 | -2.4033 |
| 0.2452 | 2.3209 | 1620 | 0.6795 | 0.4962 | -1.5076 | 0.7317 | 2.0038 | -48.4907 | -36.9744 | -2.2440 | -2.4112 |
| 0.0354 | 2.3496 | 1640 | 0.6843 | 0.4023 | -1.6671 | 0.7134 | 2.0693 | -48.5971 | -37.0370 | -2.2475 | -2.4154 |
| 0.1987 | 2.3782 | 1660 | 0.6911 | 0.4904 | -1.6030 | 0.7073 | 2.0934 | -48.5544 | -36.9782 | -2.2530 | -2.4212 |
| 0.1498 | 2.4069 | 1680 | 0.7020 | 0.2536 | -1.8520 | 0.7195 | 2.1056 | -48.7204 | -37.1361 | -2.2406 | -2.4096 |
| 0.0617 | 2.4355 | 1700 | 0.7078 | 0.1642 | -2.0151 | 0.7012 | 2.1793 | -48.8291 | -37.1957 | -2.2341 | -2.4027 |
| 0.0721 | 2.4642 | 1720 | 0.7118 | -0.0325 | -2.0697 | 0.6707 | 2.0372 | -48.8655 | -37.3268 | -2.2306 | -2.3997 |
| 0.0521 | 2.4928 | 1740 | 0.7055 | -0.3331 | -2.4476 | 0.7073 | 2.1145 | -49.1174 | -37.5273 | -2.2059 | -2.3751 |
| 0.055 | 2.5215 | 1760 | 0.6997 | -0.3667 | -2.5408 | 0.7134 | 2.1741 | -49.1796 | -37.5496 | -2.2166 | -2.3868 |
| 0.0903 | 2.5501 | 1780 | 0.7113 | -0.2858 | -2.4486 | 0.7439 | 2.1628 | -49.1181 | -37.4957 | -2.2138 | -2.3836 |
| 0.0453 | 2.5788 | 1800 | 0.7051 | 0.2785 | -1.9874 | 0.75 | 2.2659 | -48.8106 | -37.1195 | -2.2511 | -2.4217 |
| 0.1064 | 2.6074 | 1820 | 0.7095 | 0.2406 | -1.9493 | 0.7439 | 2.1899 | -48.7852 | -37.1448 | -2.2445 | -2.4146 |
| 0.0386 | 2.6361 | 1840 | 0.7283 | -0.0103 | -2.1669 | 0.7439 | 2.1567 | -48.9303 | -37.3120 | -2.2272 | -2.3986 |
| 0.3008 | 2.6648 | 1860 | 0.7347 | -0.1451 | -2.3757 | 0.7378 | 2.2306 | -49.0695 | -37.4019 | -2.2140 | -2.3856 |
| 0.0656 | 2.6934 | 1880 | 0.7283 | 0.2229 | -2.0668 | 0.75 | 2.2897 | -48.8635 | -37.1566 | -2.2324 | -2.4039 |
| 0.0723 | 2.7221 | 1900 | 0.7282 | -0.1779 | -2.5250 | 0.7195 | 2.3471 | -49.1690 | -37.4238 | -2.2098 | -2.3811 |
| 0.1359 | 2.7507 | 1920 | 0.7192 | -0.0838 | -2.4250 | 0.75 | 2.3412 | -49.1024 | -37.3610 | -2.2228 | -2.3953 |
| 0.1302 | 2.7794 | 1940 | 0.7274 | -0.0127 | -2.4967 | 0.75 | 2.4840 | -49.1501 | -37.3137 | -2.2322 | -2.4044 |
| 0.1229 | 2.8080 | 1960 | 0.7108 | 0.0211 | -2.4790 | 0.7439 | 2.5001 | -49.1383 | -37.2911 | -2.2375 | -2.4091 |
| 0.1202 | 2.8367 | 1980 | 0.7250 | 0.1294 | -2.2904 | 0.7561 | 2.4199 | -49.0126 | -37.2189 | -2.2409 | -2.4113 |
| 0.057 | 2.8653 | 2000 | 0.7071 | 0.2988 | -2.1859 | 0.7439 | 2.4847 | -48.9429 | -37.1060 | -2.2570 | -2.4290 |
| 0.0959 | 2.8940 | 2020 | 0.7210 | 0.3411 | -2.0084 | 0.7561 | 2.3494 | -48.8246 | -37.0778 | -2.2583 | -2.4303 |
| 0.2817 | 2.9226 | 2040 | 0.7216 | 0.1300 | -2.2967 | 0.7378 | 2.4266 | -49.0168 | -37.2185 | -2.2406 | -2.4125 |
| 0.6541 | 2.9513 | 2060 | 0.7282 | 0.0017 | -2.4450 | 0.7378 | 2.4468 | -49.1157 | -37.3041 | -2.2387 | -2.4101 |
| 0.042 | 2.9799 | 2080 | 0.7077 | 0.0490 | -2.5035 | 0.7439 | 2.5525 | -49.1547 | -37.2725 | -2.2465 | -2.4188 |
| 0.0089 | 3.0086 | 2100 | 0.7133 | -0.0381 | -2.5231 | 0.75 | 2.4850 | -49.1677 | -37.3306 | -2.2352 | -2.4069 |
| 0.0721 | 3.0372 | 2120 | 0.7310 | -0.1357 | -2.6555 | 0.7195 | 2.5197 | -49.2560 | -37.3957 | -2.2350 | -2.4075 |
| 0.0125 | 3.0659 | 2140 | 0.7289 | 0.1899 | -2.4457 | 0.7622 | 2.6356 | -49.1161 | -37.1786 | -2.2545 | -2.4279 |
| 0.0297 | 3.0946 | 2160 | 0.7484 | 0.0728 | -2.6560 | 0.7439 | 2.7288 | -49.2563 | -37.2566 | -2.2537 | -2.4276 |
| 0.0237 | 3.1232 | 2180 | 0.7679 | 0.2225 | -2.5259 | 0.7378 | 2.7484 | -49.1696 | -37.1568 | -2.2724 | -2.4466 |
| 0.0084 | 3.1519 | 2200 | 0.7743 | 0.0334 | -2.7988 | 0.7317 | 2.8321 | -49.3515 | -37.2830 | -2.2704 | -2.4455 |
| 0.0071 | 3.1805 | 2220 | 0.7777 | 0.1805 | -2.7171 | 0.7622 | 2.8976 | -49.2971 | -37.1849 | -2.2821 | -2.4573 |
| 0.019 | 3.2092 | 2240 | 0.7602 | 0.1961 | -2.7390 | 0.7622 | 2.9350 | -49.3117 | -37.1745 | -2.2839 | -2.4598 |
| 0.0053 | 3.2378 | 2260 | 0.7749 | 0.4526 | -2.6596 | 0.7683 | 3.1122 | -49.2587 | -37.0034 | -2.3020 | -2.4783 |
| 0.0164 | 3.2665 | 2280 | 0.7822 | 0.3732 | -2.6889 | 0.7744 | 3.0621 | -49.2783 | -37.0564 | -2.3030 | -2.4798 |
| 0.0068 | 3.2951 | 2300 | 0.7899 | 0.0399 | -3.1333 | 0.7439 | 3.1732 | -49.5745 | -37.2786 | -2.2989 | -2.4764 |
| 0.0077 | 3.3238 | 2320 | 0.7887 | 0.1155 | -2.9342 | 0.7561 | 3.0497 | -49.4418 | -37.2282 | -2.2970 | -2.4759 |
| 0.0231 | 3.3524 | 2340 | 0.7947 | 0.1411 | -2.8551 | 0.7439 | 2.9963 | -49.3891 | -37.2111 | -2.3068 | -2.4853 |
| 0.0549 | 3.3811 | 2360 | 0.8034 | 0.2132 | -2.9557 | 0.7805 | 3.1689 | -49.4562 | -37.1630 | -2.3121 | -2.4900 |
| 0.0814 | 3.4097 | 2380 | 0.7907 | 0.2118 | -2.9652 | 0.7378 | 3.1770 | -49.4625 | -37.1640 | -2.3046 | -2.4826 |
| 0.0135 | 3.4384 | 2400 | 0.7899 | 0.0287 | -3.1253 | 0.7622 | 3.1540 | -49.5692 | -37.2860 | -2.2945 | -2.4723 |
| 0.0862 | 3.4670 | 2420 | 0.7882 | -0.3170 | -3.6215 | 0.7622 | 3.3045 | -49.9000 | -37.5165 | -2.2759 | -2.4542 |
| 0.0149 | 3.4957 | 2440 | 0.8006 | -0.5581 | -3.7738 | 0.7561 | 3.2157 | -50.0015 | -37.6772 | -2.2578 | -2.4357 |
| 0.0191 | 3.5244 | 2460 | 0.7836 | -0.4308 | -3.6489 | 0.7561 | 3.2181 | -49.9183 | -37.5924 | -2.2620 | -2.4399 |
| 0.0161 | 3.5530 | 2480 | 0.8380 | -0.1969 | -3.3682 | 0.7378 | 3.1712 | -49.7311 | -37.4365 | -2.2813 | -2.4603 |
| 0.0934 | 3.5817 | 2500 | 0.8258 | -0.0412 | -3.3281 | 0.7439 | 3.2869 | -49.7044 | -37.3326 | -2.2867 | -2.4660 |
| 0.0169 | 3.6103 | 2520 | 0.8328 | 0.1485 | -3.1268 | 0.7439 | 3.2753 | -49.5702 | -37.2062 | -2.2883 | -2.4670 |
| 0.0831 | 3.6390 | 2540 | 0.8336 | -0.0808 | -3.2812 | 0.7317 | 3.2004 | -49.6731 | -37.3591 | -2.2800 | -2.4587 |
| 0.2622 | 3.6676 | 2560 | 0.8307 | 0.2177 | -3.0623 | 0.7378 | 3.2800 | -49.5272 | -37.1601 | -2.2951 | -2.4736 |
| 0.0038 | 3.6963 | 2580 | 0.8253 | 0.1987 | -3.0051 | 0.75 | 3.2038 | -49.4891 | -37.1727 | -2.2973 | -2.4753 |
| 0.173 | 3.7249 | 2600 | 0.8292 | 0.1861 | -3.0668 | 0.7195 | 3.2529 | -49.5302 | -37.1811 | -2.3006 | -2.4795 |
| 0.1305 | 3.7536 | 2620 | 0.8336 | -0.2786 | -3.5522 | 0.7561 | 3.2735 | -49.8538 | -37.4909 | -2.2721 | -2.4511 |
| 0.0884 | 3.7822 | 2640 | 0.8450 | -0.4424 | -3.6805 | 0.7439 | 3.2381 | -49.9394 | -37.6001 | -2.2600 | -2.4389 |
| 0.0045 | 3.8109 | 2660 | 0.8323 | -0.2425 | -3.6836 | 0.7561 | 3.4412 | -49.9414 | -37.4668 | -2.2674 | -2.4463 |
| 0.0152 | 3.8395 | 2680 | 0.8460 | 0.0591 | -3.2821 | 0.7683 | 3.3412 | -49.6738 | -37.2658 | -2.2876 | -2.4676 |
| 0.0079 | 3.8682 | 2700 | 0.8276 | -0.0039 | -3.4071 | 0.7439 | 3.4032 | -49.7571 | -37.3078 | -2.2765 | -2.4552 |
| 0.1328 | 3.8968 | 2720 | 0.8264 | -0.0002 | -3.3186 | 0.7378 | 3.3184 | -49.6981 | -37.3053 | -2.2873 | -2.4683 |
| 0.0312 | 3.9255 | 2740 | 0.8063 | -0.0827 | -3.4566 | 0.7561 | 3.3739 | -49.7901 | -37.3603 | -2.2762 | -2.4554 |
| 0.0038 | 3.9542 | 2760 | 0.8245 | 0.0086 | -3.3572 | 0.75 | 3.3658 | -49.7238 | -37.2994 | -2.2894 | -2.4694 |
| 0.0096 | 3.9828 | 2780 | 0.8281 | -0.2458 | -3.5377 | 0.7439 | 3.2920 | -49.8442 | -37.4690 | -2.2806 | -2.4604 |
| 0.0019 | 4.0115 | 2800 | 0.8470 | -0.1289 | -3.4632 | 0.7561 | 3.3343 | -49.7945 | -37.3911 | -2.2872 | -2.4679 |
| 0.0037 | 4.0401 | 2820 | 0.8506 | -0.0267 | -3.5451 | 0.7622 | 3.5183 | -49.8491 | -37.3230 | -2.2949 | -2.4761 |
| 0.0041 | 4.0688 | 2840 | 0.8633 | -0.2368 | -3.8138 | 0.7317 | 3.5770 | -50.0282 | -37.4631 | -2.2923 | -2.4749 |
| 0.0013 | 4.0974 | 2860 | 0.8747 | -0.3139 | -3.9316 | 0.7561 | 3.6177 | -50.1067 | -37.5144 | -2.2942 | -2.4760 |
| 0.0027 | 4.1261 | 2880 | 0.8936 | -0.5221 | -4.1944 | 0.75 | 3.6724 | -50.2820 | -37.6532 | -2.2923 | -2.4744 |
| 0.0028 | 4.1547 | 2900 | 0.8900 | -0.4697 | -4.2019 | 0.75 | 3.7322 | -50.2870 | -37.6183 | -2.2950 | -2.4776 |
| 0.0026 | 4.1834 | 2920 | 0.8899 | -0.5699 | -4.3045 | 0.7256 | 3.7346 | -50.3554 | -37.6851 | -2.3000 | -2.4839 |
| 0.004 | 4.2120 | 2940 | 0.8926 | -0.4792 | -4.2045 | 0.75 | 3.7253 | -50.2887 | -37.6247 | -2.3152 | -2.4986 |
| 0.0022 | 4.2407 | 2960 | 0.9133 | -0.1876 | -4.0201 | 0.7378 | 3.8326 | -50.1658 | -37.4302 | -2.3286 | -2.5117 |
| 0.0015 | 4.2693 | 2980 | 0.9147 | -0.1140 | -3.9325 | 0.7622 | 3.8185 | -50.1073 | -37.3812 | -2.3393 | -2.5221 |
| 0.002 | 4.2980 | 3000 | 0.9264 | -0.1440 | -4.0713 | 0.7378 | 3.9274 | -50.1999 | -37.4012 | -2.3416 | -2.5263 |
| 0.0027 | 4.3266 | 3020 | 0.9465 | -0.2334 | -4.1554 | 0.7683 | 3.9220 | -50.2560 | -37.4608 | -2.3426 | -2.5273 |
| 0.0128 | 4.3553 | 3040 | 0.9607 | -0.3812 | -4.3053 | 0.75 | 3.9241 | -50.3559 | -37.5593 | -2.3323 | -2.5168 |
| 0.0092 | 4.3840 | 3060 | 0.9387 | -0.6329 | -4.7010 | 0.7622 | 4.0681 | -50.6197 | -37.7271 | -2.3207 | -2.5059 |
| 0.0009 | 4.4126 | 3080 | 0.9478 | -0.6562 | -4.7956 | 0.7561 | 4.1394 | -50.6827 | -37.7427 | -2.3221 | -2.5068 |
| 0.0047 | 4.4413 | 3100 | 0.9456 | -0.3176 | -4.6057 | 0.7561 | 4.2881 | -50.5561 | -37.5169 | -2.3561 | -2.5425 |
| 0.0033 | 4.4699 | 3120 | 0.9556 | -0.2730 | -4.4728 | 0.75 | 4.1998 | -50.4676 | -37.4872 | -2.3550 | -2.5408 |
| 0.0017 | 4.4986 | 3140 | 0.9745 | -0.3027 | -4.5593 | 0.75 | 4.2565 | -50.5252 | -37.5070 | -2.3487 | -2.5341 |
| 0.0009 | 4.5272 | 3160 | 0.9731 | -0.3404 | -4.5470 | 0.7561 | 4.2067 | -50.5170 | -37.5321 | -2.3525 | -2.5386 |
| 0.1341 | 4.5559 | 3180 | 0.9740 | -0.2885 | -4.5137 | 0.7805 | 4.2252 | -50.4948 | -37.4975 | -2.3507 | -2.5355 |
| 0.0139 | 4.5845 | 3200 | 0.9846 | -0.4084 | -4.6203 | 0.7439 | 4.2119 | -50.5659 | -37.5775 | -2.3554 | -2.5410 |
| 0.001 | 4.6132 | 3220 | 0.9964 | -0.4146 | -4.5785 | 0.7683 | 4.1639 | -50.5380 | -37.5816 | -2.3523 | -2.5390 |
| 0.0019 | 4.6418 | 3240 | 0.9914 | -0.3992 | -4.6578 | 0.7744 | 4.2586 | -50.5909 | -37.5713 | -2.3588 | -2.5460 |
| 0.0003 | 4.6705 | 3260 | 0.9859 | -0.4765 | -4.6712 | 0.7561 | 4.1947 | -50.5998 | -37.6229 | -2.3567 | -2.5430 |
| 0.0022 | 4.6991 | 3280 | 0.9858 | -0.5399 | -4.8405 | 0.75 | 4.3006 | -50.7127 | -37.6651 | -2.3437 | -2.5302 |
| 0.0016 | 4.7278 | 3300 | 0.9901 | -0.3900 | -4.7788 | 0.7561 | 4.3888 | -50.6715 | -37.5652 | -2.3604 | -2.5482 |
| 0.0015 | 4.7564 | 3320 | 0.9915 | -0.4472 | -4.7529 | 0.7439 | 4.3057 | -50.6543 | -37.6033 | -2.3556 | -2.5419 |
| 0.0068 | 4.7851 | 3340 | 1.0009 | -0.6228 | -4.8092 | 0.7683 | 4.1864 | -50.6918 | -37.7204 | -2.3566 | -2.5435 |
| 0.0435 | 4.8138 | 3360 | 0.9982 | -0.3929 | -4.6009 | 0.7561 | 4.2080 | -50.5529 | -37.5671 | -2.3650 | -2.5530 |
| 0.0041 | 4.8424 | 3380 | 1.0030 | -0.4106 | -4.7219 | 0.7378 | 4.3113 | -50.6336 | -37.5790 | -2.3571 | -2.5437 |
| 0.0031 | 4.8711 | 3400 | 0.9665 | -0.2183 | -4.4817 | 0.7683 | 4.2634 | -50.4735 | -37.4507 | -2.3633 | -2.5496 |
| 0.0008 | 4.8997 | 3420 | 0.9724 | -0.3910 | -4.5774 | 0.7622 | 4.1864 | -50.5373 | -37.5659 | -2.3572 | -2.5446 |
| 0.0019 | 4.9284 | 3440 | 0.9784 | -0.3079 | -4.5903 | 0.75 | 4.2823 | -50.5459 | -37.5105 | -2.3559 | -2.5432 |
| 0.0004 | 4.9570 | 3460 | 0.9802 | -0.4062 | -4.6542 | 0.7622 | 4.2479 | -50.5885 | -37.5760 | -2.3582 | -2.5461 |
| 0.0063 | 4.9857 | 3480 | 0.9698 | -0.3503 | -4.7231 | 0.75 | 4.3728 | -50.6344 | -37.5387 | -2.3594 | -2.5471 |
| 0.0013 | 5.0143 | 3500 | 0.9783 | -0.0355 | -4.3472 | 0.7439 | 4.3116 | -50.3838 | -37.3289 | -2.3741 | -2.5616 |
| 0.0051 | 5.0430 | 3520 | 0.9935 | -0.2275 | -4.5304 | 0.75 | 4.3029 | -50.5060 | -37.4569 | -2.3734 | -2.5612 |
| 0.0014 | 5.0716 | 3540 | 0.9793 | -0.4280 | -4.7133 | 0.7561 | 4.2854 | -50.6279 | -37.5905 | -2.3615 | -2.5493 |
| 0.0009 | 5.1003 | 3560 | 0.9986 | -0.5060 | -4.9080 | 0.7561 | 4.4020 | -50.7577 | -37.6425 | -2.3665 | -2.5552 |
| 0.0004 | 5.1289 | 3580 | 0.9914 | -0.5134 | -4.8579 | 0.7683 | 4.3445 | -50.7243 | -37.6474 | -2.3756 | -2.5645 |
| 0.0001 | 5.1576 | 3600 | 1.0033 | -0.2291 | -4.6954 | 0.75 | 4.4663 | -50.6160 | -37.4580 | -2.3894 | -2.5772 |
| 0.0009 | 5.1862 | 3620 | 1.0033 | -0.2055 | -4.7371 | 0.7683 | 4.5316 | -50.6438 | -37.4422 | -2.3936 | -2.5816 |
| 0.0008 | 5.2149 | 3640 | 1.0176 | -0.3229 | -4.8411 | 0.7439 | 4.5181 | -50.7131 | -37.5205 | -2.3866 | -2.5744 |
| 0.0005 | 5.2436 | 3660 | 1.0224 | -0.4097 | -4.9712 | 0.7622 | 4.5615 | -50.7998 | -37.5783 | -2.3865 | -2.5749 |
| 0.0003 | 5.2722 | 3680 | 1.0403 | -0.5507 | -5.1750 | 0.7744 | 4.6243 | -50.9357 | -37.6723 | -2.3794 | -2.5682 |
| 0.0005 | 5.3009 | 3700 | 1.0228 | -0.4905 | -5.1947 | 0.7805 | 4.7042 | -50.9488 | -37.6322 | -2.3795 | -2.5682 |
| 0.0006 | 5.3295 | 3720 | 1.0378 | -0.6007 | -5.2590 | 0.7683 | 4.6584 | -50.9917 | -37.7056 | -2.3796 | -2.5696 |
| 0.0005 | 5.3582 | 3740 | 1.0296 | -0.4368 | -5.1702 | 0.7622 | 4.7334 | -50.9325 | -37.5964 | -2.3879 | -2.5789 |
| 0.0007 | 5.3868 | 3760 | 1.0324 | -0.4259 | -5.1876 | 0.7683 | 4.7617 | -50.9441 | -37.5891 | -2.3880 | -2.5777 |
| 0.0072 | 5.4155 | 3780 | 1.0398 | -0.4193 | -5.1073 | 0.7683 | 4.6879 | -50.8905 | -37.5847 | -2.3883 | -2.5773 |
| 0.0002 | 5.4441 | 3800 | 1.0492 | -0.2759 | -5.0575 | 0.7805 | 4.7816 | -50.8574 | -37.4891 | -2.4041 | -2.5945 |
| 0.0002 | 5.4728 | 3820 | 1.0587 | -0.3267 | -5.1022 | 0.7622 | 4.7754 | -50.8871 | -37.5230 | -2.4098 | -2.6004 |
| 0.0005 | 5.5014 | 3840 | 1.0631 | -0.2539 | -5.1368 | 0.7561 | 4.8829 | -50.9102 | -37.4744 | -2.4090 | -2.5992 |
| 0.0002 | 5.5301 | 3860 | 1.0372 | -0.4144 | -5.2424 | 0.7744 | 4.8280 | -50.9807 | -37.5815 | -2.4013 | -2.5924 |
| 0.0004 | 5.5587 | 3880 | 1.0495 | -0.4714 | -5.3312 | 0.7561 | 4.8597 | -51.0398 | -37.6195 | -2.3924 | -2.5821 |
| 0.001 | 5.5874 | 3900 | 1.0486 | -0.4782 | -5.3662 | 0.7805 | 4.8880 | -51.0631 | -37.6240 | -2.3974 | -2.5880 |
| 0.001 | 5.6160 | 3920 | 1.0506 | -0.3607 | -5.2072 | 0.7744 | 4.8465 | -50.9571 | -37.5456 | -2.4071 | -2.5976 |
| 0.0006 | 5.6447 | 3940 | 1.0483 | -0.3132 | -5.1293 | 0.7378 | 4.8161 | -50.9052 | -37.5140 | -2.4116 | -2.6014 |
| 0.0005 | 5.6734 | 3960 | 1.0553 | -0.3917 | -5.2145 | 0.7439 | 4.8228 | -50.9620 | -37.5664 | -2.4092 | -2.5993 |
| 0.0013 | 5.7020 | 3980 | 1.0599 | -0.4594 | -5.3379 | 0.7805 | 4.8785 | -51.0443 | -37.6115 | -2.4045 | -2.5949 |
| 0.0005 | 5.7307 | 4000 | 1.0585 | -0.6683 | -5.4484 | 0.7683 | 4.7802 | -51.1180 | -37.7507 | -2.3965 | -2.5871 |
| 0.0051 | 5.7593 | 4020 | 1.0491 | -0.7331 | -5.5061 | 0.7744 | 4.7730 | -51.1564 | -37.7939 | -2.4022 | -2.5943 |
| 0.0011 | 5.7880 | 4040 | 1.0520 | -0.5599 | -5.5201 | 0.7683 | 4.9602 | -51.1657 | -37.6785 | -2.4005 | -2.5917 |
| 0.0013 | 5.8166 | 4060 | 1.0609 | -0.5051 | -5.4035 | 0.75 | 4.8985 | -51.0880 | -37.6419 | -2.4058 | -2.5975 |
| 0.0018 | 5.8453 | 4080 | 1.0655 | -0.5281 | -5.4475 | 0.7683 | 4.9194 | -51.1173 | -37.6572 | -2.4031 | -2.5946 |
| 0.0005 | 5.8739 | 4100 | 1.0503 | -0.4433 | -5.3728 | 0.75 | 4.9295 | -51.0676 | -37.6007 | -2.4080 | -2.6002 |
| 0.0002 | 5.9026 | 4120 | 1.0647 | -0.5539 | -5.4257 | 0.7744 | 4.8718 | -51.1028 | -37.6744 | -2.4030 | -2.5951 |
| 0.0003 | 5.9312 | 4140 | 1.0795 | -0.6022 | -5.4344 | 0.7622 | 4.8321 | -51.1086 | -37.7067 | -2.3998 | -2.5919 |
| 0.0006 | 5.9599 | 4160 | 1.0599 | -0.5806 | -5.4356 | 0.7622 | 4.8550 | -51.1094 | -37.6923 | -2.3980 | -2.5898 |
| 0.0008 | 5.9885 | 4180 | 1.0733 | -0.4986 | -5.4546 | 0.7561 | 4.9560 | -51.1221 | -37.6376 | -2.4061 | -2.5986 |
| 0.0002 | 6.0172 | 4200 | 1.0704 | -0.5107 | -5.4161 | 0.7622 | 4.9054 | -51.0964 | -37.6457 | -2.4134 | -2.6052 |
| 0.0001 | 6.0458 | 4220 | 1.0739 | -0.5080 | -5.4632 | 0.75 | 4.9552 | -51.1278 | -37.6439 | -2.4164 | -2.6087 |
| 0.0006 | 6.0745 | 4240 | 1.0734 | -0.4802 | -5.4571 | 0.7622 | 4.9769 | -51.1237 | -37.6253 | -2.4160 | -2.6087 |
| 0.0003 | 6.1032 | 4260 | 1.0684 | -0.4813 | -5.4922 | 0.7622 | 5.0109 | -51.1472 | -37.6260 | -2.4203 | -2.6129 |
| 0.0001 | 6.1318 | 4280 | 1.0806 | -0.4602 | -5.5021 | 0.7439 | 5.0419 | -51.1538 | -37.6120 | -2.4205 | -2.6129 |
| 0.0003 | 6.1605 | 4300 | 1.0743 | -0.4804 | -5.4534 | 0.7439 | 4.9730 | -51.1213 | -37.6255 | -2.4226 | -2.6156 |
| 0.0002 | 6.1891 | 4320 | 1.0910 | -0.4338 | -5.4512 | 0.7805 | 5.0173 | -51.1198 | -37.5944 | -2.4259 | -2.6187 |
| 0.0002 | 6.2178 | 4340 | 1.1028 | -0.4035 | -5.4744 | 0.7561 | 5.0709 | -51.1353 | -37.5742 | -2.4228 | -2.6155 |
| 0.0002 | 6.2464 | 4360 | 1.0730 | -0.3543 | -5.4536 | 0.7683 | 5.0993 | -51.1214 | -37.5414 | -2.4284 | -2.6212 |
| 0.0002 | 6.2751 | 4380 | 1.0913 | -0.3756 | -5.4334 | 0.7378 | 5.0578 | -51.1079 | -37.5556 | -2.4294 | -2.6227 |
| 0.0002 | 6.3037 | 4400 | 1.0897 | -0.4736 | -5.5099 | 0.7378 | 5.0363 | -51.1590 | -37.6209 | -2.4300 | -2.6230 |
| 0.0003 | 6.3324 | 4420 | 1.1019 | -0.5148 | -5.5269 | 0.7439 | 5.0122 | -51.1703 | -37.6484 | -2.4225 | -2.6153 |
| 0.0001 | 6.3610 | 4440 | 1.0869 | -0.4746 | -5.6385 | 0.7744 | 5.1639 | -51.2447 | -37.6216 | -2.4261 | -2.6193 |
| 0.0002 | 6.3897 | 4460 | 1.0844 | -0.4900 | -5.6492 | 0.7561 | 5.1592 | -51.2518 | -37.6318 | -2.4273 | -2.6204 |
| 0.0001 | 6.4183 | 4480 | 1.0832 | -0.4725 | -5.6053 | 0.7622 | 5.1328 | -51.2226 | -37.6202 | -2.4249 | -2.6183 |
| 0.0001 | 6.4470 | 4500 | 1.0951 | -0.4556 | -5.6636 | 0.7683 | 5.2080 | -51.2614 | -37.6089 | -2.4292 | -2.6222 |
| 0.0 | 6.4756 | 4520 | 1.0866 | -0.5072 | -5.6601 | 0.7805 | 5.1529 | -51.2591 | -37.6433 | -2.4246 | -2.6164 |
| 0.0002 | 6.5043 | 4540 | 1.0916 | -0.4715 | -5.7196 | 0.7683 | 5.2481 | -51.2988 | -37.6195 | -2.4297 | -2.6236 |
| 0.0009 | 6.5330 | 4560 | 1.0964 | -0.4816 | -5.6407 | 0.7622 | 5.1591 | -51.2461 | -37.6263 | -2.4245 | -2.6171 |
| 0.0002 | 6.5616 | 4580 | 1.1214 | -0.4599 | -5.6562 | 0.7561 | 5.1962 | -51.2565 | -37.6118 | -2.4333 | -2.6261 |
| 0.0002 | 6.5903 | 4600 | 1.1098 | -0.4649 | -5.7015 | 0.7744 | 5.2366 | -51.2867 | -37.6151 | -2.4341 | -2.6274 |
| 0.0004 | 6.6189 | 4620 | 1.1121 | -0.5644 | -5.7521 | 0.7622 | 5.1877 | -51.3204 | -37.6815 | -2.4334 | -2.6263 |
| 0.0 | 6.6476 | 4640 | 1.1109 | -0.4577 | -5.6589 | 0.7622 | 5.2012 | -51.2583 | -37.6103 | -2.4342 | -2.6273 |
| 0.0004 | 6.6762 | 4660 | 1.1142 | -0.4737 | -5.6591 | 0.7561 | 5.1854 | -51.2584 | -37.6210 | -2.4339 | -2.6276 |
| 0.0002 | 6.7049 | 4680 | 1.1061 | -0.5055 | -5.7155 | 0.7561 | 5.2100 | -51.2960 | -37.6422 | -2.4306 | -2.6235 |
| 0.0002 | 6.7335 | 4700 | 1.0880 | -0.4853 | -5.6204 | 0.75 | 5.1352 | -51.2326 | -37.6287 | -2.4356 | -2.6296 |
| 0.0002 | 6.7622 | 4720 | 1.1035 | -0.5173 | -5.6735 | 0.7622 | 5.1563 | -51.2680 | -37.6500 | -2.4328 | -2.6259 |
| 0.0003 | 6.7908 | 4740 | 1.1121 | -0.4845 | -5.6930 | 0.7439 | 5.2086 | -51.2810 | -37.6282 | -2.4305 | -2.6240 |
| 0.0002 | 6.8195 | 4760 | 1.1118 | -0.4717 | -5.6904 | 0.7378 | 5.2187 | -51.2793 | -37.6197 | -2.4357 | -2.6295 |
| 0.0005 | 6.8481 | 4780 | 1.1005 | -0.5040 | -5.7272 | 0.7866 | 5.2232 | -51.3038 | -37.6412 | -2.4367 | -2.6293 |
| 0.0015 | 6.8768 | 4800 | 1.1215 | -0.5113 | -5.7074 | 0.7561 | 5.1961 | -51.2906 | -37.6460 | -2.4320 | -2.6248 |
| 0.0004 | 6.9054 | 4820 | 1.1107 | -0.4717 | -5.6918 | 0.7561 | 5.2200 | -51.2802 | -37.6197 | -2.4320 | -2.6256 |
| 0.0003 | 6.9341 | 4840 | 1.1153 | -0.5086 | -5.7519 | 0.75 | 5.2433 | -51.3203 | -37.6442 | -2.4312 | -2.6243 |
| 0.0005 | 6.9628 | 4860 | 1.1147 | -0.5398 | -5.7740 | 0.7561 | 5.2341 | -51.3350 | -37.6651 | -2.4292 | -2.6225 |
| 0.0003 | 6.9914 | 4880 | 1.1151 | -0.4804 | -5.7762 | 0.7683 | 5.2958 | -51.3365 | -37.6255 | -2.4291 | -2.6220 |
| 0.0001 | 7.0201 | 4900 | 1.1117 | -0.5175 | -5.7645 | 0.7439 | 5.2469 | -51.3287 | -37.6502 | -2.4347 | -2.6280 |
| 0.0002 | 7.0487 | 4920 | 1.1236 | -0.5374 | -5.8409 | 0.7561 | 5.3035 | -51.3796 | -37.6634 | -2.4315 | -2.6250 |
| 0.0002 | 7.0774 | 4940 | 1.1032 | -0.5376 | -5.7386 | 0.7561 | 5.2010 | -51.3114 | -37.6636 | -2.4378 | -2.6317 |
| 0.0001 | 7.1060 | 4960 | 1.1131 | -0.5442 | -5.8413 | 0.75 | 5.2971 | -51.3799 | -37.6680 | -2.4334 | -2.6275 |
| 0.0001 | 7.1347 | 4980 | 1.1208 | -0.5429 | -5.7231 | 0.7683 | 5.1802 | -51.3011 | -37.6671 | -2.4385 | -2.6326 |
| 0.0003 | 7.1633 | 5000 | 1.0966 | -0.5211 | -5.7483 | 0.7561 | 5.2273 | -51.3179 | -37.6526 | -2.4344 | -2.6286 |
| 0.0001 | 7.1920 | 5020 | 1.1016 | -0.5223 | -5.7960 | 0.7561 | 5.2737 | -51.3497 | -37.6534 | -2.4340 | -2.6274 |
| 0.0003 | 7.2206 | 5040 | 1.1043 | -0.4846 | -5.8107 | 0.7622 | 5.3261 | -51.3595 | -37.6283 | -2.4340 | -2.6278 |
| 0.0001 | 7.2493 | 5060 | 1.1027 | -0.5569 | -5.8161 | 0.7439 | 5.2592 | -51.3631 | -37.6765 | -2.4315 | -2.6248 |
| 0.0002 | 7.2779 | 5080 | 1.1172 | -0.5091 | -5.6916 | 0.7622 | 5.1825 | -51.2801 | -37.6446 | -2.4367 | -2.6307 |
| 0.0001 | 7.3066 | 5100 | 1.1024 | -0.4273 | -5.7785 | 0.75 | 5.3512 | -51.3380 | -37.5901 | -2.4370 | -2.6312 |
| 0.0001 | 7.3352 | 5120 | 1.1125 | -0.5374 | -5.7627 | 0.7744 | 5.2253 | -51.3275 | -37.6634 | -2.4369 | -2.6304 |
| 0.0001 | 7.3639 | 5140 | 1.1132 | -0.5510 | -5.7399 | 0.75 | 5.1889 | -51.3123 | -37.6725 | -2.4394 | -2.6336 |
| 0.0002 | 7.3926 | 5160 | 1.1260 | -0.5236 | -5.7101 | 0.7622 | 5.1865 | -51.2924 | -37.6542 | -2.4368 | -2.6302 |
| 0.0001 | 7.4212 | 5180 | 1.1230 | -0.5582 | -5.7407 | 0.7622 | 5.1825 | -51.3128 | -37.6773 | -2.4317 | -2.6248 |
| 0.0002 | 7.4499 | 5200 | 1.1276 | -0.4874 | -5.7521 | 0.7561 | 5.2648 | -51.3204 | -37.6301 | -2.4420 | -2.6360 |
| 0.0002 | 7.4785 | 5220 | 1.1213 | -0.5305 | -5.7599 | 0.75 | 5.2294 | -51.3256 | -37.6589 | -2.4400 | -2.6343 |
| 0.0002 | 7.5072 | 5240 | 1.1124 | -0.5311 | -5.8026 | 0.7561 | 5.2716 | -51.3541 | -37.6592 | -2.4364 | -2.6296 |
| 0.0002 | 7.5358 | 5260 | 1.0987 | -0.5151 | -5.8600 | 0.7683 | 5.3449 | -51.3924 | -37.6486 | -2.4374 | -2.6315 |
| 0.0003 | 7.5645 | 5280 | 1.1274 | -0.5296 | -5.7695 | 0.7683 | 5.2399 | -51.3320 | -37.6583 | -2.4365 | -2.6296 |
| 0.0001 | 7.5931 | 5300 | 1.1037 | -0.5168 | -5.8267 | 0.75 | 5.3099 | -51.3701 | -37.6497 | -2.4417 | -2.6353 |
| 0.0002 | 7.6218 | 5320 | 1.1130 | -0.5122 | -5.7933 | 0.7622 | 5.2811 | -51.3479 | -37.6467 | -2.4371 | -2.6304 |
| 0.0001 | 7.6504 | 5340 | 1.1096 | -0.5304 | -5.8626 | 0.7622 | 5.3322 | -51.3941 | -37.6588 | -2.4390 | -2.6329 |
| 0.0002 | 7.6791 | 5360 | 1.1134 | -0.5563 | -5.7787 | 0.7683 | 5.2225 | -51.3382 | -37.6761 | -2.4387 | -2.6325 |
| 0.0001 | 7.7077 | 5380 | 1.1191 | -0.4964 | -5.7361 | 0.7805 | 5.2397 | -51.3098 | -37.6361 | -2.4442 | -2.6387 |
| 0.0001 | 7.7364 | 5400 | 1.1221 | -0.5278 | -5.8344 | 0.7561 | 5.3066 | -51.3753 | -37.6571 | -2.4389 | -2.6327 |
| 0.0001 | 7.7650 | 5420 | 1.1255 | -0.4974 | -5.7959 | 0.7439 | 5.2986 | -51.3496 | -37.6368 | -2.4378 | -2.6311 |
| 0.0002 | 7.7937 | 5440 | 1.1317 | -0.5313 | -5.8578 | 0.7683 | 5.3266 | -51.3909 | -37.6594 | -2.4405 | -2.6341 |
| 0.0002 | 7.8223 | 5460 | 1.1171 | -0.5022 | -5.7745 | 0.75 | 5.2723 | -51.3353 | -37.6400 | -2.4417 | -2.6355 |
| 0.0001 | 7.8510 | 5480 | 1.1041 | -0.5059 | -5.8136 | 0.7683 | 5.3077 | -51.3614 | -37.6424 | -2.4416 | -2.6356 |
| 0.0001 | 7.8797 | 5500 | 1.1202 | -0.4504 | -5.6939 | 0.7561 | 5.2434 | -51.2816 | -37.6055 | -2.4399 | -2.6339 |
| 0.0001 | 7.9083 | 5520 | 1.1202 | -0.5155 | -5.7020 | 0.7561 | 5.1865 | -51.2870 | -37.6488 | -2.4392 | -2.6333 |
| 0.0002 | 7.9370 | 5540 | 1.1255 | -0.4878 | -5.8076 | 0.7683 | 5.3198 | -51.3574 | -37.6304 | -2.4410 | -2.6350 |
| 0.0001 | 7.9656 | 5560 | 1.1222 | -0.4668 | -5.8181 | 0.7683 | 5.3513 | -51.3644 | -37.6164 | -2.4407 | -2.6347 |
| 0.0008 | 7.9943 | 5580 | 1.1130 | -0.4448 | -5.8140 | 0.7622 | 5.3692 | -51.3617 | -37.6017 | -2.4410 | -2.6351 |
Framework versions
- Transformers 4.45.2
- Pytorch 2.5.1+cu121
- Datasets 3.5.0
- Tokenizers 0.20.3
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