This model is a fine-tuned version of facebook/esm2_t30_150M_UR50D, developed as part of the work presented in “PepBenchmark: A Standardized Benchmark for Peptide Machine Learning” (ICLR 2026). It is trained on a large-scale dataset of 2 million peptide sequences. (see https://huggingface.co/datasets/jiahuizhang/pepbenchmark_pretrain_data)
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0004
- train_batch_size: 512
- eval_batch_size: 512
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- total_train_batch_size: 4096
- total_eval_batch_size: 4096
- optimizer: Use adamw_torch with betas=(0.9,0.98) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 2000
- num_epochs: 500
- run_name: fine1
Training results
The table below summarizes the training and validation performance at different checkpoints:
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Perplexity |
|---|---|---|---|---|---|
| 2.3595 | 0.8503 | 500 | 2.3549 | 0.2887 | 10.5375 |
| 2.3282 | 1.7007 | 1000 | 2.3294 | 0.2962 | 10.2723 |
| 2.3147 | 2.5510 | 1500 | 2.3157 | 0.3005 | 10.1320 |
| 2.3021 | 3.4014 | 2000 | 2.3062 | 0.3036 | 10.0361 |
| 2.2904 | 4.2517 | 2500 | 2.2959 | 0.3066 | 9.9330 |
| 2.2767 | 5.1020 | 3000 | 2.2861 | 0.3098 | 9.8365 |
| 2.2684 | 5.9524 | 3500 | 2.2735 | 0.3136 | 9.7136 |
| 2.2581 | 6.8027 | 4000 | 2.2663 | 0.3157 | 9.6435 |
| 2.2513 | 7.6531 | 4500 | 2.2587 | 0.3182 | 9.5710 |
| 2.24 | 8.5034 | 5000 | 2.2535 | 0.3199 | 9.5211 |
| 2.2288 | 9.3537 | 5500 | 2.2444 | 0.3224 | 9.4348 |
| 2.2228 | 10.2041 | 6000 | 2.2415 | 0.3233 | 9.4074 |
| 2.2194 | 11.0544 | 6500 | 2.2372 | 0.3248 | 9.3667 |
| 2.2125 | 11.9048 | 7000 | 2.2355 | 0.3256 | 9.3516 |
| 2.2067 | 12.7551 | 7500 | 2.2240 | 0.3291 | 9.2447 |
| 2.2017 | 13.6054 | 8000 | 2.2244 | 0.3285 | 9.2483 |
| 2.1937 | 14.4558 | 8500 | 2.2253 | 0.3284 | 9.2563 |
| 2.1845 | 15.3061 | 9000 | 2.2147 | 0.3320 | 9.1585 |
| 2.1794 | 16.1565 | 9500 | 2.2105 | 0.3328 | 9.1204 |
| 2.177 | 17.0068 | 10000 | 2.2079 | 0.3341 | 9.0967 |
| 2.177 | 17.8571 | 10500 | 2.2077 | 0.3340 | 9.0948 |
| 2.1727 | 18.7075 | 11000 | 2.2042 | 0.3349 | 9.0630 |
| 2.1679 | 19.5578 | 11500 | 2.2041 | 0.3355 | 9.0617 |
| 2.163 | 20.4082 | 12000 | 2.1999 | 0.3361 | 9.0240 |
| 2.1554 | 21.2585 | 12500 | 2.1994 | 0.3365 | 9.0192 |
| 2.1556 | 22.1088 | 13000 | 2.1957 | 0.3378 | 8.9860 |
| 2.1519 | 22.9592 | 13500 | 2.1915 | 0.3389 | 8.9487 |
| 2.1517 | 23.8095 | 14000 | 2.1896 | 0.3395 | 8.9319 |
| 2.147 | 24.6599 | 14500 | 2.1875 | 0.3401 | 8.9132 |
| 2.1392 | 25.5102 | 15000 | 2.1856 | 0.3408 | 8.8964 |
| 2.1363 | 26.3605 | 15500 | 2.1841 | 0.3412 | 8.8823 |
| 2.1332 | 27.2109 | 16000 | 2.1847 | 0.3410 | 8.8881 |
| 2.1332 | 28.0612 | 16500 | 2.1818 | 0.3421 | 8.8624 |
| 2.1314 | 28.9116 | 17000 | 2.1775 | 0.3435 | 8.8240 |
| 2.1287 | 29.7619 | 17500 | 2.1738 | 0.3445 | 8.7918 |
| 2.1253 | 30.6122 | 18000 | 2.1767 | 0.3441 | 8.8171 |
| 2.1172 | 31.4626 | 18500 | 2.1746 | 0.3444 | 8.7984 |
| 2.1185 | 32.3129 | 19000 | 2.1728 | 0.3448 | 8.7829 |
| 2.1103 | 33.1633 | 19500 | 2.1708 | 0.3458 | 8.7655 |
| 2.1149 | 34.0136 | 20000 | 2.1706 | 0.3455 | 8.7632 |
| 2.1089 | 34.8639 | 20500 | 2.1684 | 0.3462 | 8.7441 |
| 2.1088 | 35.7143 | 21000 | 2.1695 | 0.3462 | 8.7543 |
| 2.1053 | 36.5646 | 21500 | 2.1639 | 0.3477 | 8.7054 |
| 2.0983 | 37.4150 | 22000 | 2.1638 | 0.3481 | 8.7039 |
| 2.0966 | 38.2653 | 22500 | 2.1639 | 0.3479 | 8.7051 |
| 2.0955 | 39.1156 | 23000 | 2.1662 | 0.3474 | 8.7252 |
| 2.0997 | 39.9660 | 23500 | 2.1595 | 0.3492 | 8.6672 |
| 2.09 | 40.8163 | 24000 | 2.1602 | 0.3486 | 8.6729 |
| 2.091 | 41.6667 | 24500 | 2.1557 | 0.3505 | 8.6343 |
| 2.0868 | 42.5170 | 25000 | 2.1585 | 0.3498 | 8.6581 |
| 2.0851 | 43.3673 | 25500 | 2.1567 | 0.3494 | 8.6426 |
| 2.0819 | 44.2177 | 26000 | 2.1595 | 0.3491 | 8.6667 |
| 2.0791 | 45.0680 | 26500 | 2.1561 | 0.3502 | 8.6377 |
| 2.0837 | 45.9184 | 27000 | 2.1523 | 0.3511 | 8.6044 |
| 2.0813 | 46.7687 | 27500 | 2.1519 | 0.3514 | 8.6008 |
| 2.0707 | 47.6190 | 28000 | 2.1513 | 0.3519 | 8.5964 |
| 2.0737 | 48.4694 | 28500 | 2.1491 | 0.3532 | 8.5771 |
| 2.066 | 49.3197 | 29000 | 2.1513 | 0.3520 | 8.5964 |
| 2.0641 | 50.1701 | 29500 | 2.1451 | 0.3539 | 8.5428 |
| 2.0639 | 51.0204 | 30000 | 2.1497 | 0.3528 | 8.5823 |
| 2.0648 | 51.8707 | 30500 | 2.1466 | 0.3537 | 8.5559 |
| 2.0623 | 52.7211 | 31000 | 2.1449 | 0.3538 | 8.5410 |
| 2.0568 | 53.5714 | 31500 | 2.1457 | 0.3536 | 8.5479 |
| 2.0588 | 54.4218 | 32000 | 2.1438 | 0.3546 | 8.5316 |
| 2.0525 | 55.2721 | 32500 | 2.1462 | 0.3539 | 8.5525 |
| 2.0504 | 56.1224 | 33000 | 2.1417 | 0.3549 | 8.5140 |
| 2.0547 | 56.9728 | 33500 | 2.1426 | 0.3548 | 8.5216 |
| 2.0531 | 57.8231 | 34000 | 2.1407 | 0.3552 | 8.5053 |
| 2.0486 | 58.6735 | 34500 | 2.1389 | 0.3560 | 8.4900 |
| 2.0436 | 59.5238 | 35000 | 2.1385 | 0.3558 | 8.4865 |
| 2.0385 | 60.3741 | 35500 | 2.1414 | 0.3555 | 8.5114 |
| 2.0358 | 61.2245 | 36000 | 2.1383 | 0.3561 | 8.4851 |
| 2.0422 | 62.0748 | 36500 | 2.1378 | 0.3567 | 8.4806 |
| 2.039 | 62.9252 | 37000 | 2.1378 | 0.3564 | 8.4804 |
| 2.037 | 63.7755 | 37500 | 2.1374 | 0.3564 | 8.4770 |
| 2.0324 | 64.6259 | 38000 | 2.1404 | 0.3553 | 8.5027 |
| 2.0329 | 65.4762 | 38500 | 2.1372 | 0.3567 | 8.4758 |
| 2.0281 | 66.3265 | 39000 | 2.1390 | 0.3560 | 8.4905 |
| 2.0219 | 67.1769 | 39500 | 2.1352 | 0.3571 | 8.4591 |
| 2.0249 | 68.0272 | 40000 | 2.1336 | 0.3580 | 8.4454 |
| 2.0265 | 68.8776 | 40500 | 2.1380 | 0.3570 | 8.4821 |
| 2.0244 | 69.7279 | 41000 | 2.1352 | 0.3575 | 8.4590 |
| 2.0191 | 70.5782 | 41500 | 2.1324 | 0.3582 | 8.4353 |
| 2.0182 | 71.4286 | 42000 | 2.1323 | 0.3582 | 8.4345 |
| 2.0138 | 72.2789 | 42500 | 2.1362 | 0.3574 | 8.4675 |
| 2.012 | 73.1293 | 43000 | 2.1355 | 0.3581 | 8.4611 |
| 2.0164 | 73.9796 | 43500 | 2.1324 | 0.3585 | 8.4353 |
| 2.013 | 74.8299 | 44000 | 2.1289 | 0.3599 | 8.4053 |
| 2.0115 | 75.6803 | 44500 | 2.1273 | 0.3601 | 8.3919 |
| 2.0094 | 76.5306 | 45000 | 2.1277 | 0.3601 | 8.3956 |
| 2.002 | 77.3810 | 45500 | 2.1294 | 0.3598 | 8.4097 |
| 2.0004 | 78.2313 | 46000 | 2.1289 | 0.3599 | 8.4056 |
| 1.9998 | 79.0816 | 46500 | 2.1295 | 0.3601 | 8.4106 |
| 2.0051 | 79.9320 | 47000 | 2.1289 | 0.3600 | 8.4054 |
| 2.0004 | 80.7823 | 47500 | 2.1254 | 0.3607 | 8.3764 |
| 1.9984 | 81.6327 | 48000 | 2.1267 | 0.3613 | 8.3870 |
| 1.9961 | 82.4830 | 48500 | 2.1272 | 0.3604 | 8.3915 |
| 1.9919 | 83.3333 | 49000 | 2.1244 | 0.3613 | 8.3678 |
| 1.9862 | 84.1837 | 49500 | 2.1257 | 0.3609 | 8.3791 |
| 1.993 | 85.0340 | 50000 | 2.1231 | 0.3623 | 8.3571 |
| 1.9912 | 85.8844 | 50500 | 2.1270 | 0.3603 | 8.3897 |
| 1.9892 | 86.7347 | 51000 | 2.1229 | 0.3624 | 8.3552 |
| 1.9866 | 87.5850 | 51500 | 2.1253 | 0.3615 | 8.3752 |
| 1.9803 | 88.4354 | 52000 | 2.1230 | 0.3618 | 8.3565 |
| 1.9814 | 89.2857 | 52500 | 2.1218 | 0.3626 | 8.3464 |
| 1.978 | 90.1361 | 53000 | 2.1209 | 0.3627 | 8.3382 |
| 1.9845 | 90.9864 | 53500 | 2.1224 | 0.3621 | 8.3514 |
| 1.9805 | 91.8367 | 54000 | 2.1203 | 0.3633 | 8.3337 |
| 1.9776 | 92.6871 | 54500 | 2.1211 | 0.3632 | 8.3405 |
| 1.9746 | 93.5374 | 55000 | 2.1218 | 0.3625 | 8.3461 |
| 1.9689 | 94.3878 | 55500 | 2.1207 | 0.3625 | 8.3371 |
| 1.9707 | 95.2381 | 56000 | 2.1214 | 0.3628 | 8.3430 |
| 1.9696 | 96.0884 | 56500 | 2.1216 | 0.3624 | 8.3442 |
| 1.9726 | 96.9388 | 57000 | 2.1179 | 0.3636 | 8.3135 |
| 1.9718 | 97.7891 | 57500 | 2.1210 | 0.3629 | 8.3395 |
| 1.9652 | 98.6395 | 58000 | 2.1180 | 0.3641 | 8.3145 |
| 1.9656 | 99.4898 | 58500 | 2.1193 | 0.3637 | 8.3257 |
| 1.9599 | 100.3401 | 59000 | 2.1245 | 0.3620 | 8.3686 |
| 1.9572 | 101.1905 | 59500 | 2.1211 | 0.3631 | 8.3407 |
| 1.9631 | 102.0408 | 60000 | 2.1181 | 0.3640 | 8.3153 |
| 1.9614 | 102.8912 | 60500 | 2.1188 | 0.3637 | 8.3213 |
| 1.9601 | 103.7415 | 61000 | 2.1184 | 0.3636 | 8.3180 |
| 1.9583 | 104.5918 | 61500 | 2.1184 | 0.3639 | 8.3179 |
| 1.9525 | 105.4422 | 62000 | 2.1183 | 0.3641 | 8.3168 |
| 1.9486 | 106.2925 | 62500 | 2.1158 | 0.3650 | 8.2959 |
| 1.948 | 107.1429 | 63000 | 2.1184 | 0.3642 | 8.3177 |
| 1.9561 | 107.9932 | 63500 | 2.1162 | 0.3643 | 8.2993 |
| 1.9498 | 108.8435 | 64000 | 2.1157 | 0.3652 | 8.2951 |
| 1.9515 | 109.6939 | 64500 | 2.1180 | 0.3642 | 8.3146 |
| 1.9457 | 110.5442 | 65000 | 2.1153 | 0.3654 | 8.2918 |
| 1.9408 | 111.3946 | 65500 | 2.1161 | 0.3651 | 8.2986 |
| 1.9368 | 112.2449 | 66000 | 2.1147 | 0.3658 | 8.2869 |
| 1.9399 | 113.0952 | 66500 | 2.1160 | 0.3647 | 8.2978 |
| 1.9439 | 113.9456 | 67000 | 2.1170 | 0.3647 | 8.3060 |
| 1.9413 | 114.7959 | 67500 | 2.1152 | 0.3651 | 8.2916 |
| 1.9423 | 115.6463 | 68000 | 2.1137 | 0.3663 | 8.2789 |
| 1.9358 | 116.4966 | 68500 | 2.1130 | 0.3666 | 8.2727 |
| 1.9329 | 117.3469 | 69000 | 2.1179 | 0.3646 | 8.3140 |
| 1.9263 | 118.1973 | 69500 | 2.1110 | 0.3669 | 8.2568 |
| 1.9347 | 119.0476 | 70000 | 2.1151 | 0.3661 | 8.2902 |
| 1.9313 | 119.8980 | 70500 | 2.1108 | 0.3663 | 8.2548 |
| 1.9333 | 120.7483 | 71000 | 2.1179 | 0.3650 | 8.3134 |
| 1.9285 | 121.5986 | 71500 | 2.1124 | 0.3665 | 8.2681 |
| 1.9262 | 122.4490 | 72000 | 2.1140 | 0.3666 | 8.2814 |
| 1.925 | 123.2993 | 72500 | 2.1148 | 0.3661 | 8.2882 |
| 1.9225 | 124.1497 | 73000 | 2.1150 | 0.3664 | 8.2894 |
| 1.9268 | 125.0 | 73500 | 2.1129 | 0.3665 | 8.2725 |
| 1.9238 | 125.8503 | 74000 | 2.1116 | 0.3671 | 8.2615 |
| 1.9216 | 126.7007 | 74500 | 2.1125 | 0.3666 | 8.2689 |
| 1.9185 | 127.5510 | 75000 | 2.1147 | 0.3666 | 8.2871 |
| 1.9176 | 128.4014 | 75500 | 2.1132 | 0.3669 | 8.2745 |
| 1.9118 | 129.2517 | 76000 | 2.1130 | 0.3665 | 8.2728 |
| 1.9144 | 130.1020 | 76500 | 2.1132 | 0.3670 | 8.2749 |
| 1.9187 | 130.9524 | 77000 | 2.1110 | 0.3676 | 8.2567 |
| 1.9154 | 131.8027 | 77500 | 2.1111 | 0.3674 | 8.2577 |
| 1.9124 | 132.6531 | 78000 | 2.1115 | 0.3673 | 8.2604 |
| 1.9078 | 133.5034 | 78500 | 2.1095 | 0.3679 | 8.2439 |
| 1.9047 | 134.3537 | 79000 | 2.1183 | 0.3660 | 8.3170 |
| 1.9018 | 135.2041 | 79500 | 2.1093 | 0.3686 | 8.2425 |
| 1.9032 | 136.0544 | 80000 | 2.1159 | 0.3675 | 8.2970 |
| 1.9088 | 136.9048 | 80500 | 2.1102 | 0.3678 | 8.2498 |
| 1.9031 | 137.7551 | 81000 | 2.1103 | 0.3683 | 8.2508 |
| 1.9028 | 138.6054 | 81500 | 2.1137 | 0.3676 | 8.2789 |
| 1.8975 | 139.4558 | 82000 | 2.1123 | 0.3676 | 8.2674 |
| 1.8978 | 140.3061 | 82500 | 2.1092 | 0.3681 | 8.2416 |
| 1.8938 | 141.1565 | 83000 | 2.1128 | 0.3680 | 8.2715 |
| 1.8987 | 142.0068 | 83500 | 2.1125 | 0.3685 | 8.2688 |
| 1.9001 | 142.8571 | 84000 | 2.1089 | 0.3686 | 8.2392 |
| 1.8946 | 143.7075 | 84500 | 2.1125 | 0.3680 | 8.2689 |
| 1.8939 | 144.5578 | 85000 | 2.1120 | 0.3680 | 8.2645 |
| 1.8847 | 145.4082 | 85500 | 2.1123 | 0.3678 | 8.2676 |
| 1.8897 | 146.2585 | 86000 | 2.1083 | 0.3702 | 8.2346 |
| 1.8878 | 147.1088 | 86500 | 2.1128 | 0.3677 | 8.2716 |
| 1.8914 | 147.9592 | 87000 | 2.1102 | 0.3687 | 8.2499 |
| 1.8907 | 148.8095 | 87500 | 2.1108 | 0.3685 | 8.2551 |
| 1.8876 | 149.6599 | 88000 | 2.1115 | 0.3685 | 8.2606 |
| 1.8834 | 150.5102 | 88500 | 2.1105 | 0.3685 | 8.2524 |
| 1.8811 | 151.3605 | 89000 | 2.1122 | 0.3683 | 8.2667 |
| 1.8788 | 152.2109 | 89500 | 2.1105 | 0.3689 | 8.2521 |
| 1.8799 | 153.0612 | 90000 | 2.1100 | 0.3694 | 8.2480 |
| 1.8832 | 153.9116 | 90500 | 2.1122 | 0.3684 | 8.2663 |
| 1.8825 | 154.7619 | 91000 | 2.1088 | 0.3699 | 8.2382 |
| 1.8798 | 155.6122 | 91500 | 2.1129 | 0.3684 | 8.2720 |
| 1.8754 | 156.4626 | 92000 | 2.1145 | 0.3681 | 8.2858 |
| 1.8688 | 157.3129 | 92500 | 2.1125 | 0.3685 | 8.2691 |
| 1.8667 | 158.1633 | 93000 | 2.1092 | 0.3690 | 8.2415 |
| 1.8739 | 159.0136 | 93500 | 2.1083 | 0.3699 | 8.2340 |
| 1.877 | 159.8639 | 94000 | 2.1072 | 0.3701 | 8.2249 |
| 1.8724 | 160.7143 | 94500 | 2.1070 | 0.3698 | 8.2232 |
| 1.8701 | 161.5646 | 95000 | 2.1097 | 0.3694 | 8.2457 |
| 1.8666 | 162.4150 | 95500 | 2.1171 | 0.3687 | 8.3068 |
| 1.8624 | 163.2653 | 96000 | 2.1109 | 0.3690 | 8.2560 |
| 1.8639 | 164.1156 | 96500 | 2.1092 | 0.3704 | 8.2413 |
| 1.8715 | 164.9660 | 97000 | 2.1063 | 0.3704 | 8.2181 |
| 1.8655 | 165.8163 | 97500 | 2.1140 | 0.3689 | 8.2811 |
| 1.8648 | 166.6667 | 98000 | 2.1146 | 0.3685 | 8.2864 |
| 1.8622 | 167.5170 | 98500 | 2.1075 | 0.3703 | 8.2276 |
| 1.8577 | 168.3673 | 99000 | 2.1159 | 0.3685 | 8.2971 |
| 1.8524 | 169.2177 | 99500 | 2.1136 | 0.3691 | 8.2781 |
| 1.8578 | 170.0680 | 100000 | 2.1165 | 0.3685 | 8.3019 |
| 1.862 | 170.9184 | 100500 | 2.1105 | 0.3698 | 8.2526 |
| 1.8583 | 171.7687 | 101000 | 2.1075 | 0.3707 | 8.2277 |
| 1.8542 | 172.6190 | 101500 | 2.1105 | 0.3701 | 8.2524 |
| 1.8495 | 173.4694 | 102000 | 2.1091 | 0.3700 | 8.2407 |
| 1.8489 | 174.3197 | 102500 | 2.1097 | 0.3704 | 8.2459 |
| 1.8474 | 175.1701 | 103000 | 2.1140 | 0.3700 | 8.2811 |
| 1.8501 | 176.0204 | 103500 | 2.1117 | 0.3706 | 8.2626 |
| 1.855 | 176.8707 | 104000 | 2.1105 | 0.3704 | 8.2521 |
| 1.8517 | 177.7211 | 104500 | 2.1078 | 0.3714 | 8.2303 |
| 1.8475 | 178.5714 | 105000 | 2.1155 | 0.3692 | 8.2935 |
| 1.8432 | 179.4218 | 105500 | 2.1105 | 0.3703 | 8.2527 |
| 1.8394 | 180.2721 | 106000 | 2.1144 | 0.3696 | 8.2848 |
| 1.8362 | 181.1224 | 106500 | 2.1128 | 0.3706 | 8.2713 |
| 1.8461 | 181.9728 | 107000 | 2.1100 | 0.3702 | 8.2481 |
| 1.8433 | 182.8231 | 107500 | 2.1108 | 0.3705 | 8.2551 |
| 1.8408 | 183.6735 | 108000 | 2.1159 | 0.3691 | 8.2969 |
| 1.8392 | 184.5238 | 108500 | 2.1096 | 0.3714 | 8.2452 |
| 1.8357 | 185.3741 | 109000 | 2.1103 | 0.3706 | 8.2506 |
| 1.8301 | 186.2245 | 109500 | 2.1154 | 0.3696 | 8.2931 |
| 1.8364 | 187.0748 | 110000 | 2.1118 | 0.3710 | 8.2630 |
| 1.8351 | 187.9252 | 110500 | 2.1118 | 0.3709 | 8.2634 |
| 1.8357 | 188.7755 | 111000 | 2.1130 | 0.3707 | 8.2733 |
| 1.8325 | 189.6259 | 111500 | 2.1112 | 0.3708 | 8.2585 |
| 1.8318 | 190.4762 | 112000 | 2.1148 | 0.3709 | 8.2878 |
| 1.8255 | 191.3265 | 112500 | 2.1114 | 0.3717 | 8.2599 |
| 1.8257 | 192.1769 | 113000 | 2.1150 | 0.3701 | 8.2893 |
| 1.8291 | 193.0272 | 113500 | 2.1130 | 0.3716 | 8.2728 |
| 1.8291 | 193.8776 | 114000 | 2.1139 | 0.3702 | 8.2807 |
| 1.8243 | 194.7279 | 114500 | 2.1119 | 0.3712 | 8.2641 |
| 1.822 | 195.5782 | 115000 | 2.1139 | 0.3708 | 8.2805 |
| 1.8247 | 196.4286 | 115500 | 2.1101 | 0.3712 | 8.2489 |
| 1.8131 | 197.2789 | 116000 | 2.1104 | 0.3714 | 8.2514 |
| 1.8179 | 198.1293 | 116500 | 2.1181 | 0.3700 | 8.3157 |
| 1.8247 | 198.9796 | 117000 | 2.1138 | 0.3708 | 8.2796 |
| 1.8214 | 199.8299 | 117500 | 2.1117 | 0.3713 | 8.2621 |
| 1.819 | 200.6803 | 118000 | 2.1118 | 0.3723 | 8.2630 |
| 1.8132 | 201.5306 | 118500 | 2.1082 | 0.3721 | 8.2334 |
| 1.8132 | 202.3810 | 119000 | 2.1175 | 0.3708 | 8.3100 |
| 1.8071 | 203.2313 | 119500 | 2.1130 | 0.3717 | 8.2734 |
| 1.8092 | 204.0816 | 120000 | 2.1157 | 0.3707 | 8.2957 |
| 1.8182 | 204.9320 | 120500 | 2.1122 | 0.3718 | 8.2666 |
| 1.8092 | 205.7823 | 121000 | 2.1152 | 0.3718 | 8.2912 |
| 1.8083 | 206.6327 | 121500 | 2.1124 | 0.3717 | 8.2681 |
| 1.8082 | 207.4830 | 122000 | 2.1158 | 0.3704 | 8.2962 |
| 1.8059 | 208.3333 | 122500 | 2.1164 | 0.3712 | 8.3012 |
| 1.8013 | 209.1837 | 123000 | 2.1139 | 0.3712 | 8.2806 |
| 1.8059 | 210.0340 | 123500 | 2.1141 | 0.3717 | 8.2824 |
| 1.8069 | 210.8844 | 124000 | 2.1133 | 0.3714 | 8.2757 |
| 1.8025 | 211.7347 | 124500 | 2.1135 | 0.3717 | 8.2772 |
| 1.8068 | 212.5850 | 125000 | 2.1197 | 0.3704 | 8.3288 |
| 1.7934 | 213.4354 | 125500 | 2.1149 | 0.3717 | 8.2888 |
| 1.7957 | 214.2857 | 126000 | 2.1122 | 0.3724 | 8.2666 |
| 1.7929 | 215.1361 | 126500 | 2.1203 | 0.3708 | 8.3334 |
| 1.8042 | 215.9864 | 127000 | 2.1157 | 0.3713 | 8.2952 |
| 1.7988 | 216.8367 | 127500 | 2.1152 | 0.3716 | 8.2912 |
| 1.7987 | 217.6871 | 128000 | 2.1149 | 0.3714 | 8.2884 |
| 1.7944 | 218.5374 | 128500 | 2.1141 | 0.3720 | 8.2825 |
| 1.7933 | 219.3878 | 129000 | 2.1165 | 0.3719 | 8.3019 |
| 1.7884 | 220.2381 | 129500 | 2.1137 | 0.3724 | 8.2785 |
| 1.7935 | 221.0884 | 130000 | 2.1122 | 0.3728 | 8.2664 |
| 1.7923 | 221.9388 | 130500 | 2.1134 | 0.3723 | 8.2760 |
| 1.7949 | 222.7891 | 131000 | 2.1173 | 0.3718 | 8.3090 |
| 1.7901 | 223.6395 | 131500 | 2.1155 | 0.3720 | 8.2934 |
| 1.7888 | 224.4898 | 132000 | 2.1202 | 0.3714 | 8.3331 |
| 1.7841 | 225.3401 | 132500 | 2.1216 | 0.3710 | 8.3448 |
| 1.7818 | 226.1905 | 133000 | 2.1196 | 0.3708 | 8.3277 |
| 1.7889 | 227.0408 | 133500 | 2.1198 | 0.3717 | 8.3291 |
| 1.7913 | 227.8912 | 134000 | 2.1158 | 0.3714 | 8.2966 |
| 1.7833 | 228.7415 | 134500 | 2.1177 | 0.3723 | 8.3118 |
| 1.7866 | 229.5918 | 135000 | 2.1183 | 0.3717 | 8.3174 |
| 1.7793 | 230.4422 | 135500 | 2.1192 | 0.3717 | 8.3241 |
| 1.779 | 231.2925 | 136000 | 2.1228 | 0.3710 | 8.3545 |
| 1.7758 | 232.1429 | 136500 | 2.1246 | 0.3718 | 8.3695 |
| 1.7818 | 232.9932 | 137000 | 2.1146 | 0.3730 | 8.2867 |
| 1.7815 | 233.8435 | 137500 | 2.1166 | 0.3720 | 8.3025 |
| 1.7783 | 234.6939 | 138000 | 2.1155 | 0.3736 | 8.2933 |
| 1.7732 | 235.5442 | 138500 | 2.1191 | 0.3723 | 8.3239 |
| 1.7699 | 236.3946 | 139000 | 2.1223 | 0.3708 | 8.3503 |
| 1.7695 | 237.2449 | 139500 | 2.1200 | 0.3717 | 8.3311 |
| 1.7714 | 238.0952 | 140000 | 2.1165 | 0.3735 | 8.3024 |
| 1.7747 | 238.9456 | 140500 | 2.1142 | 0.3733 | 8.2828 |
| 1.7749 | 239.7959 | 141000 | 2.1134 | 0.3741 | 8.2760 |
| 1.7701 | 240.6463 | 141500 | 2.1183 | 0.3723 | 8.3167 |
| 1.7688 | 241.4966 | 142000 | 2.1172 | 0.3721 | 8.3080 |
| 1.764 | 242.3469 | 142500 | 2.1243 | 0.3716 | 8.3672 |
| 1.7624 | 243.1973 | 143000 | 2.1231 | 0.3718 | 8.3568 |
| 1.7665 | 244.0476 | 143500 | 2.1187 | 0.3729 | 8.3200 |
| 1.7693 | 244.8980 | 144000 | 2.1186 | 0.3726 | 8.3192 |
| 1.7662 | 245.7483 | 144500 | 2.1134 | 0.3738 | 8.2764 |
| 1.7622 | 246.5986 | 145000 | 2.1173 | 0.3732 | 8.3088 |
| 1.7633 | 247.4490 | 145500 | 2.1189 | 0.3728 | 8.3217 |
| 1.7596 | 248.2993 | 146000 | 2.1189 | 0.3734 | 8.3217 |
| 1.7553 | 249.1497 | 146500 | 2.1237 | 0.3723 | 8.3619 |
| 1.7669 | 250.0 | 147000 | 2.1211 | 0.3732 | 8.3403 |
| 1.7612 | 250.8503 | 147500 | 2.1189 | 0.3727 | 8.3218 |
| 1.7573 | 251.7007 | 148000 | 2.1221 | 0.3725 | 8.3485 |
| 1.7585 | 252.5510 | 148500 | 2.1209 | 0.3733 | 8.3385 |
| 1.7533 | 253.4014 | 149000 | 2.1256 | 0.3729 | 8.3782 |
| 1.7514 | 254.2517 | 149500 | 2.1219 | 0.3732 | 8.3467 |
| 1.7504 | 255.1020 | 150000 | 2.1224 | 0.3723 | 8.3511 |
| 1.757 | 255.9524 | 150500 | 2.1210 | 0.3724 | 8.3396 |
| 1.7541 | 256.8027 | 151000 | 2.1251 | 0.3721 | 8.3737 |
| 1.7499 | 257.6531 | 151500 | 2.1252 | 0.3716 | 8.3747 |
| 1.7472 | 258.5034 | 152000 | 2.1257 | 0.3722 | 8.3790 |
| 1.7471 | 259.3537 | 152500 | 2.1237 | 0.3729 | 8.3619 |
| 1.7389 | 260.2041 | 153000 | 2.1222 | 0.3735 | 8.3491 |
| 1.7469 | 261.0544 | 153500 | 2.1226 | 0.3736 | 8.3529 |
| 1.7482 | 261.9048 | 154000 | 2.1251 | 0.3724 | 8.3741 |
| 1.7455 | 262.7551 | 154500 | 2.1236 | 0.3730 | 8.3612 |
| 1.7467 | 263.6054 | 155000 | 2.1273 | 0.3724 | 8.3925 |
| 1.7403 | 264.4558 | 155500 | 2.1229 | 0.3732 | 8.3554 |
| 1.7388 | 265.3061 | 156000 | 2.1237 | 0.3726 | 8.3617 |
| 1.7381 | 266.1565 | 156500 | 2.1276 | 0.3726 | 8.3945 |
| 1.743 | 267.0068 | 157000 | 2.1263 | 0.3722 | 8.3842 |
| 1.7391 | 267.8571 | 157500 | 2.1272 | 0.3723 | 8.3914 |
| 1.7394 | 268.7075 | 158000 | 2.1219 | 0.3743 | 8.3472 |
| 1.7368 | 269.5578 | 158500 | 2.1235 | 0.3734 | 8.3606 |
| 1.7335 | 270.4082 | 159000 | 2.1260 | 0.3724 | 8.3812 |
| 1.7314 | 271.2585 | 159500 | 2.1296 | 0.3725 | 8.4116 |
| 1.7304 | 272.1088 | 160000 | 2.1230 | 0.3736 | 8.3563 |
| 1.7349 | 272.9592 | 160500 | 2.1246 | 0.3730 | 8.3699 |
| 1.7338 | 273.8095 | 161000 | 2.1229 | 0.3743 | 8.3553 |
| 1.7308 | 274.6599 | 161500 | 2.1255 | 0.3726 | 8.3767 |
| 1.7308 | 275.5102 | 162000 | 2.1272 | 0.3732 | 8.3915 |
| 1.7235 | 276.3605 | 162500 | 2.1303 | 0.3723 | 8.4174 |
| 1.7243 | 277.2109 | 163000 | 2.1267 | 0.3729 | 8.3873 |
| 1.7303 | 278.0612 | 163500 | 2.1334 | 0.3728 | 8.4437 |
| 1.7297 | 278.9116 | 164000 | 2.1271 | 0.3732 | 8.3905 |
| 1.7283 | 279.7619 | 164500 | 2.1273 | 0.3738 | 8.3920 |
| 1.7269 | 280.6122 | 165000 | 2.1248 | 0.3728 | 8.3711 |
| 1.7225 | 281.4626 | 165500 | 2.1317 | 0.3720 | 8.4289 |
| 1.7193 | 282.3129 | 166000 | 2.1260 | 0.3735 | 8.3810 |
| 1.7179 | 283.1633 | 166500 | 2.1271 | 0.3741 | 8.3901 |
| 1.7247 | 284.0136 | 167000 | 2.1293 | 0.3731 | 8.4093 |
| 1.7239 | 284.8639 | 167500 | 2.1360 | 0.3720 | 8.4654 |
| 1.7221 | 285.7143 | 168000 | 2.1273 | 0.3734 | 8.3919 |
| 1.7178 | 286.5646 | 168500 | 2.1253 | 0.3746 | 8.3757 |
| 1.7159 | 287.4150 | 169000 | 2.1315 | 0.3728 | 8.4275 |
| 1.7137 | 288.2653 | 169500 | 2.1311 | 0.3736 | 8.4242 |
| 1.7096 | 289.1156 | 170000 | 2.1319 | 0.3730 | 8.4313 |
| 1.7199 | 289.9660 | 170500 | 2.1282 | 0.3732 | 8.4000 |
| 1.719 | 290.8163 | 171000 | 2.1267 | 0.3741 | 8.3871 |
| 1.7123 | 291.6667 | 171500 | 2.1266 | 0.3741 | 8.3861 |
| 1.7096 | 292.5170 | 172000 | 2.1293 | 0.3741 | 8.4094 |
| 1.7098 | 293.3673 | 172500 | 2.1363 | 0.3725 | 8.4685 |
| 1.7069 | 294.2177 | 173000 | 2.1315 | 0.3742 | 8.4271 |
| 1.7099 | 295.0680 | 173500 | 2.1317 | 0.3737 | 8.4288 |
| 1.7143 | 295.9184 | 174000 | 2.1324 | 0.3732 | 8.4348 |
| 1.7114 | 296.7687 | 174500 | 2.1330 | 0.3742 | 8.4404 |
| 1.71 | 297.6190 | 175000 | 2.1355 | 0.3726 | 8.4609 |
| 1.7036 | 298.4694 | 175500 | 2.1300 | 0.3736 | 8.4147 |
| 1.7028 | 299.3197 | 176000 | 2.1355 | 0.3729 | 8.4614 |
| 1.698 | 300.1701 | 176500 | 2.1368 | 0.3737 | 8.4725 |
| 1.7075 | 301.0204 | 177000 | 2.1342 | 0.3731 | 8.4505 |
| 1.7066 | 301.8707 | 177500 | 2.1348 | 0.3729 | 8.4554 |
| 1.7027 | 302.7211 | 178000 | 2.1386 | 0.3723 | 8.4878 |
| 1.7004 | 303.5714 | 178500 | 2.1321 | 0.3743 | 8.4323 |
| 1.6983 | 304.4218 | 179000 | 2.1377 | 0.3727 | 8.4799 |
| 1.6995 | 305.2721 | 179500 | 2.1375 | 0.3730 | 8.4781 |
| 1.6969 | 306.1224 | 180000 | 2.1367 | 0.3739 | 8.4718 |
| 1.7008 | 306.9728 | 180500 | 2.1296 | 0.3745 | 8.4116 |
| 1.6955 | 307.8231 | 181000 | 2.1346 | 0.3745 | 8.4538 |
| 1.6974 | 308.6735 | 181500 | 2.1355 | 0.3736 | 8.4611 |
| 1.6945 | 309.5238 | 182000 | 2.1402 | 0.3725 | 8.5012 |
| 1.6914 | 310.3741 | 182500 | 2.1369 | 0.3739 | 8.4728 |
| 1.6917 | 311.2245 | 183000 | 2.1414 | 0.3725 | 8.5114 |
| 1.6907 | 312.0748 | 183500 | 2.1418 | 0.3728 | 8.5145 |
| 1.6945 | 312.9252 | 184000 | 2.1415 | 0.3722 | 8.5119 |
| 1.6915 | 313.7755 | 184500 | 2.1389 | 0.3732 | 8.4900 |
| 1.6889 | 314.6259 | 185000 | 2.1420 | 0.3729 | 8.5167 |
| 1.6854 | 315.4762 | 185500 | 2.1439 | 0.3720 | 8.5328 |
| 1.6852 | 316.3265 | 186000 | 2.1407 | 0.3730 | 8.5056 |
| 1.6822 | 317.1769 | 186500 | 2.1446 | 0.3718 | 8.5387 |
| 1.6892 | 318.0272 | 187000 | 2.1384 | 0.3737 | 8.4855 |
| 1.6862 | 318.8776 | 187500 | 2.1385 | 0.3730 | 8.4867 |
| 1.6866 | 319.7279 | 188000 | 2.1393 | 0.3725 | 8.4936 |
| 1.6828 | 320.5782 | 188500 | 2.1399 | 0.3737 | 8.4983 |
| 1.6784 | 321.4286 | 189000 | 2.1431 | 0.3736 | 8.5258 |
| 1.6803 | 322.2789 | 189500 | 2.1438 | 0.3726 | 8.5321 |
| 1.6794 | 323.1293 | 190000 | 2.1398 | 0.3744 | 8.4981 |
| 1.6798 | 323.9796 | 190500 | 2.1395 | 0.3732 | 8.4948 |
| 1.681 | 324.8299 | 191000 | 2.1386 | 0.3736 | 8.4875 |
| 1.6793 | 325.6803 | 191500 | 2.1454 | 0.3734 | 8.5459 |
| 1.6754 | 326.5306 | 192000 | 2.1413 | 0.3736 | 8.5102 |
| 1.6745 | 327.3810 | 192500 | 2.1473 | 0.3716 | 8.5618 |
| 1.6714 | 328.2313 | 193000 | 2.1472 | 0.3726 | 8.5607 |
| 1.673 | 329.0816 | 193500 | 2.1452 | 0.3732 | 8.5436 |
| 1.6789 | 329.9320 | 194000 | 2.1432 | 0.3734 | 8.5267 |
| 1.6745 | 330.7823 | 194500 | 2.1432 | 0.3731 | 8.5267 |
| 1.6725 | 331.6327 | 195000 | 2.1506 | 0.3732 | 8.5900 |
| 1.67 | 332.4830 | 195500 | 2.1448 | 0.3731 | 8.5407 |
| 1.6668 | 333.3333 | 196000 | 2.1420 | 0.3738 | 8.5165 |
| 1.6638 | 334.1837 | 196500 | 2.1504 | 0.3720 | 8.5887 |
| 1.6712 | 335.0340 | 197000 | 2.1500 | 0.3728 | 8.5845 |
| 1.6699 | 335.8844 | 197500 | 2.1399 | 0.3747 | 8.4984 |
| 1.6666 | 336.7347 | 198000 | 2.1431 | 0.3744 | 8.5254 |
| 1.6644 | 337.5850 | 198500 | 2.1447 | 0.3732 | 8.5393 |
| 1.6638 | 338.4354 | 199000 | 2.1488 | 0.3735 | 8.5744 |
| 1.6631 | 339.2857 | 199500 | 2.1470 | 0.3738 | 8.5592 |
| 1.6593 | 340.1361 | 200000 | 2.1490 | 0.3737 | 8.5760 |
| 1.6717 | 340.9864 | 200500 | 2.1447 | 0.3736 | 8.5395 |
| 1.6643 | 341.8367 | 201000 | 2.1463 | 0.3740 | 8.5533 |
| 1.6608 | 342.6871 | 201500 | 2.1443 | 0.3738 | 8.5364 |
| 1.6576 | 343.5374 | 202000 | 2.1473 | 0.3736 | 8.5615 |
| 1.6557 | 344.3878 | 202500 | 2.1483 | 0.3735 | 8.5706 |
| 1.6543 | 345.2381 | 203000 | 2.1493 | 0.3743 | 8.5786 |
| 1.6587 | 346.0884 | 203500 | 2.1498 | 0.3740 | 8.5828 |
| 1.6592 | 346.9388 | 204000 | 2.1406 | 0.3751 | 8.5042 |
| 1.6578 | 347.7891 | 204500 | 2.1517 | 0.3729 | 8.5995 |
| 1.6548 | 348.6395 | 205000 | 2.1480 | 0.3740 | 8.5676 |
| 1.6521 | 349.4898 | 205500 | 2.1503 | 0.3741 | 8.5872 |
| 1.6501 | 350.3401 | 206000 | 2.1506 | 0.3738 | 8.5897 |
| 1.6474 | 351.1905 | 206500 | 2.1509 | 0.3731 | 8.5926 |
| 1.6543 | 352.0408 | 207000 | 2.1544 | 0.3739 | 8.6224 |
| 1.655 | 352.8912 | 207500 | 2.1505 | 0.3734 | 8.5890 |
| 1.6532 | 353.7415 | 208000 | 2.1522 | 0.3738 | 8.6034 |
| 1.6515 | 354.5918 | 208500 | 2.1526 | 0.3735 | 8.6076 |
| 1.6471 | 355.4422 | 209000 | 2.1486 | 0.3741 | 8.5725 |
| 1.642 | 356.2925 | 209500 | 2.1512 | 0.3745 | 8.5949 |
| 1.643 | 357.1429 | 210000 | 2.1497 | 0.3736 | 8.5823 |
| 1.6443 | 357.9932 | 210500 | 2.1511 | 0.3740 | 8.5939 |
| 1.6468 | 358.8435 | 211000 | 2.1542 | 0.3735 | 8.6206 |
| 1.6484 | 359.6939 | 211500 | 2.1524 | 0.3742 | 8.6058 |
| 1.6441 | 360.5442 | 212000 | 2.1521 | 0.3741 | 8.6026 |
| 1.6446 | 361.3946 | 212500 | 2.1568 | 0.3736 | 8.6431 |
| 1.6382 | 362.2449 | 213000 | 2.1550 | 0.3742 | 8.6279 |
| 1.6402 | 363.0952 | 213500 | 2.1577 | 0.3743 | 8.6511 |
| 1.6469 | 363.9456 | 214000 | 2.1515 | 0.3744 | 8.5977 |
| 1.6396 | 364.7959 | 214500 | 2.1550 | 0.3733 | 8.6279 |
| 1.6376 | 365.6463 | 215000 | 2.1559 | 0.3729 | 8.6356 |
| 1.6387 | 366.4966 | 215500 | 2.1542 | 0.3734 | 8.6214 |
| 1.6368 | 367.3469 | 216000 | 2.1533 | 0.3744 | 8.6134 |
| 1.6339 | 368.1973 | 216500 | 2.1567 | 0.3740 | 8.6424 |
| 1.6385 | 369.0476 | 217000 | 2.1572 | 0.3742 | 8.6473 |
| 1.6349 | 369.8980 | 217500 | 2.1531 | 0.3737 | 8.6116 |
| 1.6335 | 370.7483 | 218000 | 2.1563 | 0.3738 | 8.6387 |
| 1.6295 | 371.5986 | 218500 | 2.1566 | 0.3734 | 8.6421 |
| 1.6304 | 372.4490 | 219000 | 2.1593 | 0.3739 | 8.6646 |
| 1.6291 | 373.2993 | 219500 | 2.1604 | 0.3733 | 8.6750 |
| 1.6299 | 374.1497 | 220000 | 2.1562 | 0.3746 | 8.6382 |
| 1.6329 | 375.0 | 220500 | 2.1581 | 0.3741 | 8.6543 |
| 1.635 | 375.8503 | 221000 | 2.1580 | 0.3735 | 8.6534 |
| 1.6295 | 376.7007 | 221500 | 2.1636 | 0.3730 | 8.7028 |
| 1.6256 | 377.5510 | 222000 | 2.1556 | 0.3745 | 8.6328 |
| 1.6236 | 378.4014 | 222500 | 2.1583 | 0.3738 | 8.6563 |
| 1.6234 | 379.2517 | 223000 | 2.1555 | 0.3749 | 8.6325 |
| 1.6237 | 380.1020 | 223500 | 2.1633 | 0.3734 | 8.6994 |
| 1.6259 | 380.9524 | 224000 | 2.1591 | 0.3747 | 8.6631 |
| 1.6229 | 381.8027 | 224500 | 2.1625 | 0.3734 | 8.6924 |
| 1.6221 | 382.6531 | 225000 | 2.1640 | 0.3728 | 8.7057 |
| 1.6172 | 383.5034 | 225500 | 2.1611 | 0.3733 | 8.6807 |
| 1.6197 | 384.3537 | 226000 | 2.1613 | 0.3736 | 8.6823 |
| 1.6148 | 385.2041 | 226500 | 2.1603 | 0.3747 | 8.6737 |
| 1.62 | 386.0544 | 227000 | 2.1620 | 0.3733 | 8.6887 |
| 1.6195 | 386.9048 | 227500 | 2.1629 | 0.3735 | 8.6966 |
| 1.6193 | 387.7551 | 228000 | 2.1662 | 0.3739 | 8.7248 |
| 1.6178 | 388.6054 | 228500 | 2.1670 | 0.3743 | 8.7321 |
| 1.6158 | 389.4558 | 229000 | 2.1623 | 0.3741 | 8.6908 |
| 1.613 | 390.3061 | 229500 | 2.1625 | 0.3739 | 8.6931 |
| 1.6088 | 391.1565 | 230000 | 2.1651 | 0.3738 | 8.7156 |
| 1.6129 | 392.0068 | 230500 | 2.1621 | 0.3748 | 8.6893 |
| 1.6167 | 392.8571 | 231000 | 2.1618 | 0.3736 | 8.6867 |
| 1.6113 | 393.7075 | 231500 | 2.1685 | 0.3731 | 8.7451 |
| 1.6075 | 394.5578 | 232000 | 2.1624 | 0.3747 | 8.6919 |
| 1.6061 | 395.4082 | 232500 | 2.1684 | 0.3734 | 8.7446 |
| 1.6092 | 396.2585 | 233000 | 2.1660 | 0.3743 | 8.7231 |
| 1.6088 | 397.1088 | 233500 | 2.1699 | 0.3733 | 8.7575 |
| 1.6095 | 397.9592 | 234000 | 2.1723 | 0.3734 | 8.7787 |
| 1.6108 | 398.8095 | 234500 | 2.1701 | 0.3740 | 8.7593 |
| 1.6078 | 399.6599 | 235000 | 2.1654 | 0.3741 | 8.7180 |
| 1.6053 | 400.5102 | 235500 | 2.1709 | 0.3737 | 8.7664 |
| 1.6013 | 401.3605 | 236000 | 2.1707 | 0.3741 | 8.7640 |
| 1.6003 | 402.2109 | 236500 | 2.1682 | 0.3738 | 8.7423 |
| 1.6078 | 403.0612 | 237000 | 2.1731 | 0.3735 | 8.7858 |
| 1.6035 | 403.9116 | 237500 | 2.1704 | 0.3740 | 8.7622 |
| 1.6034 | 404.7619 | 238000 | 2.1683 | 0.3747 | 8.7430 |
| 1.5992 | 405.6122 | 238500 | 2.1741 | 0.3738 | 8.7942 |
| 1.6002 | 406.4626 | 239000 | 2.1703 | 0.3741 | 8.7606 |
| 1.6035 | 407.3129 | 239500 | 2.1711 | 0.3741 | 8.7682 |
| 1.5975 | 408.1633 | 240000 | 2.1711 | 0.3741 | 8.7679 |
| 1.5958 | 409.0136 | 240500 | 2.1776 | 0.3733 | 8.8251 |
| 1.6015 | 409.8639 | 241000 | 2.1689 | 0.3735 | 8.7490 |
| 1.5977 | 410.7143 | 241500 | 2.1739 | 0.3740 | 8.7924 |
| 1.5955 | 411.5646 | 242000 | 2.1747 | 0.3733 | 8.7998 |
| 1.5941 | 412.4150 | 242500 | 2.1699 | 0.3745 | 8.7577 |
| 1.5955 | 413.2653 | 243000 | 2.1715 | 0.3738 | 8.7716 |
| 1.5949 | 414.1156 | 243500 | 2.1759 | 0.3743 | 8.8100 |
| 1.596 | 414.9660 | 244000 | 2.1754 | 0.3739 | 8.8053 |
| 1.5945 | 415.8163 | 244500 | 2.1776 | 0.3734 | 8.8248 |
| 1.5911 | 416.6667 | 245000 | 2.1744 | 0.3743 | 8.7971 |
| 1.5915 | 417.5170 | 245500 | 2.1771 | 0.3740 | 8.8203 |
| 1.5862 | 418.3673 | 246000 | 2.1767 | 0.3734 | 8.8174 |
| 1.5867 | 419.2177 | 246500 | 2.1720 | 0.3746 | 8.7759 |
| 1.5917 | 420.0680 | 247000 | 2.1783 | 0.3739 | 8.8315 |
| 1.5911 | 420.9184 | 247500 | 2.1764 | 0.3742 | 8.8143 |
| 1.587 | 421.7687 | 248000 | 2.1808 | 0.3728 | 8.8531 |
| 1.587 | 422.6190 | 248500 | 2.1769 | 0.3745 | 8.8185 |
| 1.5831 | 423.4694 | 249000 | 2.1798 | 0.3733 | 8.8449 |
| 1.5873 | 424.3197 | 249500 | 2.1795 | 0.3737 | 8.8422 |
| 1.5812 | 425.1701 | 250000 | 2.1777 | 0.3744 | 8.8259 |
| 1.5853 | 426.0204 | 250500 | 2.1774 | 0.3745 | 8.8230 |
| 1.5842 | 426.8707 | 251000 | 2.1828 | 0.3740 | 8.8712 |
| 1.5805 | 427.7211 | 251500 | 2.1792 | 0.3741 | 8.8396 |
| 1.5804 | 428.5714 | 252000 | 2.1909 | 0.3729 | 8.9431 |
| 1.5781 | 429.4218 | 252500 | 2.1813 | 0.3745 | 8.8576 |
| 1.5765 | 430.2721 | 253000 | 2.1832 | 0.3734 | 8.8746 |
| 1.5807 | 431.1224 | 253500 | 2.1816 | 0.3738 | 8.8600 |
| 1.577 | 431.9728 | 254000 | 2.1809 | 0.3737 | 8.8547 |
| 1.5754 | 432.8231 | 254500 | 2.1889 | 0.3737 | 8.9257 |
| 1.5779 | 433.6735 | 255000 | 2.1805 | 0.3749 | 8.8507 |
| 1.5793 | 434.5238 | 255500 | 2.1795 | 0.3746 | 8.8420 |
| 1.5775 | 435.3741 | 256000 | 2.1840 | 0.3734 | 8.8818 |
| 1.5744 | 436.2245 | 256500 | 2.1853 | 0.3743 | 8.8929 |
| 1.5725 | 437.0748 | 257000 | 2.1884 | 0.3723 | 8.9212 |
| 1.5771 | 437.9252 | 257500 | 2.1814 | 0.3743 | 8.8584 |
| 1.5799 | 438.7755 | 258000 | 2.1886 | 0.3735 | 8.9228 |
| 1.5709 | 439.6259 | 258500 | 2.1846 | 0.3741 | 8.8868 |
| 1.5708 | 440.4762 | 259000 | 2.1836 | 0.3747 | 8.8781 |
| 1.5708 | 441.3265 | 259500 | 2.1875 | 0.3743 | 8.9127 |
| 1.5657 | 442.1769 | 260000 | 2.1907 | 0.3740 | 8.9418 |
| 1.5716 | 443.0272 | 260500 | 2.1874 | 0.3740 | 8.9124 |
| 1.5676 | 443.8776 | 261000 | 2.1863 | 0.3743 | 8.9020 |
| 1.5709 | 444.7279 | 261500 | 2.1833 | 0.3755 | 8.8756 |
| 1.5626 | 445.5782 | 262000 | 2.1903 | 0.3731 | 8.9380 |
| 1.5665 | 446.4286 | 262500 | 2.1809 | 0.3750 | 8.8541 |
| 1.5668 | 447.2789 | 263000 | 2.1915 | 0.3735 | 8.9485 |
| 1.5641 | 448.1293 | 263500 | 2.1882 | 0.3740 | 8.9194 |
| 1.5687 | 448.9796 | 264000 | 2.1902 | 0.3735 | 8.9370 |
| 1.5653 | 449.8299 | 264500 | 2.1892 | 0.3746 | 8.9277 |
| 1.5632 | 450.6803 | 265000 | 2.1914 | 0.3735 | 8.9480 |
| 1.5632 | 451.5306 | 265500 | 2.1885 | 0.3746 | 8.9220 |
| 1.5625 | 452.3810 | 266000 | 2.1914 | 0.3743 | 8.9474 |
| 1.5604 | 453.2313 | 266500 | 2.1901 | 0.3748 | 8.9359 |
| 1.5646 | 454.0816 | 267000 | 2.1897 | 0.3742 | 8.9327 |
| 1.563 | 454.9320 | 267500 | 2.1915 | 0.3742 | 8.9491 |
| 1.5571 | 455.7823 | 268000 | 2.1902 | 0.3755 | 8.9372 |
| 1.5575 | 456.6327 | 268500 | 2.1978 | 0.3725 | 9.0055 |
| 1.5613 | 457.4830 | 269000 | 2.1905 | 0.3739 | 8.9399 |
| 1.5553 | 458.3333 | 269500 | 2.1924 | 0.3744 | 8.9565 |
| 1.5582 | 459.1837 | 270000 | 2.1991 | 0.3734 | 9.0165 |
| 1.5584 | 460.0340 | 270500 | 2.1967 | 0.3742 | 8.9955 |
| 1.5541 | 460.8844 | 271000 | 2.1974 | 0.3731 | 9.0017 |
| 1.5597 | 461.7347 | 271500 | 2.1942 | 0.3754 | 8.9729 |
| 1.5504 | 462.5850 | 272000 | 2.1916 | 0.3749 | 8.9498 |
| 1.557 | 463.4354 | 272500 | 2.1980 | 0.3736 | 9.0068 |
| 1.5557 | 464.2857 | 273000 | 2.1935 | 0.3752 | 8.9664 |
| 1.5558 | 465.1361 | 273500 | 2.2000 | 0.3739 | 9.0246 |
| 1.5538 | 465.9864 | 274000 | 2.1947 | 0.3745 | 8.9778 |
| 1.5564 | 466.8367 | 274500 | 2.1953 | 0.3753 | 8.9826 |
| 1.5503 | 467.6871 | 275000 | 2.1975 | 0.3746 | 9.0028 |
| 1.5498 | 468.5374 | 275500 | 2.2005 | 0.3741 | 9.0292 |
| 1.5507 | 469.3878 | 276000 | 2.1940 | 0.3747 | 8.9710 |
| 1.5499 | 470.2381 | 276500 | 2.1983 | 0.3739 | 9.0101 |
| 1.5479 | 471.0884 | 277000 | 2.1991 | 0.3739 | 9.0168 |
| 1.5527 | 471.9388 | 277500 | 2.1999 | 0.3742 | 9.0244 |
| 1.5486 | 472.7891 | 278000 | 2.2045 | 0.3743 | 9.0660 |
| 1.5453 | 473.6395 | 278500 | 2.2013 | 0.3733 | 9.0368 |
| 1.5494 | 474.4898 | 279000 | 2.1985 | 0.3740 | 9.0119 |
| 1.5484 | 475.3401 | 279500 | 2.2014 | 0.3739 | 9.0373 |
| 1.5495 | 476.1905 | 280000 | 2.1994 | 0.3748 | 9.0193 |
| 1.5505 | 477.0408 | 280500 | 2.1981 | 0.3747 | 9.0077 |
| 1.5459 | 477.8912 | 281000 | 2.2006 | 0.3744 | 9.0303 |
| 1.5475 | 478.7415 | 281500 | 2.1977 | 0.3750 | 9.0044 |
| 1.5473 | 479.5918 | 282000 | 2.1979 | 0.3749 | 9.0060 |
| 1.5439 | 480.4422 | 282500 | 2.2016 | 0.3752 | 9.0393 |
| 1.5406 | 481.2925 | 283000 | 2.2054 | 0.3740 | 9.0737 |
| 1.5423 | 482.1429 | 283500 | 2.2010 | 0.3745 | 9.0344 |
| 1.5417 | 482.9932 | 284000 | 2.2035 | 0.3740 | 9.0563 |
| 1.543 | 483.8435 | 284500 | 2.1989 | 0.3746 | 9.0149 |
| 1.5442 | 484.6939 | 285000 | 2.2033 | 0.3742 | 9.0544 |
| 1.5432 | 485.5442 | 285500 | 2.2005 | 0.3750 | 9.0292 |
| 1.5399 | 486.3946 | 286000 | 2.2058 | 0.3733 | 9.0777 |
| 1.5397 | 487.2449 | 286500 | 2.2061 | 0.3735 | 9.0802 |
| 1.542 | 488.0952 | 287000 | 2.2020 | 0.3739 | 9.0433 |
| 1.5388 | 488.9456 | 287500 | 2.2020 | 0.3754 | 9.0433 |
| 1.5415 | 489.7959 | 288000 | 2.2009 | 0.3743 | 9.0336 |
| 1.5405 | 490.6463 | 288500 | 2.2069 | 0.3735 | 9.0878 |
| 1.5381 | 491.4966 | 289000 | 2.2019 | 0.3747 | 9.0425 |
| 1.5366 | 492.3469 | 289500 | 2.2035 | 0.3750 | 9.0563 |
| 1.5378 | 493.1973 | 290000 | 2.2023 | 0.3750 | 9.0460 |
| 1.5398 | 494.0476 | 290500 | 2.2003 | 0.3752 | 9.0279 |
| 1.5381 | 494.8980 | 291000 | 2.2003 | 0.3757 | 9.0277 |
| 1.5372 | 495.7483 | 291500 | 2.1999 | 0.3757 | 9.0244 |
| 1.5361 | 496.5986 | 292000 | 2.2051 | 0.3742 | 9.0712 |
| 1.5365 | 497.4490 | 292500 | 2.2049 | 0.3746 | 9.0696 |
| 1.5401 | 498.2993 | 293000 | 2.2075 | 0.3742 | 9.0926 |
| 1.5392 | 499.1497 | 293500 | 2.2028 | 0.3746 | 9.0503 |
| 1.5349 | 500.0 | 294000 | 2.2056 | 0.3742 | 9.0761 |
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Model tree for jiahuizhang/esm-150m-peptide-fine-tune
Base model
facebook/esm2_t30_150M_UR50D