jiahuizhang/esm-150m-peptide-fine-tune

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