mmlu_noaugsablate_llama_lora

This model is a fine-tuned version of Daewon0808/prm800k_llama_fulltune on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.3637
• Prm accuracy: 0.8730
• Prm precision: 0.8760
• Prm recall: 0.9907
• Prm specificty: 0.2105
• Prm npv: 0.8
• Prm f1: 0.9298
• Prm f1 neg: 0.3333
• Prm f1 auc: 0.8738

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: 0.0001
• train_batch_size: 2
• eval_batch_size: 4
• seed: 908932403
• distributed_type: multi-GPU
• num_devices: 8
• gradient_accumulation_steps: 2
• total_train_batch_size: 32
• total_eval_batch_size: 32
• optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: cosine
• lr_scheduler_warmup_ratio: 0.1
• num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Prm accuracy	Prm precision	Prm recall	Prm specificty	Prm npv	Prm f1	Prm f1 neg	Prm f1 auc
No log	0	0	0.3535	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8195
0.2764	0.0020	5	0.3534	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8180
0.3261	0.0039	10	0.3529	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8180
0.3694	0.0059	15	0.3513	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.8190
0.2213	0.0079	20	0.3491	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8234
0.2637	0.0099	25	0.3605	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8219
0.1599	0.0118	30	0.4135	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8232
0.1777	0.0138	35	0.4723	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.8305
0.347	0.0158	40	0.4365	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.8416
0.1884	0.0177	45	0.3758	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8490
0.179	0.0197	50	0.3404	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8512
0.1924	0.0217	55	0.3275	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8559
0.174	0.0236	60	0.3392	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8660
0.1837	0.0256	65	0.3540	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8679
0.1789	0.0276	70	0.3307	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8709
0.2077	0.0296	75	0.3097	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8682
0.1899	0.0315	80	0.3143	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8694
0.1758	0.0335	85	0.3493	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8706
0.1966	0.0355	90	0.3552	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8660
0.1763	0.0374	95	0.3373	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8581
0.1472	0.0394	100	0.3300	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8576
0.2177	0.0414	105	0.3309	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8564
0.1237	0.0433	110	0.3427	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8576
0.2708	0.0453	115	0.3620	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8532
0.2882	0.0473	120	0.3363	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8426
0.2891	0.0493	125	0.3318	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.8392
0.1923	0.0512	130	0.3518	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8473
0.2365	0.0532	135	0.3759	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8475
0.226	0.0552	140	0.3367	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8497
0.2221	0.0571	145	0.3263	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8534
0.1913	0.0591	150	0.3260	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8544
0.131	0.0611	155	0.3355	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8569
0.1583	0.0631	160	0.3382	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8546
0.1962	0.0650	165	0.3570	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8460
0.2113	0.0670	170	0.3380	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.8411
0.1159	0.0690	175	0.3785	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8574
0.2347	0.0709	180	0.3703	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8549
0.1835	0.0729	185	0.3354	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8478
0.277	0.0749	190	0.3877	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8512
0.1552	0.0768	195	0.3738	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8534
0.1598	0.0788	200	0.3434	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8512
0.246	0.0808	205	0.3287	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8505
0.138	0.0828	210	0.3818	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8583
0.2145	0.0847	215	0.3706	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8433
0.2302	0.0867	220	0.3389	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8303
0.0986	0.0887	225	0.3859	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.8411
0.2619	0.0906	230	0.3773	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8510
0.2259	0.0926	235	0.3115	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8537
0.1236	0.0946	240	0.3520	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8606
0.1291	0.0966	245	0.3377	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8534
0.1585	0.0985	250	0.3337	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8527
0.2037	0.1005	255	0.3613	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8549
0.1698	0.1025	260	0.3360	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8554
0.1788	0.1044	265	0.3651	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8564
0.1787	0.1064	270	0.3527	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8606
0.1306	0.1084	275	0.3165	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8701
0.231	0.1103	280	0.3427	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8763
0.1533	0.1123	285	0.3239	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8588
0.1554	0.1143	290	0.3523	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8566
0.1546	0.1163	295	0.3338	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8492
0.1751	0.1182	300	0.3262	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8478
0.2951	0.1202	305	0.3759	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8497
0.1233	0.1222	310	0.3585	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8451
0.1256	0.1241	315	0.3655	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8465
0.1451	0.1261	320	0.3803	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8483
0.162	0.1281	325	0.3461	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.8433
0.1573	0.1300	330	0.3376	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8424
0.2079	0.1320	335	0.3956	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.8433
0.2137	0.1340	340	0.3645	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.8515
0.1925	0.1360	345	0.3410	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8465
0.2038	0.1379	350	0.3736	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.8537
0.1649	0.1399	355	0.3741	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.8473
0.1532	0.1419	360	0.3809	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8438
0.1767	0.1438	365	0.3445	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8394
0.2165	0.1458	370	0.3664	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8470
0.2502	0.1478	375	0.3901	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8460
0.1321	0.1498	380	0.3685	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8431
0.2149	0.1517	385	0.4510	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8396
0.1734	0.1537	390	0.3859	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8310
0.1855	0.1557	395	0.3651	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.8374
0.1855	0.1576	400	0.3676	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8532
0.1463	0.1596	405	0.3938	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8591
0.1124	0.1616	410	0.3575	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8655
0.1968	0.1635	415	0.3195	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.8642
0.1611	0.1655	420	0.3683	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.8625
0.1463	0.1675	425	0.3917	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8593
0.1898	0.1695	430	0.3482	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8591
0.1283	0.1714	435	0.3555	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8566
0.204	0.1734	440	0.3152	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.8534
0.2207	0.1754	445	0.3187	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8517
0.2063	0.1773	450	0.3088	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8556
0.157	0.1793	455	0.3128	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8546
0.1978	0.1813	460	0.3641	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8524
0.2254	0.1833	465	0.3266	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.8574
0.14	0.1852	470	0.3561	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8625
0.1204	0.1872	475	0.3577	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8630
0.1157	0.1892	480	0.3236	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.8665
0.2188	0.1911	485	0.3394	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8692
0.2202	0.1931	490	0.4003	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8731
0.1242	0.1951	495	0.3518	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8716
0.1487	0.1970	500	0.3584	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8716
0.159	0.1990	505	0.3730	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8640
0.2257	0.2010	510	0.4020	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8569
0.2227	0.2030	515	0.3677	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8581
0.2236	0.2049	520	0.3341	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8625
0.1536	0.2069	525	0.3351	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8701
0.1785	0.2089	530	0.3230	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8571
0.1544	0.2108	535	0.3324	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8591
0.1833	0.2128	540	0.3526	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8510
0.1992	0.2148	545	0.3535	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8574
0.1907	0.2167	550	0.3245	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.8613
0.1109	0.2187	555	0.3413	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8608
0.2249	0.2207	560	0.3463	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8618
0.1428	0.2227	565	0.3615	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8578
0.224	0.2246	570	0.3230	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.8551
0.2118	0.2266	575	0.3659	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8591
0.207	0.2286	580	0.3580	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8537
0.1669	0.2305	585	0.3702	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8505
0.1902	0.2325	590	0.3858	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8532
0.1922	0.2345	595	0.3633	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8515
0.1234	0.2365	600	0.375	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.8529
0.1653	0.2384	605	0.3833	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8542
0.2324	0.2404	610	0.3616	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8556
0.172	0.2424	615	0.3322	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8544
0.1818	0.2443	620	0.3477	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8505
0.1202	0.2463	625	0.3719	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8539
0.2143	0.2483	630	0.3695	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8512
0.1312	0.2502	635	0.3949	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8470
0.2509	0.2522	640	0.3954	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8465
0.1539	0.2542	645	0.3572	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.8406
0.1736	0.2562	650	0.3543	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8426
0.1585	0.2581	655	0.3468	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8431
0.1716	0.2601	660	0.3543	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8409
0.146	0.2621	665	0.3706	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8424
0.1962	0.2640	670	0.3721	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.8428
0.1946	0.2660	675	0.3641	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.8436
0.1782	0.2680	680	0.3988	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8389
0.1824	0.2700	685	0.3921	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8382
0.1528	0.2719	690	0.3697	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8487
0.2138	0.2739	695	0.3224	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8556
0.1436	0.2759	700	0.3357	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8519
0.0895	0.2778	705	0.3475	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8574
0.1741	0.2798	710	0.3352	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8578
0.2061	0.2818	715	0.3420	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8613
0.1874	0.2837	720	0.3457	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8593
0.1861	0.2857	725	0.3232	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8549
0.1296	0.2877	730	0.3607	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8539
0.1425	0.2897	735	0.3774	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8593
0.1452	0.2916	740	0.3635	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8606
0.1754	0.2936	745	0.3704	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8588
0.2419	0.2956	750	0.3737	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8633
0.237	0.2975	755	0.3496	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8618
0.2071	0.2995	760	0.3183	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8576
0.2442	0.3015	765	0.3611	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8544
0.1495	0.3034	770	0.3904	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8485
0.1287	0.3054	775	0.3889	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8487
0.082	0.3074	780	0.4033	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8433
0.1502	0.3094	785	0.3980	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8406
0.17	0.3113	790	0.3481	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8419
0.127	0.3133	795	0.3497	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8446
0.1593	0.3153	800	0.4158	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8490
0.1289	0.3172	805	0.4156	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8554
0.2456	0.3192	810	0.3757	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8455
0.1592	0.3212	815	0.3588	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8578
0.2198	0.3232	820	0.3893	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8606
0.0898	0.3251	825	0.3855	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8591
0.1302	0.3271	830	0.3974	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8448
0.1409	0.3291	835	0.3835	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8483
0.1172	0.3310	840	0.4039	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8711
0.1774	0.3330	845	0.3882	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8733
0.1587	0.3350	850	0.3702	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8682
0.1235	0.3369	855	0.4088	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8628
0.1558	0.3389	860	0.3745	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8625
0.119	0.3409	865	0.3561	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8578
0.2028	0.3429	870	0.3434	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8559
0.1278	0.3448	875	0.3553	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8549
0.0855	0.3468	880	0.3913	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8564
0.0845	0.3488	885	0.3711	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8539
0.1112	0.3507	890	0.3608	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8534
0.1845	0.3527	895	0.3776	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8551
0.1643	0.3547	900	0.3676	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8495
0.1742	0.3567	905	0.4135	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8480
0.1313	0.3586	910	0.4114	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8529
0.1653	0.3606	915	0.3479	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.8500
0.1572	0.3626	920	0.3866	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8537
0.0873	0.3645	925	0.4161	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8620
0.1502	0.3665	930	0.3418	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8606
0.2205	0.3685	935	0.3683	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8606
0.1201	0.3704	940	0.4003	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8610
0.0975	0.3724	945	0.3645	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8601
0.1675	0.3744	950	0.3495	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8544
0.2148	0.3764	955	0.3880	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8571
0.0881	0.3783	960	0.4551	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8593
0.1313	0.3803	965	0.4117	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8608
0.158	0.3823	970	0.3449	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8606
0.2319	0.3842	975	0.3867	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8588
0.1306	0.3862	980	0.4354	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8551
0.2169	0.3882	985	0.3643	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8468
0.1321	0.3901	990	0.4034	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8497
0.1994	0.3921	995	0.4360	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8546
0.1147	0.3941	1000	0.3572	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8583
0.1617	0.3961	1005	0.3232	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8578
0.208	0.3980	1010	0.3617	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8576
0.1016	0.4	1015	0.3578	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8598
0.0865	0.4020	1020	0.3595	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8578
0.1721	0.4039	1025	0.3615	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8615
0.1769	0.4059	1030	0.3708	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8667
0.1811	0.4079	1035	0.3563	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8697
0.1043	0.4099	1040	0.3307	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8630
0.1747	0.4118	1045	0.3553	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8556
0.1948	0.4138	1050	0.3893	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8549
0.1551	0.4158	1055	0.3883	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8532
0.1183	0.4177	1060	0.4023	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8551
0.0914	0.4197	1065	0.3991	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8606
0.122	0.4217	1070	0.3811	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8610
0.1011	0.4236	1075	0.3814	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8642
0.1776	0.4256	1080	0.4098	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8657
0.1136	0.4276	1085	0.3691	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8583
0.1363	0.4296	1090	0.3736	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8497
0.154	0.4315	1095	0.3792	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8483
0.1674	0.4335	1100	0.3733	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8458
0.1586	0.4355	1105	0.3904	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8515
0.1565	0.4374	1110	0.3434	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8596
0.166	0.4394	1115	0.3447	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8620
0.1535	0.4414	1120	0.3667	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8593
0.1245	0.4433	1125	0.3619	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8596
0.1457	0.4453	1130	0.3683	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8633
0.1944	0.4473	1135	0.4099	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8650
0.1549	0.4493	1140	0.3726	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8677
0.1432	0.4512	1145	0.3279	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8674
0.1135	0.4532	1150	0.3535	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8655
0.1857	0.4552	1155	0.3937	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8669
0.1452	0.4571	1160	0.3530	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8618
0.1366	0.4591	1165	0.3353	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8637
0.1358	0.4611	1170	0.3478	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8633
0.2015	0.4631	1175	0.3721	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8657
0.177	0.4650	1180	0.3526	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8566
0.0985	0.4670	1185	0.3538	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8527
0.0956	0.4690	1190	0.3752	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8566
0.189	0.4709	1195	0.3757	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8596
0.1348	0.4729	1200	0.3513	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8576
0.1986	0.4749	1205	0.3430	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8559
0.154	0.4768	1210	0.3452	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8519
0.1642	0.4788	1215	0.3698	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8574
0.1063	0.4808	1220	0.3493	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8608
0.1715	0.4828	1225	0.3398	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8640
0.1965	0.4847	1230	0.3514	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8660
0.0559	0.4867	1235	0.3795	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8667
0.1095	0.4887	1240	0.3745	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8635
0.0876	0.4906	1245	0.3606	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8603
0.0871	0.4926	1250	0.3557	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8623
0.1509	0.4946	1255	0.3653	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8628
0.1382	0.4966	1260	0.3607	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8615
0.1431	0.4985	1265	0.3630	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8596
0.1544	0.5005	1270	0.3723	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8574
0.2088	0.5025	1275	0.3529	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8544
0.2432	0.5044	1280	0.3469	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8515
0.1419	0.5064	1285	0.3363	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8517
0.1019	0.5084	1290	0.3672	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8544
0.1658	0.5103	1295	0.3758	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8539
0.1674	0.5123	1300	0.3729	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8549
0.1769	0.5143	1305	0.3774	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8534
0.1213	0.5163	1310	0.3642	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8539
0.1188	0.5182	1315	0.3834	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8497
0.1453	0.5202	1320	0.3936	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8517
0.1473	0.5222	1325	0.3685	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8492
0.137	0.5241	1330	0.3406	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8512
0.1482	0.5261	1335	0.3579	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8515
0.2617	0.5281	1340	0.3855	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8468
0.1441	0.5300	1345	0.3658	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8451
0.1398	0.5320	1350	0.3546	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8470
0.1747	0.5340	1355	0.3722	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8473
0.1301	0.5360	1360	0.3717	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8571
0.1636	0.5379	1365	0.3441	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8601
0.0872	0.5399	1370	0.3438	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8647
0.1304	0.5419	1375	0.3715	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8672
0.1443	0.5438	1380	0.3760	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8706
0.0924	0.5458	1385	0.3573	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8689
0.1472	0.5478	1390	0.3645	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8677
0.1531	0.5498	1395	0.3814	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8677
0.1522	0.5517	1400	0.3786	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8645
0.1865	0.5537	1405	0.3800	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8645
0.1311	0.5557	1410	0.3693	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8645
0.1754	0.5576	1415	0.3983	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8665
0.2041	0.5596	1420	0.3850	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8650
0.1293	0.5616	1425	0.3791	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8618
0.1479	0.5635	1430	0.3783	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8608
0.1683	0.5655	1435	0.3863	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8591
0.1051	0.5675	1440	0.3969	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8576
0.2862	0.5695	1445	0.3747	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8603
0.1406	0.5714	1450	0.3699	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8583
0.1582	0.5734	1455	0.3786	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8569
0.154	0.5754	1460	0.3669	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8588
0.1725	0.5773	1465	0.3445	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8618
0.1571	0.5793	1470	0.3449	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8655
0.1665	0.5813	1475	0.3482	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8679
0.1675	0.5833	1480	0.3511	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8652
0.1618	0.5852	1485	0.3404	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8647
0.1476	0.5872	1490	0.3359	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8647
0.1608	0.5892	1495	0.3445	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8669
0.1652	0.5911	1500	0.3468	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8689
0.1508	0.5931	1505	0.3423	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8716
0.1071	0.5951	1510	0.3492	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8714
0.197	0.5970	1515	0.3640	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8728
0.1236	0.5990	1520	0.3713	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8721
0.1047	0.6010	1525	0.3727	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8728
0.1126	0.6030	1530	0.3483	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8731
0.1626	0.6049	1535	0.3462	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8701
0.1367	0.6069	1540	0.3621	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8716
0.1045	0.6089	1545	0.3704	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8694
0.1801	0.6108	1550	0.3824	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8714
0.191	0.6128	1555	0.3734	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8692
0.2316	0.6148	1560	0.3605	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8721
0.1693	0.6167	1565	0.3477	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8682
0.146	0.6187	1570	0.3585	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8667
0.2165	0.6207	1575	0.3658	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8652
0.1619	0.6227	1580	0.3720	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8647
0.1543	0.6246	1585	0.3734	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8699
0.092	0.6266	1590	0.3935	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8697
0.1587	0.6286	1595	0.4085	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8650
0.1433	0.6305	1600	0.3788	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8640
0.1452	0.6325	1605	0.3572	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8620
0.1653	0.6345	1610	0.3505	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8625
0.1894	0.6365	1615	0.3615	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8598
0.3009	0.6384	1620	0.3566	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8596
0.1769	0.6404	1625	0.3434	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8588
0.1539	0.6424	1630	0.3436	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8571
0.1486	0.6443	1635	0.3589	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8581
0.1039	0.6463	1640	0.3785	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8574
0.1826	0.6483	1645	0.3859	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8591
0.1367	0.6502	1650	0.3835	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8615
0.1438	0.6522	1655	0.3738	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8640
0.2008	0.6542	1660	0.3649	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8620
0.1976	0.6562	1665	0.3577	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8620
0.2747	0.6581	1670	0.3501	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8630
0.1758	0.6601	1675	0.3419	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8647
0.2068	0.6621	1680	0.3280	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8665
0.1795	0.6640	1685	0.3251	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8655
0.1836	0.6660	1690	0.3362	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8637
0.119	0.6680	1695	0.3489	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8613
0.1869	0.6700	1700	0.3525	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8596
0.1869	0.6719	1705	0.3601	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8571
0.0965	0.6739	1710	0.3812	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8571
0.1322	0.6759	1715	0.4009	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8574
0.1176	0.6778	1720	0.3917	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8586
0.1016	0.6798	1725	0.3759	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8586
0.1221	0.6818	1730	0.3624	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8606
0.1543	0.6837	1735	0.3619	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8642
0.1228	0.6857	1740	0.3715	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8645
0.1669	0.6877	1745	0.3781	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8642
0.1125	0.6897	1750	0.3733	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8652
0.1469	0.6916	1755	0.3779	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8667
0.1707	0.6936	1760	0.3740	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8645
0.1015	0.6956	1765	0.3673	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8674
0.0956	0.6975	1770	0.3575	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8667
0.1909	0.6995	1775	0.3589	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8657
0.2077	0.7015	1780	0.3503	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8637
0.1067	0.7034	1785	0.3433	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8665
0.2261	0.7054	1790	0.3507	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8689
0.1111	0.7074	1795	0.3533	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8694
0.1308	0.7094	1800	0.3562	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8699
0.1705	0.7113	1805	0.3531	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8692
0.1676	0.7133	1810	0.3587	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8711
0.1582	0.7153	1815	0.3717	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8697
0.119	0.7172	1820	0.3827	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8711
0.1279	0.7192	1825	0.4002	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8679
0.2371	0.7212	1830	0.4026	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8706
0.11	0.7232	1835	0.3900	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8709
0.1245	0.7251	1840	0.3827	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8682
0.1376	0.7271	1845	0.3763	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8694
0.1076	0.7291	1850	0.3751	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8692
0.1429	0.7310	1855	0.3723	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8692
0.24	0.7330	1860	0.3704	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8689
0.1232	0.7350	1865	0.3602	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8724
0.1564	0.7369	1870	0.3594	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8733
0.2105	0.7389	1875	0.3603	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8731
0.1187	0.7409	1880	0.3606	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8751
0.2013	0.7429	1885	0.3685	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8773
0.1591	0.7448	1890	0.3689	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8790
0.1177	0.7468	1895	0.3624	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8788
0.1037	0.7488	1900	0.3591	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8780
0.1071	0.7507	1905	0.3616	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8785
0.1869	0.7527	1910	0.3535	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8778
0.149	0.7547	1915	0.3507	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8770
0.1227	0.7567	1920	0.3495	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8770
0.1819	0.7586	1925	0.3440	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1234	0.7606	1930	0.3402	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8746
0.1821	0.7626	1935	0.3466	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1036	0.7645	1940	0.3575	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.1994	0.7665	1945	0.3677	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8728
0.2034	0.7685	1950	0.3714	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8714
0.1126	0.7704	1955	0.3703	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8748
0.1084	0.7724	1960	0.3629	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8738
0.2154	0.7744	1965	0.3551	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1969	0.7764	1970	0.3525	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8724
0.1237	0.7783	1975	0.3530	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8751
0.1786	0.7803	1980	0.3572	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8736
0.2254	0.7823	1985	0.3608	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8733
0.1012	0.7842	1990	0.3646	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8746
0.1954	0.7862	1995	0.3656	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8736
0.1307	0.7882	2000	0.3598	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8765
0.1639	0.7901	2005	0.3608	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8728
0.1134	0.7921	2010	0.3528	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8716
0.1138	0.7941	2015	0.3500	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8724
0.1833	0.7961	2020	0.3531	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8719
0.138	0.7980	2025	0.3516	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8726
0.1541	0.8	2030	0.3548	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8721
0.0977	0.8020	2035	0.3632	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8736
0.1182	0.8039	2040	0.3633	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8738
0.2178	0.8059	2045	0.3633	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8748
0.1961	0.8079	2050	0.3559	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8741
0.2299	0.8099	2055	0.3547	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8763
0.2053	0.8118	2060	0.3529	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8751
0.1613	0.8138	2065	0.3501	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.1729	0.8158	2070	0.3547	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8756
0.1521	0.8177	2075	0.3595	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1841	0.8197	2080	0.3654	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8731
0.1658	0.8217	2085	0.3654	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8738
0.0857	0.8236	2090	0.3623	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8706
0.1357	0.8256	2095	0.3594	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8719
0.2163	0.8276	2100	0.3581	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8706
0.1677	0.8296	2105	0.3578	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8724
0.1797	0.8315	2110	0.3580	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8706
0.1165	0.8335	2115	0.3604	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8719
0.1451	0.8355	2120	0.3643	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.2616	0.8374	2125	0.3651	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8728
0.1114	0.8394	2130	0.3639	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.2279	0.8414	2135	0.3652	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8731
0.1348	0.8433	2140	0.3641	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.1255	0.8453	2145	0.3648	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1248	0.8473	2150	0.3667	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8733
0.1822	0.8493	2155	0.3692	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8736
0.1303	0.8512	2160	0.3714	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8736
0.1093	0.8532	2165	0.3756	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.1205	0.8552	2170	0.3746	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.1298	0.8571	2175	0.3742	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8728
0.1557	0.8591	2180	0.3743	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8753
0.1116	0.8611	2185	0.3718	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8768
0.1148	0.8631	2190	0.3712	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8760
0.1386	0.8650	2195	0.3669	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8770
0.1407	0.8670	2200	0.3652	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8768
0.1492	0.8690	2205	0.3615	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8748
0.2168	0.8709	2210	0.3611	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.1541	0.8729	2215	0.3589	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8758
0.1474	0.8749	2220	0.3607	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.1613	0.8768	2225	0.3617	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8756
0.1693	0.8788	2230	0.3637	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8760
0.1303	0.8808	2235	0.3675	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8760
0.0947	0.8828	2240	0.3689	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8753
0.1889	0.8847	2245	0.3678	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8775
0.108	0.8867	2250	0.3685	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8751
0.121	0.8887	2255	0.3691	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8751
0.1236	0.8906	2260	0.3723	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.2149	0.8926	2265	0.3760	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8756
0.1649	0.8946	2270	0.3786	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8758
0.1025	0.8966	2275	0.3764	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8751
0.1671	0.8985	2280	0.3757	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8753
0.1356	0.9005	2285	0.3747	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8753
0.1601	0.9025	2290	0.3720	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8760
0.1215	0.9044	2295	0.3727	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8748
0.1708	0.9064	2300	0.3716	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8748
0.109	0.9084	2305	0.3710	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.2575	0.9103	2310	0.3712	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8733
0.1358	0.9123	2315	0.3694	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.1503	0.9143	2320	0.3694	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8731
0.1669	0.9163	2325	0.3692	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8736
0.1407	0.9182	2330	0.3661	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8748
0.2312	0.9202	2335	0.3674	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8733
0.1408	0.9222	2340	0.3682	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8746
0.0864	0.9241	2345	0.3669	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.2638	0.9261	2350	0.3671	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8748
0.1153	0.9281	2355	0.3668	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1655	0.9300	2360	0.3663	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.136	0.9320	2365	0.3656	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1217	0.9340	2370	0.3651	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8751
0.1607	0.9360	2375	0.3655	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.1693	0.9379	2380	0.3635	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8746
0.1291	0.9399	2385	0.3645	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8733
0.1559	0.9419	2390	0.3652	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.114	0.9438	2395	0.3633	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.081	0.9458	2400	0.3642	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.1458	0.9478	2405	0.3650	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.2155	0.9498	2410	0.3656	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8728
0.1503	0.9517	2415	0.3661	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8736
0.1262	0.9537	2420	0.3658	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.2324	0.9557	2425	0.3661	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1709	0.9576	2430	0.3643	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8733
0.1404	0.9596	2435	0.3661	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.1679	0.9616	2440	0.3652	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8731
0.1503	0.9635	2445	0.3644	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8748
0.1905	0.9655	2450	0.3648	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1246	0.9675	2455	0.3637	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8733
0.1308	0.9695	2460	0.3643	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8736
0.1643	0.9714	2465	0.3648	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738
0.126	0.9734	2470	0.3638	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1186	0.9754	2475	0.3662	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1352	0.9773	2480	0.3640	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8733
0.1971	0.9793	2485	0.3646	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.1784	0.9813	2490	0.3636	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8736
0.1408	0.9833	2495	0.3637	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8743
0.16	0.9852	2500	0.3646	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8736
0.1433	0.9872	2505	0.3656	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.2481	0.9892	2510	0.3624	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8756
0.0803	0.9911	2515	0.3644	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8753
0.1897	0.9931	2520	0.3637	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8741
0.2129	0.9951	2525	0.3634	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8748
0.1401	0.9970	2530	0.3642	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8726
0.1451	0.9990	2535	0.3637	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8738

Framework versions

• PEFT 0.12.0
• Transformers 4.46.0
• Pytorch 2.4.0+cu118
• Datasets 3.0.0
• Tokenizers 0.20.1