mmlu_noaugs_qwen_lora

This model is a fine-tuned version of Daewon0808/prm800k_qwen_fulltune on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.4210
• Prm accuracy: 0.8333
• Prm precision: 0.8909
• Prm recall: 0.9159
• Prm specificty: 0.3684
• Prm npv: 0.4375
• Prm f1: 0.9032
• Prm f1 neg: 0.4
• Prm f1 auc: 0.6422
• Prm f1 auc (fixed): 0.7494

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	Prm f1 auc (fixed)
No log	0	0	0.6081	0.6905	0.9146	0.7009	0.6316	0.2727	0.7937	0.3810	0.6663	0.6702
0.4626	0.002	5	0.6091	0.6825	0.9136	0.6916	0.6316	0.2667	0.7872	0.375	0.6616	0.6680
0.4286	0.004	10	0.6076	0.6905	0.9146	0.7009	0.6316	0.2727	0.7937	0.3810	0.6663	0.6729
0.4196	0.006	15	0.6029	0.6825	0.9036	0.7009	0.5789	0.2558	0.7895	0.3548	0.6399	0.6699
0.4552	0.008	20	0.5854	0.7222	0.9091	0.7477	0.5789	0.2895	0.8205	0.3860	0.6633	0.6685
0.3555	0.01	25	0.5401	0.7698	0.9062	0.8131	0.5263	0.3333	0.8571	0.4082	0.6697	0.6692
0.3442	0.012	30	0.4565	0.8333	0.9057	0.8972	0.4737	0.45	0.9014	0.4615	0.6854	0.6754
0.2574	0.014	35	0.4103	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.6746
0.3086	0.016	40	0.4216	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.6918
0.2618	0.018	45	0.4099	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7007
0.2349	0.02	50	0.3902	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.7046
0.2291	0.022	55	0.3785	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.7174
0.3024	0.024	60	0.3780	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7108
0.2351	0.026	65	0.3729	0.8175	0.8443	0.9626	0.0	0.0	0.8996	0.0	0.4813	0.7162
0.2624	0.028	70	0.3710	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.7174
0.2588	0.03	75	0.3694	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.7231
0.2651	0.032	80	0.3697	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.7304
0.2979	0.034	85	0.3697	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7329
0.1843	0.036	90	0.3685	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7425
0.2762	0.038	95	0.3699	0.8095	0.8430	0.9533	0.0	0.0	0.8947	0.0	0.4766	0.7430
0.225	0.04	100	0.3698	0.8095	0.8609	0.9252	0.1579	0.2727	0.8919	0.2	0.5416	0.7496
0.1777	0.042	105	0.3719	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7518
0.2856	0.044	110	0.3702	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7558
0.3168	0.046	115	0.3641	0.7937	0.8462	0.9252	0.0526	0.1111	0.8839	0.0714	0.4889	0.7629
0.2599	0.048	120	0.3635	0.8095	0.8547	0.9346	0.1053	0.2222	0.8929	0.1429	0.5199	0.7629
0.2382	0.05	125	0.3883	0.8254	0.8972	0.8972	0.4211	0.4211	0.8972	0.4211	0.6591	0.7514
0.3242	0.052	130	0.3719	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7570
0.2424	0.054	135	0.3699	0.8016	0.8475	0.9346	0.0526	0.125	0.8889	0.0741	0.4936	0.7624
0.2262	0.056	140	0.3689	0.8016	0.8596	0.9159	0.1579	0.25	0.8869	0.1935	0.5369	0.7602
0.2805	0.058	145	0.3797	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7482
0.2012	0.06	150	0.3874	0.8016	0.8596	0.9159	0.1579	0.25	0.8869	0.1935	0.5369	0.7467
0.3609	0.062	155	0.3930	0.8016	0.8596	0.9159	0.1579	0.25	0.8869	0.1935	0.5369	0.7541
0.2563	0.064	160	0.3919	0.8095	0.8673	0.9159	0.2105	0.3077	0.8909	0.25	0.5632	0.7523
0.2864	0.066	165	0.3928	0.8095	0.8547	0.9346	0.1053	0.2222	0.8929	0.1429	0.5199	0.7590
0.221	0.068	170	0.3816	0.8095	0.8673	0.9159	0.2105	0.3077	0.8909	0.25	0.5632	0.7499
0.2568	0.07	175	0.3816	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7373
0.2457	0.072	180	0.3740	0.8095	0.8487	0.9439	0.0526	0.1429	0.8938	0.0769	0.4983	0.7430
0.3136	0.074	185	0.3739	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7504
0.3283	0.076	190	0.3949	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7479
0.2109	0.078	195	0.3911	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7644
0.272	0.08	200	0.3900	0.8016	0.8596	0.9159	0.1579	0.25	0.8869	0.1935	0.5369	0.7661
0.243	0.082	205	0.4296	0.8333	0.9216	0.8785	0.5789	0.4583	0.8995	0.5116	0.7287	0.7614
0.2268	0.084	210	0.3832	0.7937	0.8649	0.8972	0.2105	0.2667	0.8807	0.2353	0.5539	0.7814
0.1929	0.086	215	0.3879	0.8095	0.8609	0.9252	0.1579	0.2727	0.8919	0.2	0.5416	0.7806
0.2376	0.088	220	0.4016	0.8016	0.8727	0.8972	0.2632	0.3125	0.8848	0.2857	0.5802	0.7713
0.286	0.09	225	0.3965	0.8016	0.8661	0.9065	0.2105	0.2857	0.8858	0.2424	0.5585	0.7644
0.2494	0.092	230	0.3996	0.8016	0.8661	0.9065	0.2105	0.2857	0.8858	0.2424	0.5585	0.7649
0.2197	0.094	235	0.4090	0.8095	0.8609	0.9252	0.1579	0.2727	0.8919	0.2	0.5416	0.7602
0.18	0.096	240	0.4101	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7555
0.1698	0.098	245	0.4187	0.8016	0.8661	0.9065	0.2105	0.2857	0.8858	0.2424	0.5585	0.7408
0.2286	0.1	250	0.4219	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7469
0.3922	0.102	255	0.4085	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7577
0.2482	0.104	260	0.3922	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7455
0.2216	0.106	265	0.3983	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.7474
0.2751	0.108	270	0.4249	0.8254	0.8571	0.9533	0.1053	0.2857	0.9027	0.1538	0.5293	0.7516
0.1966	0.11	275	0.4099	0.8095	0.8673	0.9159	0.2105	0.3077	0.8909	0.25	0.5632	0.7482
0.1934	0.112	280	0.4158	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7472
0.2841	0.114	285	0.4018	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7432
0.205	0.116	290	0.4018	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7484
0.183	0.118	295	0.4053	0.8095	0.8547	0.9346	0.1053	0.2222	0.8929	0.1429	0.5199	0.7393
0.1997	0.12	300	0.3997	0.8095	0.8673	0.9159	0.2105	0.3077	0.8909	0.25	0.5632	0.7359
0.2024	0.122	305	0.4119	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7319
0.2786	0.124	310	0.4232	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7319
0.2014	0.126	315	0.4110	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7359
0.2661	0.128	320	0.4128	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7356
0.2419	0.13	325	0.4153	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7373
0.2029	0.132	330	0.4334	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7391
0.1636	0.134	335	0.4572	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7386
0.265	0.136	340	0.4365	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7413
0.192	0.138	345	0.4221	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7425
0.1774	0.14	350	0.4120	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7533
0.2688	0.142	355	0.4303	0.8254	0.8571	0.9533	0.1053	0.2857	0.9027	0.1538	0.5293	0.7504
0.2207	0.144	360	0.4081	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7474
0.2372	0.146	365	0.3948	0.8095	0.8673	0.9159	0.2105	0.3077	0.8909	0.25	0.5632	0.7501
0.243	0.148	370	0.3951	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7494
0.2209	0.15	375	0.3910	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7550
0.2495	0.152	380	0.3944	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7563
0.2873	0.154	385	0.3929	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7523
0.2218	0.156	390	0.3906	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7563
0.1791	0.158	395	0.3825	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7565
0.2238	0.16	400	0.3759	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7607
0.2325	0.162	405	0.3984	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.7560
0.2497	0.164	410	0.4038	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.7568
0.1747	0.166	415	0.3913	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.7570
0.2095	0.168	420	0.4054	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.7592
0.2054	0.17	425	0.3844	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7541
0.2467	0.172	430	0.4066	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7521
0.2895	0.174	435	0.3914	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.7420
0.2563	0.176	440	0.3789	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7329
0.1922	0.178	445	0.3855	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7268
0.1646	0.18	450	0.4024	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7472
0.2617	0.182	455	0.3956	0.8413	0.9065	0.9065	0.4737	0.4737	0.9065	0.4737	0.6901	0.7614
0.2405	0.184	460	0.3893	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.7688
0.222	0.186	465	0.3896	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7718
0.2215	0.188	470	0.3901	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7723
0.2397	0.19	475	0.3735	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7661
0.2575	0.192	480	0.3792	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7646
0.1678	0.194	485	0.4111	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7676
0.3274	0.196	490	0.3906	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7678
0.219	0.198	495	0.3830	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7703
0.2127	0.2	500	0.3912	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7651
0.2024	0.202	505	0.3960	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7619
0.2136	0.204	510	0.4049	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7664
0.128	0.206	515	0.4278	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7708
0.1651	0.208	520	0.4066	0.8016	0.8661	0.9065	0.2105	0.2857	0.8858	0.2424	0.5585	0.7708
0.2579	0.21	525	0.3975	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7609
0.214	0.212	530	0.3978	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7624
0.1797	0.214	535	0.4083	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7614
0.2123	0.216	540	0.4059	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7518
0.2527	0.218	545	0.4001	0.8095	0.8673	0.9159	0.2105	0.3077	0.8909	0.25	0.5632	0.7528
0.1494	0.22	550	0.4102	0.8175	0.8443	0.9626	0.0	0.0	0.8996	0.0	0.4813	0.7442
0.2374	0.222	555	0.4095	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7474
0.2013	0.224	560	0.4018	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7459
0.2816	0.226	565	0.4051	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7501
0.2332	0.228	570	0.4167	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7541
0.1548	0.23	575	0.4160	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7528
0.1688	0.232	580	0.4065	0.8095	0.8673	0.9159	0.2105	0.3077	0.8909	0.25	0.5632	0.7418
0.172	0.234	585	0.4039	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7442
0.1496	0.236	590	0.4130	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7570
0.233	0.238	595	0.4109	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7622
0.2205	0.24	600	0.3876	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7789
0.1859	0.242	605	0.3757	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7774
0.137	0.244	610	0.3732	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7757
0.1923	0.246	615	0.3791	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7779
0.1884	0.248	620	0.3834	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7787
0.2266	0.25	625	0.3796	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7806
0.2109	0.252	630	0.3780	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7811
0.264	0.254	635	0.3781	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7855
0.254	0.256	640	0.3844	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7846
0.1787	0.258	645	0.3867	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7818
0.2498	0.26	650	0.3831	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.6328	0.7767
0.1928	0.262	655	0.3820	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.6328	0.7759
0.2825	0.264	660	0.3938	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.7818
0.1918	0.266	665	0.3889	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.7801
0.1872	0.268	670	0.3630	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7794
0.2189	0.27	675	0.3651	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7740
0.1791	0.272	680	0.3734	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7720
0.1771	0.274	685	0.3857	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.6328	0.7759
0.2021	0.276	690	0.4011	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7823
0.2113	0.278	695	0.3906	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7779
0.1805	0.28	700	0.3764	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7732
0.1854	0.282	705	0.3676	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7703
0.1907	0.284	710	0.3678	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7801
0.2293	0.286	715	0.3695	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7759
0.202	0.288	720	0.3736	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.6328	0.7787
0.2876	0.29	725	0.3758	0.8175	0.8962	0.8879	0.4211	0.4	0.8920	0.4103	0.6545	0.7804
0.1483	0.292	730	0.3745	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7855
0.2323	0.294	735	0.3823	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7806
0.1437	0.296	740	0.3661	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7777
0.16	0.298	745	0.3800	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7720
0.2145	0.3	750	0.3805	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7691
0.1738	0.302	755	0.3817	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.7745
0.2886	0.304	760	0.3714	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7730
0.1992	0.306	765	0.3659	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7710
0.1781	0.308	770	0.3625	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7742
0.201	0.31	775	0.3635	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7767
0.2039	0.312	780	0.3613	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7791
0.1932	0.314	785	0.3673	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.7759
0.1119	0.316	790	0.3725	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7740
0.2401	0.318	795	0.3723	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7755
0.228	0.32	800	0.3703	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7818
0.1486	0.322	805	0.3661	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7784
0.1356	0.324	810	0.3662	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7784
0.195	0.326	815	0.3701	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.7759
0.1651	0.328	820	0.3776	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.7664
0.1668	0.33	825	0.3786	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7632
0.2321	0.332	830	0.3798	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7641
0.1706	0.334	835	0.3799	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7671
0.1835	0.336	840	0.3845	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.7705
0.104	0.338	845	0.3990	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.7757
0.2415	0.34	850	0.3795	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7609
0.242	0.342	855	0.3918	0.8254	0.8972	0.8972	0.4211	0.4211	0.8972	0.4211	0.6591	0.7442
0.2645	0.344	860	0.3958	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7464
0.1488	0.346	865	0.3977	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7423
0.3614	0.348	870	0.3990	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7477
0.1397	0.35	875	0.3906	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7514
0.2153	0.352	880	0.3855	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7563
0.1862	0.354	885	0.3878	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7565
0.1716	0.356	890	0.3940	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7592
0.2109	0.358	895	0.3921	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7486
0.2071	0.36	900	0.3943	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.7364
0.2079	0.362	905	0.4003	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7282
0.1831	0.364	910	0.3988	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.7275
0.1207	0.366	915	0.4018	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7317
0.1541	0.368	920	0.4062	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7450
0.1885	0.37	925	0.3992	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7506
0.2137	0.372	930	0.3885	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7425
0.1619	0.374	935	0.3929	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.7440
0.1724	0.376	940	0.4031	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.7408
0.2231	0.378	945	0.4053	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.7371
0.1375	0.38	950	0.3990	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7349
0.2009	0.382	955	0.3999	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7410
0.175	0.384	960	0.3952	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7511
0.1599	0.386	965	0.4046	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7582
0.1831	0.388	970	0.3969	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7612
0.1665	0.39	975	0.3900	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7634
0.2148	0.392	980	0.3854	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7622
0.1166	0.394	985	0.3833	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7619
0.2734	0.396	990	0.3954	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7590
0.1405	0.398	995	0.3940	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7555
0.2524	0.4	1000	0.3917	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7545
0.2532	0.402	1005	0.3874	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7523
0.1892	0.404	1010	0.3899	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7570
0.2219	0.406	1015	0.3958	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7558
0.1655	0.408	1020	0.3974	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.7543
0.2272	0.41	1025	0.3875	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.7506
0.1233	0.412	1030	0.3738	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7486
0.1621	0.414	1035	0.3754	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7563
0.1547	0.416	1040	0.3743	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7627
0.1445	0.418	1045	0.3819	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7627
0.1576	0.42	1050	0.3928	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7649
0.2277	0.422	1055	0.4043	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7693
0.1584	0.424	1060	0.4022	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7600
0.1856	0.426	1065	0.3934	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.7575
0.1303	0.428	1070	0.3796	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7580
0.2236	0.43	1075	0.3795	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7597
0.212	0.432	1080	0.3754	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7617
0.1794	0.434	1085	0.3772	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7678
0.1927	0.436	1090	0.3857	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7727
0.165	0.438	1095	0.3867	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7696
0.2882	0.44	1100	0.3958	0.8254	0.8972	0.8972	0.4211	0.4211	0.8972	0.4211	0.6591	0.7723
0.1359	0.442	1105	0.3902	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7708
0.136	0.444	1110	0.3922	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7708
0.1873	0.446	1115	0.4043	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.7686
0.1396	0.448	1120	0.3987	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.7676
0.177	0.45	1125	0.3954	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7678
0.1907	0.452	1130	0.3979	0.8175	0.8962	0.8879	0.4211	0.4	0.8920	0.4103	0.6545	0.7676
0.2704	0.454	1135	0.3979	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7698
0.1972	0.456	1140	0.3900	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.7757
0.2788	0.458	1145	0.3830	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.7691
0.1283	0.46	1150	0.3870	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7691
0.1424	0.462	1155	0.3965	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7627
0.1743	0.464	1160	0.4087	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7644
0.1614	0.466	1165	0.4089	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7659
0.0994	0.468	1170	0.4076	0.8254	0.8972	0.8972	0.4211	0.4211	0.8972	0.4211	0.6591	0.7624
0.1354	0.47	1175	0.3984	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7700
0.1748	0.472	1180	0.3989	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7732
0.1187	0.474	1185	0.4020	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7718
0.2062	0.476	1190	0.4041	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7727
0.1681	0.478	1195	0.4134	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7735
0.1273	0.48	1200	0.4129	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7769
0.237	0.482	1205	0.4045	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7772
0.1915	0.484	1210	0.4023	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7767
0.201	0.486	1215	0.4017	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7742
0.1891	0.488	1220	0.3960	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7715
0.1558	0.49	1225	0.3911	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7671
0.1212	0.492	1230	0.3911	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7668
0.1897	0.494	1235	0.3965	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7656
0.1051	0.496	1240	0.3961	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7644
0.1542	0.498	1245	0.4045	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7614
0.2192	0.5	1250	0.4095	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7641
0.0957	0.502	1255	0.4119	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7696
0.1071	0.504	1260	0.4189	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7668
0.1083	0.506	1265	0.4251	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7617
0.1876	0.508	1270	0.4137	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7651
0.1453	0.51	1275	0.4124	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7668
0.1111	0.512	1280	0.4178	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7639
0.1348	0.514	1285	0.4222	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7563
0.1804	0.516	1290	0.4202	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7550
0.1945	0.518	1295	0.4070	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7550
0.152	0.52	1300	0.3997	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7528
0.1444	0.522	1305	0.4064	0.8492	0.9074	0.9159	0.4737	0.5	0.9116	0.4865	0.6948	0.7486
0.2455	0.524	1310	0.4212	0.8413	0.9065	0.9065	0.4737	0.4737	0.9065	0.4737	0.6901	0.7445
0.1483	0.526	1315	0.4292	0.8413	0.9065	0.9065	0.4737	0.4737	0.9065	0.4737	0.6901	0.7366
0.1527	0.528	1320	0.4268	0.8413	0.9065	0.9065	0.4737	0.4737	0.9065	0.4737	0.6901	0.7364
0.1139	0.53	1325	0.4219	0.8413	0.9065	0.9065	0.4737	0.4737	0.9065	0.4737	0.6901	0.7359
0.1869	0.532	1330	0.4173	0.8413	0.9065	0.9065	0.4737	0.4737	0.9065	0.4737	0.6901	0.7393
0.1717	0.534	1335	0.4176	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7450
0.1261	0.536	1340	0.4171	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7514
0.2811	0.538	1345	0.4140	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.7528
0.1919	0.54	1350	0.3980	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7541
0.0945	0.542	1355	0.3943	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7590
0.1312	0.544	1360	0.3960	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7614
0.1512	0.546	1365	0.3960	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.7605
0.1957	0.548	1370	0.3992	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.7585
0.0979	0.55	1375	0.4020	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.7597
0.162	0.552	1380	0.4068	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7587
0.2043	0.554	1385	0.4091	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7619
0.2146	0.556	1390	0.4125	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7619
0.2524	0.558	1395	0.4111	0.8254	0.8972	0.8972	0.4211	0.4211	0.8972	0.4211	0.6591	0.7622
0.1342	0.56	1400	0.4033	0.8333	0.9057	0.8972	0.4737	0.45	0.9014	0.4615	0.6854	0.7659
0.1746	0.562	1405	0.3889	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7644
0.1791	0.564	1410	0.3864	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7664
0.1438	0.566	1415	0.3827	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7676
0.1239	0.568	1420	0.3864	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7686
0.139	0.57	1425	0.3928	0.8254	0.8899	0.9065	0.3684	0.4118	0.8981	0.3889	0.6375	0.7718
0.1458	0.572	1430	0.4042	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.6328	0.7710
0.1877	0.574	1435	0.4063	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.6328	0.7681
0.1232	0.576	1440	0.4082	0.8254	0.8972	0.8972	0.4211	0.4211	0.8972	0.4211	0.6591	0.7659
0.1959	0.578	1445	0.4027	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.6328	0.7619
0.1028	0.58	1450	0.3943	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7636
0.2236	0.582	1455	0.3911	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7624
0.0738	0.584	1460	0.3913	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7609
0.1854	0.586	1465	0.3956	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7602
0.1181	0.588	1470	0.4023	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7607
0.104	0.59	1475	0.4079	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7627
0.1347	0.592	1480	0.4135	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7528
0.1634	0.594	1485	0.4082	0.8571	0.9083	0.9252	0.4737	0.5294	0.9167	0.5	0.6995	0.7447
0.1205	0.596	1490	0.3989	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7383
0.1673	0.598	1495	0.3942	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7457
0.1311	0.6	1500	0.4008	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7526
0.0825	0.602	1505	0.4067	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7538
0.1527	0.604	1510	0.4116	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7538
0.176	0.606	1515	0.4141	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7541
0.1896	0.608	1520	0.4115	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7560
0.1925	0.61	1525	0.4072	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7595
0.1498	0.612	1530	0.4023	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7668
0.1267	0.614	1535	0.3979	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7693
0.1614	0.616	1540	0.3938	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.7666
0.1399	0.618	1545	0.3977	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7681
0.1633	0.62	1550	0.4050	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7664
0.1952	0.622	1555	0.4063	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7644
0.1492	0.624	1560	0.4041	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7629
0.1445	0.626	1565	0.4072	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7636
0.1317	0.628	1570	0.4114	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7592
0.1334	0.63	1575	0.4171	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7577
0.1471	0.632	1580	0.4145	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7602
0.2301	0.634	1585	0.4095	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7602
0.0954	0.636	1590	0.4113	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7518
0.2173	0.638	1595	0.4130	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7506
0.1007	0.64	1600	0.4135	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7526
0.1174	0.642	1605	0.4201	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7504
0.2809	0.644	1610	0.4219	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7474
0.1795	0.646	1615	0.4163	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7415
0.1079	0.648	1620	0.4076	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7403
0.1811	0.65	1625	0.4057	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7413
0.1434	0.652	1630	0.4058	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7400
0.1398	0.654	1635	0.4059	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7459
0.1277	0.656	1640	0.4030	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7499
0.1559	0.658	1645	0.4034	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7486
0.1628	0.66	1650	0.4004	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7511
0.1411	0.662	1655	0.3956	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7536
0.2169	0.664	1660	0.3949	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7541
0.1142	0.666	1665	0.3940	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7514
0.2371	0.668	1670	0.3970	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7501
0.1082	0.67	1675	0.4018	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7496
0.1973	0.672	1680	0.4063	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7489
0.1272	0.674	1685	0.4045	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7491
0.1485	0.676	1690	0.4046	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7462
0.1637	0.678	1695	0.4038	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7477
0.1604	0.68	1700	0.4086	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7491
0.3598	0.682	1705	0.4142	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7496
0.2446	0.684	1710	0.4093	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7459
0.1134	0.686	1715	0.4085	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7430
0.2663	0.688	1720	0.4090	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7410
0.1493	0.69	1725	0.4081	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7398
0.1552	0.692	1730	0.4118	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7388
0.1213	0.694	1735	0.4162	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7410
0.1504	0.696	1740	0.4162	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7423
0.181	0.698	1745	0.4197	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7423
0.1976	0.7	1750	0.4176	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7435
0.1456	0.702	1755	0.4178	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7477
0.1974	0.704	1760	0.4182	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7489
0.1104	0.706	1765	0.4166	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7496
0.2345	0.708	1770	0.4165	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7499
0.1689	0.71	1775	0.4167	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7509
0.1072	0.712	1780	0.4165	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7479
0.117	0.714	1785	0.4195	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7477
0.1289	0.716	1790	0.4195	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7486
0.1317	0.718	1795	0.4232	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7462
0.1605	0.72	1800	0.4234	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7472
0.1135	0.722	1805	0.4215	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7442
0.1179	0.724	1810	0.4214	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7432
0.1776	0.726	1815	0.4247	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7425
0.1512	0.728	1820	0.4292	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7427
0.1385	0.73	1825	0.4316	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7425
0.2033	0.732	1830	0.4311	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7408
0.1727	0.734	1835	0.4296	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7405
0.118	0.736	1840	0.4228	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7388
0.1648	0.738	1845	0.4206	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7378
0.228	0.74	1850	0.4162	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7376
0.1441	0.742	1855	0.4121	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7413
0.1185	0.744	1860	0.4087	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7408
0.1602	0.746	1865	0.4100	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7391
0.1136	0.748	1870	0.4096	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7413
0.2946	0.75	1875	0.4094	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7413
0.1748	0.752	1880	0.4122	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7388
0.1773	0.754	1885	0.4150	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7405
0.182	0.756	1890	0.4199	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7420
0.1843	0.758	1895	0.4223	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7376
0.1801	0.76	1900	0.4215	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7388
0.1613	0.762	1905	0.4217	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7378
0.1172	0.764	1910	0.4268	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7381
0.1517	0.766	1915	0.4305	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7410
0.1357	0.768	1920	0.4338	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7408
0.1214	0.77	1925	0.4374	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7440
0.095	0.772	1930	0.4417	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7445
0.1837	0.774	1935	0.4440	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7455
0.1979	0.776	1940	0.4451	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7455
0.1457	0.778	1945	0.4432	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7469
0.1762	0.78	1950	0.4422	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7472
0.1499	0.782	1955	0.4401	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7457
0.1897	0.784	1960	0.4350	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7469
0.1745	0.786	1965	0.4290	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7435
0.1534	0.788	1970	0.4246	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7452
0.1137	0.79	1975	0.4236	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7425
0.1198	0.792	1980	0.4210	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7445
0.2061	0.794	1985	0.4217	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7442
0.1802	0.796	1990	0.4213	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7437
0.1659	0.798	1995	0.4207	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7427
0.139	0.8	2000	0.4227	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7440
0.1447	0.802	2005	0.4248	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7420
0.201	0.804	2010	0.4244	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7427
0.221	0.806	2015	0.4216	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7455
0.1322	0.808	2020	0.4228	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7469
0.1512	0.81	2025	0.4226	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7459
0.1593	0.812	2030	0.4227	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7472
0.1928	0.814	2035	0.4211	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7457
0.1704	0.816	2040	0.4211	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7482
0.1484	0.818	2045	0.4210	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7467
0.1646	0.82	2050	0.4216	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7477
0.1598	0.822	2055	0.4209	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7477
0.1737	0.824	2060	0.4236	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7450
0.1526	0.826	2065	0.4233	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7486
0.1165	0.828	2070	0.4235	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7462
0.142	0.83	2075	0.4253	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7469
0.2232	0.832	2080	0.4237	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7494
0.1246	0.834	2085	0.4226	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7494
0.1167	0.836	2090	0.4197	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7484
0.1784	0.838	2095	0.4181	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7477
0.2331	0.84	2100	0.4183	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7457
0.173	0.842	2105	0.4158	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7467
0.1643	0.844	2110	0.4133	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7474
0.106	0.846	2115	0.4135	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7462
0.1535	0.848	2120	0.4138	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7462
0.2247	0.85	2125	0.4139	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7479
0.2335	0.852	2130	0.4144	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7452
0.1209	0.854	2135	0.4138	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7457
0.1374	0.856	2140	0.4148	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7464
0.1569	0.858	2145	0.4157	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7474
0.1271	0.86	2150	0.4156	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7467
0.1507	0.862	2155	0.4196	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7459
0.0956	0.864	2160	0.4193	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7494
0.1786	0.866	2165	0.4195	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7467
0.1351	0.868	2170	0.4199	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7477
0.1386	0.87	2175	0.4199	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7469
0.1855	0.872	2180	0.4199	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7477
0.1882	0.874	2185	0.4199	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7482
0.1632	0.876	2190	0.4192	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7477
0.1889	0.878	2195	0.4187	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7489
0.1046	0.88	2200	0.4219	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7479
0.1243	0.882	2205	0.4196	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7472
0.1487	0.884	2210	0.4182	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7482
0.2016	0.886	2215	0.4186	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7474
0.1445	0.888	2220	0.4177	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7467
0.1558	0.89	2225	0.4184	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7479
0.1818	0.892	2230	0.4187	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7469
0.2468	0.894	2235	0.4182	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7477
0.1636	0.896	2240	0.4186	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7467
0.2099	0.898	2245	0.4194	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7462
0.1675	0.9	2250	0.4197	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7455
0.1514	0.902	2255	0.4202	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7462
0.1162	0.904	2260	0.4201	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7459
0.1493	0.906	2265	0.4208	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7457
0.146	0.908	2270	0.4204	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7479
0.1267	0.91	2275	0.4207	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7482
0.178	0.912	2280	0.4214	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7472
0.1395	0.914	2285	0.4242	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7489
0.1949	0.916	2290	0.4227	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7457
0.1447	0.918	2295	0.4204	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7479
0.1231	0.92	2300	0.4196	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7486
0.1937	0.922	2305	0.4230	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7469
0.1434	0.924	2310	0.4206	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7501
0.1413	0.926	2315	0.4201	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7491
0.1497	0.928	2320	0.4220	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7479
0.263	0.93	2325	0.4226	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7474
0.1344	0.932	2330	0.4206	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7484
0.0881	0.934	2335	0.4219	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7494
0.1741	0.936	2340	0.4215	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7482
0.1842	0.938	2345	0.4219	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7484
0.0857	0.94	2350	0.4209	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7486
0.1751	0.942	2355	0.4202	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7474
0.1305	0.944	2360	0.4215	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7482
0.1836	0.946	2365	0.4207	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7491
0.1345	0.948	2370	0.4219	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7489
0.2355	0.95	2375	0.4224	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7486
0.2136	0.952	2380	0.4206	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7496
0.1895	0.954	2385	0.4211	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7494
0.1061	0.956	2390	0.4202	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7501
0.1132	0.958	2395	0.4206	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7491
0.1411	0.96	2400	0.4222	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7489
0.1091	0.962	2405	0.4223	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7491
0.1671	0.964	2410	0.4205	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7477
0.1266	0.966	2415	0.4209	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7484
0.1807	0.968	2420	0.4222	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7474
0.2015	0.97	2425	0.4202	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7504
0.1225	0.972	2430	0.4219	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7499
0.1053	0.974	2435	0.4212	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7491
0.1536	0.976	2440	0.4215	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7499
0.1391	0.978	2445	0.4217	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7489
0.1108	0.98	2450	0.4208	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7496
0.1458	0.982	2455	0.4214	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7477
0.097	0.984	2460	0.4212	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7491
0.1349	0.986	2465	0.4230	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7482
0.1445	0.988	2470	0.4216	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7486
0.1547	0.99	2475	0.4210	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7484
0.1193	0.992	2480	0.4223	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7484
0.1741	0.994	2485	0.4229	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7479
0.1776	0.996	2490	0.4224	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7462
0.1378	0.998	2495	0.4231	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7489
0.1468	1.0	2500	0.4210	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7494

Framework versions

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