mmlu_noaugs_llama_fulltune

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: 0.3047
• Prm accuracy: 0.8889
• Prm precision: 0.8908
• Prm recall: 0.9907
• Prm specificty: 0.3158
• Prm npv: 0.8571
• Prm f1: 0.9381
• Prm f1 neg: 0.4615
• Prm f1 auc: 0.6532
• Prm f1 auc (fixed): 0.9038

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: 1.25e-06
• train_batch_size: 1
• eval_batch_size: 4
• seed: 908932403
• distributed_type: multi-GPU
• num_devices: 8
• gradient_accumulation_steps: 4
• 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	0.3550	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8170
0.3401	0.0020	5	0.3574	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8165
0.3211	0.0041	10	0.3538	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8197
0.4285	0.0061	15	0.3540	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8151
0.3215	0.0081	20	0.3526	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8205
0.3119	0.0101	25	0.3509	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.8170
0.2811	0.0122	30	0.3490	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8237
0.3795	0.0142	35	0.3473	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8212
0.3141	0.0162	40	0.3488	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8234
0.3974	0.0183	45	0.3553	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8315
0.3209	0.0203	50	0.3547	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8337
0.2898	0.0223	55	0.3551	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8379
0.3296	0.0243	60	0.3475	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8433
0.3356	0.0264	65	0.3423	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8517
0.2533	0.0284	70	0.3392	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8571
0.3063	0.0304	75	0.3351	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8610
0.2878	0.0325	80	0.3237	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8596
0.2305	0.0345	85	0.3182	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8630
0.3557	0.0365	90	0.3144	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8630
0.1984	0.0385	95	0.3093	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8677
0.1534	0.0406	100	0.3050	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8711
0.2597	0.0426	105	0.2989	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8743
0.2698	0.0446	110	0.2960	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8724
0.2347	0.0467	115	0.2912	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8719
0.2583	0.0487	120	0.2893	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8697
0.1895	0.0507	125	0.2942	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8699
0.2918	0.0527	130	0.3115	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8694
0.2884	0.0548	135	0.2997	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8689
0.3308	0.0568	140	0.2860	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8660
0.2551	0.0588	145	0.2857	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8640
0.2317	0.0609	150	0.2979	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8610
0.2659	0.0629	155	0.3059	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8610
0.1556	0.0649	160	0.2974	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8608
0.2109	0.0670	165	0.2969	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8591
0.2474	0.0690	170	0.2918	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8613
0.1933	0.0710	175	0.2966	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8625
0.2246	0.0730	180	0.3159	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8606
0.1671	0.0751	185	0.3068	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8608
0.2753	0.0771	190	0.2943	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8610
0.2141	0.0791	195	0.3042	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8596
0.1909	0.0812	200	0.3056	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8556
0.1913	0.0832	205	0.2910	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8588
0.1412	0.0852	210	0.3015	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8610
0.1891	0.0872	215	0.3268	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8633
0.2556	0.0893	220	0.2980	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8645
0.206	0.0913	225	0.2868	0.8651	0.9018	0.9439	0.4211	0.5714	0.9224	0.4848	0.6825	0.8608
0.1882	0.0933	230	0.2944	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8620
0.2152	0.0954	235	0.3330	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8647
0.3033	0.0974	240	0.3083	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8630
0.2494	0.0994	245	0.2869	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8593
0.185	0.1014	250	0.3046	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8623
0.1676	0.1035	255	0.3042	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8633
0.272	0.1055	260	0.2904	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8665
0.1467	0.1075	265	0.3128	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8689
0.1673	0.1096	270	0.3532	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8704
0.2276	0.1116	275	0.3186	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8635
0.2212	0.1136	280	0.3035	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8623
0.1654	0.1156	285	0.3115	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8606
0.1438	0.1177	290	0.3494	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8556
0.2712	0.1197	295	0.3667	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8532
0.1913	0.1217	300	0.3319	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8556
0.2139	0.1238	305	0.3245	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8544
0.1039	0.1258	310	0.3108	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8615
0.1308	0.1278	315	0.2946	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8689
0.1793	0.1298	320	0.2873	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8751
0.3371	0.1319	325	0.2961	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8790
0.2261	0.1339	330	0.2856	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8733
0.1808	0.1359	335	0.2902	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8709
0.26	0.1380	340	0.3161	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8709
0.1969	0.1400	345	0.3167	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8701
0.1885	0.1420	350	0.3066	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8660
0.163	0.1440	355	0.3347	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8667
0.1643	0.1461	360	0.3229	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8669
0.2263	0.1481	365	0.2980	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8620
0.2069	0.1501	370	0.3246	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8623
0.2544	0.1522	375	0.3352	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8662
0.144	0.1542	380	0.2871	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8805
0.1452	0.1562	385	0.2753	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8918
0.2011	0.1582	390	0.3126	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8925
0.2089	0.1603	395	0.2867	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8930
0.1518	0.1623	400	0.2752	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8928
0.2376	0.1643	405	0.2950	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8879
0.1488	0.1664	410	0.3059	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8896
0.2294	0.1684	415	0.3157	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8851
0.2178	0.1704	420	0.2986	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8847
0.1509	0.1724	425	0.3223	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8765
0.1397	0.1745	430	0.3570	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8763
0.1692	0.1765	435	0.3222	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8760
0.2421	0.1785	440	0.3064	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8753
0.1875	0.1806	445	0.3311	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8746
0.2001	0.1826	450	0.3233	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8753
0.2049	0.1846	455	0.3237	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8719
0.3249	0.1867	460	0.3260	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8822
0.2007	0.1887	465	0.3149	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8834
0.1959	0.1907	470	0.3011	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8819
0.1617	0.1927	475	0.3369	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8765
0.2518	0.1948	480	0.3202	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8763
0.189	0.1968	485	0.2940	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8753
0.1275	0.1988	490	0.3243	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8743
0.1394	0.2009	495	0.3718	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8728
0.1655	0.2029	500	0.3255	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8812
0.2132	0.2049	505	0.2878	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8839
0.1983	0.2069	510	0.3092	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8901
0.1488	0.2090	515	0.2980	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8893
0.1826	0.2110	520	0.3208	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8906
0.1976	0.2130	525	0.2872	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8891
0.2212	0.2151	530	0.2691	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.8896
0.1804	0.2171	535	0.2996	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8923
0.1632	0.2191	540	0.3380	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8913
0.1386	0.2211	545	0.2827	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8920
0.084	0.2232	550	0.2936	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8893
0.188	0.2252	555	0.3232	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8854
0.1396	0.2272	560	0.3384	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8815
0.2439	0.2293	565	0.3096	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8824
0.254	0.2313	570	0.2961	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8847
0.1617	0.2333	575	0.2920	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8861
0.247	0.2353	580	0.3150	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8851
0.1788	0.2374	585	0.2796	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8829
0.2143	0.2394	590	0.2991	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8874
0.1896	0.2414	595	0.3473	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8928
0.1453	0.2435	600	0.3161	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8952
0.1005	0.2455	605	0.2894	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8992
0.1409	0.2475	610	0.3168	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9024
0.168	0.2495	615	0.3881	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9004
0.1735	0.2516	620	0.3333	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8984
0.1274	0.2536	625	0.2878	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8974
0.1501	0.2556	630	0.2758	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8967
0.1693	0.2577	635	0.2821	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8955
0.1357	0.2597	640	0.2887	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8928
0.0577	0.2617	645	0.3105	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8901
0.1612	0.2637	650	0.2979	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8881
0.1699	0.2658	655	0.3185	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8861
0.2038	0.2678	660	0.3268	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8837
0.1029	0.2698	665	0.3174	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8869
0.1633	0.2719	670	0.2801	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8871
0.1948	0.2739	675	0.2927	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8920
0.1273	0.2759	680	0.3570	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8977
0.1115	0.2779	685	0.3099	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8938
0.3333	0.2800	690	0.2789	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8950
0.1442	0.2820	695	0.2808	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8908
0.1197	0.2840	700	0.3062	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8950
0.1043	0.2861	705	0.3327	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8957
0.1783	0.2881	710	0.2933	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8957
0.1185	0.2901	715	0.2906	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8950
0.1438	0.2921	720	0.3077	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8950
0.1229	0.2942	725	0.2998	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8984
0.2704	0.2962	730	0.2849	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8945
0.1992	0.2982	735	0.3039	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8908
0.1788	0.3003	740	0.2961	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8945
0.1382	0.3023	745	0.3072	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8955
0.1851	0.3043	750	0.3383	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8918
0.1156	0.3064	755	0.3249	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8908
0.142	0.3084	760	0.3489	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8893
0.1935	0.3104	765	0.3018	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8925
0.1942	0.3124	770	0.2920	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8950
0.2117	0.3145	775	0.3111	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8945
0.1167	0.3165	780	0.2965	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8979
0.1433	0.3185	785	0.2958	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8972
0.2167	0.3206	790	0.3316	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8989
0.1118	0.3226	795	0.2997	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8997
0.2131	0.3246	800	0.2762	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8984
0.1689	0.3266	805	0.2962	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9058
0.1381	0.3287	810	0.2995	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9048
0.1581	0.3307	815	0.3047	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9063
0.1523	0.3327	820	0.2895	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9038
0.1411	0.3348	825	0.2999	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9036
0.1066	0.3368	830	0.3073	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8997
0.2184	0.3388	835	0.3449	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9043
0.2691	0.3408	840	0.3201	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9063
0.2271	0.3429	845	0.2828	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9041
0.1973	0.3449	850	0.2832	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9031
0.164	0.3469	855	0.2926	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9068
0.1354	0.3490	860	0.2696	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9061
0.1631	0.3510	865	0.2856	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9110
0.1767	0.3530	870	0.2787	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9120
0.1602	0.3550	875	0.2763	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9105
0.1958	0.3571	880	0.2916	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9120
0.1563	0.3591	885	0.2840	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9102
0.2065	0.3611	890	0.2840	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9083
0.229	0.3632	895	0.2723	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9043
0.1857	0.3652	900	0.2915	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9038
0.1289	0.3672	905	0.2744	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9019
0.2363	0.3692	910	0.2672	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9038
0.1181	0.3713	915	0.2795	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8984
0.2296	0.3733	920	0.2952	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9021
0.1157	0.3753	925	0.2873	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9046
0.1301	0.3774	930	0.2648	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9026
0.2132	0.3794	935	0.2677	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9063
0.1407	0.3814	940	0.2759	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9048
0.1315	0.3834	945	0.3219	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9078
0.1653	0.3855	950	0.2925	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9095
0.2428	0.3875	955	0.2701	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9088
0.1759	0.3895	960	0.2883	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9070
0.1573	0.3916	965	0.3068	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9061
0.1407	0.3936	970	0.2776	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9053
0.3047	0.3956	975	0.2798	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9038
0.1303	0.3976	980	0.2620	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9041
0.1036	0.3997	985	0.2693	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9051
0.1852	0.4017	990	0.2864	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9068
0.1267	0.4037	995	0.2937	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9078
0.1803	0.4058	1000	0.3188	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9107
0.1608	0.4078	1005	0.2894	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9100
0.159	0.4098	1010	0.2681	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9117
0.2569	0.4118	1015	0.2626	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9154
0.1651	0.4139	1020	0.2722	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9147
0.1489	0.4159	1025	0.2815	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9144
0.1321	0.4179	1030	0.2895	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9105
0.2035	0.4200	1035	0.2850	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9117
0.1805	0.4220	1040	0.2726	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9137
0.1867	0.4240	1045	0.2753	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9097
0.1496	0.4260	1050	0.2931	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9149
0.2175	0.4281	1055	0.3032	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9156
0.1598	0.4301	1060	0.2853	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9110
0.1955	0.4321	1065	0.2991	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9102
0.1932	0.4342	1070	0.2780	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9090
0.2081	0.4362	1075	0.2682	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9100
0.2111	0.4382	1080	0.2913	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9097
0.1436	0.4403	1085	0.3358	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9063
0.149	0.4423	1090	0.3057	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9070
0.0775	0.4443	1095	0.2843	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9083
0.1613	0.4463	1100	0.2916	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9112
0.1305	0.4484	1105	0.3145	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9117
0.1264	0.4504	1110	0.3251	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9117
0.1888	0.4524	1115	0.2974	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9095
0.1588	0.4545	1120	0.2933	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9095
0.1455	0.4565	1125	0.3069	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9117
0.1227	0.4585	1130	0.3183	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9100
0.1829	0.4605	1135	0.3190	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9095
0.0844	0.4626	1140	0.3165	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9110
0.1784	0.4646	1145	0.3368	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9083
0.1841	0.4666	1150	0.3092	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9065
0.1423	0.4687	1155	0.2803	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9124
0.1655	0.4707	1160	0.2911	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9100
0.1557	0.4727	1165	0.3159	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9068
0.1336	0.4747	1170	0.3013	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9080
0.2014	0.4768	1175	0.2981	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.9075
0.1318	0.4788	1180	0.2854	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.9051
0.1198	0.4808	1185	0.2833	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.9083
0.18	0.4829	1190	0.2850	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.9100
0.1557	0.4849	1195	0.3107	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9124
0.1709	0.4869	1200	0.3074	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9097
0.1757	0.4889	1205	0.2699	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9115
0.1655	0.4910	1210	0.2682	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9127
0.1387	0.4930	1215	0.2843	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9110
0.2943	0.4950	1220	0.3051	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9102
0.1134	0.4971	1225	0.2808	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9144
0.2815	0.4991	1230	0.2621	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9186
0.1769	0.5011	1235	0.2620	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9171
0.1182	0.5031	1240	0.2825	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9181
0.1347	0.5052	1245	0.3046	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9183
0.1411	0.5072	1250	0.3096	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9159
0.0996	0.5092	1255	0.2853	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9159
0.1152	0.5113	1260	0.2768	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9134
0.1293	0.5133	1265	0.2802	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9171
0.1749	0.5153	1270	0.3037	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9137
0.1192	0.5173	1275	0.3003	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9088
0.13	0.5194	1280	0.3009	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9097
0.1691	0.5214	1285	0.2846	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.9088
0.1217	0.5234	1290	0.2848	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.9100
0.1576	0.5255	1295	0.3152	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9058
0.2043	0.5275	1300	0.3114	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9051
0.1386	0.5295	1305	0.3015	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9058
0.1643	0.5315	1310	0.3137	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9033
0.2059	0.5336	1315	0.3293	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8987
0.1243	0.5356	1320	0.3026	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8994
0.2144	0.5376	1325	0.2813	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9029
0.1663	0.5397	1330	0.2884	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9043
0.1912	0.5417	1335	0.2924	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9029
0.1523	0.5437	1340	0.2913	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9016
0.1688	0.5457	1345	0.2889	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8992
0.0731	0.5478	1350	0.2900	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9011
0.1133	0.5498	1355	0.2862	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9004
0.2035	0.5518	1360	0.3016	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9004
0.2106	0.5539	1365	0.3062	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9019
0.1313	0.5559	1370	0.2930	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8999
0.1489	0.5579	1375	0.2824	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9009
0.1992	0.5600	1380	0.2827	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9019
0.1339	0.5620	1385	0.3015	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9024
0.1701	0.5640	1390	0.3234	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8997
0.1957	0.5660	1395	0.3131	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9011
0.1664	0.5681	1400	0.2965	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8999
0.122	0.5701	1405	0.2861	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9026
0.1671	0.5721	1410	0.2991	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8989
0.1867	0.5742	1415	0.3042	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9014
0.135	0.5762	1420	0.3060	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9038
0.1091	0.5782	1425	0.3095	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9021
0.2298	0.5802	1430	0.3080	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9048
0.1571	0.5823	1435	0.3050	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9031
0.0892	0.5843	1440	0.3033	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9026
0.1673	0.5863	1445	0.3030	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9024
0.2113	0.5884	1450	0.2891	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9033
0.1755	0.5904	1455	0.2757	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9056
0.154	0.5924	1460	0.2899	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9043
0.1197	0.5944	1465	0.2963	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9041
0.1078	0.5965	1470	0.2921	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9038
0.2298	0.5985	1475	0.2774	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9063
0.0951	0.6005	1480	0.2793	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9036
0.2054	0.6026	1485	0.2910	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9048
0.1122	0.6046	1490	0.3054	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9043
0.1261	0.6066	1495	0.3028	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9048
0.1305	0.6086	1500	0.3015	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9068
0.1869	0.6107	1505	0.2990	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9068
0.1361	0.6127	1510	0.3040	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9080
0.1009	0.6147	1515	0.2959	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9083
0.1772	0.6168	1520	0.2837	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9083
0.1931	0.6188	1525	0.2793	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9090
0.177	0.6208	1530	0.2906	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9073
0.0641	0.6228	1535	0.2993	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9090
0.194	0.6249	1540	0.2989	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9112
0.1541	0.6269	1545	0.2949	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9083
0.2103	0.6289	1550	0.2853	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9090
0.0957	0.6310	1555	0.2889	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9090
0.1509	0.6330	1560	0.3072	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9075
0.1319	0.6350	1565	0.3246	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9036
0.1302	0.6370	1570	0.3157	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9016
0.1104	0.6391	1575	0.3040	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9011
0.1753	0.6411	1580	0.3049	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9016
0.1904	0.6431	1585	0.3080	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9016
0.141	0.6452	1590	0.3257	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9011
0.1638	0.6472	1595	0.3228	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9014
0.1634	0.6492	1600	0.3074	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9026
0.1683	0.6512	1605	0.2960	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9004
0.1912	0.6533	1610	0.2986	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8997
0.1178	0.6553	1615	0.3130	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9019
0.2004	0.6573	1620	0.3293	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9009
0.148	0.6594	1625	0.3294	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9004
0.1798	0.6614	1630	0.3021	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8965
0.1418	0.6634	1635	0.2931	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8965
0.1563	0.6654	1640	0.2921	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8987
0.1263	0.6675	1645	0.3073	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8987
0.1683	0.6695	1650	0.3143	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8999
0.1594	0.6715	1655	0.3163	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9004
0.246	0.6736	1660	0.3192	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8994
0.1616	0.6756	1665	0.3112	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8984
0.1444	0.6776	1670	0.3040	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9024
0.2497	0.6797	1675	0.3059	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9031
0.1823	0.6817	1680	0.3180	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9048
0.3161	0.6837	1685	0.3383	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9029
0.1926	0.6857	1690	0.3415	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9011
0.1114	0.6878	1695	0.3281	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9006
0.1762	0.6898	1700	0.3187	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9024
0.2186	0.6918	1705	0.3160	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9019
0.1532	0.6939	1710	0.3068	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9009
0.1221	0.6959	1715	0.3065	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9026
0.0721	0.6979	1720	0.3163	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9014
0.1378	0.6999	1725	0.3307	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9029
0.1965	0.7020	1730	0.3389	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9021
0.1463	0.7040	1735	0.3281	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9026
0.1282	0.7060	1740	0.3075	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9056
0.1463	0.7081	1745	0.3011	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9073
0.1323	0.7101	1750	0.3066	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9041
0.0897	0.7121	1755	0.3183	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9024
0.1117	0.7141	1760	0.3279	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9004
0.0819	0.7162	1765	0.3142	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9021
0.1735	0.7182	1770	0.3034	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9026
0.1058	0.7202	1775	0.3026	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9014
0.1586	0.7223	1780	0.3003	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9041
0.1273	0.7243	1785	0.2967	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9041
0.1347	0.7263	1790	0.3062	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9041
0.0828	0.7283	1795	0.3158	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9038
0.2482	0.7304	1800	0.3317	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9043
0.1168	0.7324	1805	0.3500	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9009
0.0871	0.7344	1810	0.3516	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9029
0.0901	0.7365	1815	0.3420	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9004
0.1166	0.7385	1820	0.3209	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8974
0.2529	0.7405	1825	0.3102	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8989
0.1367	0.7425	1830	0.3052	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8972
0.0885	0.7446	1835	0.3090	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8972
0.1556	0.7466	1840	0.3172	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8989
0.2226	0.7486	1845	0.3138	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8992
0.1728	0.7507	1850	0.3152	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8982
0.1539	0.7527	1855	0.3128	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8967
0.1644	0.7547	1860	0.3101	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9001
0.1242	0.7567	1865	0.3035	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8977
0.2935	0.7588	1870	0.3017	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8972
0.1019	0.7608	1875	0.2982	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8997
0.1401	0.7628	1880	0.2980	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8987
0.0861	0.7649	1885	0.3044	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8967
0.082	0.7669	1890	0.3128	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8999
0.1966	0.7689	1895	0.3188	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9009
0.1148	0.7709	1900	0.3215	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9016
0.0785	0.7730	1905	0.3168	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9024
0.101	0.7750	1910	0.3075	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9043
0.0699	0.7770	1915	0.3000	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9026
0.1677	0.7791	1920	0.2966	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9036
0.0919	0.7811	1925	0.2996	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9031
0.1881	0.7831	1930	0.3071	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9051
0.1363	0.7851	1935	0.3102	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9031
0.094	0.7872	1940	0.3102	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9026
0.1039	0.7892	1945	0.3059	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9024
0.1939	0.7912	1950	0.3051	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9019
0.2061	0.7933	1955	0.3078	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9016
0.1293	0.7953	1960	0.3036	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9011
0.0915	0.7973	1965	0.3017	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9046
0.1648	0.7994	1970	0.3035	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9026
0.1666	0.8014	1975	0.3077	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9026
0.1303	0.8034	1980	0.3088	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9019
0.1227	0.8054	1985	0.3126	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9026
0.098	0.8075	1990	0.3109	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9019
0.0937	0.8095	1995	0.3155	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9016
0.1909	0.8115	2000	0.3143	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8997
0.2611	0.8136	2005	0.3109	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9029
0.1363	0.8156	2010	0.3075	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8989
0.1822	0.8176	2015	0.3053	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8997
0.1301	0.8196	2020	0.3033	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9029
0.1578	0.8217	2025	0.3072	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9019
0.1349	0.8237	2030	0.3083	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9001
0.1894	0.8257	2035	0.3101	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9011
0.104	0.8278	2040	0.3136	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9011
0.176	0.8298	2045	0.3158	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9019
0.1597	0.8318	2050	0.3166	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9019
0.1479	0.8338	2055	0.3159	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9001
0.1684	0.8359	2060	0.3131	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8989
0.0883	0.8379	2065	0.3070	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9011
0.1108	0.8399	2070	0.3047	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8994
0.2173	0.8420	2075	0.3009	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8992
0.1074	0.8440	2080	0.2986	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9026
0.1315	0.8460	2085	0.2980	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9036
0.0974	0.8480	2090	0.2992	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9021
0.1343	0.8501	2095	0.3027	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9011
0.1655	0.8521	2100	0.3026	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9019
0.1055	0.8541	2105	0.3025	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9026
0.1232	0.8562	2110	0.3036	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9019
0.111	0.8582	2115	0.3025	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9041
0.1456	0.8602	2120	0.3048	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9026
0.0522	0.8622	2125	0.3057	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9024
0.1076	0.8643	2130	0.3054	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9001
0.1111	0.8663	2135	0.3024	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9051
0.1343	0.8683	2140	0.3026	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9036
0.1507	0.8704	2145	0.3017	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9031
0.1182	0.8724	2150	0.2996	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9031
0.153	0.8744	2155	0.3016	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9043
0.2511	0.8764	2160	0.3038	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9033
0.2232	0.8785	2165	0.3044	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9014
0.144	0.8805	2170	0.3034	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9024
0.1649	0.8825	2175	0.3004	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9033
0.1326	0.8846	2180	0.2984	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9029
0.2137	0.8866	2185	0.2945	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9019
0.2182	0.8886	2190	0.2938	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9029
0.1171	0.8906	2195	0.2939	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9021
0.1995	0.8927	2200	0.2952	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9001
0.2493	0.8947	2205	0.2957	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8999
0.1485	0.8967	2210	0.2957	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9026
0.1545	0.8988	2215	0.3002	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9019
0.1506	0.9008	2220	0.2992	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9026
0.2007	0.9028	2225	0.2999	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9033
0.1868	0.9048	2230	0.3006	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9031
0.1168	0.9069	2235	0.3028	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9026
0.1704	0.9089	2240	0.3027	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8997
0.2243	0.9109	2245	0.3026	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9041
0.1416	0.9130	2250	0.3022	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9004
0.1921	0.9150	2255	0.3035	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9048
0.148	0.9170	2260	0.3047	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9031
0.1447	0.9191	2265	0.3083	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9016
0.1635	0.9211	2270	0.3091	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9029
0.2024	0.9231	2275	0.3089	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9046
0.0911	0.9251	2280	0.3084	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9036
0.1136	0.9272	2285	0.3082	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9033
0.2162	0.9292	2290	0.3065	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9038
0.1336	0.9312	2295	0.3060	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9021
0.1524	0.9333	2300	0.3057	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9038
0.1941	0.9353	2305	0.3048	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9038
0.189	0.9373	2310	0.3034	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9033
0.1068	0.9393	2315	0.3010	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9043
0.1446	0.9414	2320	0.3022	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9043
0.1026	0.9434	2325	0.3032	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9031
0.1691	0.9454	2330	0.3022	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9033
0.1329	0.9475	2335	0.3035	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9014
0.1513	0.9495	2340	0.3035	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9046
0.1196	0.9515	2345	0.3031	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9029
0.2136	0.9535	2350	0.3031	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9038
0.1517	0.9556	2355	0.3031	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9036
0.1984	0.9576	2360	0.3029	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9036
0.0828	0.9596	2365	0.3044	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9041
0.1239	0.9617	2370	0.3036	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9048
0.2167	0.9637	2375	0.3048	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9038
0.1696	0.9657	2380	0.3037	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9026
0.1614	0.9677	2385	0.3034	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9046
0.1407	0.9698	2390	0.3030	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9033
0.0963	0.9718	2395	0.3032	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9048
0.0958	0.9738	2400	0.3048	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9041
0.1536	0.9759	2405	0.3049	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9026
0.174	0.9779	2410	0.3041	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9014
0.0795	0.9799	2415	0.3048	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9021
0.2428	0.9819	2420	0.3059	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9024
0.1291	0.9840	2425	0.3054	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9041
0.0707	0.9860	2430	0.3045	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9046
0.1443	0.9880	2435	0.3047	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9036
0.1918	0.9901	2440	0.3046	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9046
0.157	0.9921	2445	0.3055	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9031
0.1679	0.9941	2450	0.3050	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9036
0.1189	0.9961	2455	0.3033	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9051
0.1756	0.9982	2460	0.3047	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9038

Framework versions

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