mmlu_noaugs_nobio_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: 0.2504
• Prm accuracy: 0.9048
• Prm precision: 0.9130
• Prm recall: 0.9813
• Prm specificty: 0.4737
• Prm npv: 0.8182
• Prm f1: 0.9459
• Prm f1 neg: 0.6
• Prm f1 auc: 0.9124

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
0.4133	0.0021	5	0.3549	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8173
0.3851	0.0043	10	0.3522	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8190
0.3708	0.0064	15	0.3503	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.8205
0.2599	0.0086	20	0.3477	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8222
0.3034	0.0107	25	0.3499	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8281
0.2844	0.0129	30	0.3707	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8399
0.222	0.0150	35	0.3706	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.8515
0.1561	0.0172	40	0.3498	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8559
0.2971	0.0193	45	0.3292	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8606
0.2629	0.0215	50	0.3073	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8635
0.256	0.0236	55	0.2972	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8748
0.2624	0.0258	60	0.2997	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8795
0.2185	0.0279	65	0.3056	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8807
0.1747	0.0300	70	0.2783	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8775
0.2598	0.0322	75	0.2730	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8770
0.3031	0.0343	80	0.2879	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8783
0.2103	0.0365	85	0.2867	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8746
0.2195	0.0386	90	0.2964	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8694
0.2016	0.0408	95	0.3290	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8704
0.2666	0.0429	100	0.2895	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8615
0.1938	0.0451	105	0.2963	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8564
0.2268	0.0472	110	0.3465	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8657
0.2276	0.0494	115	0.3059	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8628
0.2436	0.0515	120	0.2915	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8647
0.229	0.0536	125	0.3353	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8738
0.2032	0.0558	130	0.3008	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8701
0.2244	0.0579	135	0.2805	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8660
0.2492	0.0601	140	0.3134	0.8730	0.8699	1.0	0.1579	1.0	0.9304	0.2727	0.8743
0.2423	0.0622	145	0.2916	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8736
0.218	0.0644	150	0.2808	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8711
0.212	0.0665	155	0.2968	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8758
0.2403	0.0687	160	0.2722	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8768
0.2885	0.0708	165	0.2910	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8778
0.2471	0.0730	170	0.2758	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8711
0.3242	0.0751	175	0.2858	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8667
0.1873	0.0773	180	0.2895	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8719
0.287	0.0794	185	0.2788	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8785
0.2119	0.0815	190	0.2725	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8714
0.1877	0.0837	195	0.2855	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8765
0.2217	0.0858	200	0.2821	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8716
0.2502	0.0880	205	0.2941	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8701
0.252	0.0901	210	0.2984	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8684
0.2363	0.0923	215	0.2812	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.8701
0.1696	0.0944	220	0.2967	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8756
0.279	0.0966	225	0.3103	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8743
0.2626	0.0987	230	0.2826	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.8738
0.302	0.1009	235	0.3128	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8832
0.2626	0.1030	240	0.3165	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8768
0.2814	0.1052	245	0.2976	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.8647
0.1935	0.1073	250	0.3051	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8758
0.2341	0.1094	255	0.2992	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8692
0.3182	0.1116	260	0.2946	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8647
0.1679	0.1137	265	0.3048	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8657
0.2144	0.1159	270	0.2889	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8625
0.2934	0.1180	275	0.3041	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8677
0.1601	0.1202	280	0.3147	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8721
0.3403	0.1223	285	0.3137	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8714
0.246	0.1245	290	0.3154	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8613
0.2049	0.1266	295	0.3355	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8537
0.2166	0.1288	300	0.3288	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8610
0.2132	0.1309	305	0.2951	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8692
0.2647	0.1330	310	0.2801	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8844
0.2139	0.1352	315	0.2950	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8893
0.1872	0.1373	320	0.2721	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8876
0.1575	0.1395	325	0.2774	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8869
0.2089	0.1416	330	0.2752	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8901
0.2796	0.1438	335	0.3147	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8945
0.2145	0.1459	340	0.2825	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8888
0.294	0.1481	345	0.2651	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8822
0.1918	0.1502	350	0.2757	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8819
0.236	0.1524	355	0.2946	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8724
0.1975	0.1545	360	0.2782	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8795
0.2063	0.1567	365	0.2856	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8743
0.1888	0.1588	370	0.3018	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8716
0.2302	0.1609	375	0.2953	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8679
0.2271	0.1631	380	0.2921	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8706
0.2218	0.1652	385	0.2958	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8736
0.1607	0.1674	390	0.2958	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8758
0.2611	0.1695	395	0.2890	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8692
0.2459	0.1717	400	0.3121	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8760
0.2273	0.1738	405	0.2827	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8765
0.1639	0.1760	410	0.2909	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8765
0.201	0.1781	415	0.2969	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8807
0.1065	0.1803	420	0.3043	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8827
0.1807	0.1824	425	0.3129	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8827
0.1399	0.1845	430	0.2998	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8802
0.2035	0.1867	435	0.2828	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8817
0.1638	0.1888	440	0.2865	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8874
0.1804	0.1910	445	0.2823	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8930
0.189	0.1931	450	0.2608	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8920
0.2019	0.1953	455	0.2859	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8965
0.159	0.1974	460	0.2776	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8913
0.1948	0.1996	465	0.2727	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8891
0.2472	0.2017	470	0.2895	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8893
0.1961	0.2039	475	0.2685	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8780
0.1627	0.2060	480	0.2660	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8788
0.2305	0.2082	485	0.2922	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8797
0.1707	0.2103	490	0.2611	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8910
0.1129	0.2124	495	0.2840	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8896
0.1832	0.2146	500	0.3486	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8869
0.1897	0.2167	505	0.2758	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8783
0.1487	0.2189	510	0.2773	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8817
0.2189	0.2210	515	0.3279	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8746
0.1966	0.2232	520	0.2789	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8760
0.1467	0.2253	525	0.2990	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8839
0.1641	0.2275	530	0.3307	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8883
0.1946	0.2296	535	0.2826	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8812
0.1895	0.2318	540	0.2929	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8807
0.2406	0.2339	545	0.3007	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8861
0.2281	0.2361	550	0.2897	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8901
0.2188	0.2382	555	0.2901	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8864
0.2082	0.2403	560	0.2923	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8844
0.2368	0.2425	565	0.2891	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8859
0.204	0.2446	570	0.2881	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8874
0.1803	0.2468	575	0.2754	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8871
0.2156	0.2489	580	0.2850	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8901
0.2327	0.2511	585	0.2774	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8913
0.1284	0.2532	590	0.2671	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8844
0.152	0.2554	595	0.2974	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8883
0.1628	0.2575	600	0.2724	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8903
0.123	0.2597	605	0.2642	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8908
0.1675	0.2618	610	0.3010	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8933
0.2492	0.2639	615	0.2579	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.8938
0.1561	0.2661	620	0.2670	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8908
0.1983	0.2682	625	0.3017	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8901
0.1681	0.2704	630	0.2814	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8913
0.1562	0.2725	635	0.2558	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8992
0.0837	0.2747	640	0.2684	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9048
0.1948	0.2768	645	0.2522	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9102
0.2113	0.2790	650	0.2536	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9137
0.172	0.2811	655	0.2576	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9144
0.1463	0.2833	660	0.2570	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9149
0.3416	0.2854	665	0.2800	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.9127
0.1643	0.2876	670	0.2607	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9065
0.2064	0.2897	675	0.2609	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9031
0.1838	0.2918	680	0.2555	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.9058
0.1374	0.2940	685	0.2495	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.9068
0.1873	0.2961	690	0.2592	0.8651	0.9412	0.8972	0.6842	0.5417	0.9187	0.6047	0.8994
0.1743	0.2983	695	0.2661	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.9014
0.166	0.3004	700	0.2618	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.9001
0.1549	0.3026	705	0.2707	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8952
0.1227	0.3047	710	0.2706	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.9009
0.2029	0.3069	715	0.2501	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8989
0.1648	0.3090	720	0.2531	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9024
0.1174	0.3112	725	0.2795	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.9033
0.2603	0.3133	730	0.2635	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9004
0.1799	0.3155	735	0.2674	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.9011
0.1951	0.3176	740	0.2793	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8960
0.2218	0.3197	745	0.2723	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8945
0.1934	0.3219	750	0.2916	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8977
0.1882	0.3240	755	0.2978	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8984
0.2175	0.3262	760	0.3156	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8903
0.1721	0.3283	765	0.2974	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8942
0.1392	0.3305	770	0.2898	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.9001
0.1977	0.3326	775	0.2971	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9006
0.2065	0.3348	780	0.2781	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8984
0.1491	0.3369	785	0.3405	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8994
0.1502	0.3391	790	0.2749	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8957
0.2583	0.3412	795	0.2567	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.8891
0.1659	0.3433	800	0.2836	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8945
0.2224	0.3455	805	0.2888	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8984
0.311	0.3476	810	0.2659	0.8571	0.9083	0.9252	0.4737	0.5294	0.9167	0.5	0.8915
0.2	0.3498	815	0.2763	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8923
0.213	0.3519	820	0.2960	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8928
0.1719	0.3541	825	0.2720	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8883
0.1527	0.3562	830	0.2817	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8891
0.1601	0.3584	835	0.3028	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8881
0.1661	0.3605	840	0.3044	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8866
0.1723	0.3627	845	0.3118	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8903
0.1958	0.3648	850	0.2855	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8930
0.2439	0.3670	855	0.2952	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8940
0.1892	0.3691	860	0.3000	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8989
0.154	0.3712	865	0.2883	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8992
0.2069	0.3734	870	0.2835	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.9001
0.112	0.3755	875	0.2908	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8965
0.1997	0.3777	880	0.2683	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8945
0.1422	0.3798	885	0.2683	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9014
0.1796	0.3820	890	0.2785	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9083
0.2711	0.3841	895	0.2652	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9097
0.1587	0.3863	900	0.2632	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9107
0.1191	0.3884	905	0.2869	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9159
0.1949	0.3906	910	0.2546	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9117
0.2768	0.3927	915	0.2418	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9058
0.1471	0.3948	920	0.2476	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9090
0.1782	0.3970	925	0.2787	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9134
0.1883	0.3991	930	0.2829	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9159
0.1668	0.4013	935	0.2534	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9065
0.1388	0.4034	940	0.2521	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9065
0.1306	0.4056	945	0.2980	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9134
0.0917	0.4077	950	0.2725	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9142
0.1254	0.4099	955	0.2584	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9100
0.1568	0.4120	960	0.2558	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9097
0.1419	0.4142	965	0.2571	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.9132
0.1594	0.4163	970	0.2602	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9132
0.2509	0.4185	975	0.2658	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9144
0.218	0.4206	980	0.2499	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9065
0.1325	0.4227	985	0.2540	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9036
0.1839	0.4249	990	0.2785	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9070
0.1379	0.4270	995	0.2639	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.9024
0.1473	0.4292	1000	0.2571	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.9046
0.1277	0.4313	1005	0.2746	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.9107
0.2166	0.4335	1010	0.2807	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9090
0.1825	0.4356	1015	0.2777	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9051
0.2098	0.4378	1020	0.2665	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9033
0.2165	0.4399	1025	0.2719	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8974
0.1971	0.4421	1030	0.2722	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8940
0.1561	0.4442	1035	0.2685	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8935
0.1569	0.4464	1040	0.2738	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.8999
0.2175	0.4485	1045	0.2903	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8989
0.1044	0.4506	1050	0.2867	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9014
0.1775	0.4528	1055	0.2908	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9004
0.1924	0.4549	1060	0.2884	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9004
0.2032	0.4571	1065	0.3041	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8999
0.1505	0.4592	1070	0.3059	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8970
0.2005	0.4614	1075	0.2932	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8928
0.1197	0.4635	1080	0.2720	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8947
0.1473	0.4657	1085	0.2876	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8935
0.214	0.4678	1090	0.3086	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8920
0.1373	0.4700	1095	0.2839	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8938
0.2014	0.4721	1100	0.2705	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8930
0.145	0.4742	1105	0.2811	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8938
0.1689	0.4764	1110	0.2861	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8972
0.1443	0.4785	1115	0.2656	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8997
0.1361	0.4807	1120	0.2539	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8972
0.1263	0.4828	1125	0.2572	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8962
0.2084	0.4850	1130	0.2779	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8987
0.1261	0.4871	1135	0.2966	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8982
0.171	0.4893	1140	0.2882	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9033
0.1732	0.4914	1145	0.2738	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8992
0.1587	0.4936	1150	0.2827	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9014
0.1962	0.4957	1155	0.2739	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8955
0.1557	0.4979	1160	0.2697	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8942
0.1789	0.5	1165	0.2804	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8974
0.1766	0.5021	1170	0.2867	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8952
0.1708	0.5043	1175	0.2928	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8915
0.1624	0.5064	1180	0.2775	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8879
0.1597	0.5086	1185	0.2735	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8856
0.179	0.5107	1190	0.2893	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8923
0.2016	0.5129	1195	0.3053	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8928
0.2627	0.5150	1200	0.2855	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8918
0.1395	0.5172	1205	0.2709	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8913
0.1267	0.5193	1210	0.2712	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9004
0.1398	0.5215	1215	0.2926	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9046
0.1393	0.5236	1220	0.3007	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9075
0.1774	0.5258	1225	0.2692	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9120
0.1479	0.5279	1230	0.2565	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.9053
0.22	0.5300	1235	0.2628	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9058
0.221	0.5322	1240	0.2715	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9080
0.1314	0.5343	1245	0.2741	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9117
0.161	0.5365	1250	0.2719	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9051
0.1363	0.5386	1255	0.2731	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9036
0.1999	0.5408	1260	0.2707	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9070
0.1597	0.5429	1265	0.2728	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9100
0.1509	0.5451	1270	0.2737	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9154
0.1669	0.5472	1275	0.2694	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9154
0.1264	0.5494	1280	0.2656	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9107
0.1533	0.5515	1285	0.2559	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9102
0.129	0.5536	1290	0.2538	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9149
0.1751	0.5558	1295	0.2592	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9211
0.1857	0.5579	1300	0.2537	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9228
0.177	0.5601	1305	0.2545	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9245
0.1816	0.5622	1310	0.2597	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9252
0.2004	0.5644	1315	0.2579	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9250
0.1734	0.5665	1320	0.2614	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9250
0.1301	0.5687	1325	0.2589	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.9201
0.1761	0.5708	1330	0.2696	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9166
0.1036	0.5730	1335	0.2760	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9134
0.1828	0.5751	1340	0.2786	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9110
0.1014	0.5773	1345	0.2704	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9090
0.2105	0.5794	1350	0.2605	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9100
0.1662	0.5815	1355	0.2538	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9105
0.1254	0.5837	1360	0.2537	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9107
0.1574	0.5858	1365	0.2567	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9124
0.1673	0.5880	1370	0.2565	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9115
0.1548	0.5901	1375	0.2515	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9124
0.1409	0.5923	1380	0.2510	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9147
0.1504	0.5944	1385	0.2517	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9134
0.1701	0.5966	1390	0.2460	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9134
0.1352	0.5987	1395	0.2433	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9142
0.1788	0.6009	1400	0.2578	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9176
0.091	0.6030	1405	0.2751	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9193
0.1908	0.6052	1410	0.2696	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9223
0.1915	0.6073	1415	0.2585	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.9186
0.2105	0.6094	1420	0.2515	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9206
0.1917	0.6116	1425	0.2562	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9201
0.1248	0.6137	1430	0.2553	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9208
0.1572	0.6159	1435	0.2425	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9201
0.1608	0.6180	1440	0.2353	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9142
0.1682	0.6202	1445	0.2331	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9129
0.1297	0.6223	1450	0.2351	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9147
0.2567	0.6245	1455	0.2457	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9144
0.1721	0.6266	1460	0.2544	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9122
0.1943	0.6288	1465	0.2521	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9088
0.1323	0.6309	1470	0.2457	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9065
0.1351	0.6330	1475	0.2411	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9075
0.1442	0.6352	1480	0.2375	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9097
0.2484	0.6373	1485	0.2376	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9097
0.1573	0.6395	1490	0.2486	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9124
0.1228	0.6416	1495	0.2642	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9129
0.1998	0.6438	1500	0.2632	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9100
0.3118	0.6459	1505	0.2508	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9075
0.1915	0.6481	1510	0.2459	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9068
0.1324	0.6502	1515	0.2462	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9061
0.153	0.6524	1520	0.2463	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9083
0.2759	0.6545	1525	0.2524	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9112
0.2273	0.6567	1530	0.2562	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9100
0.2312	0.6588	1535	0.2520	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9085
0.1487	0.6609	1540	0.2489	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9063
0.2508	0.6631	1545	0.2478	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.9031
0.1679	0.6652	1550	0.2477	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.9036
0.2048	0.6674	1555	0.2524	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9053
0.268	0.6695	1560	0.2541	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9083
0.0875	0.6717	1565	0.2534	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9085
0.1816	0.6738	1570	0.2547	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.9088
0.148	0.6760	1575	0.2560	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9085
0.1127	0.6781	1580	0.2540	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.9075
0.1904	0.6803	1585	0.2522	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9078
0.1433	0.6824	1590	0.2521	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9132
0.1289	0.6845	1595	0.2566	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9152
0.1994	0.6867	1600	0.2604	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9164
0.1386	0.6888	1605	0.2581	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9147
0.2002	0.6910	1610	0.2524	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9134
0.1473	0.6931	1615	0.2473	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9112
0.1711	0.6953	1620	0.2474	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9122
0.2055	0.6974	1625	0.2510	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9117
0.1805	0.6996	1630	0.2563	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9134
0.1384	0.7017	1635	0.2580	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9115
0.2139	0.7039	1640	0.2545	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9105
0.2478	0.7060	1645	0.2482	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9090
0.2066	0.7082	1650	0.2410	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9090
0.2133	0.7103	1655	0.2406	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.9083
0.1184	0.7124	1660	0.2424	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9088
0.109	0.7146	1665	0.2481	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9090
0.0815	0.7167	1670	0.2502	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9080
0.1749	0.7189	1675	0.2520	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9078
0.112	0.7210	1680	0.2532	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9063
0.1472	0.7232	1685	0.2572	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9083
0.1435	0.7253	1690	0.2608	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9075
0.107	0.7275	1695	0.2612	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9105
0.1189	0.7296	1700	0.2600	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9078
0.1141	0.7318	1705	0.2598	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9100
0.1565	0.7339	1710	0.2633	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9085
0.0847	0.7361	1715	0.2662	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9085
0.1791	0.7382	1720	0.2666	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9090
0.1556	0.7403	1725	0.2633	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9070
0.2463	0.7425	1730	0.2606	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9070
0.1416	0.7446	1735	0.2566	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9065
0.248	0.7468	1740	0.2601	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9065
0.2081	0.7489	1745	0.2605	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9092
0.1393	0.7511	1750	0.2632	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9092
0.1452	0.7532	1755	0.2618	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9088
0.1232	0.7554	1760	0.2571	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9075
0.2159	0.7575	1765	0.2504	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9078
0.1437	0.7597	1770	0.2478	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9085
0.1317	0.7618	1775	0.2475	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9070
0.281	0.7639	1780	0.2471	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9068
0.1525	0.7661	1785	0.2487	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9090
0.1535	0.7682	1790	0.2535	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9092
0.1237	0.7704	1795	0.2587	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9078
0.1503	0.7725	1800	0.2639	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9080
0.1209	0.7747	1805	0.2644	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9110
0.174	0.7768	1810	0.2623	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9100
0.1311	0.7790	1815	0.2578	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9090
0.2044	0.7811	1820	0.2572	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9083
0.1495	0.7833	1825	0.2555	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9095
0.1877	0.7854	1830	0.2550	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9110
0.2233	0.7876	1835	0.2580	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9107
0.1403	0.7897	1840	0.2498	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9112
0.1264	0.7918	1845	0.2456	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9100
0.1172	0.7940	1850	0.2418	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9107
0.1205	0.7961	1855	0.2426	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9110
0.2025	0.7983	1860	0.2441	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9120
0.1505	0.8004	1865	0.2435	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9117
0.1559	0.8026	1870	0.2429	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9127
0.1209	0.8047	1875	0.2442	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9112
0.1136	0.8069	1880	0.2451	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9120
0.0973	0.8090	1885	0.2440	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124
0.1817	0.8112	1890	0.2493	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9129
0.1518	0.8133	1895	0.2519	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9132
0.1165	0.8155	1900	0.2559	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9129
0.112	0.8176	1905	0.2564	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9127
0.1273	0.8197	1910	0.2521	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9134
0.1618	0.8219	1915	0.2517	0.9127	0.9138	0.9907	0.4737	0.9	0.9507	0.6207	0.9132
0.1716	0.8240	1920	0.2508	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9166
0.1228	0.8262	1925	0.2499	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9164
0.1403	0.8283	1930	0.2466	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9183
0.1023	0.8305	1935	0.2435	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9166
0.076	0.8326	1940	0.2442	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9156
0.1386	0.8348	1945	0.2461	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9139
0.2136	0.8369	1950	0.2482	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9147
0.128	0.8391	1955	0.2488	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9144
0.1734	0.8412	1960	0.2489	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9149
0.188	0.8433	1965	0.2506	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9129
0.1973	0.8455	1970	0.2509	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9129
0.1767	0.8476	1975	0.2529	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9127
0.1397	0.8498	1980	0.2515	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9132
0.0943	0.8519	1985	0.2514	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9129
0.1546	0.8541	1990	0.2522	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9122
0.0859	0.8562	1995	0.2534	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9129
0.2403	0.8584	2000	0.2532	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9122
0.2012	0.8605	2005	0.2542	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9137
0.1414	0.8627	2010	0.2551	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124
0.1186	0.8648	2015	0.2555	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124
0.1693	0.8670	2020	0.2564	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124
0.1086	0.8691	2025	0.2565	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9149
0.24	0.8712	2030	0.2577	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9149
0.1364	0.8734	2035	0.2577	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9147
0.1342	0.8755	2040	0.2567	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9132
0.1288	0.8777	2045	0.2555	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9161
0.1267	0.8798	2050	0.2547	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9152
0.1283	0.8820	2055	0.2561	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9132
0.1789	0.8841	2060	0.2550	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9137
0.1623	0.8863	2065	0.2551	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9134
0.1237	0.8884	2070	0.2551	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9137
0.1587	0.8906	2075	0.2543	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9142
0.198	0.8927	2080	0.2540	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9137
0.1255	0.8948	2085	0.2546	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9134
0.0782	0.8970	2090	0.2537	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9124
0.1418	0.8991	2095	0.2540	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9149
0.1527	0.9013	2100	0.2538	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9161
0.1138	0.9034	2105	0.2546	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9147
0.1852	0.9056	2110	0.2564	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9137
0.2168	0.9077	2115	0.2564	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9139
0.1454	0.9099	2120	0.2553	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9154
0.1709	0.9120	2125	0.2564	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9152
0.1033	0.9142	2130	0.2536	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9139
0.1973	0.9163	2135	0.2534	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9166
0.2104	0.9185	2140	0.2555	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9144
0.1782	0.9206	2145	0.2547	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9144
0.1424	0.9227	2150	0.2520	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9142
0.1497	0.9249	2155	0.2520	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9137
0.2177	0.9270	2160	0.2515	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9142
0.1875	0.9292	2165	0.25	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9132
0.1612	0.9313	2170	0.2510	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124
0.1966	0.9335	2175	0.2511	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9144
0.1219	0.9356	2180	0.2515	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9144
0.1106	0.9378	2185	0.2510	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124
0.1265	0.9399	2190	0.2525	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9117
0.1122	0.9421	2195	0.2532	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9122
0.1514	0.9442	2200	0.2512	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9127
0.1534	0.9464	2205	0.2513	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9139
0.1525	0.9485	2210	0.2513	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.9120
0.1346	0.9506	2215	0.2497	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9161
0.1614	0.9528	2220	0.2511	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9142
0.1242	0.9549	2225	0.2508	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9154
0.1228	0.9571	2230	0.2508	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9127
0.1784	0.9592	2235	0.2511	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9164
0.1329	0.9614	2240	0.2504	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9117
0.0995	0.9635	2245	0.2528	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9117
0.1234	0.9657	2250	0.2512	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124
0.1277	0.9678	2255	0.2513	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9144
0.1051	0.9700	2260	0.2499	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9149
0.1246	0.9721	2265	0.2521	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9129
0.0918	0.9742	2270	0.2524	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9129
0.1667	0.9764	2275	0.2523	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9134
0.1595	0.9785	2280	0.2512	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9139
0.1454	0.9807	2285	0.2525	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9134
0.169	0.9828	2290	0.2510	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9139
0.1264	0.9850	2295	0.2516	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9132
0.1072	0.9871	2300	0.2523	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9132
0.1709	0.9893	2305	0.2509	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9137
0.1207	0.9914	2310	0.2501	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9139
0.1786	0.9936	2315	0.2519	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9134
0.1362	0.9957	2320	0.2511	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9122
0.162	0.9979	2325	0.2509	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124
0.1436	1.0	2330	0.2504	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.9124

Framework versions

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