mmlu_noaugs_nopsych_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: 0.2654
• Prm accuracy: 0.8968
• Prm precision: 0.9052
• Prm recall: 0.9813
• Prm specificty: 0.4211
• Prm npv: 0.8
• Prm f1: 0.9417
• Prm f1 neg: 0.5517
• Prm f1 auc: 0.9021

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
0.3152	0.0022	5	0.3536	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8187
0.2883	0.0044	10	0.3544	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8185
0.2757	0.0066	15	0.3512	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.8197
0.3127	0.0088	20	0.3479	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8217
0.2761	0.0110	25	0.3569	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8291
0.2428	0.0132	30	0.3707	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8355
0.3209	0.0153	35	0.3736	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.8510
0.1768	0.0175	40	0.3464	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8539
0.2484	0.0197	45	0.3232	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8623
0.2607	0.0219	50	0.3095	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8645
0.2409	0.0241	55	0.2997	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8731
0.2738	0.0263	60	0.2976	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8724
0.2431	0.0285	65	0.2903	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8728
0.2376	0.0307	70	0.2904	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8765
0.2579	0.0329	75	0.2810	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8748
0.2104	0.0351	80	0.2800	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8714
0.2574	0.0373	85	0.2910	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8682
0.1896	0.0395	90	0.2931	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.8647
0.3026	0.0417	95	0.2986	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8652
0.173	0.0439	100	0.2993	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8655
0.2512	0.0460	105	0.3053	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8665
0.2996	0.0482	110	0.3039	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8593
0.1872	0.0504	115	0.2932	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.8571
0.2379	0.0526	120	0.2947	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8615
0.1712	0.0548	125	0.3035	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8610
0.1837	0.0570	130	0.3021	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8534
0.2209	0.0592	135	0.3041	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8576
0.1306	0.0614	140	0.2931	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8591
0.1808	0.0636	145	0.2911	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8613
0.2423	0.0658	150	0.2801	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8615
0.2523	0.0680	155	0.2778	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8613
0.2505	0.0702	160	0.2762	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8647
0.2769	0.0724	165	0.2880	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8716
0.2222	0.0745	170	0.3008	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8719
0.2107	0.0767	175	0.2775	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.8667
0.2588	0.0789	180	0.2861	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8724
0.3149	0.0811	185	0.2724	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8733
0.1723	0.0833	190	0.2699	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.8657
0.1598	0.0855	195	0.2952	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8721
0.2689	0.0877	200	0.2663	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.8736
0.2338	0.0899	205	0.2645	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.8756
0.2	0.0921	210	0.2691	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8682
0.2015	0.0943	215	0.2753	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8578
0.2198	0.0965	220	0.2964	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8606
0.267	0.0987	225	0.3055	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8669
0.1917	0.1009	230	0.2919	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8615
0.2209	0.1030	235	0.3272	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8665
0.2225	0.1052	240	0.2783	0.8651	0.9018	0.9439	0.4211	0.5714	0.9224	0.4848	0.8709
0.263	0.1074	245	0.2831	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8832
0.2133	0.1096	250	0.3012	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8888
0.2062	0.1118	255	0.2782	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8844
0.2785	0.1140	260	0.2817	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8743
0.2293	0.1162	265	0.2894	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8733
0.2058	0.1184	270	0.2879	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8689
0.2189	0.1206	275	0.2976	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8697
0.2254	0.1228	280	0.2900	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.8635
0.2024	0.1250	285	0.2966	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8625
0.1949	0.1272	290	0.2856	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8596
0.197	0.1294	295	0.2710	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8697
0.3204	0.1316	300	0.3050	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8817
0.2122	0.1337	305	0.2831	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8684
0.1843	0.1359	310	0.2816	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8733
0.2801	0.1381	315	0.2849	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8810
0.2158	0.1403	320	0.2865	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8768
0.2114	0.1425	325	0.2819	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8765
0.1284	0.1447	330	0.2824	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8753
0.3562	0.1469	335	0.2841	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8778
0.2426	0.1491	340	0.2964	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8625
0.1825	0.1513	345	0.3231	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8578
0.1783	0.1535	350	0.2922	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8522
0.2274	0.1557	355	0.3187	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8433
0.2465	0.1579	360	0.3217	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8382
0.1787	0.1601	365	0.3156	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8455
0.2308	0.1622	370	0.3013	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8593
0.3263	0.1644	375	0.2969	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8623
0.2479	0.1666	380	0.3123	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8549
0.2156	0.1688	385	0.3031	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8507
0.1761	0.1710	390	0.3184	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8424
0.2581	0.1732	395	0.3563	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8468
0.2229	0.1754	400	0.2982	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8470
0.1629	0.1776	405	0.3366	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8588
0.1342	0.1798	410	0.3014	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8677
0.1539	0.1820	415	0.3007	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8778
0.2665	0.1842	420	0.2997	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8827
0.1963	0.1864	425	0.2826	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8746
0.203	0.1886	430	0.2884	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8738
0.1721	0.1907	435	0.3066	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8773
0.2361	0.1929	440	0.2913	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8883
0.2817	0.1951	445	0.2867	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8854
0.1172	0.1973	450	0.2943	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8824
0.2486	0.1995	455	0.2864	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8721
0.1806	0.2017	460	0.3003	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8689
0.189	0.2039	465	0.3263	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8773
0.1633	0.2061	470	0.2798	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8790
0.1821	0.2083	475	0.2838	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8780
0.2364	0.2105	480	0.2791	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8765
0.162	0.2127	485	0.2738	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8802
0.2163	0.2149	490	0.2824	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8844
0.1726	0.2171	495	0.2788	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8886
0.1425	0.2193	500	0.2874	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.8851
0.2366	0.2214	505	0.3013	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8768
0.1703	0.2236	510	0.2909	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8669
0.1598	0.2258	515	0.3462	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8706
0.2662	0.2280	520	0.3053	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8699
0.1837	0.2302	525	0.2901	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8726
0.1541	0.2324	530	0.3203	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8736
0.1649	0.2346	535	0.2801	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8684
0.1633	0.2368	540	0.2858	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8736
0.2582	0.2390	545	0.2783	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8768
0.1916	0.2412	550	0.2796	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8824
0.2109	0.2434	555	0.2824	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8684
0.1871	0.2456	560	0.2792	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8583
0.2513	0.2478	565	0.3075	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8615
0.2583	0.2499	570	0.3039	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8583
0.2263	0.2521	575	0.2992	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8637
0.1613	0.2543	580	0.2921	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8633
0.1698	0.2565	585	0.3073	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8588
0.1392	0.2587	590	0.3095	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8586
0.1988	0.2609	595	0.3137	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8606
0.2097	0.2631	600	0.2985	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8655
0.2183	0.2653	605	0.3053	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8655
0.161	0.2675	610	0.3000	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8601
0.1697	0.2697	615	0.3077	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8532
0.131	0.2719	620	0.3478	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8586
0.1525	0.2741	625	0.2908	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8687
0.2537	0.2763	630	0.2848	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8733
0.1557	0.2784	635	0.3082	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8834
0.2125	0.2806	640	0.2864	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8805
0.1705	0.2828	645	0.2953	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8832
0.2135	0.2850	650	0.2960	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8827
0.1516	0.2872	655	0.2829	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8792
0.1559	0.2894	660	0.2888	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8842
0.1978	0.2916	665	0.3032	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8866
0.1667	0.2938	670	0.2908	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8851
0.1576	0.2960	675	0.2659	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8883
0.1886	0.2982	680	0.2752	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8866
0.174	0.3004	685	0.3005	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8810
0.2147	0.3026	690	0.2873	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8765
0.1438	0.3048	695	0.2923	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8701
0.1646	0.3070	700	0.3017	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8765
0.2243	0.3091	705	0.2871	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8861
0.2147	0.3113	710	0.2814	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8854
0.1738	0.3135	715	0.2801	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8849
0.2139	0.3157	720	0.2805	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8859
0.1842	0.3179	725	0.2807	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8812
0.1849	0.3201	730	0.3078	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8805
0.2091	0.3223	735	0.2988	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8765
0.1527	0.3245	740	0.2812	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8797
0.1785	0.3267	745	0.2814	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8805
0.2054	0.3289	750	0.2871	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8871
0.137	0.3311	755	0.2934	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8906
0.16	0.3333	760	0.3083	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8898
0.2532	0.3355	765	0.2865	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8893
0.1781	0.3376	770	0.2789	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8819
0.1639	0.3398	775	0.3053	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8802
0.2437	0.3420	780	0.3145	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8866
0.2312	0.3442	785	0.2714	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8874
0.1554	0.3464	790	0.2883	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8856
0.2216	0.3486	795	0.3239	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8812
0.1922	0.3508	800	0.2848	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8824
0.2119	0.3530	805	0.2844	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8822
0.1247	0.3552	810	0.3166	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8805
0.2219	0.3574	815	0.2963	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8758
0.143	0.3596	820	0.2858	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.8751
0.1912	0.3618	825	0.2993	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8753
0.1391	0.3640	830	0.3140	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8802
0.1428	0.3661	835	0.3116	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8827
0.2175	0.3683	840	0.2986	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8785
0.1284	0.3705	845	0.2924	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8822
0.1998	0.3727	850	0.2983	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8783
0.1314	0.3749	855	0.3201	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8780
0.1512	0.3771	860	0.3160	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8689
0.1667	0.3793	865	0.3163	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8706
0.1415	0.3815	870	0.2941	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8724
0.2124	0.3837	875	0.3157	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8751
0.2389	0.3859	880	0.2964	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8805
0.1296	0.3881	885	0.2951	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8839
0.1905	0.3903	890	0.2916	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8834
0.122	0.3925	895	0.2994	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8876
0.1593	0.3947	900	0.3630	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8893
0.241	0.3968	905	0.3215	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8967
0.1187	0.3990	910	0.2687	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8987
0.1204	0.4012	915	0.2651	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8992
0.1034	0.4034	920	0.2931	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8972
0.1377	0.4056	925	0.3001	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8977
0.1992	0.4078	930	0.2799	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8930
0.177	0.4100	935	0.2757	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8940
0.1567	0.4122	940	0.2887	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8869
0.2894	0.4144	945	0.2825	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8839
0.2048	0.4166	950	0.2709	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8827
0.2071	0.4188	955	0.2768	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8856
0.1548	0.4210	960	0.2908	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8817
0.1732	0.4232	965	0.2951	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8832
0.1766	0.4253	970	0.2970	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8859
0.079	0.4275	975	0.2961	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8797
0.1258	0.4297	980	0.3025	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8817
0.171	0.4319	985	0.2784	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8819
0.2424	0.4341	990	0.2760	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8849
0.1652	0.4363	995	0.3107	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8874
0.1931	0.4385	1000	0.2819	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8886
0.1765	0.4407	1005	0.2831	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8864
0.2144	0.4429	1010	0.2834	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8886
0.1163	0.4451	1015	0.2677	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8849
0.1216	0.4473	1020	0.2759	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8906
0.2004	0.4495	1025	0.2806	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8908
0.1825	0.4517	1030	0.2611	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8901
0.1839	0.4538	1035	0.2721	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8930
0.3001	0.4560	1040	0.2794	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8972
0.2145	0.4582	1045	0.2734	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8915
0.1349	0.4604	1050	0.2656	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8906
0.1777	0.4626	1055	0.2605	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8940
0.1671	0.4648	1060	0.2660	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8982
0.2322	0.4670	1065	0.2841	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8974
0.1181	0.4692	1070	0.2808	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8940
0.212	0.4714	1075	0.2610	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8933
0.1851	0.4736	1080	0.2687	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8984
0.1869	0.4758	1085	0.2942	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8999
0.09	0.4780	1090	0.2786	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8992
0.146	0.4802	1095	0.2571	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8974
0.1683	0.4824	1100	0.2592	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8928
0.2235	0.4845	1105	0.2835	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8886
0.2279	0.4867	1110	0.2830	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8950
0.1453	0.4889	1115	0.2735	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8955
0.1645	0.4911	1120	0.2694	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8930
0.0881	0.4933	1125	0.2752	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8933
0.2244	0.4955	1130	0.2779	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8960
0.1949	0.4977	1135	0.2971	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8970
0.1816	0.4999	1140	0.2610	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8950
0.2087	0.5021	1145	0.2520	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8945
0.2056	0.5043	1150	0.2598	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8955
0.1805	0.5065	1155	0.2802	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9009
0.1204	0.5087	1160	0.2702	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9038
0.2061	0.5109	1165	0.2637	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9036
0.1649	0.5130	1170	0.2740	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9046
0.2357	0.5152	1175	0.2668	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9083
0.1939	0.5174	1180	0.2697	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9004
0.1251	0.5196	1185	0.2868	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8997
0.1953	0.5218	1190	0.2591	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9021
0.1868	0.5240	1195	0.2499	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.9024
0.1387	0.5262	1200	0.2586	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9029
0.116	0.5284	1205	0.2912	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9026
0.1414	0.5306	1210	0.2956	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9021
0.2179	0.5328	1215	0.2962	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9041
0.1802	0.5350	1220	0.2800	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9056
0.1889	0.5372	1225	0.2720	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9085
0.1663	0.5394	1230	0.2755	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9110
0.2716	0.5415	1235	0.2546	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9026
0.2266	0.5437	1240	0.2556	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.9009
0.2394	0.5459	1245	0.2637	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8977
0.1599	0.5481	1250	0.2620	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8974
0.2274	0.5503	1255	0.2703	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8974
0.1813	0.5525	1260	0.2621	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8947
0.1684	0.5547	1265	0.2709	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8935
0.181	0.5569	1270	0.2690	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8947
0.2371	0.5591	1275	0.2759	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8933
0.155	0.5613	1280	0.2699	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8940
0.182	0.5635	1285	0.2666	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8967
0.2101	0.5657	1290	0.2665	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8957
0.1693	0.5679	1295	0.2666	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8923
0.139	0.5701	1300	0.2627	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8876
0.207	0.5722	1305	0.2716	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8847
0.1844	0.5744	1310	0.2729	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8869
0.1913	0.5766	1315	0.2803	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8869
0.1619	0.5788	1320	0.2964	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8883
0.1483	0.5810	1325	0.3136	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8861
0.2831	0.5832	1330	0.3054	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8812
0.1629	0.5854	1335	0.2836	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8802
0.1121	0.5876	1340	0.2779	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8807
0.1213	0.5898	1345	0.2712	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8807
0.169	0.5920	1350	0.2652	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8829
0.1606	0.5942	1355	0.2654	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8854
0.1351	0.5964	1360	0.2790	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8915
0.204	0.5986	1365	0.2826	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8942
0.2202	0.6007	1370	0.2727	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8910
0.1696	0.6029	1375	0.2598	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8933
0.1201	0.6051	1380	0.2585	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8947
0.1181	0.6073	1385	0.2605	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8955
0.1269	0.6095	1390	0.2611	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8989
0.1798	0.6117	1395	0.2721	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8992
0.1846	0.6139	1400	0.2686	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8997
0.1912	0.6161	1405	0.2691	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8989
0.1083	0.6183	1410	0.2749	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8972
0.1946	0.6205	1415	0.2731	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8997
0.1522	0.6227	1420	0.2734	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8977
0.1798	0.6249	1425	0.2743	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8984
0.1861	0.6271	1430	0.2774	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8967
0.1414	0.6292	1435	0.2688	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9001
0.1557	0.6314	1440	0.2619	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.9016
0.1602	0.6336	1445	0.2576	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.9006
0.1627	0.6358	1450	0.2592	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8997
0.1072	0.6380	1455	0.2669	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8972
0.3161	0.6402	1460	0.2717	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8982
0.1323	0.6424	1465	0.2657	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8960
0.1519	0.6446	1470	0.2647	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8952
0.1119	0.6468	1475	0.2647	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8942
0.1444	0.6490	1480	0.2718	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8947
0.1105	0.6512	1485	0.2814	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8947
0.2347	0.6534	1490	0.2798	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8947
0.2202	0.6556	1495	0.2669	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8947
0.161	0.6578	1500	0.2646	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8923
0.1966	0.6599	1505	0.2668	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8930
0.1199	0.6621	1510	0.2755	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8935
0.1211	0.6643	1515	0.2710	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8950
0.1362	0.6665	1520	0.2650	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8955
0.1494	0.6687	1525	0.2630	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8960
0.164	0.6709	1530	0.2653	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8952
0.2294	0.6731	1535	0.2739	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8952
0.0973	0.6753	1540	0.2842	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8940
0.0973	0.6775	1545	0.2899	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8925
0.1491	0.6797	1550	0.2880	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8920
0.1497	0.6819	1555	0.2753	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8856
0.0994	0.6841	1560	0.2713	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8849
0.15	0.6863	1565	0.2659	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8891
0.1513	0.6884	1570	0.2631	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8903
0.2217	0.6906	1575	0.2651	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8930
0.1699	0.6928	1580	0.2726	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8955
0.219	0.6950	1585	0.2741	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8977
0.1495	0.6972	1590	0.2647	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8994
0.1528	0.6994	1595	0.2597	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8989
0.1743	0.7016	1600	0.2534	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8984
0.2208	0.7038	1605	0.2511	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8984
0.1416	0.7060	1610	0.2594	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8967
0.1757	0.7082	1615	0.2653	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8979
0.1416	0.7104	1620	0.2691	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8962
0.1507	0.7126	1625	0.2743	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8984
0.2179	0.7148	1630	0.2733	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8984
0.1771	0.7169	1635	0.2683	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8984
0.2137	0.7191	1640	0.2624	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9011
0.1293	0.7213	1645	0.2632	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9038
0.1237	0.7235	1650	0.2673	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9011
0.1439	0.7257	1655	0.2684	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9011
0.1395	0.7279	1660	0.2707	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8994
0.1128	0.7301	1665	0.2733	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9011
0.1493	0.7323	1670	0.2758	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8982
0.1139	0.7345	1675	0.2763	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8989
0.1561	0.7367	1680	0.2693	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9011
0.1337	0.7389	1685	0.2721	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8994
0.1001	0.7411	1690	0.2705	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8989
0.1261	0.7433	1695	0.2685	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9014
0.2145	0.7455	1700	0.2680	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8999
0.2147	0.7476	1705	0.2661	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8994
0.2009	0.7498	1710	0.2625	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9016
0.1657	0.7520	1715	0.2634	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9001
0.1085	0.7542	1720	0.2651	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8987
0.1354	0.7564	1725	0.2657	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8999
0.1836	0.7586	1730	0.2664	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8977
0.1084	0.7608	1735	0.2626	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8984
0.1409	0.7630	1740	0.2606	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8977
0.1176	0.7652	1745	0.2617	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8979
0.1119	0.7674	1750	0.2641	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8977
0.1721	0.7696	1755	0.2669	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8979
0.2155	0.7718	1760	0.2675	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8984
0.1494	0.7740	1765	0.2726	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8967
0.0893	0.7761	1770	0.2728	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8967
0.1519	0.7783	1775	0.2712	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8982
0.1433	0.7805	1780	0.2719	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8972
0.2062	0.7827	1785	0.2749	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8947
0.1409	0.7849	1790	0.2802	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8952
0.1861	0.7871	1795	0.2779	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8972
0.0875	0.7893	1800	0.2760	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8974
0.1925	0.7915	1805	0.2743	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8947
0.1476	0.7937	1810	0.2675	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8974
0.0945	0.7959	1815	0.2634	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8960
0.2238	0.7981	1820	0.2612	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8967
0.1325	0.8003	1825	0.2623	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8974
0.1723	0.8025	1830	0.2647	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8974
0.1213	0.8046	1835	0.2681	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8940
0.1503	0.8068	1840	0.2675	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8945
0.1753	0.8090	1845	0.2682	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8950
0.1723	0.8112	1850	0.2651	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8957
0.1852	0.8134	1855	0.2679	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8992
0.1672	0.8156	1860	0.2703	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8982
0.1576	0.8178	1865	0.2709	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8997
0.1799	0.8200	1870	0.2714	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9001
0.1276	0.8222	1875	0.2708	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8982
0.1684	0.8244	1880	0.2716	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8970
0.154	0.8266	1885	0.2737	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8955
0.1553	0.8288	1890	0.2744	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8950
0.1332	0.8310	1895	0.2739	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8940
0.1541	0.8332	1900	0.2710	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8955
0.2033	0.8353	1905	0.2722	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8942
0.2443	0.8375	1910	0.2691	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8967
0.1505	0.8397	1915	0.2674	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8967
0.1574	0.8419	1920	0.2698	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8965
0.102	0.8441	1925	0.2703	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8967
0.1769	0.8463	1930	0.2725	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8970
0.1931	0.8485	1935	0.2725	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8955
0.1817	0.8507	1940	0.2705	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8994
0.183	0.8529	1945	0.2727	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8974
0.1471	0.8551	1950	0.2688	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8965
0.1598	0.8573	1955	0.2693	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8947
0.1261	0.8595	1960	0.2680	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8977
0.1328	0.8617	1965	0.2654	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8999
0.1594	0.8638	1970	0.2661	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9016
0.1585	0.8660	1975	0.2653	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8999
0.1312	0.8682	1980	0.2658	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9019
0.1724	0.8704	1985	0.2653	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9019
0.1817	0.8726	1990	0.2649	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9016
0.1529	0.8748	1995	0.2668	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8999
0.1708	0.8770	2000	0.2671	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9026
0.1643	0.8792	2005	0.2667	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9001
0.144	0.8814	2010	0.2678	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9006
0.1272	0.8836	2015	0.2680	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9014
0.172	0.8858	2020	0.2679	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8999
0.0938	0.8880	2025	0.2682	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9006
0.1132	0.8902	2030	0.2727	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8989
0.1771	0.8923	2035	0.2717	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8987
0.1504	0.8945	2040	0.2727	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9001
0.1576	0.8967	2045	0.2720	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9009
0.1325	0.8989	2050	0.2703	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9014
0.1571	0.9011	2055	0.2718	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8994
0.2788	0.9033	2060	0.2711	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9011
0.2128	0.9055	2065	0.2692	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8997
0.1171	0.9077	2070	0.2680	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9011
0.166	0.9099	2075	0.2678	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9004
0.1809	0.9121	2080	0.2668	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9004
0.1164	0.9143	2085	0.2654	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9021
0.1379	0.9165	2090	0.2640	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9021
0.1487	0.9187	2095	0.2654	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9014
0.2435	0.9209	2100	0.2649	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9036
0.1605	0.9230	2105	0.2673	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9001
0.1323	0.9252	2110	0.2657	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9026
0.2203	0.9274	2115	0.2665	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9033
0.1762	0.9296	2120	0.2671	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9029
0.1391	0.9318	2125	0.2657	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9026
0.1297	0.9340	2130	0.2642	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9051
0.2028	0.9362	2135	0.2644	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9043
0.1121	0.9384	2140	0.2653	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9048
0.1418	0.9406	2145	0.2668	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9033
0.206	0.9428	2150	0.2646	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9033
0.149	0.9450	2155	0.2651	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9038
0.1883	0.9472	2160	0.2633	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9048
0.2401	0.9494	2165	0.2637	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9026
0.1705	0.9515	2170	0.2645	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9029
0.1484	0.9537	2175	0.2623	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9053
0.2313	0.9559	2180	0.2635	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9041
0.1434	0.9581	2185	0.2636	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9033
0.169	0.9603	2190	0.2631	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9041
0.1028	0.9625	2195	0.2636	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9026
0.1564	0.9647	2200	0.2639	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9036
0.0892	0.9669	2205	0.2641	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9033
0.1963	0.9691	2210	0.2645	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9029
0.0992	0.9713	2215	0.2635	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9065
0.1029	0.9735	2220	0.2633	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9038
0.1841	0.9757	2225	0.2649	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9009
0.1594	0.9779	2230	0.2642	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9021
0.1275	0.9800	2235	0.2634	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9033
0.1219	0.9822	2240	0.2647	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9021
0.1264	0.9844	2245	0.2651	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9038
0.1124	0.9866	2250	0.2634	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9029
0.0824	0.9888	2255	0.2659	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9016
0.1381	0.9910	2260	0.2652	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9029
0.133	0.9932	2265	0.2656	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9024
0.1017	0.9954	2270	0.2634	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9033
0.11	0.9976	2275	0.2633	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9048
0.22	0.9998	2280	0.2654	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9021

Framework versions

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