mmlu_noaugs_nophilo_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: 0.2829
• 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: 0.8987

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
0.3849	0.0021	5	0.3551	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8163
0.3668	0.0041	10	0.3536	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.8200
0.3615	0.0062	15	0.3516	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.8212
0.2983	0.0082	20	0.3471	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.8246
0.2986	0.0103	25	0.3507	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8281
0.2038	0.0123	30	0.3735	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8382
0.2659	0.0144	35	0.3723	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.8512
0.2123	0.0165	40	0.3486	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8566
0.3666	0.0185	45	0.3324	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8564
0.3807	0.0206	50	0.3253	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8596
0.2806	0.0226	55	0.3131	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8637
0.1809	0.0247	60	0.3124	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8674
0.1917	0.0267	65	0.3126	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8704
0.1685	0.0288	70	0.3080	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8709
0.2406	0.0309	75	0.2926	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8704
0.2865	0.0329	80	0.2849	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8669
0.2067	0.0350	85	0.2887	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8660
0.2911	0.0370	90	0.2887	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8679
0.2684	0.0391	95	0.2932	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8650
0.2037	0.0412	100	0.3210	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8645
0.2403	0.0432	105	0.3154	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8601
0.2168	0.0453	110	0.2967	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8576
0.2612	0.0473	115	0.3410	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8650
0.1628	0.0494	120	0.3073	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8640
0.1786	0.0514	125	0.2944	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8630
0.1875	0.0535	130	0.3164	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8726
0.2263	0.0556	135	0.3149	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8701
0.2041	0.0576	140	0.2977	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8697
0.2926	0.0597	145	0.3327	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8662
0.1844	0.0617	150	0.3238	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8667
0.2689	0.0638	155	0.3046	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8596
0.2623	0.0658	160	0.3538	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8561
0.2439	0.0679	165	0.3134	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8591
0.2437	0.0700	170	0.3201	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.8650
0.3596	0.0720	175	0.3053	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8711
0.2561	0.0741	180	0.2905	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8765
0.2088	0.0761	185	0.3111	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8758
0.2627	0.0782	190	0.2960	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8790
0.2097	0.0802	195	0.2891	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8667
0.2306	0.0823	200	0.3261	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8719
0.179	0.0844	205	0.2878	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.8760
0.17	0.0864	210	0.3028	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8829
0.1843	0.0885	215	0.3129	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8792
0.2384	0.0905	220	0.2890	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.8721
0.2052	0.0926	225	0.3042	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8711
0.2408	0.0947	230	0.3307	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.8726
0.2263	0.0967	235	0.2798	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8748
0.1832	0.0988	240	0.3269	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8854
0.2323	0.1008	245	0.2938	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.8815
0.1987	0.1029	250	0.2882	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8805
0.1741	0.1049	255	0.2937	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8874
0.1592	0.1070	260	0.3188	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8869
0.2218	0.1091	265	0.3220	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8854
0.1932	0.1111	270	0.3055	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8753
0.2149	0.1132	275	0.3314	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8719
0.1706	0.1152	280	0.3119	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8677
0.2327	0.1173	285	0.3433	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8692
0.1897	0.1193	290	0.3122	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8770
0.1314	0.1214	295	0.3333	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8824
0.2903	0.1235	300	0.3309	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8751
0.1604	0.1255	305	0.2887	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8660
0.2233	0.1276	310	0.3002	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8674
0.2322	0.1296	315	0.3172	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8684
0.1866	0.1317	320	0.3215	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8660
0.2404	0.1337	325	0.3133	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.8657
0.2018	0.1358	330	0.3229	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8657
0.2824	0.1379	335	0.3046	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.8701
0.1871	0.1399	340	0.2987	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.8812
0.2302	0.1420	345	0.2984	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8871
0.1858	0.1440	350	0.3137	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8770
0.2655	0.1461	355	0.3209	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8660
0.1616	0.1481	360	0.3051	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8642
0.2128	0.1502	365	0.3280	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.8633
0.1658	0.1523	370	0.2982	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.8692
0.1687	0.1543	375	0.3054	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8697
0.221	0.1564	380	0.3102	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8662
0.2422	0.1584	385	0.3087	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8647
0.2093	0.1605	390	0.2899	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8660
0.2099	0.1626	395	0.3193	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8770
0.2974	0.1646	400	0.2896	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8768
0.2517	0.1667	405	0.3050	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8861
0.1757	0.1687	410	0.3072	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8896
0.2595	0.1708	415	0.2753	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8861
0.164	0.1728	420	0.2855	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8871
0.2426	0.1749	425	0.3139	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8805
0.3154	0.1770	430	0.2863	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8800
0.2636	0.1790	435	0.2755	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8815
0.2459	0.1811	440	0.2964	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8920
0.1447	0.1831	445	0.2807	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8901
0.1884	0.1852	450	0.3000	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8763
0.221	0.1872	455	0.2904	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8748
0.2279	0.1893	460	0.2964	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8783
0.1102	0.1914	465	0.3082	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.8851
0.2371	0.1934	470	0.3104	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8891
0.1426	0.1955	475	0.2944	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8876
0.1908	0.1975	480	0.3173	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8918
0.1727	0.1996	485	0.3099	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8901
0.2115	0.2016	490	0.2730	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8930
0.1723	0.2037	495	0.3042	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8908
0.2215	0.2058	500	0.3096	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8893
0.154	0.2078	505	0.2831	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8891
0.2266	0.2099	510	0.2708	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8960
0.1937	0.2119	515	0.2873	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.9004
0.2424	0.2140	520	0.2676	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8979
0.1123	0.2160	525	0.2782	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8940
0.2071	0.2181	530	0.2854	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8879
0.0942	0.2202	535	0.2735	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8898
0.1812	0.2222	540	0.2864	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8940
0.1946	0.2243	545	0.3229	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8947
0.2631	0.2263	550	0.3163	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8967
0.1387	0.2284	555	0.2773	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8920
0.1649	0.2305	560	0.2894	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8999
0.2276	0.2325	565	0.3263	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8955
0.1369	0.2346	570	0.3183	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8930
0.1732	0.2366	575	0.2870	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8938
0.2422	0.2387	580	0.3130	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8881
0.1624	0.2407	585	0.2881	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8822
0.1125	0.2428	590	0.2907	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8800
0.2664	0.2449	595	0.3124	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8869
0.1776	0.2469	600	0.3051	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8886
0.1929	0.2490	605	0.2903	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8839
0.2588	0.2510	610	0.3053	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8819
0.1489	0.2531	615	0.3003	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8807
0.2283	0.2551	620	0.2878	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8829
0.1511	0.2572	625	0.2848	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8876
0.1794	0.2593	630	0.2900	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8847
0.1747	0.2613	635	0.2883	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8822
0.1334	0.2634	640	0.2780	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8844
0.1333	0.2654	645	0.2844	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8834
0.2977	0.2675	650	0.2821	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8807
0.2056	0.2695	655	0.2674	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8866
0.2472	0.2716	660	0.2770	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8886
0.1869	0.2737	665	0.2895	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8783
0.1983	0.2757	670	0.2933	0.8651	0.9018	0.9439	0.4211	0.5714	0.9224	0.4848	0.8773
0.2286	0.2778	675	0.3117	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8827
0.1664	0.2798	680	0.2859	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8822
0.2125	0.2819	685	0.2825	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8822
0.164	0.2840	690	0.2840	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8829
0.1626	0.2860	695	0.2926	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8785
0.1887	0.2881	700	0.2799	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8881
0.2347	0.2901	705	0.2787	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8910
0.1831	0.2922	710	0.2868	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8920
0.1597	0.2942	715	0.2914	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8960
0.1568	0.2963	720	0.2826	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9011
0.1944	0.2984	725	0.2979	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8970
0.2056	0.3004	730	0.3090	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8881
0.1066	0.3025	735	0.3114	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8834
0.1449	0.3045	740	0.3020	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8896
0.1473	0.3066	745	0.3040	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8960
0.1222	0.3086	750	0.2908	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8942
0.1554	0.3107	755	0.3386	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.8847
0.2299	0.3128	760	0.3202	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.8807
0.2183	0.3148	765	0.2840	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8797
0.221	0.3169	770	0.3370	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8915
0.1263	0.3189	775	0.2796	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8938
0.2395	0.3210	780	0.2594	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9004
0.1739	0.3230	785	0.2763	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9036
0.1662	0.3251	790	0.2810	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9090
0.1324	0.3272	795	0.2479	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9078
0.1964	0.3292	800	0.2629	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9033
0.1814	0.3313	805	0.2701	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9041
0.1299	0.3333	810	0.2652	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9026
0.1711	0.3354	815	0.2800	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8945
0.1993	0.3374	820	0.3156	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8901
0.1632	0.3395	825	0.2881	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8849
0.191	0.3416	830	0.2901	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8856
0.2562	0.3436	835	0.3115	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8869
0.1938	0.3457	840	0.2818	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8847
0.1515	0.3477	845	0.2810	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.8849
0.1096	0.3498	850	0.2972	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.8879
0.2022	0.3519	855	0.2906	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.8881
0.1364	0.3539	860	0.2855	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.8844
0.18	0.3560	865	0.2888	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8827
0.1321	0.3580	870	0.2825	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8854
0.2125	0.3601	875	0.2822	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8891
0.2152	0.3621	880	0.2826	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8913
0.1279	0.3642	885	0.3117	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8920
0.1379	0.3663	890	0.2897	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8908
0.1639	0.3683	895	0.2904	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.8829
0.141	0.3704	900	0.2980	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8788
0.1745	0.3724	905	0.3254	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8783
0.1798	0.3745	910	0.3100	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8795
0.1292	0.3765	915	0.3069	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8805
0.1952	0.3786	920	0.3116	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8893
0.1573	0.3807	925	0.3115	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8802
0.1905	0.3827	930	0.2981	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8807
0.2837	0.3848	935	0.3064	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8933
0.129	0.3868	940	0.3078	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8908
0.1635	0.3889	945	0.3066	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8861
0.1552	0.3909	950	0.3184	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8849
0.1412	0.3930	955	0.3064	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8795
0.1076	0.3951	960	0.3102	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8812
0.128	0.3971	965	0.3205	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8849
0.1279	0.3992	970	0.3429	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8837
0.1458	0.4012	975	0.3106	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8756
0.2334	0.4033	980	0.3006	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8760
0.1448	0.4053	985	0.2997	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8871
0.2316	0.4074	990	0.3109	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8913
0.189	0.4095	995	0.2974	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8847
0.1538	0.4115	1000	0.2918	0.8651	0.9018	0.9439	0.4211	0.5714	0.9224	0.4848	0.8785
0.1369	0.4136	1005	0.3008	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8785
0.1524	0.4156	1010	0.3153	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8800
0.1613	0.4177	1015	0.3062	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.8805
0.1945	0.4198	1020	0.3077	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.8832
0.2054	0.4218	1025	0.3077	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.8827
0.1625	0.4239	1030	0.3179	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.8819
0.1564	0.4259	1035	0.3018	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.8783
0.189	0.4280	1040	0.2999	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.8815
0.1506	0.4300	1045	0.3211	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8819
0.1736	0.4321	1050	0.3264	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8827
0.1966	0.4342	1055	0.3121	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8869
0.1872	0.4362	1060	0.3003	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8901
0.1682	0.4383	1065	0.3081	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8906
0.1682	0.4403	1070	0.3014	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8876
0.11	0.4424	1075	0.3004	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8849
0.2029	0.4444	1080	0.3155	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8893
0.1537	0.4465	1085	0.3030	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8851
0.1861	0.4486	1090	0.3060	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8866
0.1667	0.4506	1095	0.2959	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.8866
0.2067	0.4527	1100	0.2904	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8849
0.1688	0.4547	1105	0.2913	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8854
0.1526	0.4568	1110	0.2889	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8822
0.1609	0.4588	1115	0.3048	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8832
0.1411	0.4609	1120	0.2911	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8837
0.1198	0.4630	1125	0.2890	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8832
0.1783	0.4650	1130	0.2921	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8810
0.138	0.4671	1135	0.2900	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8822
0.1256	0.4691	1140	0.2963	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8790
0.215	0.4712	1145	0.2977	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8790
0.1852	0.4733	1150	0.3007	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8785
0.1841	0.4753	1155	0.2917	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8731
0.1289	0.4774	1160	0.2940	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8763
0.1644	0.4794	1165	0.2942	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8724
0.1608	0.4815	1170	0.2954	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8689
0.1448	0.4835	1175	0.3079	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8714
0.122	0.4856	1180	0.3255	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8728
0.1356	0.4877	1185	0.3156	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8697
0.1363	0.4897	1190	0.3032	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8699
0.2762	0.4918	1195	0.3099	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8716
0.1198	0.4938	1200	0.3071	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8765
0.1655	0.4959	1205	0.2934	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8810
0.1455	0.4979	1210	0.2914	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8856
0.164	0.5	1215	0.3013	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8903
0.1293	0.5021	1220	0.3034	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8970
0.1789	0.5041	1225	0.2887	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8925
0.2089	0.5062	1230	0.2833	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8871
0.1975	0.5082	1235	0.2908	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8881
0.1162	0.5103	1240	0.3053	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8874
0.1557	0.5123	1245	0.3201	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8856
0.1449	0.5144	1250	0.2994	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8805
0.1444	0.5165	1255	0.2957	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8810
0.2559	0.5185	1260	0.3097	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8827
0.1194	0.5206	1265	0.3005	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8819
0.1515	0.5226	1270	0.2964	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8802
0.1506	0.5247	1275	0.2947	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8758
0.1934	0.5267	1280	0.3035	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8743
0.2305	0.5288	1285	0.3072	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8768
0.1871	0.5309	1290	0.3128	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8773
0.1409	0.5329	1295	0.3007	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8780
0.1638	0.5350	1300	0.2965	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8783
0.17	0.5370	1305	0.2886	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8778
0.1222	0.5391	1310	0.2913	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8783
0.1281	0.5412	1315	0.3120	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8788
0.1076	0.5432	1320	0.3227	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8819
0.0911	0.5453	1325	0.3161	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8815
0.2238	0.5473	1330	0.3122	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8859
0.1158	0.5494	1335	0.3094	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8849
0.2196	0.5514	1340	0.3039	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8861
0.1645	0.5535	1345	0.2918	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.8876
0.2717	0.5556	1350	0.2883	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8893
0.126	0.5576	1355	0.2988	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.8879
0.1903	0.5597	1360	0.3089	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8888
0.1429	0.5617	1365	0.3000	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8874
0.1364	0.5638	1370	0.2894	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.8842
0.1882	0.5658	1375	0.2893	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.8829
0.1911	0.5679	1380	0.2959	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8851
0.1946	0.5700	1385	0.3151	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8817
0.1794	0.5720	1390	0.3126	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8810
0.1065	0.5741	1395	0.3046	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8795
0.1778	0.5761	1400	0.3088	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.8783
0.1415	0.5782	1405	0.3167	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8768
0.0965	0.5802	1410	0.3113	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8724
0.1371	0.5823	1415	0.3258	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8714
0.0852	0.5844	1420	0.3326	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8731
0.1329	0.5864	1425	0.3352	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8733
0.1428	0.5885	1430	0.3203	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8726
0.1172	0.5905	1435	0.3137	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.8765
0.1956	0.5926	1440	0.3098	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8775
0.201	0.5947	1445	0.3066	0.8651	0.9018	0.9439	0.4211	0.5714	0.9224	0.4848	0.8824
0.2107	0.5967	1450	0.3011	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8810
0.2421	0.5988	1455	0.2990	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8795
0.1492	0.6008	1460	0.2933	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8778
0.2365	0.6029	1465	0.2955	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8756
0.152	0.6049	1470	0.2995	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8770
0.1864	0.6070	1475	0.3028	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8711
0.183	0.6091	1480	0.2991	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.8697
0.1832	0.6111	1485	0.3043	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8687
0.1617	0.6132	1490	0.3221	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8706
0.0937	0.6152	1495	0.3572	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8765
0.161	0.6173	1500	0.3752	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8738
0.1636	0.6193	1505	0.3588	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.8760
0.1577	0.6214	1510	0.3146	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8773
0.2326	0.6235	1515	0.2997	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8721
0.1998	0.6255	1520	0.2955	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8763
0.1721	0.6276	1525	0.3004	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8765
0.1823	0.6296	1530	0.3065	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8746
0.2233	0.6317	1535	0.2957	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8736
0.1427	0.6337	1540	0.2859	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.8780
0.188	0.6358	1545	0.2879	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.8792
0.1748	0.6379	1550	0.2923	0.8651	0.9018	0.9439	0.4211	0.5714	0.9224	0.4848	0.8822
0.1623	0.6399	1555	0.2986	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8829
0.1661	0.6420	1560	0.3039	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8819
0.1371	0.6440	1565	0.2989	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.8824
0.1273	0.6461	1570	0.3016	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8822
0.1463	0.6481	1575	0.3061	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8807
0.1503	0.6502	1580	0.3079	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8819
0.1388	0.6523	1585	0.3032	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8834
0.1026	0.6543	1590	0.3012	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8795
0.1898	0.6564	1595	0.3013	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8770
0.1165	0.6584	1600	0.2993	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8797
0.1772	0.6605	1605	0.3035	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8832
0.1997	0.6626	1610	0.3046	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8849
0.1188	0.6646	1615	0.3122	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8827
0.1254	0.6667	1620	0.3270	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8824
0.2339	0.6687	1625	0.3318	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8849
0.1222	0.6708	1630	0.3123	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8854
0.1554	0.6728	1635	0.3076	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8837
0.1586	0.6749	1640	0.3076	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8866
0.1517	0.6770	1645	0.3062	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.8832
0.1033	0.6790	1650	0.2938	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8869
0.1547	0.6811	1655	0.2867	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8879
0.2193	0.6831	1660	0.2824	0.8651	0.9018	0.9439	0.4211	0.5714	0.9224	0.4848	0.8864
0.1457	0.6852	1665	0.2850	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8898
0.128	0.6872	1670	0.2957	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8891
0.1175	0.6893	1675	0.3010	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.8893
0.1891	0.6914	1680	0.2887	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8942
0.1801	0.6934	1685	0.2789	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8965
0.2042	0.6955	1690	0.2729	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8974
0.1434	0.6975	1695	0.2719	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8972
0.1615	0.6996	1700	0.2761	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8960
0.1671	0.7016	1705	0.2851	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8974
0.2588	0.7037	1710	0.2882	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8970
0.1718	0.7058	1715	0.2844	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8945
0.1549	0.7078	1720	0.2824	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8942
0.1652	0.7099	1725	0.2865	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8942
0.1107	0.7119	1730	0.2859	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8950
0.1332	0.7140	1735	0.2863	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8910
0.1477	0.7160	1740	0.2842	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8928
0.2649	0.7181	1745	0.2842	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8903
0.2398	0.7202	1750	0.2823	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8925
0.1517	0.7222	1755	0.2813	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8920
0.1413	0.7243	1760	0.2831	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8903
0.1271	0.7263	1765	0.2844	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8896
0.1302	0.7284	1770	0.2860	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8938
0.2403	0.7305	1775	0.2884	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8945
0.1675	0.7325	1780	0.2846	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8972
0.2519	0.7346	1785	0.2839	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8970
0.1362	0.7366	1790	0.2765	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8940
0.126	0.7387	1795	0.2791	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8952
0.1755	0.7407	1800	0.2846	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8945
0.1673	0.7428	1805	0.2897	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8955
0.1041	0.7449	1810	0.2921	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8950
0.1189	0.7469	1815	0.2927	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8950
0.1693	0.7490	1820	0.2877	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8918
0.1737	0.7510	1825	0.2868	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8898
0.1227	0.7531	1830	0.2872	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8898
0.1708	0.7551	1835	0.2911	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8888
0.1471	0.7572	1840	0.2892	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8898
0.1177	0.7593	1845	0.2846	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8883
0.1456	0.7613	1850	0.2801	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8861
0.1834	0.7634	1855	0.2836	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8874
0.0825	0.7654	1860	0.2889	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8903
0.1289	0.7675	1865	0.2953	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8893
0.2511	0.7695	1870	0.3060	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8898
0.1253	0.7716	1875	0.3021	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8886
0.1974	0.7737	1880	0.2991	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8881
0.1564	0.7757	1885	0.2924	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8891
0.1546	0.7778	1890	0.2892	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8893
0.1011	0.7798	1895	0.2865	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8913
0.1935	0.7819	1900	0.2903	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8906
0.1104	0.7840	1905	0.2951	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8901
0.14	0.7860	1910	0.2955	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8891
0.1777	0.7881	1915	0.2955	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8883
0.0984	0.7901	1920	0.2964	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8869
0.1534	0.7922	1925	0.2961	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8898
0.1386	0.7942	1930	0.2975	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8891
0.267	0.7963	1935	0.2976	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8891
0.1089	0.7984	1940	0.2943	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8908
0.1261	0.8004	1945	0.2895	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8923
0.1654	0.8025	1950	0.2878	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8920
0.202	0.8045	1955	0.2857	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8908
0.1396	0.8066	1960	0.2876	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8903
0.1335	0.8086	1965	0.2841	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8920
0.0978	0.8107	1970	0.2840	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8906
0.1617	0.8128	1975	0.2861	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8930
0.2255	0.8148	1980	0.2879	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8913
0.1933	0.8169	1985	0.2881	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8940
0.1309	0.8189	1990	0.2860	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8947
0.133	0.8210	1995	0.2845	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8960
0.1465	0.8230	2000	0.2872	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8945
0.1011	0.8251	2005	0.2854	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8962
0.1344	0.8272	2010	0.2881	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8957
0.1447	0.8292	2015	0.2882	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8955
0.1149	0.8313	2020	0.2868	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8979
0.1631	0.8333	2025	0.2855	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8979
0.1259	0.8354	2030	0.2849	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8984
0.128	0.8374	2035	0.2844	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8979
0.1099	0.8395	2040	0.2830	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8982
0.1544	0.8416	2045	0.2827	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8965
0.1325	0.8436	2050	0.2803	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8982
0.1585	0.8457	2055	0.2808	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8987
0.1557	0.8477	2060	0.2808	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9001
0.1395	0.8498	2065	0.2824	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8997
0.1742	0.8519	2070	0.2829	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9011
0.1518	0.8539	2075	0.2845	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9006
0.1756	0.8560	2080	0.2859	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8997
0.1641	0.8580	2085	0.2887	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8992
0.1374	0.8601	2090	0.2907	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8987
0.3093	0.8621	2095	0.2902	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.9011
0.2208	0.8642	2100	0.2879	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.9004
0.0918	0.8663	2105	0.2864	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.8989
0.1344	0.8683	2110	0.2868	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9006
0.1793	0.8704	2115	0.2881	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.9004
0.1501	0.8724	2120	0.2879	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8992
0.1577	0.8745	2125	0.2893	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8999
0.1147	0.8765	2130	0.2862	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.9001
0.1196	0.8786	2135	0.2873	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8992
0.1245	0.8807	2140	0.2867	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8987
0.1514	0.8827	2145	0.2851	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.8992
0.1507	0.8848	2150	0.2856	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.8967
0.1356	0.8868	2155	0.2839	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8997
0.2434	0.8889	2160	0.2838	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.9001
0.1517	0.8909	2165	0.2818	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8994
0.0993	0.8930	2170	0.2836	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8997
0.1227	0.8951	2175	0.2818	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8982
0.1473	0.8971	2180	0.2843	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8999
0.1427	0.8992	2185	0.2854	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8992
0.1554	0.9012	2190	0.2828	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8979
0.1149	0.9033	2195	0.2846	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.9004
0.1596	0.9053	2200	0.2846	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8984
0.1631	0.9074	2205	0.2844	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8997
0.1358	0.9095	2210	0.2845	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.9001
0.1097	0.9115	2215	0.2864	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.8982
0.1574	0.9136	2220	0.2871	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.9001
0.0938	0.9156	2225	0.2881	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.8984
0.1379	0.9177	2230	0.2861	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.9006
0.1456	0.9198	2235	0.2852	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8989
0.1173	0.9218	2240	0.2872	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8994
0.1755	0.9239	2245	0.2866	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8984
0.1462	0.9259	2250	0.2845	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8999
0.1175	0.9280	2255	0.2858	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8997
0.1776	0.9300	2260	0.2865	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8977
0.156	0.9321	2265	0.2865	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8994
0.1042	0.9342	2270	0.2879	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8989
0.2055	0.9362	2275	0.2878	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.8987
0.1915	0.9383	2280	0.2881	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8982
0.1784	0.9403	2285	0.2867	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8984
0.1277	0.9424	2290	0.2859	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8992
0.1413	0.9444	2295	0.2846	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9001
0.0945	0.9465	2300	0.2852	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8994
0.1748	0.9486	2305	0.2852	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8970
0.178	0.9506	2310	0.2852	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8972
0.1578	0.9527	2315	0.2851	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8972
0.1487	0.9547	2320	0.2842	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8982
0.1684	0.9568	2325	0.2832	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8982
0.1386	0.9588	2330	0.2845	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8977
0.1287	0.9609	2335	0.2836	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8989
0.1281	0.9630	2340	0.2864	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8974
0.1149	0.9650	2345	0.2838	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8974
0.1415	0.9671	2350	0.2836	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8992
0.1069	0.9691	2355	0.2846	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8987
0.2067	0.9712	2360	0.2831	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8989
0.0878	0.9733	2365	0.2838	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8987
0.1063	0.9753	2370	0.2832	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.9006
0.1845	0.9774	2375	0.2826	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8999
0.1551	0.9794	2380	0.2853	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8970
0.1057	0.9815	2385	0.2819	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8992
0.1626	0.9835	2390	0.2832	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8977
0.2477	0.9856	2395	0.2845	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8979
0.1672	0.9877	2400	0.2835	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8984
0.1177	0.9897	2405	0.2830	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8999
0.1169	0.9918	2410	0.2845	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.8977
0.1058	0.9938	2415	0.2840	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8972
0.0814	0.9959	2420	0.2834	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8962
0.1822	0.9979	2425	0.2844	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8974
0.1051	1.0	2430	0.2829	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.8987

Framework versions

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