v7_onlyaugs_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: 0.7380
• Prm accuracy: 0.8492
• Prm precision: 0.8548
• Prm recall: 0.9907
• Prm specificty: 0.0526
• Prm npv: 0.5
• Prm f1: 0.9177
• Prm f1 neg: 0.0952
• Prm f1 auc: 0.5216
• Prm f1 auc (fixed): 0.7516

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 0.0001
• train_batch_size: 2
• eval_batch_size: 4
• seed: 908932403
• distributed_type: multi-GPU
• num_devices: 8
• gradient_accumulation_steps: 2
• total_train_batch_size: 32
• total_eval_batch_size: 32
• optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: cosine
• lr_scheduler_warmup_ratio: 0.1
• num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Prm accuracy	Prm precision	Prm recall	Prm specificty	Prm npv	Prm f1	Prm f1 neg	Prm f1 auc	Prm f1 auc (fixed)
No log	0	0	0.3535	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8195
0.6013	0.0019	5	0.3561	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8178
0.3983	0.0038	10	0.3527	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8185
0.373	0.0057	15	0.3547	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8212
0.3141	0.0076	20	0.3529	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8195
0.3578	0.0095	25	0.3520	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8163
0.4275	0.0114	30	0.3542	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8116
0.412	0.0133	35	0.3546	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8151
0.236	0.0152	40	0.3561	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8101
0.1954	0.0171	45	0.3641	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7932
0.2708	0.0190	50	0.3883	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.7850
0.3055	0.0209	55	0.4277	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7708
0.2534	0.0228	60	0.4609	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7664
0.2008	0.0247	65	0.4805	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7636
0.1651	0.0267	70	0.4900	0.8175	0.9038	0.8785	0.4737	0.4091	0.8910	0.4390	0.6761	0.7691
0.1207	0.0286	75	0.4839	0.8095	0.8952	0.8785	0.4211	0.3810	0.8868	0.4	0.6498	0.7750
0.1948	0.0305	80	0.4760	0.8016	0.8868	0.8785	0.3684	0.35	0.8826	0.3590	0.6235	0.7791
0.1251	0.0324	85	0.4798	0.8254	0.8899	0.9065	0.3684	0.4118	0.8981	0.3889	0.6375	0.7710
0.1677	0.0343	90	0.5064	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7654
0.2276	0.0362	95	0.6221	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7641
0.355	0.0381	100	0.6243	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7595
0.22	0.0400	105	0.4914	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7735
0.0833	0.0419	110	0.4775	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7865
0.3729	0.0438	115	0.5342	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7887
0.1302	0.0457	120	0.4547	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.8013
0.0836	0.0476	125	0.4720	0.8095	0.8952	0.8785	0.4211	0.3810	0.8868	0.4	0.6498	0.8008
0.1314	0.0495	130	0.5359	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7959
0.1884	0.0514	135	0.5253	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7924
0.1724	0.0533	140	0.5034	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7924
0.1452	0.0552	145	0.5977	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7806
0.1354	0.0571	150	0.5810	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7850
0.2616	0.0590	155	0.4646	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8146
0.1092	0.0609	160	0.4311	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8313
0.1708	0.0628	165	0.4222	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.8379
0.1072	0.0647	170	0.5023	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.8347
0.1287	0.0666	175	0.5876	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8288
0.016	0.0685	180	0.6491	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8207
0.1326	0.0704	185	0.6473	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8136
0.2778	0.0723	190	0.6286	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8035
0.15	0.0742	195	0.7035	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8010
0.1875	0.0761	200	0.5977	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8030
0.1264	0.0781	205	0.4493	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.8121
0.0644	0.0800	210	0.5234	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8170
0.4658	0.0819	215	0.5190	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8168
0.0747	0.0838	220	0.4880	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8197
0.235	0.0857	225	0.4814	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.8197
0.1067	0.0876	230	0.6281	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8170
0.0937	0.0895	235	0.6953	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8148
0.1297	0.0914	240	0.6232	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8251
0.1777	0.0933	245	0.4867	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8244
0.1219	0.0952	250	0.4352	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8286
0.343	0.0971	255	0.4768	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.8094
0.069	0.0990	260	0.4418	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8018
0.1079	0.1009	265	0.8250	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7932
0.0861	0.1028	270	0.7849	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7924
0.2195	0.1047	275	0.5883	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8032
0.1489	0.1066	280	0.7115	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7969
0.1455	0.1085	285	0.5419	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7929
0.0846	0.1104	290	0.6187	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.7964
0.1931	0.1123	295	0.8266	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.8008
0.0733	0.1142	300	0.6948	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8165
0.0534	0.1161	305	0.5255	0.8571	0.9083	0.9252	0.4737	0.5294	0.9167	0.5	0.6995	0.8242
0.0425	0.1180	310	0.5651	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8210
0.1596	0.1199	315	0.6339	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8069
0.1031	0.1218	320	0.5294	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.8057
0.0882	0.1237	325	0.4135	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8072
0.1675	0.1256	330	0.5237	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8126
0.1079	0.1275	335	0.6158	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8055
0.078	0.1294	340	0.6086	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7986
0.2007	0.1314	345	0.4360	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8050
0.0657	0.1333	350	0.5159	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7988
0.0781	0.1352	355	0.4897	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.8008
0.1094	0.1371	360	0.5109	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.7998
0.033	0.1390	365	0.6486	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7880
0.169	0.1409	370	0.6615	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7801
0.132	0.1428	375	0.7242	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7664
0.0509	0.1447	380	0.6702	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7580
0.0466	0.1466	385	0.7839	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7405
0.1434	0.1485	390	0.9060	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7366
0.1714	0.1504	395	0.6137	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7668
0.0659	0.1523	400	0.4814	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7855
0.1273	0.1542	405	0.5191	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7919
0.0778	0.1561	410	0.5905	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7855
0.2016	0.1580	415	0.5745	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.7914
0.1227	0.1599	420	0.5728	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.7828
0.1468	0.1618	425	0.6841	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7639
0.2207	0.1637	430	0.7336	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7533
0.0646	0.1656	435	0.7518	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.7531
0.0997	0.1675	440	0.6865	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7617
0.1695	0.1694	445	0.6305	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.7605
0.1116	0.1713	450	0.7544	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7514
0.1531	0.1732	455	0.7146	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7585
0.0565	0.1751	460	0.5504	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.7917
0.1942	0.1770	465	0.6052	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7969
0.1456	0.1789	470	0.5660	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8040
0.0909	0.1808	475	0.4656	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8030
0.1156	0.1828	480	0.4589	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8057
0.0223	0.1847	485	0.5613	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8082
0.0639	0.1866	490	0.6276	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8111
0.0954	0.1885	495	0.6638	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8101
0.1827	0.1904	500	0.6440	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8072
0.1158	0.1923	505	0.5637	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8077
0.138	0.1942	510	0.6094	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8079
0.0526	0.1961	515	0.5855	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8064
0.0906	0.1980	520	0.5057	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8025
0.0867	0.1999	525	0.4991	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7929
0.0681	0.2018	530	0.6576	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7764
0.1554	0.2037	535	0.6604	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7661
0.0326	0.2056	540	0.5516	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.7568
0.0894	0.2075	545	0.5566	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7386
0.1235	0.2094	550	0.6370	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7169
0.0683	0.2113	555	0.8240	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7157
0.0753	0.2132	560	0.8581	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7373
0.1506	0.2151	565	0.5872	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.7693
0.0987	0.2170	570	0.6745	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.7710
0.1626	0.2189	575	0.8401	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7641
0.2317	0.2208	580	0.8250	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7664
0.0583	0.2227	585	0.6365	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.7745
0.0677	0.2246	590	0.5521	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.7836
0.1074	0.2265	595	0.5688	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.7814
0.1386	0.2284	600	0.6547	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7723
0.1236	0.2303	605	0.6693	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7541
0.0772	0.2322	610	0.5486	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7437
0.2617	0.2342	615	0.6208	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7277
0.0605	0.2361	620	0.7495	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7056
0.0355	0.2380	625	0.8229	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7012
0.0429	0.2399	630	1.0536	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.6727
0.0399	0.2418	635	1.1021	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.6581
0.1214	0.2437	640	1.1948	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.6431
0.095	0.2456	645	1.0807	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.6554
0.1034	0.2475	650	0.9586	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.6618
0.2812	0.2494	655	1.0612	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6249
0.0833	0.2513	660	0.8859	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.6407
0.0939	0.2532	665	0.7224	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.6672
0.0617	0.2551	670	0.8297	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.6569
0.0388	0.2570	675	0.8885	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.6608
0.1487	0.2589	680	0.8461	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.6793
0.1245	0.2608	685	0.7523	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.6960
0.1186	0.2627	690	0.7117	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.7046
0.0465	0.2646	695	0.9102	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.6547
0.2202	0.2665	700	1.0464	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.6153
0.1568	0.2684	705	0.7719	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.6638
0.039	0.2703	710	0.6445	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.7103
0.074	0.2722	715	0.6495	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7300
0.0963	0.2741	720	0.7901	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7179
0.0847	0.2760	725	0.8333	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7179
0.0516	0.2779	730	0.8680	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7137
0.122	0.2798	735	0.6750	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7469
0.1301	0.2817	740	0.6495	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7459
0.1132	0.2836	745	0.6615	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7378
0.0628	0.2856	750	0.6133	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7413
0.0599	0.2875	755	0.6654	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7405
0.036	0.2894	760	0.7406	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7356
0.0603	0.2913	765	0.7505	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7334
0.0839	0.2932	770	0.7112	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7245
0.1528	0.2951	775	0.7167	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7127
0.0945	0.2970	780	0.5875	0.8254	0.8571	0.9533	0.1053	0.2857	0.9027	0.1538	0.5293	0.7233
0.0412	0.2989	785	0.5753	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.7452
0.0785	0.3008	790	0.7430	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7314
0.0454	0.3027	795	0.7336	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7408
0.1149	0.3046	800	0.5699	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7698
0.0787	0.3065	805	0.5901	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7858
0.0647	0.3084	810	0.7359	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7762
0.0489	0.3103	815	0.7284	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7696
0.0417	0.3122	820	0.7318	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7570
0.0635	0.3141	825	0.7388	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7462
0.0399	0.3160	830	0.6914	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7543
0.0557	0.3179	835	0.6034	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7622
0.1454	0.3198	840	0.7044	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7597
0.091	0.3217	845	0.8510	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7590
0.0619	0.3236	850	0.8740	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7543
0.0616	0.3255	855	0.7135	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7597
0.0059	0.3274	860	0.6172	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.7725
0.055	0.3293	865	0.6714	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7703
0.0664	0.3312	870	0.7401	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7688
0.0288	0.3331	875	0.7667	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7641
0.1005	0.3350	880	0.7724	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7641
0.1361	0.3370	885	0.6518	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7821
0.0971	0.3389	890	0.5549	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7924
0.2108	0.3408	895	0.6380	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7878
0.113	0.3427	900	0.6714	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7767
0.1442	0.3446	905	0.6398	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7691
0.0563	0.3465	910	0.6266	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7676
0.0531	0.3484	915	0.6641	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7511
0.1092	0.3503	920	0.6375	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7364
0.0635	0.3522	925	0.7570	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7211
0.1032	0.3541	930	0.7987	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7177
0.1103	0.3560	935	0.7177	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7270
0.0318	0.3579	940	0.6268	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7334
0.0268	0.3598	945	0.6135	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7275
0.0424	0.3617	950	0.6393	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7209
0.0537	0.3636	955	0.6794	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7265
0.035	0.3655	960	0.6370	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7319
0.0413	0.3674	965	0.5359	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7285
0.0107	0.3693	970	0.6414	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7189
0.0387	0.3712	975	0.6469	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7130
0.1714	0.3731	980	0.7055	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7142
0.015	0.3750	985	0.6521	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7292
0.1441	0.3769	990	0.6174	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.7437
0.03	0.3788	995	0.6387	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.7437
0.2127	0.3807	1000	0.6449	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.7435
0.0405	0.3826	1005	0.7210	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.7395
0.0906	0.3845	1010	0.7630	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7607
0.1041	0.3864	1015	0.6484	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7961
0.053	0.3883	1020	0.5660	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8151
0.055	0.3903	1025	0.5247	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8251
0.0368	0.3922	1030	0.5206	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.8271
0.0467	0.3941	1035	0.5771	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8182
0.1422	0.3960	1040	0.6714	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8141
0.1333	0.3979	1045	0.6487	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8136
0.0342	0.3998	1050	0.5794	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8064
0.2715	0.4017	1055	0.5958	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8013
0.0551	0.4036	1060	0.5945	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7986
0.0252	0.4055	1065	0.5628	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7991
0.0591	0.4074	1070	0.5932	0.8730	0.8699	1.0	0.1579	1.0	0.9304	0.2727	0.5789	0.7902
0.0322	0.4093	1075	0.6992	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7799
0.1502	0.4112	1080	0.7039	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7850
0.1139	0.4131	1085	0.6742	0.8730	0.8699	1.0	0.1579	1.0	0.9304	0.2727	0.5789	0.7627
0.1663	0.4150	1090	0.5885	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7678
0.1257	0.4169	1095	0.5382	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.7750
0.096	0.4188	1100	0.5865	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.7732
0.0756	0.4207	1105	0.6310	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7740
0.1386	0.4226	1110	0.6547	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7814
0.0862	0.4245	1115	0.6359	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7875
0.1321	0.4264	1120	0.6341	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.7806
0.0237	0.4283	1125	0.6607	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.7622
0.1279	0.4302	1130	0.6917	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7526
0.0263	0.4321	1135	0.6500	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7489
0.0573	0.4340	1140	0.6401	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7432
0.0826	0.4359	1145	0.6484	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7391
0.0489	0.4378	1150	0.6612	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7474
0.106	0.4397	1155	0.7568	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7445
0.0441	0.4417	1160	0.7714	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7504
0.067	0.4436	1165	0.7755	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7550
0.0361	0.4455	1170	0.8724	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7518
0.0186	0.4474	1175	0.9260	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7432
0.083	0.4493	1180	0.8305	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7432
0.0519	0.4512	1185	0.7443	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7442
0.0254	0.4531	1190	0.8294	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7110
0.0183	0.4550	1195	0.9164	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.6992
0.0261	0.4569	1200	1.0583	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6825
0.015	0.4588	1205	1.0018	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6847
0.1276	0.4607	1210	0.7802	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7017
0.0244	0.4626	1215	0.6966	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7019
0.0419	0.4645	1220	0.7565	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.6911
0.0311	0.4664	1225	0.8216	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6845
0.0496	0.4683	1230	0.7880	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6849
0.022	0.4702	1235	0.7576	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6985
0.1093	0.4721	1240	0.7924	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6992
0.073	0.4740	1245	0.7008	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7093
0.09	0.4759	1250	0.6521	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7150
0.1864	0.4778	1255	0.6823	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7194
0.04	0.4797	1260	0.7333	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7277
0.1394	0.4816	1265	0.7883	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7341
0.0927	0.4835	1270	0.7789	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7346
0.0222	0.4854	1275	0.7919	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7420
0.0367	0.4873	1280	0.8195	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7437
0.0667	0.4892	1285	0.7539	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7548
0.0776	0.4911	1290	0.7177	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7585
0.0411	0.4931	1295	0.7167	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7622
0.0494	0.4950	1300	0.7422	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7612
0.0298	0.4969	1305	0.6841	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7585
0.2124	0.4988	1310	0.6135	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7568
0.0583	0.5007	1315	0.6164	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7570
0.0875	0.5026	1320	0.6734	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7563
0.0656	0.5045	1325	0.7786	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7415
0.0152	0.5064	1330	0.7711	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7408
0.0153	0.5083	1335	0.7302	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7415
0.1265	0.5102	1340	0.7182	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7386
0.0371	0.5121	1345	0.7182	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7455
0.0979	0.5140	1350	0.7357	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7511
0.0114	0.5159	1355	0.7880	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7555
0.2123	0.5178	1360	0.8292	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7580
0.1556	0.5197	1365	0.7464	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7506
0.0477	0.5216	1370	0.6904	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7511
0.1058	0.5235	1375	0.6846	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7504
0.0455	0.5254	1380	0.6758	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7504
0.0386	0.5273	1385	0.7148	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7398
0.0257	0.5292	1390	0.8120	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7309
0.0148	0.5311	1395	0.8414	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7341
0.1287	0.5330	1400	0.8005	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7371
0.1005	0.5349	1405	0.7336	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7391
0.0262	0.5368	1410	0.7292	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7378
0.0597	0.5387	1415	0.7151	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7304
0.0781	0.5406	1420	0.7607	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7226
0.1164	0.5425	1425	0.7143	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7191
0.0422	0.5445	1430	0.6854	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7167
0.0315	0.5464	1435	0.6760	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7213
0.0132	0.5483	1440	0.7443	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7241
0.0316	0.5502	1445	0.7539	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7319
0.0282	0.5521	1450	0.7414	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7324
0.0499	0.5540	1455	0.7727	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7339
0.0611	0.5559	1460	0.7674	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7356
0.0183	0.5578	1465	0.7344	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7391
0.024	0.5597	1470	0.7333	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7395
0.0667	0.5616	1475	0.7604	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7408
0.0478	0.5635	1480	0.7685	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7511
0.1412	0.5654	1485	0.7414	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7580
0.0211	0.5673	1490	0.6531	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7789
0.0235	0.5692	1495	0.6247	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7846
0.0721	0.5711	1500	0.6289	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7882
0.2061	0.5730	1505	0.6388	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7836
0.096	0.5749	1510	0.6086	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7811
0.0282	0.5768	1515	0.5740	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7791
0.0834	0.5787	1520	0.5591	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7764
0.0779	0.5806	1525	0.5826	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7732
0.045	0.5825	1530	0.6357	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7678
0.0446	0.5844	1535	0.6901	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7624
0.0102	0.5863	1540	0.7271	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7555
0.1924	0.5882	1545	0.7385	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7550
0.0389	0.5901	1550	0.6922	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7587
0.0194	0.5920	1555	0.7182	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7612
0.0661	0.5939	1560	0.7891	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7548
0.0383	0.5958	1565	0.8573	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7489
0.0173	0.5978	1570	0.9005	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7430
0.0347	0.5997	1575	0.8813	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7437
0.0226	0.6016	1580	0.8576	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7455
0.137	0.6035	1585	0.8901	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7400
0.0439	0.6054	1590	0.8445	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7410
0.055	0.6073	1595	0.7969	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7378
0.0129	0.6092	1600	0.7805	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7378
0.0172	0.6111	1605	0.7878	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7364
0.2041	0.6130	1610	0.8214	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7349
0.0352	0.6149	1615	0.7862	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7324
0.0334	0.6168	1620	0.7388	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7366
0.0358	0.6187	1625	0.7206	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7378
0.034	0.6206	1630	0.7016	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7393
0.0919	0.6225	1635	0.7044	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7418
0.0133	0.6244	1640	0.6875	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7474
0.0054	0.6263	1645	0.6823	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7484
0.0667	0.6282	1650	0.6833	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7506
0.0055	0.6301	1655	0.7083	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7501
0.0111	0.6320	1660	0.7448	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7531
0.1023	0.6339	1665	0.7461	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7518
0.0299	0.6358	1670	0.7297	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7494
0.0365	0.6377	1675	0.7279	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7496
0.0404	0.6396	1680	0.7026	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7560
0.0128	0.6415	1685	0.6852	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7590
0.0309	0.6434	1690	0.6674	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7619
0.0446	0.6453	1695	0.6578	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7617
0.1698	0.6472	1700	0.6490	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7624
0.0114	0.6492	1705	0.6484	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7612
0.0959	0.6511	1710	0.6922	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.7577
0.0584	0.6530	1715	0.7401	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7523
0.1241	0.6549	1720	0.7581	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7531
0.0179	0.6568	1725	0.7573	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7462
0.033	0.6587	1730	0.7633	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7450
0.0685	0.6606	1735	0.7391	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.7491
0.0449	0.6625	1740	0.7258	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7499
0.0115	0.6644	1745	0.7383	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7482
0.0053	0.6663	1750	0.7721	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7489
0.0383	0.6682	1755	0.7711	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7499
0.0451	0.6701	1760	0.7937	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7482
0.0067	0.6720	1765	0.7672	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7536
0.0074	0.6739	1770	0.7229	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7582
0.0348	0.6758	1775	0.7081	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7607
0.148	0.6777	1780	0.6805	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7693
0.0243	0.6796	1785	0.6779	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7696
0.0056	0.6815	1790	0.6714	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7745
0.0285	0.6834	1795	0.6703	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7750
0.0209	0.6853	1800	0.6995	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7681
0.0238	0.6872	1805	0.7583	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7605
0.1082	0.6891	1810	0.7641	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7541
0.044	0.6910	1815	0.7276	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7548
0.0536	0.6929	1820	0.6844	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7565
0.0811	0.6948	1825	0.6544	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7629
0.0316	0.6967	1830	0.6378	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7639
0.0445	0.6986	1835	0.6464	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7651
0.0259	0.7006	1840	0.6839	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7609
0.0233	0.7025	1845	0.6862	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7595
0.0147	0.7044	1850	0.7109	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7573
0.0219	0.7063	1855	0.7044	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7563
0.0212	0.7082	1860	0.7102	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7580
0.0097	0.7101	1865	0.7198	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7568
0.096	0.7120	1870	0.7333	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7575
0.0243	0.7139	1875	0.7698	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7536
0.0737	0.7158	1880	0.7906	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7501
0.01	0.7177	1885	0.7995	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7486
0.0477	0.7196	1890	0.8091	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7469
0.031	0.7215	1895	0.7729	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7425
0.0162	0.7234	1900	0.7518	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7469
0.0564	0.7253	1905	0.7453	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7472
0.0614	0.7272	1910	0.7281	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7457
0.035	0.7291	1915	0.7177	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7450
0.0226	0.7310	1920	0.7138	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7440
0.0776	0.7329	1925	0.6831	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7509
0.0169	0.7348	1930	0.6703	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7533
0.0163	0.7367	1935	0.6536	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7553
0.0468	0.7386	1940	0.6620	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7565
0.1268	0.7405	1945	0.6883	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7543
0.1297	0.7424	1950	0.7044	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7528
0.0549	0.7443	1955	0.7224	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7545
0.0329	0.7462	1960	0.7174	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7558
0.1108	0.7481	1965	0.7185	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7563
0.0368	0.7500	1970	0.7177	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7573
0.018	0.7520	1975	0.7208	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7538
0.0418	0.7539	1980	0.7273	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7526
0.025	0.7558	1985	0.7135	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7536
0.0113	0.7577	1990	0.7036	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7573
0.0499	0.7596	1995	0.6898	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7607
0.0312	0.7615	2000	0.6695	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7703
0.0512	0.7634	2005	0.6818	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7696
0.067	0.7653	2010	0.7021	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7688
0.0135	0.7672	2015	0.7203	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7666
0.0057	0.7691	2020	0.7391	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7636
0.0085	0.7710	2025	0.7586	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7659
0.0263	0.7729	2030	0.7831	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7597
0.095	0.7748	2035	0.7935	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7597
0.0255	0.7767	2040	0.8039	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7612
0.2251	0.7786	2045	0.8107	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7575
0.0437	0.7805	2050	0.7737	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7568
0.0225	0.7824	2055	0.7656	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7563
0.0288	0.7843	2060	0.7708	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7523
0.0198	0.7862	2065	0.7721	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7504
0.0048	0.7881	2070	0.7875	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7479
0.0451	0.7900	2075	0.7865	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7506
0.2477	0.7919	2080	0.7932	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.0795	0.7938	2085	0.7831	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7511
0.0113	0.7957	2090	0.7612	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7538
0.0525	0.7976	2095	0.7560	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7531
0.1049	0.7995	2100	0.7602	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7516
0.0237	0.8014	2105	0.7773	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7514
0.0125	0.8034	2110	0.7906	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7526
0.0691	0.8053	2115	0.8112	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7499
0.0287	0.8072	2120	0.8055	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7523
0.0113	0.8091	2125	0.8070	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7509
0.0681	0.8110	2130	0.8096	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7514
0.0338	0.8129	2135	0.8010	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7526
0.0534	0.8148	2140	0.7854	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7523
0.1223	0.8167	2145	0.7734	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0393	0.8186	2150	0.7714	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7511
0.0807	0.8205	2155	0.7638	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7501
0.1144	0.8224	2160	0.7536	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.0495	0.8243	2165	0.7497	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0558	0.8262	2170	0.7424	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7499
0.0089	0.8281	2175	0.7396	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7538
0.0521	0.8300	2180	0.7320	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7528
0.0418	0.8319	2185	0.7315	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7550
0.1072	0.8338	2190	0.7198	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.7568
0.0414	0.8357	2195	0.7096	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.7560
0.008	0.8376	2200	0.7029	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7577
0.0442	0.8395	2205	0.7065	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.7580
0.0464	0.8414	2210	0.7135	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7573
0.2088	0.8433	2215	0.7130	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.7575
0.05	0.8452	2220	0.7156	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7548
0.018	0.8471	2225	0.7214	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7560
0.0193	0.8490	2230	0.7323	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7536
0.1172	0.8509	2235	0.7409	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7538
0.1437	0.8528	2240	0.7484	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0053	0.8547	2245	0.7586	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7526
0.0324	0.8567	2250	0.7677	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0073	0.8586	2255	0.7604	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7541
0.1086	0.8605	2260	0.7625	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7536
0.0382	0.8624	2265	0.7536	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7538
0.0461	0.8643	2270	0.7445	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7545
0.0049	0.8662	2275	0.7404	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7543
0.0111	0.8681	2280	0.7375	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7541
0.0436	0.8700	2285	0.7273	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7536
0.0255	0.8719	2290	0.7255	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7538
0.0267	0.8738	2295	0.7219	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0857	0.8757	2300	0.7281	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7541
0.0425	0.8776	2305	0.7203	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7543
0.0203	0.8795	2310	0.7268	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7523
0.0191	0.8814	2315	0.7208	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7538
0.0184	0.8833	2320	0.7242	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7528
0.0125	0.8852	2325	0.7271	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7538
0.0269	0.8871	2330	0.7273	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7523
0.0133	0.8890	2335	0.7357	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7504
0.0149	0.8909	2340	0.7466	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7496
0.0047	0.8928	2345	0.7456	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7504
0.0426	0.8947	2350	0.75	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7501
0.0457	0.8966	2355	0.7539	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7494
0.0939	0.8985	2360	0.75	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7486
0.0331	0.9004	2365	0.7552	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7479
0.0066	0.9023	2370	0.7503	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7499
0.0304	0.9042	2375	0.7492	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.0944	0.9061	2380	0.7432	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.1473	0.9081	2385	0.7490	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7496
0.023	0.9100	2390	0.7443	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7511
0.0231	0.9119	2395	0.7448	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7499
0.0118	0.9138	2400	0.7380	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7501
0.0192	0.9157	2405	0.7391	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7501
0.0128	0.9176	2410	0.7375	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7536
0.1125	0.9195	2415	0.7419	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0646	0.9214	2420	0.7401	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0322	0.9233	2425	0.7396	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7531
0.0217	0.9252	2430	0.7432	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7496
0.0223	0.9271	2435	0.7445	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7514
0.0349	0.9290	2440	0.7469	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7504
0.1122	0.9309	2445	0.7435	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7511
0.0106	0.9328	2450	0.7474	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7484
0.0229	0.9347	2455	0.7430	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7499
0.0077	0.9366	2460	0.7383	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7514
0.0658	0.9385	2465	0.7404	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.0277	0.9404	2470	0.7430	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7511
0.0138	0.9423	2475	0.7461	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7479
0.0647	0.9442	2480	0.7424	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7511
0.0165	0.9461	2485	0.7391	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0118	0.9480	2490	0.7380	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7531
0.0348	0.9499	2495	0.7383	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.024	0.9518	2500	0.7354	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7511
0.0552	0.9537	2505	0.7367	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7516
0.0205	0.9556	2510	0.7359	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7523
0.0022	0.9575	2515	0.7396	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.0055	0.9595	2520	0.7388	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7523
0.0362	0.9614	2525	0.7372	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.0345	0.9633	2530	0.7365	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7521
0.0422	0.9652	2535	0.7328	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7528
0.0213	0.9671	2540	0.7375	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7521
0.0366	0.9690	2545	0.7331	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7526
0.0277	0.9709	2550	0.7312	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7518
0.0097	0.9728	2555	0.7398	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7514
0.0354	0.9747	2560	0.7362	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7509
0.0411	0.9766	2565	0.7344	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7528
0.018	0.9785	2570	0.7336	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7518
0.0268	0.9804	2575	0.7344	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7538
0.0075	0.9823	2580	0.7336	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7526
0.0239	0.9842	2585	0.7365	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7528
0.0235	0.9861	2590	0.7370	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7514
0.0128	0.9880	2595	0.7357	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0421	0.9899	2600	0.7380	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7511
0.0124	0.9918	2605	0.7370	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7518
0.0684	0.9937	2610	0.7336	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7506
0.0781	0.9956	2615	0.7378	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7516
0.0254	0.9975	2620	0.7346	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7514
0.0088	0.9994	2625	0.7380	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7516

Framework versions

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