mmlu_noaugs_llamabase3b_lora

This model is a fine-tuned version of meta-llama/Llama-3.2-3B on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.3456
• Prm accuracy: 0.8730
• Prm precision: 0.8889
• Prm recall: 0.9720
• Prm specificty: 0.3158
• Prm npv: 0.6667
• Prm f1: 0.9286
• Prm f1 neg: 0.4286
• Prm f1 auc: 0.6439
• Prm f1 auc (fixed): 0.8414

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	3.9104	0.1587	1.0	0.0093	1.0	0.152	0.0185	0.2639	0.5047	0.5275
3.4053	0.0020	5	3.9021	0.1587	1.0	0.0093	1.0	0.152	0.0185	0.2639	0.5047	0.5347
3.4985	0.0040	10	3.8667	0.1587	1.0	0.0093	1.0	0.152	0.0185	0.2639	0.5047	0.5275
3.1514	0.0059	15	3.7417	0.1587	1.0	0.0093	1.0	0.152	0.0185	0.2639	0.5047	0.5280
3.4883	0.0079	20	3.4562	0.1587	1.0	0.0093	1.0	0.152	0.0185	0.2639	0.5047	0.5243
2.4141	0.0099	25	2.7719	0.1667	1.0	0.0187	1.0	0.1532	0.0367	0.2657	0.5093	0.4970
0.8683	0.0119	30	1.5719	0.3254	0.8929	0.2336	0.8421	0.1633	0.3704	0.2735	0.5379	0.4636
0.3708	0.0139	35	0.7753	0.6429	0.8370	0.7196	0.2105	0.1176	0.7739	0.1509	0.4651	0.4488
0.4207	0.0158	40	0.6785	0.7540	0.8393	0.8785	0.0526	0.0714	0.8584	0.0606	0.4656	0.4385
0.3181	0.0178	45	0.7245	0.6429	0.8370	0.7196	0.2105	0.1176	0.7739	0.1509	0.4651	0.4343
0.3599	0.0198	50	0.7354	0.5714	0.8272	0.6262	0.2632	0.1111	0.7128	0.1562	0.4447	0.4373
0.3896	0.0218	55	0.5868	0.7302	0.8411	0.8411	0.1053	0.1053	0.8411	0.1053	0.4732	0.4685
0.4767	0.0237	60	0.6167	0.6746	0.8438	0.7570	0.2105	0.1333	0.7980	0.1633	0.4838	0.4833
0.4337	0.0257	65	0.5555	0.7381	0.8491	0.8411	0.1579	0.15	0.8451	0.1538	0.4995	0.4963
0.3741	0.0277	70	0.5004	0.7778	0.8496	0.8972	0.1053	0.1538	0.8727	0.125	0.5012	0.5005
0.3309	0.0297	75	0.5164	0.7381	0.8426	0.8505	0.1053	0.1111	0.8465	0.1081	0.4779	0.4973
0.3055	0.0317	80	0.4573	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.5111
0.3914	0.0336	85	0.4424	0.8095	0.8487	0.9439	0.0526	0.1429	0.8938	0.0769	0.4983	0.5177
0.4045	0.0356	90	0.4389	0.8016	0.8534	0.9252	0.1053	0.2	0.8879	0.1379	0.5152	0.5438
0.1725	0.0376	95	0.4315	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.5443
0.2314	0.0396	100	0.4279	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.5566
0.3416	0.0416	105	0.4249	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.5632
0.4307	0.0435	110	0.4246	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.5546
0.2511	0.0455	115	0.4329	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.5745
0.3296	0.0475	120	0.4137	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.5974
0.3277	0.0495	125	0.4061	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6321
0.2815	0.0514	130	0.4069	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6904
0.3354	0.0534	135	0.3757	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7024
0.3337	0.0554	140	0.4016	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7000
0.3124	0.0574	145	0.3853	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6990
0.3902	0.0594	150	0.4166	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6960
0.3708	0.0613	155	0.3727	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6626
0.342	0.0633	160	0.4345	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6909
0.3149	0.0653	165	0.3618	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7253
0.2875	0.0673	170	0.3963	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7570
0.2904	0.0693	175	0.3605	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7737
0.2875	0.0712	180	0.3486	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7814
0.2586	0.0732	185	0.3632	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7976
0.2762	0.0752	190	0.3314	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.8067
0.3247	0.0772	195	0.3491	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7991
0.2956	0.0791	200	0.3595	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7742
0.3612	0.0811	205	0.3657	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8060
0.3657	0.0831	210	0.3243	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8210
0.3614	0.0851	215	0.3382	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.8099
0.2428	0.0871	220	0.3790	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7636
0.2808	0.0890	225	0.3740	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7587
0.2759	0.0910	230	0.4495	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7838
0.306	0.0930	235	0.3372	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.7981
0.3636	0.0950	240	0.3930	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8106
0.2915	0.0970	245	0.3333	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8096
0.2461	0.0989	250	0.3591	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8079
0.2252	0.1009	255	0.3633	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8136
0.3658	0.1029	260	0.3436	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8219
0.2836	0.1049	265	0.3245	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8197
0.204	0.1068	270	0.3359	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8234
0.3882	0.1088	275	0.3577	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8261
0.2374	0.1108	280	0.3436	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8384
0.2749	0.1128	285	0.3236	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8379
0.211	0.1148	290	0.3466	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8219
0.2913	0.1167	295	0.3312	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8069
0.2936	0.1187	300	0.3893	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8185
0.2285	0.1207	305	0.3276	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8200
0.2275	0.1227	310	0.3751	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8202
0.256	0.1247	315	0.3468	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8109
0.2186	0.1266	320	0.3624	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8028
0.2412	0.1286	325	0.3461	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8018
0.3049	0.1306	330	0.3560	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8175
0.2678	0.1326	335	0.3427	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8298
0.3225	0.1345	340	0.3313	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8296
0.3279	0.1365	345	0.3472	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8357
0.2617	0.1385	350	0.3326	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8271
0.2945	0.1405	355	0.3571	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.8251
0.2711	0.1425	360	0.3345	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.8239
0.2011	0.1444	365	0.3590	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8170
0.32	0.1464	370	0.3734	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.8114
0.2635	0.1484	375	0.3802	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8141
0.205	0.1504	380	0.3417	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8131
0.3041	0.1524	385	0.3822	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8264
0.2051	0.1543	390	0.3304	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8155
0.3412	0.1563	395	0.3725	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8163
0.2085	0.1583	400	0.3352	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.8106
0.2908	0.1603	405	0.3311	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.8214
0.2997	0.1622	410	0.3406	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.8224
0.2165	0.1642	415	0.3459	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.8185
0.1705	0.1662	420	0.3728	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8141
0.2363	0.1682	425	0.3462	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.8109
0.2411	0.1702	430	0.3478	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.8055
0.2433	0.1721	435	0.3788	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8072
0.3609	0.1741	440	0.3462	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.8005
0.1804	0.1761	445	0.3720	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8128
0.2263	0.1781	450	0.3439	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8089
0.2866	0.1801	455	0.3460	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8020
0.2697	0.1820	460	0.3712	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7961
0.2818	0.1840	465	0.4231	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7983
0.2944	0.1860	470	0.3688	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.7946
0.2691	0.1880	475	0.3988	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8032
0.2798	0.1899	480	0.3668	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7976
0.316	0.1919	485	0.3670	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.7976
0.2296	0.1939	490	0.3634	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7922
0.333	0.1959	495	0.3655	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7969
0.2354	0.1979	500	0.3362	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.7951
0.1814	0.1998	505	0.4446	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.8069
0.2369	0.2018	510	0.3367	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.8084
0.2329	0.2038	515	0.3300	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8057
0.229	0.2058	520	0.3471	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8055
0.2024	0.2078	525	0.3297	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8101
0.2534	0.2097	530	0.3516	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8069
0.238	0.2117	535	0.3466	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8062
0.2071	0.2137	540	0.3747	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8084
0.2776	0.2157	545	0.3812	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8133
0.2498	0.2176	550	0.3364	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8131
0.4458	0.2196	555	0.3660	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8087
0.2036	0.2216	560	0.3409	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8062
0.1847	0.2236	565	0.3702	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.8136
0.1777	0.2256	570	0.3578	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8087
0.2102	0.2275	575	0.3849	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8155
0.1705	0.2295	580	0.3476	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8133
0.1448	0.2315	585	0.3662	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8178
0.1873	0.2335	590	0.3370	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8246
0.2579	0.2355	595	0.3735	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8214
0.2508	0.2374	600	0.3360	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8123
0.2282	0.2394	605	0.3835	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8138
0.2809	0.2414	610	0.3893	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8180
0.2048	0.2434	615	0.3240	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8251
0.2505	0.2454	620	0.3590	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8291
0.2223	0.2473	625	0.3698	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.8244
0.1344	0.2493	630	0.3529	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8269
0.1493	0.2513	635	0.3751	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8325
0.2799	0.2533	640	0.3446	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8278
0.2641	0.2552	645	0.3526	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8264
0.2241	0.2572	650	0.3237	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8229
0.309	0.2592	655	0.3575	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8242
0.1969	0.2612	660	0.3275	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8210
0.2391	0.2632	665	0.3425	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8276
0.2175	0.2651	670	0.3265	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8340
0.2327	0.2671	675	0.3326	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8478
0.2367	0.2691	680	0.3146	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8532
0.2433	0.2711	685	0.3257	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8534
0.1707	0.2731	690	0.3137	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8517
0.2277	0.2750	695	0.3145	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8490
0.1888	0.2770	700	0.3185	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8428
0.1753	0.2790	705	0.3379	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8455
0.1818	0.2810	710	0.3036	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8438
0.2861	0.2829	715	0.3348	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8411
0.2494	0.2849	720	0.3228	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8362
0.2468	0.2869	725	0.3174	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8330
0.2372	0.2889	730	0.3762	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8446
0.2733	0.2909	735	0.3274	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8500
0.2938	0.2928	740	0.3010	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8544
0.2427	0.2948	745	0.3334	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.8618
0.2181	0.2968	750	0.3051	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8630
0.2317	0.2988	755	0.2970	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8598
0.2043	0.3008	760	0.3419	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8598
0.2002	0.3027	765	0.3207	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8468
0.2238	0.3047	770	0.3148	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8323
0.1935	0.3067	775	0.3386	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8382
0.2864	0.3087	780	0.3290	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8421
0.1516	0.3106	785	0.3133	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8544
0.2534	0.3126	790	0.3208	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8534
0.2219	0.3146	795	0.3171	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8534
0.2248	0.3166	800	0.3341	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8539
0.1783	0.3186	805	0.3335	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8345
0.1735	0.3205	810	0.3150	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8367
0.2323	0.3225	815	0.3180	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8468
0.2372	0.3245	820	0.3505	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.8483
0.2276	0.3265	825	0.3211	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8446
0.2642	0.3285	830	0.3260	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8419
0.1888	0.3304	835	0.3751	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8443
0.2523	0.3324	840	0.3557	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8392
0.2188	0.3344	845	0.3284	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8387
0.2844	0.3364	850	0.3427	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8436
0.168	0.3383	855	0.3395	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8428
0.2712	0.3403	860	0.3254	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8409
0.1833	0.3423	865	0.3229	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8357
0.2459	0.3443	870	0.3342	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8360
0.1824	0.3463	875	0.3362	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8305
0.2449	0.3482	880	0.3201	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8335
0.212	0.3502	885	0.3260	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8333
0.1935	0.3522	890	0.3332	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8384
0.1708	0.3542	895	0.3352	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8455
0.1815	0.3562	900	0.3371	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8524
0.1843	0.3581	905	0.3154	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8529
0.2329	0.3601	910	0.3158	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8510
0.1904	0.3621	915	0.3400	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8455
0.3306	0.3641	920	0.3160	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8364
0.2836	0.3660	925	0.3214	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8335
0.1783	0.3680	930	0.3633	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8335
0.2096	0.3700	935	0.3248	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8313
0.1866	0.3720	940	0.3212	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8315
0.2406	0.3740	945	0.3380	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8291
0.2207	0.3759	950	0.3185	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8296
0.2558	0.3779	955	0.3236	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8313
0.281	0.3799	960	0.3682	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8303
0.214	0.3819	965	0.3484	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8345
0.1899	0.3839	970	0.3194	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8333
0.2053	0.3858	975	0.3201	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.8360
0.2182	0.3878	980	0.3531	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8384
0.2032	0.3898	985	0.3449	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8406
0.2728	0.3918	990	0.3166	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8355
0.2182	0.3937	995	0.3163	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8350
0.2163	0.3957	1000	0.3354	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8396
0.1614	0.3977	1005	0.3484	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8369
0.2027	0.3997	1010	0.3274	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8379
0.1959	0.4017	1015	0.3168	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8387
0.189	0.4036	1020	0.3266	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8350
0.1739	0.4056	1025	0.3372	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8305
0.1771	0.4076	1030	0.3621	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8276
0.1559	0.4096	1035	0.3509	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8264
0.1672	0.4116	1040	0.3561	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8278
0.2218	0.4135	1045	0.3525	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8443
0.2984	0.4155	1050	0.3211	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8455
0.2119	0.4175	1055	0.3122	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8438
0.2025	0.4195	1060	0.3172	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8475
0.1967	0.4214	1065	0.3282	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8475
0.2633	0.4234	1070	0.3223	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8517
0.2593	0.4254	1075	0.3155	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8537
0.3122	0.4274	1080	0.3092	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8593
0.227	0.4294	1085	0.3218	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8593
0.1889	0.4313	1090	0.3365	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8606
0.1772	0.4333	1095	0.3209	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8537
0.2549	0.4353	1100	0.3107	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8455
0.1555	0.4373	1105	0.3256	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8455
0.228	0.4393	1110	0.3623	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8483
0.1443	0.4412	1115	0.3276	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8458
0.2279	0.4432	1120	0.3177	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8438
0.1643	0.4452	1125	0.3354	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8505
0.3336	0.4472	1130	0.3491	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8502
0.2219	0.4491	1135	0.3432	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8483
0.1596	0.4511	1140	0.3488	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8416
0.1677	0.4531	1145	0.3552	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8406
0.2484	0.4551	1150	0.3532	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8465
0.2729	0.4571	1155	0.3368	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8460
0.2187	0.4590	1160	0.3352	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8455
0.2365	0.4610	1165	0.3386	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8431
0.2224	0.4630	1170	0.3390	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8463
0.1618	0.4650	1175	0.3423	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8441
0.1944	0.4670	1180	0.3519	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8428
0.1575	0.4689	1185	0.3356	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8401
0.2274	0.4709	1190	0.3351	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8426
0.2436	0.4729	1195	0.3272	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8424
0.2778	0.4749	1200	0.3399	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8470
0.1522	0.4769	1205	0.3638	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8473
0.1911	0.4788	1210	0.3408	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8443
0.3114	0.4808	1215	0.3226	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8382
0.1568	0.4828	1220	0.3255	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8382
0.24	0.4848	1225	0.3551	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8451
0.193	0.4867	1230	0.3503	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8483
0.2178	0.4887	1235	0.3409	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8505
0.1369	0.4907	1240	0.3278	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8510
0.2102	0.4927	1245	0.3276	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8569
0.2193	0.4947	1250	0.3646	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8551
0.1983	0.4966	1255	0.3524	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8586
0.2087	0.4986	1260	0.3299	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8554
0.1721	0.5006	1265	0.3281	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8556
0.2053	0.5026	1270	0.3419	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8500
0.2335	0.5046	1275	0.3305	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8559
0.196	0.5065	1280	0.3200	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8527
0.1851	0.5085	1285	0.3252	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8544
0.188	0.5105	1290	0.3293	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8566
0.2036	0.5125	1295	0.3373	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8556
0.1807	0.5144	1300	0.3358	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8532
0.1405	0.5164	1305	0.3462	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8581
0.1937	0.5184	1310	0.3577	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8554
0.2588	0.5204	1315	0.3553	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8515
0.1583	0.5224	1320	0.3364	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8475
0.2947	0.5243	1325	0.3297	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8487
0.183	0.5263	1330	0.3447	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8542
0.2169	0.5283	1335	0.3778	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8581
0.2342	0.5303	1340	0.3632	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8519
0.1811	0.5323	1345	0.3322	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8468
0.2845	0.5342	1350	0.3260	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8502
0.1988	0.5362	1355	0.3491	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8505
0.1887	0.5382	1360	0.3863	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8460
0.1486	0.5402	1365	0.3621	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8446
0.1997	0.5421	1370	0.3339	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8379
0.2018	0.5441	1375	0.3277	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8340
0.1858	0.5461	1380	0.3292	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8389
0.1383	0.5481	1385	0.3448	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8451
0.1558	0.5501	1390	0.3530	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8522
0.2407	0.5520	1395	0.3302	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8549
0.2007	0.5540	1400	0.3183	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8497
0.192	0.5560	1405	0.3267	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8510
0.2185	0.5580	1410	0.3439	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8507
0.1975	0.5600	1415	0.3462	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8453
0.1784	0.5619	1420	0.3518	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8414
0.2295	0.5639	1425	0.3631	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8384
0.2974	0.5659	1430	0.3507	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8382
0.2253	0.5679	1435	0.3359	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8387
0.1885	0.5698	1440	0.3410	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8453
0.2098	0.5718	1445	0.3471	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8460
0.221	0.5738	1450	0.3399	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8431
0.2222	0.5758	1455	0.3454	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8463
0.2068	0.5778	1460	0.3408	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8424
0.2088	0.5797	1465	0.3498	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8433
0.2117	0.5817	1470	0.3513	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8401
0.1551	0.5837	1475	0.3441	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8414
0.2501	0.5857	1480	0.3457	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8414
0.1852	0.5877	1485	0.3467	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8443
0.2119	0.5896	1490	0.3453	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8478
0.178	0.5916	1495	0.3578	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8534
0.153	0.5936	1500	0.3555	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8564
0.2037	0.5956	1505	0.3308	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8539
0.2104	0.5975	1510	0.3293	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8505
0.1233	0.5995	1515	0.3316	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8512
0.1374	0.6015	1520	0.3493	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8446
0.172	0.6035	1525	0.3462	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8438
0.192	0.6055	1530	0.3376	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8421
0.1565	0.6074	1535	0.3313	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8409
0.1847	0.6094	1540	0.3303	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8416
0.193	0.6114	1545	0.3320	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8414
0.1891	0.6134	1550	0.3324	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8426
0.2075	0.6154	1555	0.3340	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8451
0.189	0.6173	1560	0.3340	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8424
0.1165	0.6193	1565	0.3450	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8458
0.2906	0.6213	1570	0.3470	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8490
0.2237	0.6233	1575	0.3269	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8527
0.1682	0.6252	1580	0.3174	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8532
0.1127	0.6272	1585	0.3265	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8529
0.1588	0.6292	1590	0.3290	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8549
0.2037	0.6312	1595	0.3302	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8559
0.2151	0.6332	1600	0.3242	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8532
0.1845	0.6351	1605	0.3277	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8507
0.247	0.6371	1610	0.3383	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8542
0.2332	0.6391	1615	0.3329	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8502
0.1849	0.6411	1620	0.3245	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8465
0.1398	0.6431	1625	0.3393	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8458
0.1465	0.6450	1630	0.3506	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8443
0.2205	0.6470	1635	0.3493	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8414
0.2158	0.6490	1640	0.3407	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8453
0.1805	0.6510	1645	0.3255	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8485
0.203	0.6529	1650	0.3251	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8487
0.1802	0.6549	1655	0.3302	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8522
0.1318	0.6569	1660	0.3437	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8448
0.1222	0.6589	1665	0.3351	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8485
0.1604	0.6609	1670	0.3379	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8487
0.183	0.6628	1675	0.3455	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8500
0.2259	0.6648	1680	0.3480	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8510
0.1899	0.6668	1685	0.3529	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8507
0.1741	0.6688	1690	0.3660	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8483
0.266	0.6708	1695	0.3641	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8465
0.1686	0.6727	1700	0.3476	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8500
0.1532	0.6747	1705	0.3393	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8507
0.1334	0.6767	1710	0.3474	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8519
0.1988	0.6787	1715	0.3483	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8502
0.1864	0.6806	1720	0.3413	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8534
0.2293	0.6826	1725	0.3367	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8537
0.2012	0.6846	1730	0.3376	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8544
0.104	0.6866	1735	0.3452	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8507
0.1617	0.6886	1740	0.3497	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8519
0.1578	0.6905	1745	0.3465	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8505
0.2466	0.6925	1750	0.3391	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8556
0.1394	0.6945	1755	0.3371	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8542
0.1803	0.6965	1760	0.3498	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8559
0.1566	0.6985	1765	0.3511	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8561
0.1921	0.7004	1770	0.3446	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8554
0.3178	0.7024	1775	0.3487	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8537
0.1857	0.7044	1780	0.3524	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8495
0.1573	0.7064	1785	0.3466	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8495
0.1484	0.7083	1790	0.3444	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8438
0.1546	0.7103	1795	0.3491	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8409
0.2549	0.7123	1800	0.3536	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8414
0.1467	0.7143	1805	0.3536	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8399
0.1951	0.7163	1810	0.3619	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8392
0.1718	0.7182	1815	0.3685	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8396
0.1878	0.7202	1820	0.3610	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8384
0.1582	0.7222	1825	0.3556	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8377
0.2251	0.7242	1830	0.3638	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8394
0.1595	0.7262	1835	0.3718	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8364
0.1622	0.7281	1840	0.3623	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8382
0.1829	0.7301	1845	0.3576	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8399
0.2143	0.7321	1850	0.3623	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8372
0.1857	0.7341	1855	0.3614	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8387
0.1996	0.7361	1860	0.3626	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8369
0.1754	0.7380	1865	0.3691	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8335
0.1144	0.7400	1870	0.3677	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8345
0.1551	0.7420	1875	0.3657	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8360
0.2376	0.7440	1880	0.3593	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8360
0.2109	0.7459	1885	0.3481	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8372
0.1751	0.7479	1890	0.3448	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8399
0.1295	0.7499	1895	0.3444	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8406
0.2215	0.7519	1900	0.3519	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8406
0.112	0.7539	1905	0.3608	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8396
0.152	0.7558	1910	0.3668	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8374
0.1551	0.7578	1915	0.3615	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8377
0.1513	0.7598	1920	0.3586	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8372
0.2088	0.7618	1925	0.3543	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8379
0.2327	0.7638	1930	0.3572	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8367
0.1722	0.7657	1935	0.3668	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8340
0.1482	0.7677	1940	0.3769	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8328
0.1616	0.7697	1945	0.3721	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8325
0.121	0.7717	1950	0.3654	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8337
0.1597	0.7736	1955	0.3544	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8340
0.1887	0.7756	1960	0.3484	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8367
0.1865	0.7776	1965	0.3512	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8372
0.2098	0.7796	1970	0.3503	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8352
0.1797	0.7816	1975	0.3579	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8357
0.2277	0.7835	1980	0.3645	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8328
0.1026	0.7855	1985	0.3554	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8308
0.235	0.7875	1990	0.3523	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8364
0.154	0.7895	1995	0.3444	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8340
0.1474	0.7915	2000	0.3448	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8323
0.1594	0.7934	2005	0.3452	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8340
0.214	0.7954	2010	0.3476	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8328
0.1212	0.7974	2015	0.3513	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8305
0.1741	0.7994	2020	0.3572	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8305
0.1461	0.8013	2025	0.3646	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8325
0.0881	0.8033	2030	0.3679	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8325
0.2617	0.8053	2035	0.3635	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8330
0.1306	0.8073	2040	0.3576	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8293
0.1586	0.8093	2045	0.3547	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8345
0.1565	0.8112	2050	0.3549	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8323
0.1714	0.8132	2055	0.3538	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8337
0.2111	0.8152	2060	0.3555	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8333
0.1401	0.8172	2065	0.3547	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8313
0.1622	0.8192	2070	0.3507	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8308
0.1451	0.8211	2075	0.3505	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8320
0.2582	0.8231	2080	0.3492	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8340
0.172	0.8251	2085	0.3464	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8345
0.2128	0.8271	2090	0.3479	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8333
0.1997	0.8290	2095	0.3415	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8357
0.1332	0.8310	2100	0.3398	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8372
0.2093	0.8330	2105	0.3438	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8384
0.2608	0.8350	2110	0.3494	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8367
0.1246	0.8370	2115	0.3508	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8389
0.1796	0.8389	2120	0.3539	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8404
0.137	0.8409	2125	0.3573	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8394
0.1723	0.8429	2130	0.3574	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8396
0.2132	0.8449	2135	0.3534	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8416
0.1788	0.8469	2140	0.3494	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8426
0.2875	0.8488	2145	0.3430	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8433
0.1858	0.8508	2150	0.3400	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8431
0.2662	0.8528	2155	0.3339	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8455
0.2098	0.8548	2160	0.3299	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8478
0.1768	0.8567	2165	0.3314	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8455
0.1345	0.8587	2170	0.3335	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8438
0.1648	0.8607	2175	0.3363	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8451
0.1619	0.8627	2180	0.3396	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8465
0.1483	0.8647	2185	0.3431	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8460
0.1386	0.8666	2190	0.3435	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8492
0.1729	0.8686	2195	0.3463	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8463
0.1461	0.8706	2200	0.3479	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8468
0.1595	0.8726	2205	0.3455	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8483
0.1476	0.8746	2210	0.3440	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8473
0.1446	0.8765	2215	0.3446	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8446
0.1991	0.8785	2220	0.3421	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8473
0.1439	0.8805	2225	0.3444	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8460
0.1594	0.8825	2230	0.3445	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8485
0.2677	0.8844	2235	0.3427	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8487
0.1131	0.8864	2240	0.3419	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8463
0.1939	0.8884	2245	0.3418	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8470
0.1904	0.8904	2250	0.3427	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8470
0.2703	0.8924	2255	0.3413	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8448
0.2009	0.8943	2260	0.3412	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8448
0.17	0.8963	2265	0.3402	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8453
0.2065	0.8983	2270	0.3422	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8428
0.1945	0.9003	2275	0.3421	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8455
0.1845	0.9023	2280	0.3453	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8438
0.1647	0.9042	2285	0.3458	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8455
0.245	0.9062	2290	0.3479	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8419
0.2149	0.9082	2295	0.3467	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8460
0.1887	0.9102	2300	0.3466	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8451
0.2647	0.9121	2305	0.3478	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8426
0.1242	0.9141	2310	0.3421	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8441
0.1735	0.9161	2315	0.3434	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8441
0.1469	0.9181	2320	0.3437	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8443
0.2043	0.9201	2325	0.3417	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8453
0.209	0.9220	2330	0.3454	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8460
0.2078	0.9240	2335	0.3450	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8419
0.1971	0.9260	2340	0.3469	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8416
0.1262	0.9280	2345	0.3440	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8433
0.201	0.9300	2350	0.3423	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8443
0.1422	0.9319	2355	0.3435	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8421
0.1492	0.9339	2360	0.3438	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8431
0.1371	0.9359	2365	0.3427	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8433
0.1947	0.9379	2370	0.3453	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8428
0.227	0.9398	2375	0.3436	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8448
0.114	0.9418	2380	0.3445	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8436
0.1521	0.9438	2385	0.3449	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8431
0.1457	0.9458	2390	0.3472	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8404
0.1199	0.9478	2395	0.3461	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8436
0.1885	0.9497	2400	0.3458	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8431
0.2015	0.9517	2405	0.3460	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8438
0.1291	0.9537	2410	0.3456	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8416
0.1368	0.9557	2415	0.3457	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8416
0.2121	0.9577	2420	0.3449	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8441
0.1174	0.9596	2425	0.3451	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8436
0.1932	0.9616	2430	0.3462	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8419
0.1726	0.9636	2435	0.3431	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8424
0.1606	0.9656	2440	0.3447	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8436
0.2067	0.9676	2445	0.3445	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8409
0.1949	0.9695	2450	0.3432	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8406
0.0783	0.9715	2455	0.3445	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8424
0.1632	0.9735	2460	0.3436	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8443
0.1215	0.9755	2465	0.3440	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8441
0.1577	0.9774	2470	0.3449	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8438
0.1242	0.9794	2475	0.3460	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8428
0.0995	0.9814	2480	0.3452	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8431
0.1964	0.9834	2485	0.3442	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8431
0.1973	0.9854	2490	0.3440	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8421
0.2272	0.9873	2495	0.3425	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8433
0.1513	0.9893	2500	0.3453	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8414
0.1791	0.9913	2505	0.3452	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8414
0.1719	0.9933	2510	0.3452	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8428
0.2444	0.9953	2515	0.3426	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8431
0.1613	0.9972	2520	0.3442	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8441
0.2067	0.9992	2525	0.3456	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8414

Framework versions

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