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Daewon0808/
mmlu_heo_augs_llama_lora

Name: mmlu_heo_augs_llama_lora
Availability: InStock

peft

safetensors

generated_from_trainer

Daewon0808/prm800k_llama_fulltune

adapter

llama3.1

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mmlu_heo_augs_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: 0.2686
Prm accuracy: 0.9048
Prm precision: 0.9060
Prm recall: 0.9907
Prm specificty: 0.4211
Prm npv: 0.8889
Prm f1: 0.9464
Prm f1 neg: 0.5714
Prm f1 auc: 0.7059
Prm f1 auc (fixed): 0.9149

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
0.3798	0.0016	5	0.3523	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8155
0.3435	0.0033	10	0.3522	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8185
0.3346	0.0049	15	0.3514	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.8210
0.3742	0.0065	20	0.3501	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.8224
0.3241	0.0082	25	0.3453	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8244
0.299	0.0098	30	0.3479	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8266
0.3199	0.0114	35	0.3580	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8387
0.3053	0.0131	40	0.3538	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8492
0.3069	0.0147	45	0.3328	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.8519
0.2118	0.0163	50	0.3197	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8512
0.3369	0.0180	55	0.3151	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8583
0.31	0.0196	60	0.3083	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8669
0.2629	0.0212	65	0.2987	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8665
0.4673	0.0229	70	0.2964	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.8679
0.3113	0.0245	75	0.2988	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.8642
0.2309	0.0261	80	0.2973	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8689
0.2141	0.0278	85	0.3035	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.8662
0.2988	0.0294	90	0.2972	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.8647
0.2833	0.0310	95	0.2916	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.8593
0.1848	0.0327	100	0.2892	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.8635
0.2006	0.0343	105	0.2892	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8608
0.274	0.0359	110	0.2889	0.8492	0.9074	0.9159	0.4737	0.5	0.9116	0.4865	0.6948	0.8542
0.2132	0.0376	115	0.2859	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.8539
0.204	0.0392	120	0.2917	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.8564
0.2524	0.0408	125	0.3073	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8581
0.2774	0.0425	130	0.2944	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.8492
0.2525	0.0441	135	0.2942	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.8539
0.3498	0.0457	140	0.3044	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.8561
0.26	0.0474	145	0.3055	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.8603
0.2266	0.0490	150	0.2920	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8571
0.2686	0.0506	155	0.2904	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.8505
0.1589	0.0523	160	0.3021	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8559
0.195	0.0539	165	0.2927	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.8507
0.1728	0.0555	170	0.2965	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.8480
0.2516	0.0572	175	0.3090	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8561
0.186	0.0588	180	0.3143	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8559
0.2918	0.0604	185	0.3337	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8576
0.2453	0.0621	190	0.3114	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.8549
0.1646	0.0637	195	0.2854	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.8689
0.2589	0.0653	200	0.2819	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.8770
0.1848	0.0670	205	0.2769	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8800
0.2544	0.0686	210	0.2678	0.8651	0.9167	0.9252	0.5263	0.5556	0.9209	0.5405	0.7258	0.8795
0.2317	0.0702	215	0.2685	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8795
0.2147	0.0719	220	0.2814	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8822
0.1858	0.0735	225	0.2815	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.8760
0.1652	0.0752	230	0.2793	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8743
0.1343	0.0768	235	0.2879	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8741
0.3181	0.0784	240	0.2725	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.8719
0.2493	0.0801	245	0.2905	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8778
0.2299	0.0817	250	0.2675	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8797
0.2756	0.0833	255	0.2630	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8773
0.2251	0.0850	260	0.2640	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8687
0.2591	0.0866	265	0.2699	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8736
0.1645	0.0882	270	0.2830	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8736
0.1423	0.0899	275	0.2791	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.8694
0.2325	0.0915	280	0.2914	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8692
0.3038	0.0931	285	0.2719	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.8706
0.2169	0.0948	290	0.2698	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.8709
0.1542	0.0964	295	0.2689	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.8758
0.236	0.0980	300	0.2693	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.8827
0.2691	0.0997	305	0.2645	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8893
0.2325	0.1013	310	0.2660	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8805
0.2495	0.1029	315	0.2861	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.8881
0.2726	0.1046	320	0.2664	0.8651	0.8814	0.9720	0.2632	0.625	0.9244	0.3704	0.6176	0.8849
0.2562	0.1062	325	0.2766	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8795
0.2198	0.1078	330	0.3160	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8741
0.1649	0.1095	335	0.2704	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.8763
0.2512	0.1111	340	0.2675	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.8847
0.2152	0.1127	345	0.2678	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.8906
0.0941	0.1144	350	0.2993	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8906
0.2218	0.1160	355	0.2924	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8709
0.2597	0.1176	360	0.2896	0.8651	0.9167	0.9252	0.5263	0.5556	0.9209	0.5405	0.7258	0.8684
0.2095	0.1193	365	0.2939	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8790
0.1939	0.1209	370	0.2756	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8839
0.256	0.1225	375	0.2741	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8851
0.1976	0.1242	380	0.2828	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8896
0.1824	0.1258	385	0.3088	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8763
0.179	0.1274	390	0.2820	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8699
0.2218	0.1291	395	0.2818	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8694
0.2232	0.1307	400	0.2854	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8780
0.1664	0.1323	405	0.2928	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8807
0.2769	0.1340	410	0.2959	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8736
0.2592	0.1356	415	0.2841	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8682
0.2439	0.1372	420	0.2789	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8785
0.2303	0.1389	425	0.3098	0.8730	0.8699	1.0	0.1579	1.0	0.9304	0.2727	0.5789	0.8829
0.22	0.1405	430	0.2846	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.8800
0.1649	0.1421	435	0.2978	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8788
0.3512	0.1438	440	0.3098	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8837
0.1637	0.1454	445	0.2633	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8881
0.1913	0.1470	450	0.2770	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8886
0.1675	0.1487	455	0.3098	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8881
0.1138	0.1503	460	0.2918	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8847
0.2583	0.1519	465	0.2875	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8903
0.169	0.1536	470	0.3108	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8930
0.2167	0.1552	475	0.2984	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8901
0.1668	0.1568	480	0.2727	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8883
0.2703	0.1585	485	0.2980	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8869
0.176	0.1601	490	0.2856	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8866
0.1645	0.1617	495	0.2753	0.8889	0.9266	0.9439	0.5789	0.6471	0.9352	0.6111	0.7614	0.8913
0.2052	0.1634	500	0.2825	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8994
0.1766	0.1650	505	0.2655	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.9043
0.2008	0.1666	510	0.2682	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.9011
0.1608	0.1683	515	0.2583	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8987
0.3057	0.1699	520	0.2910	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8984
0.2065	0.1715	525	0.2731	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.9011
0.258	0.1732	530	0.2636	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.9001
0.3086	0.1748	535	0.2714	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8982
0.1997	0.1764	540	0.2641	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8925
0.2785	0.1781	545	0.2724	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8802
0.1784	0.1797	550	0.2708	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8797
0.2618	0.1813	555	0.2969	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8751
0.1722	0.1830	560	0.2794	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.8674
0.2898	0.1846	565	0.2883	0.8571	0.9009	0.9346	0.4211	0.5333	0.9174	0.4706	0.6778	0.8615
0.1881	0.1862	570	0.2927	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8608
0.2072	0.1879	575	0.2898	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.8586
0.2307	0.1895	580	0.3007	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.8549
0.1439	0.1911	585	0.2946	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.8561
0.1506	0.1928	590	0.3138	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8603
0.1851	0.1944	595	0.2866	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8758
0.1664	0.1960	600	0.2646	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8901
0.1595	0.1977	605	0.2680	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8898
0.2229	0.1993	610	0.2618	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8866
0.2273	0.2009	615	0.2900	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8851
0.216	0.2026	620	0.2831	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8834
0.1842	0.2042	625	0.2832	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8788
0.1958	0.2058	630	0.2918	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8790
0.2212	0.2075	635	0.2678	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8827
0.2082	0.2091	640	0.2694	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8819
0.2672	0.2107	645	0.2734	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8802
0.1534	0.2124	650	0.2785	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8721
0.2099	0.2140	655	0.3263	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8746
0.1339	0.2157	660	0.2522	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8915
0.2107	0.2173	665	0.2522	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8928
0.2126	0.2189	670	0.2701	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8947
0.2593	0.2206	675	0.2514	0.8651	0.9091	0.9346	0.4737	0.5625	0.9217	0.5143	0.7041	0.8989
0.147	0.2222	680	0.2690	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8999
0.1093	0.2238	685	0.2553	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8997
0.1641	0.2255	690	0.2557	0.8651	0.9091	0.9346	0.4737	0.5625	0.9217	0.5143	0.7041	0.9011
0.156	0.2271	695	0.2510	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9058
0.2298	0.2287	700	0.2723	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9115
0.1398	0.2304	705	0.2546	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9029
0.2009	0.2320	710	0.2562	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8984
0.2145	0.2336	715	0.2691	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8994
0.1563	0.2353	720	0.2621	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9006
0.2087	0.2369	725	0.2658	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8977
0.2207	0.2385	730	0.2671	0.8651	0.9091	0.9346	0.4737	0.5625	0.9217	0.5143	0.7041	0.8879
0.2324	0.2402	735	0.2718	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8913
0.2374	0.2418	740	0.2835	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8930
0.2392	0.2434	745	0.2899	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8879
0.2407	0.2451	750	0.2661	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8832
0.2336	0.2467	755	0.2743	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8851
0.1705	0.2483	760	0.2960	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8898
0.2063	0.2500	765	0.2683	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8928
0.134	0.2516	770	0.2574	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8970
0.1426	0.2532	775	0.2561	0.8651	0.9091	0.9346	0.4737	0.5625	0.9217	0.5143	0.7041	0.9001
0.1316	0.2549	780	0.2570	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.9026
0.1209	0.2565	785	0.2610	0.8651	0.9091	0.9346	0.4737	0.5625	0.9217	0.5143	0.7041	0.9021
0.1463	0.2581	790	0.2688	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.9004
0.1726	0.2598	795	0.2807	0.8571	0.9083	0.9252	0.4737	0.5294	0.9167	0.5	0.6995	0.8989
0.1957	0.2614	800	0.2894	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8977
0.2788	0.2630	805	0.2804	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8906
0.1774	0.2647	810	0.2827	0.8492	0.9074	0.9159	0.4737	0.5	0.9116	0.4865	0.6948	0.8849
0.1473	0.2663	815	0.2763	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8829
0.1666	0.2679	820	0.2755	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8888
0.1846	0.2696	825	0.2694	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8908
0.1376	0.2712	830	0.2622	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8942
0.1572	0.2728	835	0.2803	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8967
0.2107	0.2745	840	0.2668	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8957
0.2013	0.2761	845	0.2596	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8891
0.2072	0.2777	850	0.2707	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8908
0.1376	0.2794	855	0.2833	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8979
0.1273	0.2810	860	0.2632	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8994
0.1221	0.2826	865	0.2537	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.9053
0.1549	0.2843	870	0.2731	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9068
0.1024	0.2859	875	0.2578	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.9061
0.1172	0.2875	880	0.2629	0.8810	0.9259	0.9346	0.5789	0.6111	0.9302	0.5946	0.7568	0.9029
0.1327	0.2892	885	0.2697	0.8889	0.9266	0.9439	0.5789	0.6471	0.9352	0.6111	0.7614	0.9026
0.2364	0.2908	890	0.2853	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9075
0.2194	0.2924	895	0.2627	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.9063
0.117	0.2941	900	0.2572	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8994
0.2249	0.2957	905	0.2682	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.9004
0.1346	0.2973	910	0.2879	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9041
0.1384	0.2990	915	0.2873	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8974
0.136	0.3006	920	0.2791	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8893
0.2704	0.3022	925	0.2788	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8861
0.1525	0.3039	930	0.2746	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8790
0.2094	0.3055	935	0.2716	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8866
0.1891	0.3071	940	0.2773	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8896
0.2034	0.3088	945	0.3084	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8913
0.2409	0.3104	950	0.2659	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.8906
0.2349	0.3120	955	0.2650	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8839
0.2243	0.3137	960	0.2664	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8824
0.166	0.3153	965	0.2724	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8859
0.1919	0.3169	970	0.2593	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8896
0.1951	0.3186	975	0.2642	0.8810	0.9259	0.9346	0.5789	0.6111	0.9302	0.5946	0.7568	0.8869
0.2375	0.3202	980	0.2604	0.8651	0.9167	0.9252	0.5263	0.5556	0.9209	0.5405	0.7258	0.8908
0.1391	0.3218	985	0.2608	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8901
0.1756	0.3235	990	0.2674	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8837
0.3525	0.3251	995	0.2735	0.8651	0.9091	0.9346	0.4737	0.5625	0.9217	0.5143	0.7041	0.8778
0.2182	0.3267	1000	0.2751	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8741
0.1445	0.3284	1005	0.2801	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8837
0.148	0.3300	1010	0.2635	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8874
0.1208	0.3316	1015	0.2741	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8876
0.1181	0.3333	1020	0.2672	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8854
0.2018	0.3349	1025	0.2535	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8901
0.1799	0.3365	1030	0.2596	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8970
0.1869	0.3382	1035	0.2793	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9021
0.0834	0.3398	1040	0.2568	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9024
0.1485	0.3414	1045	0.2534	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8979
0.1424	0.3431	1050	0.2545	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8997
0.1595	0.3447	1055	0.2585	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8947
0.1532	0.3463	1060	0.2634	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8915
0.1966	0.3480	1065	0.2630	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8888
0.1472	0.3496	1070	0.2561	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8925
0.1596	0.3512	1075	0.2667	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8965
0.1776	0.3529	1080	0.2591	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8957
0.1777	0.3545	1085	0.2590	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8893
0.1042	0.3562	1090	0.2674	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8866
0.1828	0.3578	1095	0.2808	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8738
0.2005	0.3594	1100	0.2887	0.8810	0.9340	0.9252	0.6316	0.6	0.9296	0.6154	0.7784	0.8760
0.223	0.3611	1105	0.2648	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8812
0.125	0.3627	1110	0.2621	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8982
0.1761	0.3643	1115	0.2507	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8987
0.0683	0.3660	1120	0.2561	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8898
0.2129	0.3676	1125	0.2537	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8888
0.1675	0.3692	1130	0.2477	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8992
0.1376	0.3709	1135	0.2458	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9024
0.1775	0.3725	1140	0.2664	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9053
0.1014	0.3741	1145	0.2428	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9061
0.1509	0.3758	1150	0.2377	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9078
0.1778	0.3774	1155	0.2453	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9149
0.1027	0.3790	1160	0.2301	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9186
0.2427	0.3807	1165	0.2291	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.9174
0.1762	0.3823	1170	0.2352	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9120
0.1204	0.3839	1175	0.2344	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9085
0.2458	0.3856	1180	0.2330	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9120
0.1936	0.3872	1185	0.2395	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9083
0.1099	0.3888	1190	0.2472	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9070
0.1744	0.3905	1195	0.2699	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9090
0.1566	0.3921	1200	0.2488	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9068
0.1788	0.3937	1205	0.2428	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9041
0.2587	0.3954	1210	0.2482	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8999
0.2082	0.3970	1215	0.2535	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9043
0.2195	0.3986	1220	0.2472	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.9065
0.2051	0.4003	1225	0.2476	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.9058
0.1734	0.4019	1230	0.2599	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9031
0.1375	0.4035	1235	0.2520	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9024
0.1244	0.4052	1240	0.2507	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.9041
0.1744	0.4068	1245	0.2685	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9046
0.126	0.4084	1250	0.2736	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9011
0.2425	0.4101	1255	0.2566	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8962
0.2149	0.4117	1260	0.2564	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8982
0.1789	0.4133	1265	0.2839	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9019
0.1727	0.4150	1270	0.3025	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8997
0.1382	0.4166	1275	0.2599	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8938
0.1947	0.4182	1280	0.2635	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8979
0.1289	0.4199	1285	0.2774	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9009
0.1557	0.4215	1290	0.2670	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9070
0.1286	0.4231	1295	0.2502	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9105
0.1105	0.4248	1300	0.2511	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9134
0.074	0.4264	1305	0.2554	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9115
0.1287	0.4280	1310	0.2609	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9179
0.1792	0.4297	1315	0.2483	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9127
0.1125	0.4313	1320	0.2489	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9083
0.1354	0.4329	1325	0.2558	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9095
0.1215	0.4346	1330	0.2753	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9124
0.1476	0.4362	1335	0.2715	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9110
0.1415	0.4378	1340	0.2651	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9078
0.1704	0.4395	1345	0.2675	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9048
0.1638	0.4411	1350	0.2838	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8999
0.2332	0.4427	1355	0.2794	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8962
0.1589	0.4444	1360	0.2622	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8950
0.1652	0.4460	1365	0.2628	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8999
0.1375	0.4476	1370	0.2651	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9107
0.1784	0.4493	1375	0.2618	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9120
0.1408	0.4509	1380	0.2590	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9078
0.1998	0.4525	1385	0.2578	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9078
0.1369	0.4542	1390	0.2652	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9058
0.204	0.4558	1395	0.2644	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9061
0.2253	0.4574	1400	0.2495	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9041
0.187	0.4591	1405	0.2502	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9063
0.1151	0.4607	1410	0.2646	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9110
0.1161	0.4623	1415	0.2846	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9117
0.1955	0.4640	1420	0.2663	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9127
0.2142	0.4656	1425	0.2414	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9134
0.1038	0.4672	1430	0.2547	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9120
0.1558	0.4689	1435	0.2656	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9097
0.1868	0.4705	1440	0.2473	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9107
0.2033	0.4721	1445	0.2394	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9144
0.1562	0.4738	1450	0.2425	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9132
0.2048	0.4754	1455	0.2380	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9156
0.2117	0.4770	1460	0.2404	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9164
0.1537	0.4787	1465	0.25	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9159
0.0774	0.4803	1470	0.2574	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9171
0.176	0.4819	1475	0.2444	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9179
0.1094	0.4836	1480	0.2403	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.9137
0.1825	0.4852	1485	0.2515	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.9073
0.1404	0.4868	1490	0.2509	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9124
0.1062	0.4885	1495	0.2421	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.9147
0.2017	0.4901	1500	0.2456	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9147
0.1175	0.4917	1505	0.2550	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9092
0.1512	0.4934	1510	0.2621	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9105
0.206	0.4950	1515	0.2536	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9061
0.2069	0.4967	1520	0.2559	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9041
0.2084	0.4983	1525	0.2585	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9085
0.2271	0.4999	1530	0.2614	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9088
0.1623	0.5016	1535	0.2548	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9095
0.163	0.5032	1540	0.2486	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.9095
0.1514	0.5048	1545	0.2499	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9100
0.157	0.5065	1550	0.2487	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9149
0.2046	0.5081	1555	0.2546	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9139
0.2416	0.5097	1560	0.2446	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9149
0.1552	0.5114	1565	0.2354	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9169
0.1852	0.5130	1570	0.2318	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9191
0.1491	0.5146	1575	0.2456	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9171
0.206	0.5163	1580	0.2561	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9203
0.1477	0.5179	1585	0.2368	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9196
0.1308	0.5195	1590	0.2253	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9191
0.1623	0.5212	1595	0.2210	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9230
0.1177	0.5228	1600	0.2319	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9228
0.1821	0.5244	1605	0.2504	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9233
0.0896	0.5261	1610	0.2323	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9218
0.1266	0.5277	1615	0.2297	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9154
0.2171	0.5293	1620	0.2330	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.9129
0.1961	0.5310	1625	0.2348	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.9120
0.1414	0.5326	1630	0.2445	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9100
0.1333	0.5342	1635	0.2566	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9088
0.1544	0.5359	1640	0.2533	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9063
0.1595	0.5375	1645	0.2491	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9092
0.1713	0.5391	1650	0.2453	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9085
0.1156	0.5408	1655	0.2413	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9075
0.2359	0.5424	1660	0.2465	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9075
0.1641	0.5440	1665	0.2501	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9058
0.1249	0.5457	1670	0.2542	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9065
0.1201	0.5473	1675	0.2538	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9075
0.1583	0.5489	1680	0.2507	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.9107
0.1785	0.5506	1685	0.2522	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.9144
0.1231	0.5522	1690	0.2619	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9127
0.3625	0.5538	1695	0.2581	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9134
0.1939	0.5555	1700	0.2569	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9075
0.0839	0.5571	1705	0.2550	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9061
0.1449	0.5587	1710	0.2652	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9033
0.2666	0.5604	1715	0.2685	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9068
0.1603	0.5620	1720	0.2656	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9083
0.2149	0.5636	1725	0.2595	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9073
0.1474	0.5653	1730	0.2503	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9078
0.154	0.5669	1735	0.2494	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9088
0.1073	0.5685	1740	0.2570	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9058
0.1648	0.5702	1745	0.2695	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9048
0.165	0.5718	1750	0.2891	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9068
0.1597	0.5734	1755	0.2735	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9080
0.1346	0.5751	1760	0.2640	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9122
0.1484	0.5767	1765	0.2483	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.9129
0.1528	0.5783	1770	0.2491	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.9100
0.2047	0.5800	1775	0.2636	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9095
0.1538	0.5816	1780	0.2699	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9100
0.1516	0.5832	1785	0.2626	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9137
0.125	0.5849	1790	0.2599	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9124
0.1713	0.5865	1795	0.2572	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9156
0.1909	0.5881	1800	0.2569	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9154
0.2533	0.5898	1805	0.2497	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9188
0.3424	0.5914	1810	0.2437	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9164
0.2542	0.5930	1815	0.2395	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9149
0.1681	0.5947	1820	0.2398	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9164
0.1558	0.5963	1825	0.2465	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9115
0.217	0.5979	1830	0.2551	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9105
0.163	0.5996	1835	0.2514	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9102
0.1237	0.6012	1840	0.2481	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9097
0.1711	0.6028	1845	0.2495	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9159
0.1463	0.6045	1850	0.2566	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9174
0.1889	0.6061	1855	0.2496	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9176
0.1532	0.6077	1860	0.2390	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9179
0.1693	0.6094	1865	0.2422	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9179
0.1499	0.6110	1870	0.2427	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9203
0.1591	0.6126	1875	0.2487	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9176
0.074	0.6143	1880	0.2522	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9152
0.1404	0.6159	1885	0.2519	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9149
0.1019	0.6175	1890	0.2618	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9164
0.1265	0.6192	1895	0.2855	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9137
0.1414	0.6208	1900	0.2939	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9127
0.1199	0.6224	1905	0.2703	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9166
0.1716	0.6241	1910	0.2549	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9161
0.1515	0.6257	1915	0.2505	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9181
0.1478	0.6273	1920	0.2517	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9191
0.0917	0.6290	1925	0.2605	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9201
0.1587	0.6306	1930	0.2618	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9215
0.1922	0.6322	1935	0.2542	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9208
0.1412	0.6339	1940	0.2468	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9198
0.1357	0.6355	1945	0.2429	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9206
0.1167	0.6372	1950	0.2464	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9193
0.1829	0.6388	1955	0.2532	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9206
0.1904	0.6404	1960	0.2578	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9228
0.1169	0.6421	1965	0.2543	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9228
0.3055	0.6437	1970	0.2471	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9220
0.1824	0.6453	1975	0.2423	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9201
0.1536	0.6470	1980	0.2436	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9208
0.1436	0.6486	1985	0.2517	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9188
0.2144	0.6502	1990	0.2609	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9198
0.1602	0.6519	1995	0.2631	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9159
0.0927	0.6535	2000	0.2684	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9144
0.1153	0.6551	2005	0.2696	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9147
0.1611	0.6568	2010	0.2764	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9132
0.1561	0.6584	2015	0.2915	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9127
0.0906	0.6600	2020	0.2873	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9132
0.1713	0.6617	2025	0.2824	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9105
0.147	0.6633	2030	0.2849	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9063
0.15	0.6649	2035	0.2954	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9063
0.0991	0.6666	2040	0.2975	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9085
0.0818	0.6682	2045	0.2854	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9048
0.2675	0.6698	2050	0.2804	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9065
0.1606	0.6715	2055	0.2796	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9061
0.1441	0.6731	2060	0.2845	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9068
0.1343	0.6747	2065	0.2840	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9031
0.1188	0.6764	2070	0.2817	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9061
0.2072	0.6780	2075	0.2762	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9075
0.1601	0.6796	2080	0.2629	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.9073
0.118	0.6813	2085	0.2621	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.9041
0.1996	0.6829	2090	0.2643	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9073
0.2239	0.6845	2095	0.2729	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9070
0.1321	0.6862	2100	0.2794	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9100
0.2112	0.6878	2105	0.2813	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9056
0.1112	0.6894	2110	0.2744	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9117
0.2653	0.6911	2115	0.2760	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9112
0.1742	0.6927	2120	0.2761	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9144
0.1808	0.6943	2125	0.2695	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9142
0.246	0.6960	2130	0.2563	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9142
0.1405	0.6976	2135	0.2548	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.9117
0.1433	0.6992	2140	0.2538	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.9122
0.1823	0.7009	2145	0.2516	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.9139
0.0927	0.7025	2150	0.2569	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9117
0.1296	0.7041	2155	0.2611	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9110
0.1206	0.7058	2160	0.2650	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9088
0.0823	0.7074	2165	0.2662	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9065
0.0537	0.7090	2170	0.2707	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9065
0.1281	0.7107	2175	0.2687	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9105
0.135	0.7123	2180	0.2728	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9075
0.1726	0.7139	2185	0.2758	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9097
0.1035	0.7156	2190	0.2830	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9117
0.1201	0.7172	2195	0.2887	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9107
0.3388	0.7188	2200	0.2912	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9139
0.1445	0.7205	2205	0.2784	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9083
0.1299	0.7221	2210	0.2638	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9102
0.179	0.7237	2215	0.2598	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9078
0.1052	0.7254	2220	0.2611	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9068
0.1687	0.7270	2225	0.2632	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9095
0.1698	0.7286	2230	0.2665	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9063
0.1591	0.7303	2235	0.2601	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9090
0.1393	0.7319	2240	0.2539	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9073
0.1054	0.7335	2245	0.2502	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9092
0.2106	0.7352	2250	0.2498	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9137
0.169	0.7368	2255	0.2547	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9124
0.1946	0.7384	2260	0.2539	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9132
0.1053	0.7401	2265	0.2542	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9149
0.119	0.7417	2270	0.2578	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9132
0.1286	0.7433	2275	0.2665	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9127
0.1376	0.7450	2280	0.2674	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9137
0.1453	0.7466	2285	0.2686	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9117
0.0653	0.7482	2290	0.2707	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9149
0.1446	0.7499	2295	0.2723	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9149
0.1315	0.7515	2300	0.2735	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9107
0.1349	0.7531	2305	0.2688	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9102
0.1152	0.7548	2310	0.2662	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9132
0.1133	0.7564	2315	0.2706	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9100
0.1503	0.7580	2320	0.2738	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.9085
0.1377	0.7597	2325	0.2693	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9083
0.1739	0.7613	2330	0.2704	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9120
0.1351	0.7629	2335	0.2746	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9063
0.1464	0.7646	2340	0.2756	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9124
0.1478	0.7662	2345	0.2720	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9127
0.2085	0.7678	2350	0.2644	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9124
0.1339	0.7695	2355	0.2592	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9142
0.103	0.7711	2360	0.2553	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9161
0.1648	0.7727	2365	0.2535	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9161
0.1677	0.7744	2370	0.2519	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9159
0.1668	0.7760	2375	0.2521	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9159
0.2401	0.7777	2380	0.2501	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9193
0.1356	0.7793	2385	0.2514	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9191
0.1781	0.7809	2390	0.2529	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9233
0.1031	0.7826	2395	0.2560	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9181
0.1309	0.7842	2400	0.2536	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9193
0.1504	0.7858	2405	0.2556	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9164
0.1494	0.7875	2410	0.2565	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9147
0.1272	0.7891	2415	0.2588	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9115
0.1674	0.7907	2420	0.2592	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9149
0.2047	0.7924	2425	0.2649	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9100
0.1408	0.7940	2430	0.2633	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1893	0.7956	2435	0.2680	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9095
0.0915	0.7973	2440	0.2671	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9107
0.1797	0.7989	2445	0.2625	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.1842	0.8005	2450	0.2628	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.1436	0.8022	2455	0.2595	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9117
0.1497	0.8038	2460	0.2579	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9117
0.1236	0.8054	2465	0.2598	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9120
0.1406	0.8071	2470	0.2584	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9152
0.0976	0.8087	2475	0.2583	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9142
0.2553	0.8103	2480	0.2639	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9110
0.2401	0.8120	2485	0.2634	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.0901	0.8136	2490	0.2626	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9139
0.1079	0.8152	2495	0.2674	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9117
0.1458	0.8169	2500	0.2689	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.2163	0.8185	2505	0.2669	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9107
0.0679	0.8201	2510	0.2689	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9092
0.0751	0.8218	2515	0.2643	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9149
0.0753	0.8234	2520	0.2691	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9090
0.1252	0.8250	2525	0.2680	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9095
0.1988	0.8267	2530	0.2691	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9078
0.1512	0.8283	2535	0.2686	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9110
0.2297	0.8299	2540	0.2698	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9102
0.1729	0.8316	2545	0.2681	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9112
0.1241	0.8332	2550	0.2676	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9117
0.1643	0.8348	2555	0.2700	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9152
0.2727	0.8365	2560	0.2734	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9120
0.208	0.8381	2565	0.2715	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.2348	0.8397	2570	0.2686	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9159
0.0936	0.8414	2575	0.2666	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.0728	0.8430	2580	0.2630	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9154
0.0911	0.8446	2585	0.2584	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9169
0.077	0.8463	2590	0.2586	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9201
0.1206	0.8479	2595	0.2598	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9161
0.124	0.8495	2600	0.2602	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9156
0.1766	0.8512	2605	0.2612	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9147
0.1777	0.8528	2610	0.2622	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9139
0.2902	0.8544	2615	0.2631	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9144
0.1029	0.8561	2620	0.2620	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9181
0.2412	0.8577	2625	0.2634	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9152
0.1156	0.8593	2630	0.2638	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9117
0.1128	0.8610	2635	0.2660	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9149
0.1174	0.8626	2640	0.2667	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9147
0.0965	0.8642	2645	0.2691	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9144
0.0803	0.8659	2650	0.2722	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9142
0.1793	0.8675	2655	0.2719	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9159
0.1708	0.8691	2660	0.2718	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9139
0.1822	0.8708	2665	0.2731	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.2031	0.8724	2670	0.2732	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9127
0.1902	0.8740	2675	0.2727	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9124
0.1659	0.8757	2680	0.2712	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.9132
0.1561	0.8773	2685	0.2696	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.1168	0.8789	2690	0.2695	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9122
0.1977	0.8806	2695	0.2683	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9127
0.1678	0.8822	2700	0.2681	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.2425	0.8838	2705	0.2671	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.1632	0.8855	2710	0.2652	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1819	0.8871	2715	0.2645	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9142
0.3135	0.8887	2720	0.2646	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9122
0.0987	0.8904	2725	0.2642	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9124
0.1734	0.8920	2730	0.2636	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.1062	0.8936	2735	0.2624	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9127
0.1229	0.8953	2740	0.2663	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1819	0.8969	2745	0.2674	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9117
0.1146	0.8985	2750	0.2669	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9139
0.1215	0.9002	2755	0.2674	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1652	0.9018	2760	0.2656	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9152
0.1526	0.9034	2765	0.2677	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.1523	0.9051	2770	0.2659	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.1161	0.9067	2775	0.2646	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.0854	0.9083	2780	0.2681	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9122
0.1354	0.9100	2785	0.2694	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9122
0.0786	0.9116	2790	0.2688	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9124
0.1582	0.9132	2795	0.2706	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9124
0.1516	0.9149	2800	0.2704	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.1375	0.9165	2805	0.2704	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9117
0.1479	0.9182	2810	0.2713	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.084	0.9198	2815	0.2720	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.0997	0.9214	2820	0.2715	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.2096	0.9231	2825	0.2724	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.1536	0.9247	2830	0.2719	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9117
0.1321	0.9263	2835	0.2739	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9115
0.065	0.9280	2840	0.2723	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1189	0.9296	2845	0.2742	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9127
0.1662	0.9312	2850	0.2727	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1005	0.9329	2855	0.2726	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.1604	0.9345	2860	0.2728	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9139
0.1316	0.9361	2865	0.2721	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.165	0.9378	2870	0.2721	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9120
0.1822	0.9394	2875	0.2716	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9107
0.1203	0.9410	2880	0.2707	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.174	0.9427	2885	0.2702	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9147
0.1444	0.9443	2890	0.2702	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.2011	0.9459	2895	0.2714	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1464	0.9476	2900	0.2695	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9112
0.1274	0.9492	2905	0.2698	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9144
0.2739	0.9508	2910	0.2691	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.1278	0.9525	2915	0.2685	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1435	0.9541	2920	0.2683	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.1698	0.9557	2925	0.2695	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9144
0.0956	0.9574	2930	0.2700	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9142
0.0982	0.9590	2935	0.2694	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9127
0.123	0.9606	2940	0.2675	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.2227	0.9623	2945	0.2695	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.094	0.9639	2950	0.2682	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9127
0.1888	0.9655	2955	0.2712	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9117
0.0642	0.9672	2960	0.2684	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9110
0.2125	0.9688	2965	0.2693	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.1334	0.9704	2970	0.2690	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9122
0.1655	0.9721	2975	0.2669	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9127
0.1377	0.9737	2980	0.2686	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9117
0.1609	0.9753	2985	0.2676	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9139
0.205	0.9770	2990	0.2693	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9144
0.1185	0.9786	2995	0.2695	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9139
0.1214	0.9802	3000	0.2698	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9147
0.1588	0.9819	3005	0.2673	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9129
0.1315	0.9835	3010	0.2707	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.1599	0.9851	3015	0.2685	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9147
0.1838	0.9868	3020	0.2688	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.184	0.9884	3025	0.2671	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9152
0.1833	0.9900	3030	0.2699	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9132
0.1455	0.9917	3035	0.2677	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.0963	0.9933	3040	0.2692	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9137
0.2137	0.9949	3045	0.2701	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9134
0.102	0.9966	3050	0.2679	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9127
0.1946	0.9982	3055	0.2701	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9127
0.1492	0.9998	3060	0.2686	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.9149

Framework versions

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

Daewon0808/mmlu_heo_augs_llama_lora

mmlu_heo_augs_llama_lora

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Daewon0808/
mmlu_heo_augs_llama_lora