sciqqa_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: 0.1139
• Prm accuracy: 0.9524
• Prm precision: 0.9810
• Prm recall: 0.9626
• Prm specificty: 0.8947
• Prm npv: 0.8095
• Prm f1: 0.9717
• Prm f1 neg: 0.85
• Prm f1 auc: 0.9287
• Prm f1 auc (fixed): 0.9803

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
0.2442	0.0020	5	0.3535	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8214
0.4576	0.0041	10	0.3546	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8173
0.3755	0.0061	15	0.3534	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8178
0.2661	0.0082	20	0.3517	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8224
0.3412	0.0102	25	0.3503	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8229
0.3953	0.0122	30	0.3440	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8261
0.3416	0.0143	35	0.3335	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8325
0.3857	0.0163	40	0.3229	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8451
0.2988	0.0184	45	0.3138	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8497
0.351	0.0204	50	0.3121	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.8502
0.3184	0.0224	55	0.3084	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.8522
0.2774	0.0245	60	0.3154	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.8490
0.2398	0.0265	65	0.3086	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.8492
0.2469	0.0285	70	0.3038	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.8468
0.1896	0.0306	75	0.2972	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.8401
0.1918	0.0326	80	0.3646	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8355
0.1768	0.0347	85	0.3297	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.8291
0.2013	0.0367	90	0.3339	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8357
0.1152	0.0387	95	0.3704	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8404
0.1934	0.0408	100	0.3085	0.8651	0.8947	0.9533	0.3684	0.5833	0.9231	0.4516	0.6608	0.8424
0.1726	0.0428	105	0.3434	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8458
0.1586	0.0449	110	0.3423	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8500
0.1837	0.0469	115	0.2660	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.8637
0.3047	0.0489	120	0.2827	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8635
0.2671	0.0510	125	0.2991	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8672
0.1577	0.0530	130	0.2786	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8574
0.1819	0.0551	135	0.3172	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8733
0.1907	0.0571	140	0.2771	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8746
0.192	0.0591	145	0.2799	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8874
0.2543	0.0612	150	0.2907	0.8810	0.8770	1.0	0.2105	1.0	0.9345	0.3478	0.6053	0.8903
0.1518	0.0632	155	0.2685	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8913
0.1958	0.0653	160	0.2997	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.9041
0.214	0.0673	165	0.2340	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9051
0.1047	0.0693	170	0.2633	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9100
0.1704	0.0714	175	0.2874	0.8810	0.8770	1.0	0.2105	1.0	0.9345	0.3478	0.6053	0.9161
0.2275	0.0734	180	0.2295	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9174
0.2546	0.0754	185	0.2338	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9191
0.1298	0.0775	190	0.2332	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9198
0.2232	0.0795	195	0.2683	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9164
0.2562	0.0816	200	0.2473	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.9038
0.2177	0.0836	205	0.2380	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.9063
0.2295	0.0856	210	0.2779	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.9129
0.267	0.0877	215	0.2395	0.8810	0.9182	0.9439	0.5263	0.625	0.9309	0.5714	0.7351	0.9188
0.0899	0.0897	220	0.2937	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9147
0.2507	0.0918	225	0.3372	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9149
0.168	0.0938	230	0.3126	0.8571	0.9159	0.9159	0.5263	0.5263	0.9159	0.5263	0.7211	0.9080
0.2271	0.0958	235	0.3118	0.8651	0.9327	0.9065	0.6316	0.5455	0.9194	0.5854	0.7691	0.9132
0.1647	0.0979	240	0.2877	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.9088
0.1097	0.0999	245	0.2881	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.9127
0.0668	0.1020	250	0.3118	0.8571	0.8803	0.9626	0.2632	0.5556	0.9196	0.3571	0.6129	0.8960
0.1594	0.1040	255	0.3055	0.8571	0.8870	0.9533	0.3158	0.5455	0.9189	0.4	0.6345	0.9154
0.1066	0.1060	260	0.3058	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.9164
0.1738	0.1081	265	0.2791	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.9152
0.2137	0.1101	270	0.2530	0.8810	0.9340	0.9252	0.6316	0.6	0.9296	0.6154	0.7784	0.9201
0.143	0.1122	275	0.2454	0.8968	0.9434	0.9346	0.6842	0.65	0.9390	0.6667	0.8094	0.9228
0.0972	0.1142	280	0.2418	0.8810	0.9259	0.9346	0.5789	0.6111	0.9302	0.5946	0.7568	0.9272
0.2382	0.1162	285	0.2379	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9333
0.1239	0.1183	290	0.2482	0.8810	0.9510	0.9065	0.7368	0.5833	0.9282	0.6512	0.8217	0.9218
0.1546	0.1203	295	0.2394	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.9250
0.1261	0.1223	300	0.2430	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.9274
0.1489	0.1244	305	0.2542	0.8889	0.9604	0.9065	0.7895	0.6	0.9327	0.6818	0.8480	0.9267
0.1963	0.1264	310	0.2403	0.8968	0.9352	0.9439	0.6316	0.6667	0.9395	0.6486	0.7878	0.9297
0.0672	0.1285	315	0.2931	0.8492	0.8607	0.9813	0.1053	0.5	0.9170	0.1739	0.5433	0.9370
0.0586	0.1305	320	0.2251	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9373
0.1432	0.1325	325	0.2139	0.8968	0.9519	0.9252	0.7368	0.6364	0.9384	0.6829	0.8310	0.9402
0.1723	0.1346	330	0.2224	0.8651	0.9018	0.9439	0.4211	0.5714	0.9224	0.4848	0.6825	0.9341
0.1559	0.1366	335	0.2142	0.8889	0.9266	0.9439	0.5789	0.6471	0.9352	0.6111	0.7614	0.9247
0.3267	0.1387	340	0.2195	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.9279
0.0991	0.1407	345	0.2237	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.9220
0.1112	0.1427	350	0.2273	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.9250
0.2477	0.1448	355	0.2679	0.8571	0.8739	0.9720	0.2105	0.5714	0.9204	0.3077	0.5912	0.9272
0.141	0.1468	360	0.2176	0.8810	0.9340	0.9252	0.6316	0.6	0.9296	0.6154	0.7784	0.9326
0.1492	0.1489	365	0.2169	0.8651	0.9091	0.9346	0.4737	0.5625	0.9217	0.5143	0.7041	0.9331
0.1157	0.1509	370	0.2299	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9262
0.2002	0.1529	375	0.2233	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.9279
0.1854	0.1550	380	0.2118	0.8730	0.9333	0.9159	0.6316	0.5714	0.9245	0.6	0.7737	0.9353
0.1926	0.1570	385	0.2169	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9434
0.0562	0.1591	390	0.2009	0.8968	0.9352	0.9439	0.6316	0.6667	0.9395	0.6486	0.7878	0.9410
0.1038	0.1611	395	0.2066	0.8810	0.9423	0.9159	0.6842	0.5909	0.9289	0.6341	0.8000	0.9429
0.1969	0.1631	400	0.2218	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9429
0.1084	0.1652	405	0.2163	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.9427
0.2062	0.1672	410	0.2283	0.8730	0.9174	0.9346	0.5263	0.5882	0.9259	0.5556	0.7304	0.9358
0.1143	0.1692	415	0.2567	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9358
0.2	0.1713	420	0.2354	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9292
0.2	0.1733	425	0.2305	0.8810	0.9340	0.9252	0.6316	0.6	0.9296	0.6154	0.7784	0.9149
0.1424	0.1754	430	0.2511	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.9267
0.1128	0.1774	435	0.2366	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.9358
0.0852	0.1794	440	0.2304	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9358
0.2022	0.1815	445	0.2363	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.9338
0.1295	0.1835	450	0.2178	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.9343
0.109	0.1856	455	0.2273	0.8889	0.9266	0.9439	0.5789	0.6471	0.9352	0.6111	0.7614	0.9333
0.1029	0.1876	460	0.2229	0.8810	0.9182	0.9439	0.5263	0.625	0.9309	0.5714	0.7351	0.9390
0.2054	0.1896	465	0.2157	0.8968	0.9434	0.9346	0.6842	0.65	0.9390	0.6667	0.8094	0.9444
0.0819	0.1917	470	0.2074	0.8968	0.9352	0.9439	0.6316	0.6667	0.9395	0.6486	0.7878	0.9444
0.1529	0.1937	475	0.2020	0.8968	0.9273	0.9533	0.5789	0.6875	0.9401	0.6286	0.7661	0.9518
0.0732	0.1958	480	0.2346	0.8968	0.97	0.9065	0.8421	0.6154	0.9372	0.7111	0.8743	0.9469
0.1932	0.1978	485	0.2384	0.8651	0.8879	0.9626	0.3158	0.6	0.9238	0.4138	0.6392	0.9422
0.1434	0.1998	490	0.2440	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.9442
0.0624	0.2019	495	0.2092	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.7445	0.9424
0.2565	0.2039	500	0.2016	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.9402
0.0905	0.2060	505	0.2116	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.9405
0.1077	0.2080	510	0.1962	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.9432
0.1324	0.2100	515	0.1876	0.9048	0.9703	0.9159	0.8421	0.64	0.9423	0.7273	0.8790	0.9388
0.1261	0.2121	520	0.1881	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.9486
0.1662	0.2141	525	0.2422	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.9444
0.1006	0.2162	530	0.2168	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.9429
0.2308	0.2182	535	0.2186	0.9286	0.9712	0.9439	0.8421	0.7273	0.9573	0.7805	0.8930	0.9474
0.0299	0.2202	540	0.2256	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.9476
0.1432	0.2223	545	0.2754	0.8492	0.8729	0.9626	0.2105	0.5	0.9156	0.2963	0.5866	0.9484
0.1282	0.2243	550	0.2145	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.9474
0.1219	0.2263	555	0.2148	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9474
0.1109	0.2284	560	0.1965	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9545
0.1061	0.2304	565	0.1886	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.9582
0.204	0.2325	570	0.1668	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9611
0.2077	0.2345	575	0.1758	0.9206	0.9899	0.9159	0.9474	0.6667	0.9515	0.7826	0.9316	0.9629
0.0951	0.2365	580	0.1593	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9634
0.2576	0.2386	585	0.1655	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.7445	0.9577
0.1512	0.2406	590	0.1711	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.9587
0.0565	0.2427	595	0.1565	0.8968	0.9273	0.9533	0.5789	0.6875	0.9401	0.6286	0.7661	0.9602
0.0451	0.2447	600	0.1504	0.9206	0.9292	0.9813	0.5789	0.8462	0.9545	0.6875	0.7801	0.9670
0.0887	0.2467	605	0.1555	0.9127	0.9211	0.9813	0.5263	0.8333	0.9502	0.6452	0.7538	0.9675
0.102	0.2488	610	0.1634	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.9693
0.1437	0.2508	615	0.1521	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9688
0.0756	0.2529	620	0.1592	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9678
0.0408	0.2549	625	0.1950	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.9643
0.1502	0.2569	630	0.1777	0.9127	0.9211	0.9813	0.5263	0.8333	0.9502	0.6452	0.7538	0.9675
0.1337	0.2590	635	0.1552	0.9048	0.9703	0.9159	0.8421	0.64	0.9423	0.7273	0.8790	0.9636
0.1335	0.2610	640	0.1610	0.9127	0.9706	0.9252	0.8421	0.6667	0.9474	0.7442	0.8837	0.9636
0.1816	0.2631	645	0.1576	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9688
0.1346	0.2651	650	0.1513	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9720
0.0561	0.2671	655	0.1543	0.9365	0.9901	0.9346	0.9474	0.72	0.9615	0.8182	0.9410	0.9715
0.1093	0.2692	660	0.1590	0.9206	0.9709	0.9346	0.8421	0.6957	0.9524	0.7619	0.8883	0.9688
0.1015	0.2712	665	0.1441	0.9206	0.9450	0.9626	0.6842	0.7647	0.9537	0.7222	0.8234	0.9670
0.1494	0.2732	670	0.1637	0.9444	0.9386	1.0	0.6316	1.0	0.9683	0.7742	0.8158	0.9715
0.1221	0.2753	675	0.1330	0.9365	0.9541	0.9720	0.7368	0.8235	0.9630	0.7778	0.8544	0.9702
0.042	0.2773	680	0.1275	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9705
0.1136	0.2794	685	0.1280	0.9444	0.9464	0.9907	0.6842	0.9286	0.9680	0.7879	0.8374	0.9710
0.1965	0.2814	690	0.1356	0.9444	0.9464	0.9907	0.6842	0.9286	0.9680	0.7879	0.8374	0.9707
0.0898	0.2834	695	0.1396	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9680
0.0657	0.2855	700	0.1551	0.9127	0.98	0.9159	0.8947	0.6538	0.9469	0.7556	0.9053	0.9693
0.0835	0.2875	705	0.1487	0.9127	0.9706	0.9252	0.8421	0.6667	0.9474	0.7442	0.8837	0.9673
0.1816	0.2896	710	0.1486	0.8968	0.9273	0.9533	0.5789	0.6875	0.9401	0.6286	0.7661	0.9656
0.1014	0.2916	715	0.1489	0.9206	0.9533	0.9533	0.7368	0.7368	0.9533	0.7368	0.8451	0.9688
0.1766	0.2936	720	0.1519	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9680
0.1134	0.2957	725	0.1608	0.9444	0.9902	0.9439	0.9474	0.75	0.9665	0.8372	0.9456	0.9670
0.0563	0.2977	730	0.1505	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9688
0.103	0.2998	735	0.1596	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9638
0.217	0.3018	740	0.1731	0.8968	0.9608	0.9159	0.7895	0.625	0.9378	0.6977	0.8527	0.9631
0.0565	0.3038	745	0.1598	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9636
0.1371	0.3059	750	0.1765	0.9127	0.9068	1.0	0.4211	1.0	0.9511	0.5926	0.7105	0.9631
0.1412	0.3079	755	0.1656	0.9048	0.9612	0.9252	0.7895	0.6522	0.9429	0.7143	0.8574	0.9606
0.1039	0.3100	760	0.2113	0.9127	0.9898	0.9065	0.9474	0.6429	0.9463	0.7660	0.9270	0.9552
0.0939	0.3120	765	0.2057	0.8968	0.9519	0.9252	0.7368	0.6364	0.9384	0.6829	0.8310	0.9552
0.1205	0.3140	770	0.1990	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.9523
0.0657	0.3161	775	0.1976	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9560
0.0952	0.3181	780	0.2211	0.8968	0.9519	0.9252	0.7368	0.6364	0.9384	0.6829	0.8310	0.9547
0.1349	0.3201	785	0.2117	0.8889	0.9346	0.9346	0.6316	0.6316	0.9346	0.6316	0.7831	0.9592
0.1425	0.3222	790	0.2203	0.9048	0.9703	0.9159	0.8421	0.64	0.9423	0.7273	0.8790	0.9589
0.105	0.3242	795	0.2052	0.9286	0.9804	0.9346	0.8947	0.7083	0.9569	0.7907	0.9147	0.9624
0.1503	0.3263	800	0.2040	0.9286	0.99	0.9252	0.9474	0.6923	0.9565	0.8	0.9363	0.9661
0.0648	0.3283	805	0.1853	0.9206	0.9709	0.9346	0.8421	0.6957	0.9524	0.7619	0.8883	0.9609
0.1944	0.3303	810	0.1934	0.9127	0.9706	0.9252	0.8421	0.6667	0.9474	0.7442	0.8837	0.9557
0.1328	0.3324	815	0.2081	0.9048	0.9798	0.9065	0.8947	0.6296	0.9417	0.7391	0.9006	0.9515
0.1113	0.3344	820	0.1810	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9560
0.05	0.3365	825	0.1983	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.9518
0.0759	0.3385	830	0.2059	0.9048	0.9204	0.9720	0.5263	0.7692	0.9455	0.625	0.7491	0.9535
0.069	0.3405	835	0.2170	0.8810	0.9259	0.9346	0.5789	0.6111	0.9302	0.5946	0.7568	0.9552
0.0267	0.3426	840	0.1959	0.8889	0.9266	0.9439	0.5789	0.6471	0.9352	0.6111	0.7614	0.9567
0.0653	0.3446	845	0.1816	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9587
0.0213	0.3467	850	0.1761	0.9127	0.9615	0.9346	0.7895	0.6818	0.9479	0.7317	0.8620	0.9582
0.0519	0.3487	855	0.2055	0.9048	0.9897	0.8972	0.9474	0.6207	0.9412	0.75	0.9223	0.9562
0.128	0.3507	860	0.1887	0.9048	0.9798	0.9065	0.8947	0.6296	0.9417	0.7391	0.9006	0.9547
0.1073	0.3528	865	0.1681	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9577
0.1345	0.3548	870	0.1740	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9577
0.082	0.3569	875	0.1764	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9584
0.1053	0.3589	880	0.1750	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9587
0.0535	0.3609	885	0.2040	0.8889	0.9794	0.8879	0.8947	0.5862	0.9314	0.7083	0.8913	0.9594
0.0993	0.3630	890	0.2223	0.8889	0.9794	0.8879	0.8947	0.5862	0.9314	0.7083	0.8913	0.9567
0.2108	0.3650	895	0.1854	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9535
0.1211	0.3670	900	0.1837	0.8968	0.9273	0.9533	0.5789	0.6875	0.9401	0.6286	0.7661	0.9515
0.1016	0.3691	905	0.1972	0.8968	0.9796	0.8972	0.8947	0.6071	0.9366	0.7234	0.8960	0.9528
0.194	0.3711	910	0.1717	0.9286	0.9623	0.9533	0.7895	0.75	0.9577	0.7692	0.8714	0.9567
0.0377	0.3732	915	0.1676	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9570
0.0991	0.3752	920	0.1694	0.8889	0.9346	0.9346	0.6316	0.6316	0.9346	0.6316	0.7831	0.9592
0.1816	0.3772	925	0.1964	0.8968	0.97	0.9065	0.8421	0.6154	0.9372	0.7111	0.8743	0.9575
0.1673	0.3793	930	0.1895	0.9127	0.9615	0.9346	0.7895	0.6818	0.9479	0.7317	0.8620	0.9555
0.0579	0.3813	935	0.1849	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.9538
0.0864	0.3834	940	0.1827	0.9048	0.9612	0.9252	0.7895	0.6522	0.9429	0.7143	0.8574	0.9562
0.0709	0.3854	945	0.1759	0.9048	0.9524	0.9346	0.7368	0.6667	0.9434	0.7	0.8357	0.9565
0.0793	0.3874	950	0.1626	0.9206	0.9533	0.9533	0.7368	0.7368	0.9533	0.7368	0.8451	0.9560
0.0893	0.3895	955	0.1657	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9552
0.1921	0.3915	960	0.1775	0.9127	0.9286	0.9720	0.5789	0.7857	0.9498	0.6667	0.7755	0.9547
0.1686	0.3936	965	0.1771	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9540
0.103	0.3956	970	0.1803	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9540
0.1404	0.3976	975	0.1896	0.9127	0.9528	0.9439	0.7368	0.7	0.9484	0.7179	0.8404	0.9572
0.1177	0.3997	980	0.1797	0.9206	0.9533	0.9533	0.7368	0.7368	0.9533	0.7368	0.8451	0.9579
0.0778	0.4017	985	0.1842	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9533
0.049	0.4038	990	0.1828	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9523
0.0734	0.4058	995	0.1838	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9511
0.0764	0.4078	1000	0.1825	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9501
0.1521	0.4099	1005	0.1846	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9508
0.0884	0.4119	1010	0.1850	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9560
0.0992	0.4139	1015	0.1811	0.9048	0.9524	0.9346	0.7368	0.6667	0.9434	0.7	0.8357	0.9543
0.0967	0.4160	1020	0.1745	0.9127	0.9528	0.9439	0.7368	0.7	0.9484	0.7179	0.8404	0.9555
0.1599	0.4180	1025	0.1709	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9589
0.071	0.4201	1030	0.1732	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9577
0.0474	0.4221	1035	0.1776	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9570
0.0714	0.4241	1040	0.1738	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9552
0.1335	0.4262	1045	0.1621	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9577
0.1166	0.4282	1050	0.1603	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9570
0.1036	0.4303	1055	0.1627	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9604
0.0614	0.4323	1060	0.1585	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9611
0.0937	0.4343	1065	0.1575	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9611
0.0728	0.4364	1070	0.1588	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9604
0.174	0.4384	1075	0.1626	0.9286	0.9375	0.9813	0.6316	0.8571	0.9589	0.7273	0.8064	0.9579
0.0751	0.4405	1080	0.1768	0.9286	0.9375	0.9813	0.6316	0.8571	0.9589	0.7273	0.8064	0.9547
0.1052	0.4425	1085	0.1724	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9547
0.0474	0.4445	1090	0.1843	0.8889	0.9604	0.9065	0.7895	0.6	0.9327	0.6818	0.8480	0.9584
0.0412	0.4466	1095	0.2002	0.9127	0.9898	0.9065	0.9474	0.6429	0.9463	0.7660	0.9270	0.9577
0.1456	0.4486	1100	0.1990	0.9048	0.9703	0.9159	0.8421	0.64	0.9423	0.7273	0.8790	0.9540
0.2103	0.4507	1105	0.1917	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9508
0.1122	0.4527	1110	0.1877	0.9286	0.9455	0.9720	0.6842	0.8125	0.9585	0.7429	0.8281	0.9518
0.073	0.4547	1115	0.1722	0.9286	0.9455	0.9720	0.6842	0.8125	0.9585	0.7429	0.8281	0.9589
0.1361	0.4568	1120	0.1569	0.9444	0.9630	0.9720	0.7895	0.8333	0.9674	0.8108	0.8807	0.9636
0.1345	0.4588	1125	0.1629	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9636
0.0995	0.4608	1130	0.1535	0.9444	0.9630	0.9720	0.7895	0.8333	0.9674	0.8108	0.8807	0.9616
0.0983	0.4629	1135	0.1505	0.9286	0.9455	0.9720	0.6842	0.8125	0.9585	0.7429	0.8281	0.9621
0.0514	0.4649	1140	0.1504	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9646
0.0759	0.4670	1145	0.1604	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9611
0.0763	0.4690	1150	0.1691	0.9365	0.9459	0.9813	0.6842	0.8667	0.9633	0.7647	0.8328	0.9572
0.0842	0.4710	1155	0.1785	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9525
0.1215	0.4731	1160	0.1794	0.9206	0.9450	0.9626	0.6842	0.7647	0.9537	0.7222	0.8234	0.9523
0.1149	0.4751	1165	0.1697	0.9286	0.9623	0.9533	0.7895	0.75	0.9577	0.7692	0.8714	0.9555
0.0823	0.4772	1170	0.1634	0.9286	0.9712	0.9439	0.8421	0.7273	0.9573	0.7805	0.8930	0.9606
0.0724	0.4792	1175	0.1672	0.9206	0.9802	0.9252	0.8947	0.68	0.9519	0.7727	0.9100	0.9626
0.0893	0.4812	1180	0.1559	0.9286	0.9804	0.9346	0.8947	0.7083	0.9569	0.7907	0.9147	0.9670
0.1949	0.4833	1185	0.1392	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9729
0.1417	0.4853	1190	0.1348	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9705
0.0426	0.4874	1195	0.1338	0.9127	0.9286	0.9720	0.5789	0.7857	0.9498	0.6667	0.7755	0.9700
0.1476	0.4894	1200	0.1323	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9720
0.1787	0.4914	1205	0.1421	0.9286	0.99	0.9252	0.9474	0.6923	0.9565	0.8	0.9363	0.9729
0.0704	0.4935	1210	0.1577	0.9206	1.0	0.9065	1.0	0.6552	0.9510	0.7917	0.9533	0.9752
0.0882	0.4955	1215	0.1465	0.9444	1.0	0.9346	1.0	0.7308	0.9662	0.8444	0.9673	0.9739
0.0748	0.4976	1220	0.1351	0.9286	0.9623	0.9533	0.7895	0.75	0.9577	0.7692	0.8714	0.9710
0.0918	0.4996	1225	0.1507	0.9286	0.9455	0.9720	0.6842	0.8125	0.9585	0.7429	0.8281	0.9658
0.0732	0.5016	1230	0.1541	0.9048	0.9439	0.9439	0.6842	0.6842	0.9439	0.6842	0.8141	0.9621
0.2339	0.5037	1235	0.1593	0.9206	0.9709	0.9346	0.8421	0.6957	0.9524	0.7619	0.8883	0.9636
0.0768	0.5057	1240	0.1574	0.9286	0.9804	0.9346	0.8947	0.7083	0.9569	0.7907	0.9147	0.9653
0.0272	0.5077	1245	0.1465	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9634
0.1117	0.5098	1250	0.1511	0.9286	0.9455	0.9720	0.6842	0.8125	0.9585	0.7429	0.8281	0.9629
0.0647	0.5118	1255	0.1552	0.9206	0.9450	0.9626	0.6842	0.7647	0.9537	0.7222	0.8234	0.9616
0.1021	0.5139	1260	0.1585	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9629
0.0821	0.5159	1265	0.1631	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9597
0.1581	0.5179	1270	0.1656	0.9286	0.9623	0.9533	0.7895	0.75	0.9577	0.7692	0.8714	0.9597
0.0898	0.5200	1275	0.1647	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9602
0.0602	0.5220	1280	0.1683	0.9206	0.9450	0.9626	0.6842	0.7647	0.9537	0.7222	0.8234	0.9602
0.0814	0.5241	1285	0.1679	0.9206	0.9450	0.9626	0.6842	0.7647	0.9537	0.7222	0.8234	0.9599
0.0761	0.5261	1290	0.1673	0.9206	0.9450	0.9626	0.6842	0.7647	0.9537	0.7222	0.8234	0.9611
0.0702	0.5281	1295	0.1627	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9626
0.1607	0.5302	1300	0.1601	0.9286	0.9712	0.9439	0.8421	0.7273	0.9573	0.7805	0.8930	0.9626
0.0506	0.5322	1305	0.1658	0.9286	0.9712	0.9439	0.8421	0.7273	0.9573	0.7805	0.8930	0.9602
0.0511	0.5343	1310	0.1663	0.9286	0.9712	0.9439	0.8421	0.7273	0.9573	0.7805	0.8930	0.9606
0.0783	0.5363	1315	0.1592	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9629
0.0765	0.5383	1320	0.1514	0.9127	0.9528	0.9439	0.7368	0.7	0.9484	0.7179	0.8404	0.9670
0.0534	0.5404	1325	0.1449	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9680
0.076	0.5424	1330	0.1440	0.9365	0.9806	0.9439	0.8947	0.7391	0.9619	0.8095	0.9193	0.9685
0.2412	0.5445	1335	0.1449	0.9365	0.9806	0.9439	0.8947	0.7391	0.9619	0.8095	0.9193	0.9680
0.1053	0.5465	1340	0.1453	0.9127	0.9528	0.9439	0.7368	0.7	0.9484	0.7179	0.8404	0.9666
0.0462	0.5485	1345	0.1486	0.9206	0.9369	0.9720	0.6316	0.8	0.9541	0.7059	0.8018	0.9666
0.0634	0.5506	1350	0.1486	0.9127	0.9364	0.9626	0.6316	0.75	0.9493	0.6857	0.7971	0.9651
0.1532	0.5526	1355	0.1464	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9658
0.0512	0.5546	1360	0.1451	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9680
0.1561	0.5567	1365	0.1398	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9685
0.0514	0.5587	1370	0.1404	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9693
0.292	0.5608	1375	0.1441	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9685
0.028	0.5628	1380	0.1483	0.9206	0.9533	0.9533	0.7368	0.7368	0.9533	0.7368	0.8451	0.9658
0.0834	0.5648	1385	0.1492	0.9206	0.9533	0.9533	0.7368	0.7368	0.9533	0.7368	0.8451	0.9656
0.0575	0.5669	1390	0.1533	0.9127	0.9444	0.9533	0.6842	0.7222	0.9488	0.7027	0.8187	0.9631
0.0685	0.5689	1395	0.1545	0.9127	0.9528	0.9439	0.7368	0.7	0.9484	0.7179	0.8404	0.9626
0.0943	0.5710	1400	0.1600	0.8889	0.9515	0.9159	0.7368	0.6087	0.9333	0.6667	0.8264	0.9606
0.0566	0.5730	1405	0.1638	0.8968	0.9519	0.9252	0.7368	0.6364	0.9384	0.6829	0.8310	0.9616
0.1102	0.5750	1410	0.1661	0.8968	0.9352	0.9439	0.6316	0.6667	0.9395	0.6486	0.7878	0.9587
0.0873	0.5771	1415	0.1707	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9584
0.1303	0.5791	1420	0.1675	0.8968	0.9352	0.9439	0.6316	0.6667	0.9395	0.6486	0.7878	0.9582
0.0679	0.5812	1425	0.1651	0.8968	0.9434	0.9346	0.6842	0.65	0.9390	0.6667	0.8094	0.9592
0.1015	0.5832	1430	0.1654	0.8968	0.9608	0.9159	0.7895	0.625	0.9378	0.6977	0.8527	0.9594
0.0372	0.5852	1435	0.1661	0.8968	0.9608	0.9159	0.7895	0.625	0.9378	0.6977	0.8527	0.9592
0.0306	0.5873	1440	0.1602	0.9127	0.9615	0.9346	0.7895	0.6818	0.9479	0.7317	0.8620	0.9602
0.0352	0.5893	1445	0.1598	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9592
0.0404	0.5914	1450	0.1637	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9582
0.0971	0.5934	1455	0.1709	0.9127	0.9615	0.9346	0.7895	0.6818	0.9479	0.7317	0.8620	0.9572
0.114	0.5954	1460	0.1726	0.9127	0.9706	0.9252	0.8421	0.6667	0.9474	0.7442	0.8837	0.9584
0.0962	0.5975	1465	0.1723	0.9127	0.9706	0.9252	0.8421	0.6667	0.9474	0.7442	0.8837	0.9582
0.0549	0.5995	1470	0.1711	0.9127	0.9706	0.9252	0.8421	0.6667	0.9474	0.7442	0.8837	0.9587
0.1067	0.6015	1475	0.1668	0.9206	0.9709	0.9346	0.8421	0.6957	0.9524	0.7619	0.8883	0.9602
0.0305	0.6036	1480	0.1636	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9582
0.0467	0.6056	1485	0.1659	0.9048	0.9358	0.9533	0.6316	0.7059	0.9444	0.6667	0.7924	0.9577
0.087	0.6077	1490	0.1632	0.9286	0.9623	0.9533	0.7895	0.75	0.9577	0.7692	0.8714	0.9582
0.115	0.6097	1495	0.1593	0.9206	0.9619	0.9439	0.7895	0.7143	0.9528	0.75	0.8667	0.9606
0.0776	0.6117	1500	0.1596	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9597
0.1468	0.6138	1505	0.1606	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9626
0.0574	0.6158	1510	0.1563	0.9206	0.9450	0.9626	0.6842	0.7647	0.9537	0.7222	0.8234	0.9643
0.0318	0.6179	1515	0.1500	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9670
0.0983	0.6199	1520	0.1474	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9675
0.0507	0.6219	1525	0.1481	0.9206	0.9533	0.9533	0.7368	0.7368	0.9533	0.7368	0.8451	0.9675
0.1253	0.6240	1530	0.1462	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9690
0.1242	0.6260	1535	0.1441	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9695
0.0807	0.6281	1540	0.1425	0.9206	0.9533	0.9533	0.7368	0.7368	0.9533	0.7368	0.8451	0.9705
0.0554	0.6301	1545	0.1443	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9693
0.0997	0.6321	1550	0.1451	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9710
0.0929	0.6342	1555	0.1421	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9715
0.2168	0.6362	1560	0.1431	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9729
0.0558	0.6383	1565	0.1443	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9717
0.1882	0.6403	1570	0.1468	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9700
0.0624	0.6423	1575	0.1505	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9678
0.039	0.6444	1580	0.1504	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9680
0.0216	0.6464	1585	0.1518	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9690
0.1671	0.6485	1590	0.1458	0.9206	0.9533	0.9533	0.7368	0.7368	0.9533	0.7368	0.8451	0.9712
0.0493	0.6505	1595	0.1424	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9702
0.1439	0.6525	1600	0.1411	0.9365	0.9541	0.9720	0.7368	0.8235	0.9630	0.7778	0.8544	0.9710
0.0795	0.6546	1605	0.1392	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9710
0.12	0.6566	1610	0.1375	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9734
0.1193	0.6586	1615	0.1366	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9761
0.1027	0.6607	1620	0.1358	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9757
0.07	0.6627	1625	0.1346	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9759
0.1092	0.6648	1630	0.1341	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9764
0.1554	0.6668	1635	0.1321	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9759
0.024	0.6688	1640	0.1330	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9754
0.0845	0.6709	1645	0.1330	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9752
0.2253	0.6729	1650	0.1346	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9764
0.0893	0.6750	1655	0.1370	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9774
0.0221	0.6770	1660	0.1387	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9774
0.0291	0.6790	1665	0.1409	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9769
0.0637	0.6811	1670	0.1405	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9761
0.0967	0.6831	1675	0.1400	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9759
0.0369	0.6852	1680	0.1370	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9766
0.1451	0.6872	1685	0.1375	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9774
0.0428	0.6892	1690	0.1377	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9764
0.104	0.6913	1695	0.1395	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9759
0.0631	0.6933	1700	0.1424	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9754
0.092	0.6954	1705	0.1460	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9739
0.053	0.6974	1710	0.1485	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9729
0.0467	0.6994	1715	0.1510	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9725
0.0556	0.7015	1720	0.1531	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9695
0.0308	0.7035	1725	0.1545	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9702
0.0387	0.7055	1730	0.1563	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9688
0.0665	0.7076	1735	0.1565	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9700
0.1005	0.7096	1740	0.1542	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9712
0.1219	0.7117	1745	0.1523	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9720
0.1184	0.7137	1750	0.1503	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9715
0.0681	0.7157	1755	0.1487	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9720
0.1031	0.7178	1760	0.1478	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9705
0.1326	0.7198	1765	0.1492	0.9365	0.9714	0.9533	0.8421	0.7619	0.9623	0.8	0.8977	0.9710
0.203	0.7219	1770	0.1475	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9715
0.105	0.7239	1775	0.1459	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9715
0.0976	0.7259	1780	0.1441	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9710
0.129	0.7280	1785	0.1441	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9725
0.0607	0.7300	1790	0.1438	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9729
0.0808	0.7321	1795	0.1415	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9729
0.0968	0.7341	1800	0.1409	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9729
0.0443	0.7361	1805	0.1398	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9727
0.0968	0.7382	1810	0.1387	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9729
0.1996	0.7402	1815	0.1383	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9737
0.1071	0.7423	1820	0.1376	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9737
0.191	0.7443	1825	0.1370	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9744
0.0366	0.7463	1830	0.1350	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9749
0.0754	0.7484	1835	0.1336	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9752
0.0545	0.7504	1840	0.1316	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9766
0.0741	0.7524	1845	0.1295	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9766
0.0779	0.7545	1850	0.1271	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9764
0.0747	0.7565	1855	0.1271	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9764
0.1207	0.7586	1860	0.1250	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9764
0.2774	0.7606	1865	0.1245	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9784
0.0553	0.7626	1870	0.1240	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9784
0.0421	0.7647	1875	0.1236	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9791
0.0785	0.7667	1880	0.1236	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9793
0.0574	0.7688	1885	0.1228	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9793
0.0779	0.7708	1890	0.1229	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9793
0.0807	0.7728	1895	0.1227	0.9444	0.9630	0.9720	0.7895	0.8333	0.9674	0.8108	0.8807	0.9791
0.048	0.7749	1900	0.1230	0.9444	0.9630	0.9720	0.7895	0.8333	0.9674	0.8108	0.8807	0.9788
0.0485	0.7769	1905	0.1236	0.9365	0.9541	0.9720	0.7368	0.8235	0.9630	0.7778	0.8544	0.9793
0.1034	0.7790	1910	0.1258	0.9365	0.9541	0.9720	0.7368	0.8235	0.9630	0.7778	0.8544	0.9776
0.0667	0.7810	1915	0.1248	0.9365	0.9541	0.9720	0.7368	0.8235	0.9630	0.7778	0.8544	0.9781
0.0814	0.7830	1920	0.1243	0.9365	0.9541	0.9720	0.7368	0.8235	0.9630	0.7778	0.8544	0.9788
0.0627	0.7851	1925	0.1247	0.9365	0.9541	0.9720	0.7368	0.8235	0.9630	0.7778	0.8544	0.9784
0.0433	0.7871	1930	0.1252	0.9444	0.9630	0.9720	0.7895	0.8333	0.9674	0.8108	0.8807	0.9779
0.0844	0.7892	1935	0.1232	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9784
0.0447	0.7912	1940	0.1226	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9791
0.0859	0.7932	1945	0.1229	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9798
0.0654	0.7953	1950	0.1216	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9798
0.0362	0.7973	1955	0.1209	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9793
0.0796	0.7993	1960	0.1205	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9796
0.0658	0.8014	1965	0.1197	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9798
0.0473	0.8034	1970	0.1187	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9798
0.0784	0.8055	1975	0.1181	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9798
0.1173	0.8075	1980	0.1174	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9798
0.098	0.8095	1985	0.1188	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9796
0.067	0.8116	1990	0.1180	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9793
0.0593	0.8136	1995	0.1197	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9793
0.0343	0.8157	2000	0.1209	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9793
0.0752	0.8177	2005	0.1204	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9796
0.0708	0.8197	2010	0.1195	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9793
0.0178	0.8218	2015	0.1217	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9779
0.0713	0.8238	2020	0.1219	0.9444	0.9630	0.9720	0.7895	0.8333	0.9674	0.8108	0.8807	0.9774
0.1921	0.8259	2025	0.1220	0.9524	0.9720	0.9720	0.8421	0.8421	0.9720	0.8421	0.9070	0.9769
0.0685	0.8279	2030	0.1212	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9774
0.0419	0.8299	2035	0.1220	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9779
0.0852	0.8320	2040	0.1216	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9779
0.0639	0.8340	2045	0.1205	0.9603	0.9904	0.9626	0.9474	0.8182	0.9763	0.8780	0.9550	0.9784
0.0967	0.8361	2050	0.1194	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9784
0.1809	0.8381	2055	0.1189	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9784
0.0305	0.8401	2060	0.1186	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9784
0.0385	0.8422	2065	0.1176	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9784
0.0442	0.8442	2070	0.1172	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9784
0.0511	0.8462	2075	0.1170	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9788
0.1122	0.8483	2080	0.1171	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9788
0.0794	0.8503	2085	0.1164	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9788
0.0701	0.8524	2090	0.1152	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9793
0.0471	0.8544	2095	0.1153	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9793
0.0369	0.8564	2100	0.1146	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9793
0.0769	0.8585	2105	0.1143	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9793
0.139	0.8605	2110	0.1133	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9793
0.0955	0.8626	2115	0.1139	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9793
0.0964	0.8646	2120	0.1137	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9793
0.0457	0.8666	2125	0.1129	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9793
0.0422	0.8687	2130	0.1122	0.9286	0.9537	0.9626	0.7368	0.7778	0.9581	0.7568	0.8497	0.9793
0.0552	0.8707	2135	0.1113	0.9365	0.9626	0.9626	0.7895	0.7895	0.9626	0.7895	0.8760	0.9798
0.0893	0.8728	2140	0.1112	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9798
0.0457	0.8748	2145	0.1118	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9803
0.1015	0.8768	2150	0.1113	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9808
0.0809	0.8789	2155	0.1109	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9806
0.1105	0.8809	2160	0.1113	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9811
0.0467	0.8830	2165	0.1116	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9806
0.0755	0.8850	2170	0.1118	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9816
0.1488	0.8870	2175	0.1115	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9808
0.0607	0.8891	2180	0.1118	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9813
0.081	0.8911	2185	0.1126	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9813
0.0743	0.8931	2190	0.1121	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9808
0.0867	0.8952	2195	0.1127	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9828
0.1003	0.8972	2200	0.1125	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9813
0.2172	0.8993	2205	0.1131	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9808
0.0614	0.9013	2210	0.1122	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9818
0.0548	0.9033	2215	0.1116	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9808
0.0321	0.9054	2220	0.1125	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9818
0.0693	0.9074	2225	0.1119	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9816
0.0852	0.9095	2230	0.1127	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9813
0.0853	0.9115	2235	0.1123	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9818
0.0738	0.9135	2240	0.1119	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9813
0.0938	0.9156	2245	0.1122	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9811
0.0736	0.9176	2250	0.1129	0.9444	0.9717	0.9626	0.8421	0.8	0.9671	0.8205	0.9024	0.9818
0.0293	0.9197	2255	0.1125	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.0663	0.9217	2260	0.1127	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.0307	0.9237	2265	0.1135	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0751	0.9258	2270	0.1137	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0526	0.9278	2275	0.1136	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0772	0.9299	2280	0.1123	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.1208	0.9319	2285	0.1129	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0732	0.9339	2290	0.1133	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9808
0.1497	0.9360	2295	0.1136	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.0607	0.9380	2300	0.1140	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.1056	0.9400	2305	0.1134	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0762	0.9421	2310	0.1131	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0933	0.9441	2315	0.1133	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0858	0.9462	2320	0.1143	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.1093	0.9482	2325	0.1137	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.133	0.9502	2330	0.1145	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0482	0.9523	2335	0.1136	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9816
0.0545	0.9543	2340	0.1134	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.17	0.9564	2345	0.1145	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0686	0.9584	2350	0.1140	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.061	0.9604	2355	0.1139	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9801
0.0677	0.9625	2360	0.1137	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.0655	0.9645	2365	0.1135	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.053	0.9666	2370	0.1137	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.1479	0.9686	2375	0.1139	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9803
0.1199	0.9706	2380	0.1134	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0887	0.9727	2385	0.1141	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9806
0.1255	0.9747	2390	0.1145	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9816
0.0565	0.9768	2395	0.1144	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9811
0.0918	0.9788	2400	0.1136	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.1176	0.9808	2405	0.1133	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.0508	0.9829	2410	0.1129	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9808
0.0782	0.9849	2415	0.1137	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.0665	0.9869	2420	0.1135	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.1759	0.9890	2425	0.1142	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.1147	0.9910	2430	0.1130	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.118	0.9931	2435	0.1136	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9818
0.0525	0.9951	2440	0.1133	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9808
0.0685	0.9971	2445	0.1128	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9813
0.1022	0.9992	2450	0.1139	0.9524	0.9810	0.9626	0.8947	0.8095	0.9717	0.85	0.9287	0.9803

Framework versions

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