v5_qwen_lora

This model is a fine-tuned version of Daewon0808/prm800k_qwen_fulltune on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.1858
• Prm accuracy: 0.9118
• Prm precision: 0.9324
• Prm recall: 0.9452
• Prm specificty: 0.8276
• Prm npv: 0.8571
• Prm f1: 0.9388
• Prm f1 neg: 0.8421
• Prm f1 auc: 0.8864
• Prm f1 auc (fixed): 0.9738

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	0.4028	0.8039	0.9344	0.7808	0.8621	0.6098	0.8507	0.7143	0.8214	0.8420
0.5176	0.0024	5	0.4046	0.8039	0.9344	0.7808	0.8621	0.6098	0.8507	0.7143	0.8214	0.8432
0.5396	0.0048	10	0.4022	0.8039	0.9344	0.7808	0.8621	0.6098	0.8507	0.7143	0.8214	0.8427
0.4886	0.0072	15	0.3977	0.8039	0.9344	0.7808	0.8621	0.6098	0.8507	0.7143	0.8214	0.8422
0.3973	0.0095	20	0.3803	0.8431	0.9385	0.8356	0.8621	0.6757	0.8841	0.7576	0.8488	0.8467
0.4459	0.0119	25	0.3451	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.8545
0.3334	0.0143	30	0.3244	0.8725	0.8659	0.9726	0.6207	0.9	0.9161	0.7347	0.7966	0.8744
0.3806	0.0167	35	0.3199	0.8529	0.8452	0.9726	0.5517	0.8889	0.9045	0.6809	0.7622	0.8914
0.4226	0.0191	40	0.3077	0.8725	0.8659	0.9726	0.6207	0.9	0.9161	0.7347	0.7966	0.8909
0.3369	0.0215	45	0.2959	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.8857
0.357	0.0238	50	0.2923	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.8838
0.2957	0.0262	55	0.2870	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.8890
0.3233	0.0286	60	0.2801	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.8970
0.28	0.0310	65	0.2762	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.8963
0.2788	0.0334	70	0.2690	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9017
0.3396	0.0358	75	0.2649	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9015
0.3459	0.0382	80	0.2633	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9053
0.3257	0.0405	85	0.2562	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9173
0.3258	0.0429	90	0.2515	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9277
0.3085	0.0453	95	0.2511	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9244
0.2514	0.0477	100	0.2524	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9178
0.2357	0.0501	105	0.2547	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9107
0.335	0.0525	110	0.2486	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9178
0.3101	0.0549	115	0.2313	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9268
0.2218	0.0572	120	0.2379	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9239
0.2518	0.0596	125	0.2378	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9341
0.3399	0.0620	130	0.2343	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9417
0.2002	0.0644	135	0.2243	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9485
0.2845	0.0668	140	0.2060	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9606
0.2345	0.0692	145	0.2062	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9565
0.252	0.0715	150	0.2157	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9544
0.1744	0.0739	155	0.2074	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9561
0.3816	0.0763	160	0.2260	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9499
0.2878	0.0787	165	0.2278	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9438
0.2913	0.0811	170	0.2299	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9419
0.2892	0.0835	175	0.2325	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9450
0.2117	0.0859	180	0.2379	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9400
0.2804	0.0882	185	0.2373	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9433
0.1797	0.0906	190	0.2277	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9511
0.2654	0.0930	195	0.2208	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9511
0.1982	0.0954	200	0.2183	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9485
0.2114	0.0978	205	0.2112	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9473
0.2277	0.1002	210	0.2073	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9544
0.2299	0.1026	215	0.2085	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9504
0.2995	0.1049	220	0.2109	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9487
0.2677	0.1073	225	0.2265	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9476
0.1914	0.1097	230	0.2400	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9400
0.2645	0.1121	235	0.2392	0.8922	0.8875	0.9726	0.6897	0.9091	0.9281	0.7843	0.8311	0.9417
0.2698	0.1145	240	0.2192	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9537
0.3237	0.1169	245	0.2162	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9509
0.238	0.1192	250	0.2362	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9485
0.2572	0.1216	255	0.2375	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9469
0.2256	0.1240	260	0.2314	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9485
0.1968	0.1264	265	0.2295	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9558
0.3097	0.1288	270	0.2349	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9537
0.2687	0.1312	275	0.2334	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9608
0.2762	0.1336	280	0.2092	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9634
0.2489	0.1359	285	0.2160	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9624
0.2443	0.1383	290	0.2127	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9624
0.244	0.1407	295	0.2024	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9679
0.2742	0.1431	300	0.2005	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9648
0.3014	0.1455	305	0.1942	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9669
0.2358	0.1479	310	0.1954	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9721
0.2261	0.1503	315	0.1993	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9731
0.2077	0.1526	320	0.2120	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9693
0.2633	0.1550	325	0.2244	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9660
0.2749	0.1574	330	0.2219	0.8922	0.9559	0.8904	0.8966	0.7647	0.9220	0.8254	0.8935	0.9688
0.1752	0.1598	335	0.2131	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9688
0.2071	0.1622	340	0.2053	0.8922	0.9306	0.9178	0.8276	0.8	0.9241	0.8136	0.8727	0.9667
0.3365	0.1646	345	0.2266	0.8824	0.9178	0.9178	0.7931	0.7931	0.9178	0.7931	0.8555	0.9580
0.2535	0.1669	350	0.2326	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9532
0.2846	0.1693	355	0.2226	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9573
0.2146	0.1717	360	0.2028	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9622
0.2398	0.1741	365	0.1878	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9653
0.257	0.1765	370	0.1842	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9695
0.2627	0.1789	375	0.1852	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9750
0.1339	0.1813	380	0.1881	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9733
0.2527	0.1836	385	0.1979	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9712
0.1783	0.1860	390	0.2117	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9669
0.2549	0.1884	395	0.2119	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9658
0.2279	0.1908	400	0.2071	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9665
0.3008	0.1932	405	0.2014	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9721
0.2721	0.1956	410	0.2176	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9717
0.2758	0.1979	415	0.2225	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9698
0.3526	0.2003	420	0.2233	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9643
0.1766	0.2027	425	0.2323	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9622
0.1739	0.2051	430	0.2215	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9669
0.2306	0.2075	435	0.1974	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9681
0.2823	0.2099	440	0.1761	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9684
0.1609	0.2123	445	0.1765	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9655
0.2053	0.2146	450	0.1828	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9610
0.3254	0.2170	455	0.1882	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9603
0.231	0.2194	460	0.2132	0.8824	0.9552	0.8767	0.8966	0.7429	0.9143	0.8125	0.8866	0.9639
0.4026	0.2218	465	0.1903	0.9510	0.9595	0.9726	0.8966	0.9286	0.9660	0.9123	0.9346	0.9684
0.2891	0.2242	470	0.2077	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9653
0.1944	0.2266	475	0.2167	0.9412	0.9351	0.9863	0.8276	0.96	0.96	0.8889	0.9069	0.9643
0.2873	0.2290	480	0.2326	0.8922	0.9559	0.8904	0.8966	0.7647	0.9220	0.8254	0.8935	0.9608
0.1772	0.2313	485	0.2157	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9617
0.2091	0.2337	490	0.2212	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9610
0.2345	0.2361	495	0.2054	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9594
0.3192	0.2385	500	0.2148	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9511
0.2794	0.2409	505	0.2330	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9452
0.1894	0.2433	510	0.2485	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9452
0.208	0.2456	515	0.2489	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9471
0.2807	0.2480	520	0.2443	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9452
0.2616	0.2504	525	0.2314	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9466
0.3058	0.2528	530	0.2121	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9523
0.4062	0.2552	535	0.2033	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9655
0.1424	0.2576	540	0.1995	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9679
0.1919	0.2600	545	0.2044	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9709
0.2302	0.2623	550	0.1928	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9698
0.2415	0.2647	555	0.2112	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9622
0.1722	0.2671	560	0.2144	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9580
0.3651	0.2695	565	0.2274	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9582
0.213	0.2719	570	0.2158	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9606
0.2362	0.2743	575	0.2105	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9603
0.3311	0.2767	580	0.2020	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9634
0.3283	0.2790	585	0.2013	0.9412	0.9351	0.9863	0.8276	0.96	0.96	0.8889	0.9069	0.9634
0.1811	0.2814	590	0.1954	0.9412	0.9351	0.9863	0.8276	0.96	0.96	0.8889	0.9069	0.9688
0.2412	0.2838	595	0.1830	0.9510	0.9474	0.9863	0.8621	0.9615	0.9664	0.9091	0.9242	0.9717
0.263	0.2862	600	0.1862	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9660
0.2375	0.2886	605	0.2168	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9556
0.2006	0.2910	610	0.2250	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9537
0.2043	0.2933	615	0.2191	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9537
0.1796	0.2957	620	0.2168	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9568
0.3119	0.2981	625	0.2019	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9606
0.2178	0.3005	630	0.2054	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9653
0.2087	0.3029	635	0.1952	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9646
0.2068	0.3053	640	0.1924	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9698
0.1857	0.3077	645	0.1920	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9712
0.1593	0.3100	650	0.1978	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9686
0.2336	0.3124	655	0.1887	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9693
0.2796	0.3148	660	0.1944	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9650
0.211	0.3172	665	0.1982	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9617
0.1884	0.3196	670	0.2043	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9598
0.2445	0.3220	675	0.2234	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9580
0.2141	0.3244	680	0.2167	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9554
0.2488	0.3267	685	0.2078	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9570
0.3002	0.3291	690	0.2137	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9537
0.2582	0.3315	695	0.2177	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9563
0.2445	0.3339	700	0.2099	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9601
0.2291	0.3363	705	0.2091	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9632
0.2432	0.3387	710	0.2070	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9620
0.192	0.3410	715	0.2077	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9601
0.2514	0.3434	720	0.2015	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9620
0.2188	0.3458	725	0.2031	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9639
0.1546	0.3482	730	0.1961	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9669
0.2115	0.3506	735	0.1875	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9707
0.2244	0.3530	740	0.2131	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9660
0.1775	0.3554	745	0.2100	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9622
0.1844	0.3577	750	0.2118	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9589
0.1872	0.3601	755	0.2150	0.8824	0.9067	0.9315	0.7586	0.8148	0.9189	0.7857	0.8451	0.9565
0.1864	0.3625	760	0.2084	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9575
0.1367	0.3649	765	0.1831	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9596
0.1797	0.3673	770	0.1672	0.9412	0.9718	0.9452	0.9310	0.8710	0.9583	0.9	0.9381	0.9667
0.2583	0.3697	775	0.1754	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9684
0.1576	0.3720	780	0.1730	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9691
0.2113	0.3744	785	0.1839	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9719
0.2572	0.3768	790	0.1937	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9705
0.1735	0.3792	795	0.1960	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9674
0.1872	0.3816	800	0.1964	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9679
0.2979	0.3840	805	0.1928	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9686
0.2939	0.3864	810	0.1856	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9705
0.1779	0.3887	815	0.1778	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9695
0.1475	0.3911	820	0.1836	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9702
0.1349	0.3935	825	0.1781	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9695
0.1442	0.3959	830	0.2012	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9660
0.256	0.3983	835	0.1929	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9643
0.2369	0.4007	840	0.1889	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9693
0.2008	0.4031	845	0.1988	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9653
0.1686	0.4054	850	0.2360	0.9020	0.8889	0.9863	0.6897	0.9524	0.9351	0.8	0.8380	0.9622
0.2173	0.4078	855	0.2493	0.8824	0.8675	0.9863	0.6207	0.9474	0.9231	0.75	0.8035	0.9622
0.1441	0.4102	860	0.2318	0.8824	0.8961	0.9452	0.7241	0.84	0.92	0.7778	0.8347	0.9608
0.2367	0.4126	865	0.2143	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9662
0.2437	0.4150	870	0.2064	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9691
0.1926	0.4174	875	0.1970	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9707
0.1608	0.4197	880	0.1900	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9731
0.2432	0.4221	885	0.1879	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9752
0.2698	0.4245	890	0.1865	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9764
0.2708	0.4269	895	0.1787	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9783
0.1829	0.4293	900	0.1820	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9769
0.1534	0.4317	905	0.2014	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9726
0.1499	0.4341	910	0.2183	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9676
0.1671	0.4364	915	0.2202	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9646
0.1711	0.4388	920	0.2265	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9591
0.1664	0.4412	925	0.2262	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9606
0.2188	0.4436	930	0.2177	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9627
0.1607	0.4460	935	0.2057	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9660
0.1552	0.4484	940	0.1958	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9674
0.1699	0.4508	945	0.1852	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9726
0.1971	0.4531	950	0.1824	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9726
0.2186	0.4555	955	0.1807	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9731
0.1945	0.4579	960	0.1794	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9738
0.1377	0.4603	965	0.1946	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9726
0.1759	0.4627	970	0.2031	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9700
0.2481	0.4651	975	0.2030	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9705
0.2339	0.4674	980	0.1913	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9709
0.1543	0.4698	985	0.1821	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9731
0.2001	0.4722	990	0.1851	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9724
0.2122	0.4746	995	0.1926	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9707
0.3008	0.4770	1000	0.1989	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9684
0.2056	0.4794	1005	0.2023	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9669
0.1969	0.4818	1010	0.2098	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9667
0.2338	0.4841	1015	0.2061	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9646
0.2602	0.4865	1020	0.2049	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9658
0.2425	0.4889	1025	0.2080	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9655
0.2818	0.4913	1030	0.2144	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9653
0.2597	0.4937	1035	0.2179	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9662
0.1173	0.4961	1040	0.2012	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9698
0.2241	0.4984	1045	0.1922	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9738
0.2439	0.5008	1050	0.2096	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9684
0.2459	0.5032	1055	0.2350	0.8824	0.8961	0.9452	0.7241	0.84	0.92	0.7778	0.8347	0.9617
0.1627	0.5056	1060	0.2531	0.8627	0.8642	0.9589	0.6207	0.8571	0.9091	0.72	0.7898	0.9591
0.2603	0.5080	1065	0.2459	0.8824	0.8961	0.9452	0.7241	0.84	0.92	0.7778	0.8347	0.9601
0.2498	0.5104	1070	0.2334	0.8824	0.9296	0.9041	0.8276	0.7742	0.9167	0.8	0.8658	0.9608
0.2306	0.5128	1075	0.2183	0.8824	0.9296	0.9041	0.8276	0.7742	0.9167	0.8	0.8658	0.9676
0.1766	0.5151	1080	0.2069	0.8824	0.8861	0.9589	0.6897	0.8696	0.9211	0.7692	0.8243	0.9721
0.2736	0.5175	1085	0.1943	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9750
0.1976	0.5199	1090	0.1898	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9731
0.1858	0.5223	1095	0.1919	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9731
0.2377	0.5247	1100	0.1945	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9726
0.2798	0.5271	1105	0.1917	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9719
0.294	0.5295	1110	0.1906	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9721
0.1815	0.5318	1115	0.1888	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9731
0.2184	0.5342	1120	0.1881	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9747
0.1203	0.5366	1125	0.1903	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9731
0.172	0.5390	1130	0.1932	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9740
0.2887	0.5414	1135	0.1892	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9752
0.2021	0.5438	1140	0.1866	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9754
0.1769	0.5461	1145	0.1884	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9750
0.171	0.5485	1150	0.1925	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9750
0.2436	0.5509	1155	0.1903	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9754
0.1948	0.5533	1160	0.1821	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9778
0.1708	0.5557	1165	0.1795	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9780
0.2635	0.5581	1170	0.1818	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9776
0.2462	0.5605	1175	0.1903	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9769
0.2043	0.5628	1180	0.1858	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9795
0.1848	0.5652	1185	0.1852	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9792
0.3467	0.5676	1190	0.1907	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9780
0.2141	0.5700	1195	0.1925	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9769
0.1911	0.5724	1200	0.1921	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9778
0.1943	0.5748	1205	0.1904	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9759
0.2041	0.5772	1210	0.1891	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9766
0.1504	0.5795	1215	0.1867	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9764
0.2022	0.5819	1220	0.1830	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9776
0.2252	0.5843	1225	0.1825	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9773
0.2412	0.5867	1230	0.1814	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9773
0.1692	0.5891	1235	0.1767	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9787
0.2181	0.5915	1240	0.1765	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9773
0.1962	0.5938	1245	0.1754	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9776
0.2871	0.5962	1250	0.1765	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9778
0.2373	0.5986	1255	0.1837	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9764
0.2006	0.6010	1260	0.1912	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9745
0.3211	0.6034	1265	0.1959	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9721
0.1626	0.6058	1270	0.1976	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9726
0.192	0.6082	1275	0.1993	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9726
0.1576	0.6105	1280	0.1937	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9728
0.2125	0.6129	1285	0.1887	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9735
0.2442	0.6153	1290	0.1836	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9750
0.2316	0.6177	1295	0.1845	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9752
0.1473	0.6201	1300	0.1847	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9754
0.233	0.6225	1305	0.1826	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9778
0.1592	0.6249	1310	0.1803	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9792
0.3234	0.6272	1315	0.1783	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9797
0.3111	0.6296	1320	0.1732	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9811
0.1686	0.6320	1325	0.1699	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.2524	0.6344	1330	0.1670	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9811
0.2127	0.6368	1335	0.1680	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9816
0.1132	0.6392	1340	0.1734	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1771	0.6415	1345	0.1779	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1854	0.6439	1350	0.1827	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9773
0.2303	0.6463	1355	0.1771	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9802
0.221	0.6487	1360	0.1790	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9797
0.2635	0.6511	1365	0.1804	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9797
0.2818	0.6535	1370	0.1781	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9792
0.2311	0.6559	1375	0.1749	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9802
0.2249	0.6582	1380	0.1761	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9806
0.1513	0.6606	1385	0.1771	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9811
0.3357	0.6630	1390	0.1770	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9809
0.2491	0.6654	1395	0.1781	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9797
0.1606	0.6678	1400	0.1787	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9783
0.196	0.6702	1405	0.1808	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9787
0.211	0.6725	1410	0.1822	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9776
0.2252	0.6749	1415	0.1792	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9778
0.1412	0.6773	1420	0.1792	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9780
0.237	0.6797	1425	0.1792	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1647	0.6821	1430	0.1796	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9783
0.1682	0.6845	1435	0.1797	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9787
0.1712	0.6869	1440	0.1801	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9773
0.2046	0.6892	1445	0.1796	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9769
0.1954	0.6916	1450	0.1792	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9764
0.2438	0.6940	1455	0.1827	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9745
0.2207	0.6964	1460	0.1844	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9754
0.1659	0.6988	1465	0.1884	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9731
0.2836	0.7012	1470	0.1920	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9721
0.1414	0.7036	1475	0.1941	0.8922	0.9306	0.9178	0.8276	0.8	0.9241	0.8136	0.8727	0.9712
0.2335	0.7059	1480	0.1979	0.8922	0.9306	0.9178	0.8276	0.8	0.9241	0.8136	0.8727	0.9691
0.1938	0.7083	1485	0.1961	0.8922	0.9306	0.9178	0.8276	0.8	0.9241	0.8136	0.8727	0.9693
0.2233	0.7107	1490	0.1900	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9721
0.1796	0.7131	1495	0.1828	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9745
0.2081	0.7155	1500	0.1798	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9750
0.1991	0.7179	1505	0.1866	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9740
0.2291	0.7202	1510	0.1956	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9731
0.1784	0.7226	1515	0.1995	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9712
0.1607	0.7250	1520	0.2011	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9717
0.2463	0.7274	1525	0.2006	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9702
0.2333	0.7298	1530	0.1975	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9712
0.2084	0.7322	1535	0.1942	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9717
0.1019	0.7346	1540	0.1923	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9717
0.2124	0.7369	1545	0.1917	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9707
0.2542	0.7393	1550	0.1931	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9702
0.2	0.7417	1555	0.1982	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9702
0.1836	0.7441	1560	0.2032	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9681
0.1377	0.7465	1565	0.2039	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9676
0.2108	0.7489	1570	0.2039	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9672
0.2385	0.7513	1575	0.2020	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9698
0.1823	0.7536	1580	0.2007	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9702
0.1555	0.7560	1585	0.2008	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9688
0.13	0.7584	1590	0.2010	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9707
0.2015	0.7608	1595	0.2006	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9702
0.1939	0.7632	1600	0.2005	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9709
0.1649	0.7656	1605	0.1989	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9702
0.3084	0.7679	1610	0.1971	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9717
0.2024	0.7703	1615	0.1949	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9717
0.186	0.7727	1620	0.1960	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9717
0.223	0.7751	1625	0.1945	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9717
0.2649	0.7775	1630	0.1948	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9717
0.1786	0.7799	1635	0.1934	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9724
0.2565	0.7823	1640	0.1924	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9731
0.2319	0.7846	1645	0.1929	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9721
0.2086	0.7870	1650	0.1926	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9731
0.2247	0.7894	1655	0.1936	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9735
0.1715	0.7918	1660	0.1958	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9721
0.1271	0.7942	1665	0.1967	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9709
0.1113	0.7966	1670	0.1977	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9707
0.2304	0.7990	1675	0.1973	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9707
0.202	0.8013	1680	0.1986	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9709
0.1312	0.8037	1685	0.1977	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9709
0.1483	0.8061	1690	0.1951	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9724
0.1343	0.8085	1695	0.1927	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9735
0.2047	0.8109	1700	0.1914	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9728
0.1891	0.8133	1705	0.1923	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9717
0.1106	0.8156	1710	0.1921	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9717
0.1937	0.8180	1715	0.1916	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9717
0.1912	0.8204	1720	0.1900	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9712
0.2233	0.8228	1725	0.1898	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9719
0.1874	0.8252	1730	0.1887	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9707
0.2052	0.8276	1735	0.1876	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9724
0.1585	0.8300	1740	0.1871	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9735
0.1628	0.8323	1745	0.1872	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9733
0.1898	0.8347	1750	0.1873	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9743
0.1455	0.8371	1755	0.1874	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9745
0.1654	0.8395	1760	0.1863	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9740
0.1211	0.8419	1765	0.1869	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9740
0.166	0.8443	1770	0.1867	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9724
0.1331	0.8466	1775	0.1864	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9745
0.2411	0.8490	1780	0.1866	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9735
0.241	0.8514	1785	0.1874	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9721
0.2025	0.8538	1790	0.1886	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9717
0.2286	0.8562	1795	0.1883	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9738
0.2157	0.8586	1800	0.1893	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9728
0.2171	0.8610	1805	0.1901	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9712
0.1306	0.8633	1810	0.1890	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9721
0.1993	0.8657	1815	0.1892	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9731
0.1188	0.8681	1820	0.1886	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9721
0.1676	0.8705	1825	0.1894	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9719
0.1184	0.8729	1830	0.1900	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9724
0.1855	0.8753	1835	0.1905	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9717
0.2232	0.8777	1840	0.1898	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9724
0.1524	0.8800	1845	0.1899	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9719
0.1957	0.8824	1850	0.1892	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9728
0.1626	0.8848	1855	0.1894	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9726
0.2993	0.8872	1860	0.1888	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9735
0.2074	0.8896	1865	0.1891	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9743
0.2227	0.8920	1870	0.1895	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9738
0.183	0.8943	1875	0.1894	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9724
0.2672	0.8967	1880	0.1884	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9735
0.0965	0.8991	1885	0.1886	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9724
0.1867	0.9015	1890	0.1883	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9728
0.2157	0.9039	1895	0.1881	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9731
0.3344	0.9063	1900	0.1876	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9726
0.1591	0.9087	1905	0.1881	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9740
0.2328	0.9110	1910	0.1878	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9735
0.2536	0.9134	1915	0.1869	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9740
0.209	0.9158	1920	0.1864	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9750
0.2948	0.9182	1925	0.1865	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9747
0.1618	0.9206	1930	0.1860	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9745
0.1321	0.9230	1935	0.1862	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9754
0.1387	0.9254	1940	0.1859	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9745
0.2602	0.9277	1945	0.1851	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9743
0.1529	0.9301	1950	0.1856	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9745
0.1181	0.9325	1955	0.1857	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9735
0.2044	0.9349	1960	0.1851	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9733
0.1373	0.9373	1965	0.1849	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9740
0.2433	0.9397	1970	0.1856	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9738
0.1369	0.9420	1975	0.1843	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9750
0.2792	0.9444	1980	0.1852	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9738
0.1772	0.9468	1985	0.1852	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9738
0.3428	0.9492	1990	0.1853	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9738
0.0969	0.9516	1995	0.1859	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9733
0.1799	0.9540	2000	0.1858	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9743
0.1671	0.9564	2005	0.1854	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9740
0.202	0.9587	2010	0.1858	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9731
0.1902	0.9611	2015	0.1855	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9743
0.168	0.9635	2020	0.1855	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9745
0.256	0.9659	2025	0.1848	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9750
0.2703	0.9683	2030	0.1856	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9738
0.2462	0.9707	2035	0.1859	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9728
0.1843	0.9731	2040	0.1851	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9750
0.2037	0.9754	2045	0.1857	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9747
0.2004	0.9778	2050	0.1851	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9738
0.1237	0.9802	2055	0.1863	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9738
0.1956	0.9826	2060	0.1860	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9750
0.1264	0.9850	2065	0.1860	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9750
0.2232	0.9874	2070	0.1858	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9750
0.1303	0.9897	2075	0.1856	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9728
0.161	0.9921	2080	0.1857	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9740
0.1457	0.9945	2085	0.1861	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9735
0.1545	0.9969	2090	0.1858	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9745
0.2475	0.9993	2095	0.1858	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9738

Framework versions

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