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Daewon0808/
v6_qwen_lora

Name: v6_qwen_lora
Availability: InStock

peft

safetensors

generated_from_trainer

Daewon0808/prm800k_qwen_fulltune

adapter

apache-2.0

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v6_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: 0.1536
Prm accuracy: 0.9314
Prm precision: 0.9459
Prm recall: 0.9589
Prm specificty: 0.8621
Prm npv: 0.8929
Prm f1: 0.9524
Prm f1 neg: 0.8772
Prm f1 auc: 0.9105
Prm f1 auc (fixed): 0.9806

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
0.5161	0.0014	5	0.4026	0.8039	0.9344	0.7808	0.8621	0.6098	0.8507	0.7143	0.8214	0.8432
0.4667	0.0029	10	0.4024	0.8039	0.9344	0.7808	0.8621	0.6098	0.8507	0.7143	0.8214	0.8410
0.455	0.0043	15	0.4012	0.8039	0.9344	0.7808	0.8621	0.6098	0.8507	0.7143	0.8214	0.8429
0.532	0.0057	20	0.3946	0.8137	0.9355	0.7945	0.8621	0.625	0.8593	0.7246	0.8283	0.8455
0.4409	0.0072	25	0.3805	0.8431	0.9385	0.8356	0.8621	0.6757	0.8841	0.7576	0.8488	0.8484
0.4357	0.0086	30	0.3544	0.8824	0.9420	0.8904	0.8621	0.7576	0.9155	0.8065	0.8762	0.8529
0.2829	0.0100	35	0.3252	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.8720
0.4103	0.0115	40	0.3281	0.8431	0.8353	0.9726	0.5172	0.8824	0.8987	0.6522	0.7449	0.8843
0.3766	0.0129	45	0.3279	0.8235	0.8161	0.9726	0.4483	0.8667	0.8875	0.5909	0.7104	0.8954
0.3246	0.0143	50	0.3123	0.8725	0.8659	0.9726	0.6207	0.9	0.9161	0.7347	0.7966	0.8951
0.3285	0.0158	55	0.3038	0.8824	0.8765	0.9726	0.6552	0.9048	0.9221	0.76	0.8139	0.8916
0.3539	0.0172	60	0.3007	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.8904
0.2497	0.0186	65	0.2983	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.8914
0.2802	0.0201	70	0.2942	0.8922	0.8875	0.9726	0.6897	0.9091	0.9281	0.7843	0.8311	0.8982
0.3605	0.0215	75	0.2862	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.8973
0.286	0.0229	80	0.2823	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.8963
0.2458	0.0244	85	0.2808	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.8982
0.2911	0.0258	90	0.2828	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9003
0.364	0.0272	95	0.2777	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.8996
0.2638	0.0287	100	0.2737	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.8989
0.2532	0.0301	105	0.2647	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9067
0.2696	0.0315	110	0.2526	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9199
0.3228	0.0330	115	0.2459	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9214
0.2514	0.0344	120	0.2417	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9159
0.286	0.0358	125	0.2347	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9214
0.3374	0.0373	130	0.2221	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9294
0.2204	0.0387	135	0.2339	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9190
0.3044	0.0401	140	0.2445	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9079
0.3543	0.0416	145	0.2279	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9169
0.2816	0.0430	150	0.2199	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9237
0.2928	0.0444	155	0.2104	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9341
0.2855	0.0459	160	0.2038	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9421
0.2185	0.0473	165	0.2013	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9426
0.3994	0.0487	170	0.2092	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9381
0.2641	0.0502	175	0.2234	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9270
0.2522	0.0516	180	0.2234	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9214
0.2938	0.0530	185	0.2300	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9242
0.2087	0.0545	190	0.2270	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9273
0.2075	0.0559	195	0.2193	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9315
0.2953	0.0573	200	0.2123	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9372
0.3148	0.0588	205	0.2109	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9362
0.3136	0.0602	210	0.2206	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9407
0.3598	0.0616	215	0.2285	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9376
0.2484	0.0631	220	0.2421	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9325
0.2504	0.0645	225	0.2324	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9350
0.2855	0.0659	230	0.2241	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9419
0.2957	0.0674	235	0.2269	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9454
0.2194	0.0688	240	0.2223	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9490
0.2371	0.0702	245	0.2141	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9570
0.2724	0.0717	250	0.2168	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9556
0.2423	0.0731	255	0.2135	0.9510	0.9595	0.9726	0.8966	0.9286	0.9660	0.9123	0.9346	0.9556
0.3199	0.0745	260	0.2105	0.9510	0.9474	0.9863	0.8621	0.9615	0.9664	0.9091	0.9242	0.9568
0.1615	0.0760	265	0.2125	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9523
0.232	0.0774	270	0.2163	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9492
0.261	0.0788	275	0.2133	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9471
0.2711	0.0803	280	0.2220	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9386
0.3031	0.0817	285	0.2225	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9313
0.1908	0.0831	290	0.2342	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9310
0.2793	0.0846	295	0.2391	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9301
0.3172	0.0860	300	0.2280	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9405
0.2396	0.0874	305	0.2097	0.9510	0.9474	0.9863	0.8621	0.9615	0.9664	0.9091	0.9242	0.9487
0.2269	0.0889	310	0.2276	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9487
0.3068	0.0903	315	0.2312	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9424
0.338	0.0917	320	0.2399	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9367
0.297	0.0932	325	0.2516	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9348
0.1983	0.0946	330	0.2355	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9405
0.2485	0.0960	335	0.2142	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9388
0.2183	0.0975	340	0.2175	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9424
0.2301	0.0989	345	0.2292	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9393
0.2899	0.1003	350	0.2267	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9405
0.1693	0.1018	355	0.2392	0.9510	0.9474	0.9863	0.8621	0.9615	0.9664	0.9091	0.9242	0.9407
0.174	0.1032	360	0.2441	0.9412	0.9351	0.9863	0.8276	0.96	0.96	0.8889	0.9069	0.9452
0.2446	0.1046	365	0.2305	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9511
0.2298	0.1061	370	0.2138	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9575
0.3023	0.1075	375	0.2036	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9639
0.196	0.1089	380	0.1979	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9650
0.2247	0.1104	385	0.1789	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9700
0.3074	0.1118	390	0.1936	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9669
0.2432	0.1132	395	0.1987	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9632
0.2238	0.1147	400	0.2158	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9532
0.3189	0.1161	405	0.2095	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9561
0.2457	0.1175	410	0.2120	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9594
0.1878	0.1190	415	0.2249	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9525
0.5039	0.1204	420	0.2395	0.9412	0.9351	0.9863	0.8276	0.96	0.96	0.8889	0.9069	0.9369
0.2529	0.1218	425	0.2470	0.8922	0.9429	0.9041	0.8621	0.7812	0.9231	0.8197	0.8831	0.9315
0.2903	0.1233	430	0.2201	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9419
0.2183	0.1247	435	0.2181	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9466
0.2574	0.1261	440	0.2299	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9412
0.2435	0.1276	445	0.2218	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9452
0.1809	0.1290	450	0.2307	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9447
0.2699	0.1304	455	0.2386	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9369
0.2798	0.1319	460	0.2383	0.9020	0.9565	0.9041	0.8966	0.7879	0.9296	0.8387	0.9003	0.9417
0.2504	0.1333	465	0.2465	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9372
0.2502	0.1347	470	0.2460	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9372
0.2931	0.1362	475	0.2415	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9388
0.2124	0.1376	480	0.2480	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9317
0.2272	0.1390	485	0.2502	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9296
0.2988	0.1405	490	0.2339	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9440
0.1823	0.1419	495	0.2104	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9554
0.2735	0.1433	500	0.2057	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9575
0.2362	0.1448	505	0.2298	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9537
0.2742	0.1462	510	0.2520	0.8725	0.9412	0.8767	0.8621	0.7353	0.9078	0.7937	0.8694	0.9537
0.2296	0.1476	515	0.2217	0.9412	0.9351	0.9863	0.8276	0.96	0.96	0.8889	0.9069	0.9646
0.1646	0.1491	520	0.2246	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9655
0.2146	0.1505	525	0.2161	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9639
0.2164	0.1519	530	0.2179	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9622
0.2394	0.1534	535	0.2100	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9646
0.1587	0.1548	540	0.2180	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9636
0.2193	0.1562	545	0.2119	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9617
0.2385	0.1577	550	0.1965	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9684
0.3148	0.1591	555	0.2088	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9676
0.2916	0.1605	560	0.2569	0.8922	0.8875	0.9726	0.6897	0.9091	0.9281	0.7843	0.8311	0.9565
0.1797	0.1620	565	0.2772	0.8922	0.8780	0.9863	0.6552	0.95	0.9290	0.7755	0.8207	0.9573
0.2628	0.1634	570	0.2587	0.8922	0.8875	0.9726	0.6897	0.9091	0.9281	0.7843	0.8311	0.9589
0.2343	0.1648	575	0.2310	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9669
0.2272	0.1663	580	0.2187	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9653
0.1566	0.1677	585	0.2192	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9658
0.1887	0.1691	590	0.2213	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9613
0.2838	0.1706	595	0.2266	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9606
0.2737	0.1720	600	0.2271	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9636
0.3289	0.1734	605	0.2483	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9565
0.1721	0.1749	610	0.2516	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9537
0.2773	0.1763	615	0.2479	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9528
0.2333	0.1777	620	0.2432	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9521
0.2519	0.1792	625	0.2456	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9476
0.2284	0.1806	630	0.2281	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9563
0.2338	0.1820	635	0.2276	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9608
0.142	0.1835	640	0.2258	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9622
0.2217	0.1849	645	0.2259	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9650
0.1576	0.1863	650	0.2225	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9665
0.263	0.1878	655	0.2334	0.9020	0.8889	0.9863	0.6897	0.9524	0.9351	0.8	0.8380	0.9686
0.1515	0.1892	660	0.2084	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9717
0.225	0.1906	665	0.2187	0.8824	0.9552	0.8767	0.8966	0.7429	0.9143	0.8125	0.8866	0.9714
0.2932	0.1921	670	0.2435	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9608
0.2847	0.1935	675	0.2490	0.8922	0.8875	0.9726	0.6897	0.9091	0.9281	0.7843	0.8311	0.9648
0.2139	0.1949	680	0.2169	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9691
0.2134	0.1964	685	0.2073	0.9314	0.9231	0.9863	0.7931	0.9583	0.9536	0.8679	0.8897	0.9691
0.2388	0.1978	690	0.2253	0.9020	0.8889	0.9863	0.6897	0.9524	0.9351	0.8	0.8380	0.9669
0.1535	0.1992	695	0.2192	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9650
0.1945	0.2007	700	0.2288	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9582
0.2484	0.2021	705	0.2389	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9537
0.3591	0.2035	710	0.2556	0.8824	0.8861	0.9589	0.6897	0.8696	0.9211	0.7692	0.8243	0.9516
0.2496	0.2050	715	0.2493	0.8922	0.8875	0.9726	0.6897	0.9091	0.9281	0.7843	0.8311	0.9528
0.1206	0.2064	720	0.2319	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9551
0.2642	0.2078	725	0.2300	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9537
0.1665	0.2093	730	0.2186	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9554
0.2068	0.2107	735	0.2270	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9511
0.2369	0.2121	740	0.2325	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9495
0.1716	0.2136	745	0.2332	0.8922	0.9306	0.9178	0.8276	0.8	0.9241	0.8136	0.8727	0.9518
0.2036	0.2150	750	0.2256	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9556
0.1693	0.2164	755	0.2269	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9617
0.2806	0.2179	760	0.2446	0.9020	0.8889	0.9863	0.6897	0.9524	0.9351	0.8	0.8380	0.9613
0.223	0.2193	765	0.2233	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9615
0.1951	0.2207	770	0.2297	0.8824	0.9296	0.9041	0.8276	0.7742	0.9167	0.8	0.8658	0.9613
0.2799	0.2222	775	0.2425	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9594
0.2379	0.2236	780	0.2548	0.9020	0.8889	0.9863	0.6897	0.9524	0.9351	0.8	0.8380	0.9603
0.2233	0.2250	785	0.2374	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9634
0.2474	0.2265	790	0.2215	0.8824	0.9296	0.9041	0.8276	0.7742	0.9167	0.8	0.8658	0.9646
0.1869	0.2279	795	0.2085	0.8922	0.9306	0.9178	0.8276	0.8	0.9241	0.8136	0.8727	0.9653
0.2511	0.2293	800	0.2266	0.9020	0.8889	0.9863	0.6897	0.9524	0.9351	0.8	0.8380	0.9650
0.2472	0.2308	805	0.2225	0.9118	0.9	0.9863	0.7241	0.9545	0.9412	0.8235	0.8552	0.9686
0.2061	0.2322	810	0.2310	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9648
0.261	0.2336	815	0.2433	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9606
0.2378	0.2351	820	0.2533	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9539
0.2994	0.2365	825	0.2377	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9584
0.2086	0.2379	830	0.2192	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9629
0.2089	0.2394	835	0.2050	0.9412	0.9351	0.9863	0.8276	0.96	0.96	0.8889	0.9069	0.9702
0.2542	0.2408	840	0.1782	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9759
0.178	0.2422	845	0.1802	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9750
0.2348	0.2437	850	0.1922	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9721
0.2717	0.2451	855	0.2046	0.8824	0.9420	0.8904	0.8621	0.7576	0.9155	0.8065	0.8762	0.9669
0.3202	0.2465	860	0.2141	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9662
0.3795	0.2480	865	0.2323	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9632
0.2684	0.2494	870	0.2389	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9606
0.1876	0.2508	875	0.2396	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9624
0.1659	0.2523	880	0.2266	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9653
0.2633	0.2537	885	0.2171	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9684
0.1772	0.2551	890	0.2056	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9712
0.2367	0.2566	895	0.2014	0.8922	0.9559	0.8904	0.8966	0.7647	0.9220	0.8254	0.8935	0.9712
0.2112	0.2580	900	0.1871	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9750
0.27	0.2594	905	0.1901	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9759
0.1916	0.2609	910	0.1980	0.9216	0.9710	0.9178	0.9310	0.8182	0.9437	0.8710	0.9244	0.9754
0.3057	0.2623	915	0.2075	0.9118	0.9706	0.9041	0.9310	0.7941	0.9362	0.8571	0.9176	0.9750
0.25	0.2637	920	0.2164	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9747
0.2151	0.2652	925	0.2227	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9757
0.1846	0.2666	930	0.2123	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9754
0.229	0.2680	935	0.2138	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9740
0.1745	0.2695	940	0.2089	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9731
0.2341	0.2709	945	0.1988	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9726
0.1934	0.2723	950	0.1982	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9712
0.2316	0.2738	955	0.2099	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9717
0.1859	0.2752	960	0.2160	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9709
0.2507	0.2766	965	0.2097	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9695
0.222	0.2781	970	0.2070	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9679
0.2596	0.2795	975	0.2121	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9693
0.1759	0.2809	980	0.2144	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9719
0.2467	0.2824	985	0.2057	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9728
0.2174	0.2838	990	0.2010	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9735
0.2115	0.2852	995	0.1998	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9735
0.3119	0.2867	1000	0.2179	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9688
0.2447	0.2881	1005	0.2610	0.8627	0.8554	0.9726	0.5862	0.8947	0.9103	0.7083	0.7794	0.9601
0.2212	0.2895	1010	0.2545	0.8824	0.8765	0.9726	0.6552	0.9048	0.9221	0.76	0.8139	0.9610
0.2542	0.2910	1015	0.2330	0.9118	0.9571	0.9178	0.8966	0.8125	0.9371	0.8525	0.9072	0.9646
0.3013	0.2924	1020	0.2093	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9714
0.1861	0.2938	1025	0.2169	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9752
0.2823	0.2953	1030	0.2199	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9745
0.2393	0.2967	1035	0.2238	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9752
0.339	0.2981	1040	0.2226	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9740
0.1979	0.2996	1045	0.2296	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9719
0.1807	0.3010	1050	0.2204	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9705
0.1895	0.3024	1055	0.2132	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9735
0.24	0.3039	1060	0.2036	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9740
0.1723	0.3053	1065	0.2033	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9731
0.3247	0.3067	1070	0.2002	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9747
0.2574	0.3082	1075	0.2152	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9667
0.2843	0.3096	1080	0.2324	0.8824	0.9067	0.9315	0.7586	0.8148	0.9189	0.7857	0.8451	0.9636
0.2881	0.3110	1085	0.2337	0.8824	0.9067	0.9315	0.7586	0.8148	0.9189	0.7857	0.8451	0.9639
0.1758	0.3125	1090	0.2205	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9674
0.2436	0.3139	1095	0.2051	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9735
0.1412	0.3153	1100	0.1954	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9780
0.2255	0.3168	1105	0.2001	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9750
0.2563	0.3182	1110	0.1920	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9757
0.2387	0.3196	1115	0.1907	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9735
0.1939	0.3211	1120	0.1875	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9740
0.188	0.3225	1125	0.1736	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9771
0.167	0.3239	1130	0.1670	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1408	0.3254	1135	0.1831	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9754
0.1869	0.3268	1140	0.2085	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9707
0.1424	0.3282	1145	0.2155	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9674
0.2291	0.3297	1150	0.2147	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9684
0.2529	0.3311	1155	0.2141	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9679
0.1514	0.3325	1160	0.2276	0.8725	0.8659	0.9726	0.6207	0.9	0.9161	0.7347	0.7966	0.9653
0.1498	0.3340	1165	0.2106	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9655
0.1744	0.3354	1170	0.1940	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9674
0.2219	0.3368	1175	0.1861	0.9216	0.9710	0.9178	0.9310	0.8182	0.9437	0.8710	0.9244	0.9702
0.148	0.3383	1180	0.1847	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9726
0.2417	0.3397	1185	0.2202	0.8922	0.8875	0.9726	0.6897	0.9091	0.9281	0.7843	0.8311	0.9688
0.2399	0.3411	1190	0.2410	0.8725	0.8659	0.9726	0.6207	0.9	0.9161	0.7347	0.7966	0.9655
0.2528	0.3426	1195	0.2384	0.8824	0.8961	0.9452	0.7241	0.84	0.92	0.7778	0.8347	0.9627
0.2295	0.3440	1200	0.2312	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9615
0.3063	0.3454	1205	0.2337	0.8824	0.8961	0.9452	0.7241	0.84	0.92	0.7778	0.8347	0.9603
0.1934	0.3469	1210	0.2320	0.8627	0.8734	0.9452	0.6552	0.8261	0.9079	0.7308	0.8002	0.9634
0.2124	0.3483	1215	0.2129	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9608
0.0981	0.3497	1220	0.2083	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9634
0.212	0.3512	1225	0.1997	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9684
0.2079	0.3526	1230	0.1934	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9693
0.2102	0.3540	1235	0.1929	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9707
0.1327	0.3555	1240	0.1974	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9707
0.2285	0.3569	1245	0.2050	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9679
0.2552	0.3583	1250	0.2081	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9698
0.238	0.3598	1255	0.2213	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9695
0.1674	0.3612	1260	0.2084	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9707
0.1983	0.3626	1265	0.1853	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9773
0.231	0.3641	1270	0.1734	0.9216	0.9577	0.9315	0.8966	0.8387	0.9444	0.8667	0.9140	0.9787
0.1986	0.3655	1275	0.1807	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9733
0.1791	0.3669	1280	0.2029	0.8922	0.9189	0.9315	0.7931	0.8214	0.9252	0.8070	0.8623	0.9702
0.1761	0.3684	1285	0.2086	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9667
0.282	0.3698	1290	0.2028	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9674
0.2034	0.3712	1295	0.1973	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9679
0.2027	0.3727	1300	0.1906	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9667
0.2007	0.3741	1305	0.1971	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9658
0.1814	0.3755	1310	0.2044	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9641
0.2609	0.3770	1315	0.2180	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9655
0.1753	0.3784	1320	0.2140	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9660
0.1655	0.3798	1325	0.2121	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9684
0.1664	0.3813	1330	0.2087	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9686
0.0811	0.3827	1335	0.2189	0.8824	0.8961	0.9452	0.7241	0.84	0.92	0.7778	0.8347	0.9643
0.1628	0.3841	1340	0.2357	0.8824	0.8861	0.9589	0.6897	0.8696	0.9211	0.7692	0.8243	0.9620
0.3081	0.3856	1345	0.2234	0.8725	0.8947	0.9315	0.7241	0.8077	0.9128	0.7636	0.8278	0.9613
0.1505	0.3870	1350	0.2198	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9603
0.1838	0.3884	1355	0.2110	0.8824	0.9067	0.9315	0.7586	0.8148	0.9189	0.7857	0.8451	0.9653
0.1902	0.3899	1360	0.2147	0.8824	0.8861	0.9589	0.6897	0.8696	0.9211	0.7692	0.8243	0.9709
0.2556	0.3913	1365	0.2078	0.8922	0.8974	0.9589	0.7241	0.875	0.9272	0.7925	0.8415	0.9707
0.211	0.3927	1370	0.1947	0.8922	0.9079	0.9452	0.7586	0.8462	0.9262	0.8	0.8519	0.9717
0.2364	0.3942	1375	0.1877	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9728
0.2105	0.3956	1380	0.1854	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9731
0.2124	0.3970	1385	0.1889	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9764
0.1599	0.3985	1390	0.1872	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9761
0.2625	0.3999	1395	0.1835	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9745
0.2538	0.4013	1400	0.1902	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9726
0.1865	0.4028	1405	0.1968	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9691
0.1984	0.4042	1410	0.1948	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9681
0.1503	0.4056	1415	0.1836	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9705
0.2242	0.4071	1420	0.1809	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9721
0.1366	0.4085	1425	0.1930	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9719
0.1379	0.4099	1430	0.1973	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9698
0.2614	0.4114	1435	0.1888	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9709
0.1575	0.4128	1440	0.1888	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9717
0.2009	0.4142	1445	0.1992	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9700
0.1699	0.4157	1450	0.2091	0.8922	0.8875	0.9726	0.6897	0.9091	0.9281	0.7843	0.8311	0.9693
0.2626	0.4171	1455	0.2054	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9693
0.1868	0.4185	1460	0.1966	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9676
0.1589	0.4200	1465	0.1885	0.9020	0.9437	0.9178	0.8621	0.8065	0.9306	0.8333	0.8899	0.9681
0.2774	0.4214	1470	0.1885	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9672
0.0745	0.4228	1475	0.1984	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9672
0.157	0.4243	1480	0.2008	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9667
0.191	0.4257	1485	0.2022	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9662
0.2528	0.4271	1490	0.2161	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9639
0.1345	0.4286	1495	0.2196	0.8824	0.8961	0.9452	0.7241	0.84	0.92	0.7778	0.8347	0.9636
0.1852	0.4300	1500	0.2043	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9674
0.1999	0.4314	1505	0.1940	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9717
0.195	0.4329	1510	0.1905	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9724
0.2716	0.4343	1515	0.1874	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9745
0.2144	0.4357	1520	0.1781	0.9216	0.9114	0.9863	0.7586	0.9565	0.9474	0.8462	0.8725	0.9764
0.1704	0.4372	1525	0.1814	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9766
0.1649	0.4386	1530	0.1872	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9731
0.1981	0.4400	1535	0.1883	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9735
0.1659	0.4415	1540	0.1878	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9738
0.3097	0.4429	1545	0.1879	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9712
0.1761	0.4443	1550	0.2002	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9667
0.2821	0.4458	1555	0.2075	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9653
0.2166	0.4472	1560	0.2137	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9641
0.2323	0.4486	1565	0.2105	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9662
0.3076	0.4501	1570	0.2082	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9676
0.1774	0.4515	1575	0.2005	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9655
0.1947	0.4529	1580	0.1935	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9681
0.2376	0.4544	1585	0.1803	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9714
0.2226	0.4558	1590	0.1740	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9745
0.2643	0.4572	1595	0.1782	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9754
0.2112	0.4586	1600	0.1920	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9740
0.1939	0.4601	1605	0.2022	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9731
0.1791	0.4615	1610	0.2093	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9684
0.1744	0.4629	1615	0.2037	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9717
0.1898	0.4644	1620	0.1953	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9745
0.1786	0.4658	1625	0.1833	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9769
0.2312	0.4672	1630	0.1742	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9785
0.1658	0.4687	1635	0.1701	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9778
0.2031	0.4701	1640	0.1812	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9790
0.1792	0.4715	1645	0.1890	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9783
0.1806	0.4730	1650	0.1822	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9797
0.2104	0.4744	1655	0.1695	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9795
0.183	0.4758	1660	0.1693	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9785
0.1715	0.4773	1665	0.1689	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9787
0.1845	0.4787	1670	0.1707	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9792
0.1688	0.4801	1675	0.1721	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9773
0.167	0.4816	1680	0.1782	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9769
0.1658	0.4830	1685	0.1840	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9745
0.1863	0.4844	1690	0.1888	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9731
0.204	0.4859	1695	0.1815	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9745
0.1597	0.4873	1700	0.1703	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9785
0.1905	0.4887	1705	0.1729	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9769
0.1768	0.4902	1710	0.1746	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9778
0.149	0.4916	1715	0.1838	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9778
0.1763	0.4930	1720	0.2065	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9769
0.1795	0.4945	1725	0.2079	0.9020	0.8987	0.9726	0.7241	0.9130	0.9342	0.8077	0.8484	0.9726
0.1516	0.4959	1730	0.2042	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9719
0.1926	0.4973	1735	0.2018	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9688
0.2223	0.4988	1740	0.2068	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9698
0.2085	0.5002	1745	0.2030	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9684
0.2136	0.5016	1750	0.2014	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9698
0.1243	0.5031	1755	0.1957	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9731
0.3094	0.5045	1760	0.1903	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9731
0.1866	0.5059	1765	0.1911	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9724
0.148	0.5074	1770	0.1944	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9726
0.1504	0.5088	1775	0.1926	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9726
0.1791	0.5102	1780	0.1781	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9731
0.209	0.5117	1785	0.1707	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9759
0.1618	0.5131	1790	0.1686	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9752
0.1896	0.5145	1795	0.1732	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9750
0.2333	0.5160	1800	0.1812	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9754
0.1151	0.5174	1805	0.1957	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9653
0.2607	0.5188	1810	0.2030	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9627
0.1406	0.5203	1815	0.1924	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9669
0.1428	0.5217	1820	0.1723	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9740
0.1562	0.5231	1825	0.1660	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9773
0.232	0.5246	1830	0.1586	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9792
0.1466	0.5260	1835	0.1553	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9806
0.1342	0.5274	1840	0.1534	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9816
0.1745	0.5289	1845	0.1519	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9825
0.2085	0.5303	1850	0.1515	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9818
0.1788	0.5317	1855	0.1564	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9792
0.195	0.5332	1860	0.1565	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9806
0.1871	0.5346	1865	0.1615	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9802
0.2173	0.5360	1870	0.1668	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9780
0.1468	0.5375	1875	0.1665	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9761
0.1871	0.5389	1880	0.1674	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9757
0.1291	0.5403	1885	0.1685	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9771
0.2446	0.5418	1890	0.1715	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9757
0.1702	0.5432	1895	0.1789	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9761
0.2338	0.5446	1900	0.1872	0.9216	0.9221	0.9726	0.7931	0.92	0.9467	0.8519	0.8829	0.9759
0.2124	0.5461	1905	0.1783	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9771
0.2496	0.5475	1910	0.1636	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9773
0.173	0.5489	1915	0.1555	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9797
0.1256	0.5504	1920	0.1494	0.9314	0.9583	0.9452	0.8966	0.8667	0.9517	0.8814	0.9209	0.9797
0.1642	0.5518	1925	0.1432	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9813
0.1775	0.5532	1930	0.1344	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9839
0.2676	0.5547	1935	0.1336	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9830
0.1966	0.5561	1940	0.1443	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9806
0.1798	0.5575	1945	0.1527	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9778
0.2363	0.5590	1950	0.1631	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9747
0.217	0.5604	1955	0.1799	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9717
0.1751	0.5618	1960	0.1898	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9702
0.1861	0.5633	1965	0.1909	0.9020	0.9315	0.9315	0.8276	0.8276	0.9315	0.8276	0.8795	0.9686
0.2093	0.5647	1970	0.1824	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9705
0.1981	0.5661	1975	0.1739	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9731
0.1974	0.5676	1980	0.1725	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9743
0.1694	0.5690	1985	0.1703	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9726
0.2024	0.5704	1990	0.1641	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9735
0.1925	0.5719	1995	0.1596	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9745
0.1654	0.5733	2000	0.1604	0.9118	0.9444	0.9315	0.8621	0.8333	0.9379	0.8475	0.8968	0.9738
0.1801	0.5747	2005	0.1613	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9726
0.2458	0.5762	2010	0.1713	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9707
0.2331	0.5776	2015	0.1744	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9695
0.2102	0.5790	2020	0.1725	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9707
0.2806	0.5805	2025	0.1695	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9712
0.2766	0.5819	2030	0.1674	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9735
0.2693	0.5833	2035	0.1615	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9759
0.1692	0.5848	2040	0.1611	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9773
0.1225	0.5862	2045	0.1642	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9752
0.2409	0.5876	2050	0.1648	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9759
0.1929	0.5891	2055	0.1660	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9743
0.2759	0.5905	2060	0.1655	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9745
0.1688	0.5919	2065	0.1649	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9740
0.2997	0.5934	2070	0.1640	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9747
0.2577	0.5948	2075	0.1654	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9745
0.22	0.5962	2080	0.1683	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9754
0.1822	0.5977	2085	0.1706	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9750
0.2267	0.5991	2090	0.1735	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9752
0.2421	0.6005	2095	0.1757	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9754
0.162	0.6020	2100	0.1744	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9771
0.2381	0.6034	2105	0.1710	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9806
0.1997	0.6048	2110	0.1662	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9813
0.1425	0.6063	2115	0.1643	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1653	0.6077	2120	0.1610	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9792
0.2361	0.6091	2125	0.1629	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9783
0.174	0.6106	2130	0.1630	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9785
0.1718	0.6120	2135	0.1675	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9773
0.2578	0.6134	2140	0.1702	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9787
0.2406	0.6149	2145	0.1764	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9759
0.2353	0.6163	2150	0.1766	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9759
0.2344	0.6177	2155	0.1758	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9764
0.1625	0.6192	2160	0.1782	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9745
0.227	0.6206	2165	0.1810	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9761
0.2121	0.6220	2170	0.1801	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9761
0.1676	0.6235	2175	0.1764	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9769
0.1724	0.6249	2180	0.1725	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9787
0.2411	0.6263	2185	0.1735	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9780
0.1378	0.6278	2190	0.1705	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9780
0.2065	0.6292	2195	0.1684	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9787
0.1578	0.6306	2200	0.1708	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9778
0.248	0.6321	2205	0.1740	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9783
0.276	0.6335	2210	0.1796	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9785
0.1704	0.6349	2215	0.1830	0.9020	0.92	0.9452	0.7931	0.8519	0.9324	0.8214	0.8692	0.9787
0.1378	0.6364	2220	0.1830	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9785
0.305	0.6378	2225	0.1818	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9783
0.1992	0.6392	2230	0.1858	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9771
0.1312	0.6407	2235	0.1844	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9773
0.1394	0.6421	2240	0.1846	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9783
0.1282	0.6435	2245	0.1858	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9773
0.2408	0.6450	2250	0.1862	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9764
0.1597	0.6464	2255	0.1837	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9759
0.1886	0.6478	2260	0.1749	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9792
0.2165	0.6493	2265	0.1702	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.247	0.6507	2270	0.1664	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.1521	0.6521	2275	0.1710	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9811
0.1112	0.6536	2280	0.1725	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9797
0.2272	0.6550	2285	0.1747	0.9412	0.9467	0.9726	0.8621	0.9259	0.9595	0.8929	0.9173	0.9792
0.1809	0.6564	2290	0.1736	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.2363	0.6579	2295	0.1749	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9783
0.248	0.6593	2300	0.1758	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9769
0.1656	0.6607	2305	0.1783	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9778
0.111	0.6622	2310	0.1767	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9769
0.2039	0.6636	2315	0.1713	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9790
0.2027	0.6650	2320	0.1707	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9797
0.1968	0.6665	2325	0.1703	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9799
0.1275	0.6679	2330	0.1694	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9818
0.2224	0.6693	2335	0.1660	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9844
0.1406	0.6708	2340	0.1674	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.1002	0.6722	2345	0.1737	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9806
0.2639	0.6736	2350	0.1792	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9787
0.1506	0.6751	2355	0.1824	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9790
0.1731	0.6765	2360	0.1835	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9783
0.1409	0.6779	2365	0.1842	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9783
0.2192	0.6794	2370	0.1867	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9792
0.1704	0.6808	2375	0.1909	0.9118	0.9103	0.9726	0.7586	0.9167	0.9404	0.8302	0.8656	0.9799
0.2175	0.6822	2380	0.1847	0.9020	0.9091	0.9589	0.7586	0.88	0.9333	0.8148	0.8588	0.9783
0.204	0.6837	2385	0.1820	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9773
0.1235	0.6851	2390	0.1844	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9773
0.2197	0.6865	2395	0.1851	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9754
0.2078	0.6880	2400	0.1850	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9752
0.2323	0.6894	2405	0.1844	0.9118	0.9324	0.9452	0.8276	0.8571	0.9388	0.8421	0.8864	0.9745
0.1128	0.6908	2410	0.1843	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9738
0.2145	0.6923	2415	0.1799	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9771
0.1561	0.6937	2420	0.1762	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9769
0.1567	0.6951	2425	0.1711	0.9216	0.9452	0.9452	0.8621	0.8621	0.9452	0.8621	0.9036	0.9795
0.1782	0.6966	2430	0.1677	0.9314	0.9342	0.9726	0.8276	0.9231	0.9530	0.8727	0.9001	0.9816
0.2396	0.6980	2435	0.1628	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9830
0.1716	0.6994	2440	0.1590	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9830
0.1568	0.7009	2445	0.1563	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9830
0.1776	0.7023	2450	0.1524	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.1929	0.7037	2455	0.1515	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.1839	0.7052	2460	0.1532	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9844
0.1678	0.7066	2465	0.1581	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9832
0.1885	0.7080	2470	0.1669	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9790
0.1712	0.7095	2475	0.1732	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9790
0.2061	0.7109	2480	0.1781	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9771
0.2038	0.7123	2485	0.1784	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9769
0.1557	0.7138	2490	0.1748	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.0997	0.7152	2495	0.1711	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9809
0.184	0.7166	2500	0.1677	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.22	0.7181	2505	0.1634	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9849
0.2154	0.7195	2510	0.1607	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9858
0.1009	0.7209	2515	0.1581	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9851
0.1526	0.7224	2520	0.1602	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9818
0.1579	0.7238	2525	0.1603	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.0944	0.7252	2530	0.1597	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9832
0.2588	0.7267	2535	0.1564	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9842
0.1925	0.7281	2540	0.1547	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9844
0.1689	0.7295	2545	0.1584	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9832
0.105	0.7310	2550	0.1590	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.2396	0.7324	2555	0.1604	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9832
0.1276	0.7338	2560	0.1630	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.1453	0.7353	2565	0.1673	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9816
0.1897	0.7367	2570	0.1702	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9795
0.2021	0.7381	2575	0.1747	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9797
0.1981	0.7396	2580	0.1781	0.9118	0.9211	0.9589	0.7931	0.8846	0.9396	0.8364	0.8760	0.9792
0.2454	0.7410	2585	0.1774	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9783
0.1412	0.7424	2590	0.1766	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9769
0.2194	0.7439	2595	0.1746	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9799
0.184	0.7453	2600	0.1728	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9813
0.2137	0.7467	2605	0.1717	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9811
0.1252	0.7482	2610	0.1711	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9818
0.2323	0.7496	2615	0.1678	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.0821	0.7510	2620	0.1631	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.2078	0.7525	2625	0.1589	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.2059	0.7539	2630	0.1571	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.2197	0.7553	2635	0.1553	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.1495	0.7568	2640	0.1554	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.2195	0.7582	2645	0.1526	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.1811	0.7596	2650	0.1525	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9830
0.2454	0.7611	2655	0.1542	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9830
0.0715	0.7625	2660	0.1549	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.1752	0.7639	2665	0.1564	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9816
0.1358	0.7654	2670	0.1579	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.154	0.7668	2675	0.1571	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1781	0.7682	2680	0.1559	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9809
0.2194	0.7697	2685	0.1551	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9830
0.199	0.7711	2690	0.1544	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.2638	0.7725	2695	0.1554	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.1346	0.7740	2700	0.1562	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.1696	0.7754	2705	0.1556	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9835
0.2111	0.7768	2710	0.1541	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.2569	0.7783	2715	0.1519	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.2371	0.7797	2720	0.1500	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.1904	0.7811	2725	0.1475	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9844
0.2115	0.7826	2730	0.1487	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9837
0.2357	0.7840	2735	0.1503	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.2364	0.7854	2740	0.1496	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9832
0.2181	0.7869	2745	0.1508	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9830
0.1167	0.7883	2750	0.1517	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9821
0.1757	0.7897	2755	0.1525	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9823
0.1746	0.7912	2760	0.1510	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9825
0.1961	0.7926	2765	0.1514	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9823
0.1872	0.7940	2770	0.1547	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9823
0.1704	0.7955	2775	0.1573	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9816
0.1738	0.7969	2780	0.1596	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.1948	0.7983	2785	0.1603	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.2587	0.7998	2790	0.1615	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.1949	0.8012	2795	0.1602	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9816
0.2126	0.8026	2800	0.1607	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.1521	0.8041	2805	0.1609	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9811
0.1696	0.8055	2810	0.1601	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.2204	0.8069	2815	0.1577	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9816
0.1333	0.8084	2820	0.1562	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.1674	0.8098	2825	0.1561	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9825
0.2072	0.8112	2830	0.1574	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9821
0.1494	0.8127	2835	0.1580	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9821
0.1961	0.8141	2840	0.1579	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9825
0.1516	0.8155	2845	0.1573	0.9216	0.9333	0.9589	0.8276	0.8889	0.9459	0.8571	0.8932	0.9825
0.1965	0.8170	2850	0.1553	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9828
0.1406	0.8184	2855	0.1519	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9832
0.2018	0.8198	2860	0.1499	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9828
0.1338	0.8213	2865	0.1481	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9835
0.1819	0.8227	2870	0.1480	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9830
0.131	0.8241	2875	0.1478	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9832
0.1752	0.8256	2880	0.1484	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.2537	0.8270	2885	0.1486	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.102	0.8284	2890	0.1482	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9835
0.1812	0.8299	2895	0.1456	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9835
0.2981	0.8313	2900	0.1446	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9844
0.2156	0.8327	2905	0.1438	0.9412	0.9589	0.9589	0.8966	0.8966	0.9589	0.8966	0.9277	0.9844
0.2739	0.8342	2910	0.1440	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9849
0.2944	0.8356	2915	0.1451	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9854
0.1878	0.8370	2920	0.1461	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9858
0.1556	0.8385	2925	0.1449	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9858
0.3001	0.8399	2930	0.1456	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9854
0.161	0.8413	2935	0.1465	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9854
0.1846	0.8428	2940	0.1475	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9854
0.1283	0.8442	2945	0.1479	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9844
0.2014	0.8456	2950	0.1483	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9849
0.1193	0.8471	2955	0.1482	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9849
0.173	0.8485	2960	0.1503	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9844
0.2043	0.8499	2965	0.1506	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9842
0.1808	0.8514	2970	0.1510	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.2009	0.8528	2975	0.1502	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.1878	0.8542	2980	0.1497	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9849
0.1578	0.8557	2985	0.1499	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.1447	0.8571	2990	0.1496	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.2577	0.8585	2995	0.1510	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9839
0.1432	0.8600	3000	0.1504	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9835
0.215	0.8614	3005	0.1508	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9832
0.1918	0.8628	3010	0.1511	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9830
0.186	0.8643	3015	0.1524	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9816
0.1729	0.8657	3020	0.1532	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1906	0.8671	3025	0.1546	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9811
0.2182	0.8686	3030	0.1561	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.2024	0.8700	3035	0.1574	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1498	0.8714	3040	0.1576	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9795
0.1675	0.8729	3045	0.1573	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1364	0.8743	3050	0.1576	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1572	0.8757	3055	0.1579	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9799
0.1963	0.8772	3060	0.1563	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1563	0.8786	3065	0.1571	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1515	0.8800	3070	0.1565	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1751	0.8815	3075	0.1572	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1364	0.8829	3080	0.1573	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1998	0.8843	3085	0.1573	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.2002	0.8858	3090	0.1563	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1703	0.8872	3095	0.1560	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1054	0.8886	3100	0.1546	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.2258	0.8901	3105	0.1537	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.2737	0.8915	3110	0.1536	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.0839	0.8929	3115	0.1538	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9785
0.191	0.8944	3120	0.1539	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.187	0.8958	3125	0.1532	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9799
0.1747	0.8972	3130	0.1530	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1905	0.8987	3135	0.1529	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1002	0.9001	3140	0.1526	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1346	0.9015	3145	0.1521	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9799
0.1346	0.9030	3150	0.1514	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1009	0.9044	3155	0.1513	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.2144	0.9058	3160	0.1517	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.0952	0.9073	3165	0.1513	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.2243	0.9087	3170	0.1524	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1612	0.9101	3175	0.1518	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9799
0.1779	0.9116	3180	0.1527	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9795
0.1778	0.9130	3185	0.1516	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.2009	0.9144	3190	0.1524	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1867	0.9159	3195	0.1527	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1473	0.9173	3200	0.1523	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.2354	0.9187	3205	0.1514	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9813
0.1022	0.9202	3210	0.1517	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.181	0.9216	3215	0.1509	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1972	0.9230	3220	0.1515	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1619	0.9245	3225	0.1513	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1746	0.9259	3230	0.1509	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1163	0.9273	3235	0.1516	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9809
0.1567	0.9288	3240	0.1514	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1393	0.9302	3245	0.1513	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9804
0.1309	0.9316	3250	0.1513	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9804
0.2515	0.9331	3255	0.1507	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1838	0.9345	3260	0.1523	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.2849	0.9359	3265	0.1518	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1664	0.9374	3270	0.1526	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9804
0.2553	0.9388	3275	0.1526	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1766	0.9402	3280	0.1530	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1784	0.9417	3285	0.1528	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1326	0.9431	3290	0.1532	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1765	0.9445	3295	0.1534	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.2551	0.9460	3300	0.1533	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1567	0.9474	3305	0.1530	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.2379	0.9488	3310	0.1526	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1105	0.9503	3315	0.1531	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1323	0.9517	3320	0.1526	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1495	0.9531	3325	0.1534	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9799
0.2616	0.9546	3330	0.1534	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.0899	0.9560	3335	0.1534	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1891	0.9574	3340	0.1536	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9795
0.1159	0.9589	3345	0.1535	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.2205	0.9603	3350	0.1527	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1884	0.9617	3355	0.1535	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1667	0.9632	3360	0.1534	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9804
0.1923	0.9646	3365	0.1532	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.2166	0.9660	3370	0.1540	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.2429	0.9675	3375	0.1536	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9804
0.1384	0.9689	3380	0.1533	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1483	0.9703	3385	0.1540	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9804
0.2502	0.9718	3390	0.1542	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1475	0.9732	3395	0.1541	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1849	0.9746	3400	0.1537	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1699	0.9761	3405	0.1531	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9811
0.1697	0.9775	3410	0.1537	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.2058	0.9789	3415	0.1537	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1922	0.9804	3420	0.1542	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9795
0.1716	0.9818	3425	0.1536	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1533	0.9832	3430	0.1538	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9799
0.1438	0.9847	3435	0.1537	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9804
0.2466	0.9861	3440	0.1540	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1644	0.9875	3445	0.1548	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1221	0.9890	3450	0.1539	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9795
0.2042	0.9904	3455	0.1540	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1906	0.9918	3460	0.1532	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.2136	0.9933	3465	0.1541	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9802
0.1237	0.9947	3470	0.1537	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9797
0.1941	0.9961	3475	0.1541	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806
0.1992	0.9976	3480	0.1541	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9792
0.1117	0.9990	3485	0.1536	0.9314	0.9459	0.9589	0.8621	0.8929	0.9524	0.8772	0.9105	0.9806

Framework versions

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

Daewon0808/v6_qwen_lora

v6_qwen_lora

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Daewon0808/
v6_qwen_lora