Характеристики

Лицензия: Своя лицензия
Архитектура: segformer · dense
Базовая модель: segformer-b4-finetuned-ade-512-512
Опубликована: 22 фев 2024

Ссылки

segformer-b4-ade-512-512-finetuned-coastTrain

Сегментация изображенийИзображение → mask3 профессии

Дообученная SegFormer B4 сегментирует прибрежные изображения, размечая воду, прибой, осадок, растительность, застройку и другие классы.

9скачиваний за 30 дней0лайковвеса обновлены22 фев 2024

Бенчмарки

Как модель справилась с задачами пользователей ailist и что о ней публикуют открытые лидерборды

Публичные оценки

Из открытых лидербордов. Сравнивайте результаты одного теста при одинаковых условиях — отсутствие оценки не значит, что модель хуже.

В подключённых источниках результатов для этой модели пока нет.

Что умеет модель

Описание составлено по карточке модели и метаданным Hugging Face

Модель peldrak/segformer-b4-ade-512-512-finetuned-coastTrain — модель семантической сегментации изображений на базе SegFormer B4 от NVIDIA, дообученная на наборе peldrak/coastTrain_512-512. Она присваивает пиксели изображениям классы прибрежной сцены: вода, прибойная пена, осадок, природный рельеф, растительность, застройка и неизвестный класс. В оценке на тестовом наборе достигла mIoU 0,7259 и общей точности 0,8905; точность для воды составила 0,9420, а для прочего природного рельефа — 0,5254.

Модель подходит для анализа береговой линии и классификации элементов прибрежных изображений. Она наследует архитектуру SegFormer B4 и была обучена на изображениях размером 512 × 512. Данные README не раскрывают состав и объём обучающей выборки, поэтому качество на других источниках изображений не установлено. Лицензия указана как other; конкретные условия следует проверить в репозитории модели.

Сценарии применения

сегментация воды и прибойной пены на снимках побережья
разметка осадка и природного рельефа на береговой линии
выделение растительности и застройки на прибрежных изображениях
анализ состава прибрежной сцены по пикселям

Ограничения

Оценочные результаты относятся к набору coastTrain_512-512; качество на изображениях из других источников не установлено. Точность для класса «прочий природный рельеф» заметно ниже, чем для воды.

Для каких профессий подходит3

Разделы каталога профессий, в задачах которых используется эта модель

Все профессии

IV.8Отраслевые задачиГосударственное управление, правосудие и чрезвычайные ситуацииAI помогает улучшать государственные услуги, управление ресурсами, правосудие и реагирование на чрезвычайные ситуации.47 задач2 517моделей II.8Разработка и данныеИнженерия данных и аналитикаAI помогает готовить надёжные данные и превращать их в понятную аналитику.22 задачи23 488моделей IV.6Отраслевые задачиНаучные исследования, математика и новые материалыAI помогает формировать гипотезы, анализировать научные данные и ускорять открытие новых материалов и методов.39 задач4 120моделей

Карточка модели

README от автора на Hugging Face, как он его опубликовал

Открыть на Hugging Face

segformer-b4-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b4-finetuned-ade-512-512 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

Loss: 0.5503
Mean Iou: 0.7259
Mean Accuracy: 0.8239
Overall Accuracy: 0.8905
Accuracy Water: 0.9420
Accuracy Whitewater: 0.8275
Accuracy Sediment: 0.8697
Accuracy Other Natural Terrain: 0.5254
Accuracy Vegetation: 0.9118
Accuracy Development: 0.8725
Accuracy Unknown: 0.8182
Iou Water: 0.8743
Iou Whitewater: 0.7005
Iou Sediment: 0.7725
Iou Other Natural Terrain: 0.4188
Iou Vegetation: 0.8159
Iou Development: 0.7204
Iou Unknown: 0.7786

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: 6e-05
train_batch_size: 4
eval_batch_size: 4
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 25

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Water	Accuracy Whitewater	Accuracy Sediment	Accuracy Other Natural Terrain	Accuracy Vegetation	Accuracy Development	Accuracy Unknown	Iou Water	Iou Whitewater	Iou Sediment	Iou Other Natural Terrain	Iou Vegetation	Iou Development	Iou Unknown
1.7996	0.05	20	1.6618	0.1385	0.2334	0.4197	0.2605	0.0017	0.0998	0.0001	0.9645	0.0257	0.2812	0.2371	0.0017	0.0706	0.0001	0.3546	0.0243	0.2812
1.6351	0.11	40	1.3796	0.2802	0.3790	0.6323	0.7576	0.0019	0.3713	0.0001	0.9269	0.2917	0.3035	0.6296	0.0019	0.2979	0.0001	0.4993	0.2290	0.3033
1.3244	0.16	60	1.1775	0.2816	0.3728	0.6589	0.8328	0.0278	0.2458	0.0	0.9754	0.1749	0.3532	0.7031	0.0278	0.2039	0.0	0.5275	0.1594	0.3491
1.141	0.22	80	1.0487	0.3248	0.4152	0.6952	0.8715	0.0146	0.2582	0.0	0.9688	0.3943	0.3991	0.7104	0.0146	0.2183	0.0	0.5762	0.3599	0.3942
1.2046	0.27	100	0.9807	0.3916	0.5008	0.7341	0.8654	0.0558	0.6314	0.0	0.9231	0.6309	0.3992	0.7483	0.0556	0.4279	0.0	0.6178	0.4942	0.3973
0.8813	0.32	120	0.9001	0.4088	0.5210	0.7502	0.8914	0.0256	0.6221	0.0	0.8907	0.7535	0.4639	0.7625	0.0256	0.4717	0.0	0.6289	0.5149	0.4577
1.1054	0.38	140	0.8345	0.4071	0.5236	0.7503	0.9017	0.0017	0.6190	0.0	0.8647	0.8093	0.4685	0.7541	0.0017	0.4967	0.0	0.6349	0.5003	0.4621
1.33	0.43	160	0.8624	0.4254	0.5412	0.7580	0.8682	0.0640	0.6765	0.0	0.9082	0.8024	0.4692	0.7719	0.0639	0.5188	0.0	0.6361	0.5249	0.4623
0.9514	0.49	180	0.7666	0.4413	0.5632	0.7751	0.8997	0.0773	0.7375	0.0	0.8850	0.8480	0.4949	0.7864	0.0770	0.5149	0.0	0.6838	0.5424	0.4848
0.9908	0.54	200	0.7238	0.4625	0.5783	0.7808	0.9173	0.1737	0.7531	0.0	0.8696	0.8350	0.4994	0.7847	0.1722	0.5914	0.0	0.6776	0.5230	0.4888
0.6507	0.59	220	0.7059	0.4730	0.5939	0.7842	0.9030	0.2181	0.8172	0.0	0.8698	0.8533	0.4961	0.7760	0.2161	0.5692	0.0	0.6904	0.5716	0.4877
0.8612	0.65	240	0.6863	0.4878	0.6020	0.7871	0.9168	0.2972	0.8751	0.0	0.8585	0.7589	0.5076	0.7607	0.2871	0.5770	0.0	0.6964	0.5970	0.4963
0.817	0.7	260	0.6994	0.4870	0.5971	0.7853	0.9158	0.3467	0.7023	0.0	0.8749	0.7940	0.5462	0.7684	0.3327	0.4967	0.0	0.6952	0.5854	0.5306
0.7013	0.76	280	0.7039	0.5090	0.6147	0.7952	0.8864	0.4188	0.8107	0.0	0.9333	0.7519	0.5019	0.7943	0.3898	0.6044	0.0	0.6824	0.6012	0.4910
0.5296	0.81	300	0.6780	0.5184	0.6354	0.7942	0.9253	0.6229	0.6595	0.0	0.8711	0.8447	0.5244	0.7922	0.5030	0.5563	0.0	0.6795	0.5932	0.5049
1.9473	0.86	320	0.6378	0.5484	0.6550	0.8145	0.9153	0.5907	0.7930	0.0	0.9067	0.8167	0.5625	0.8053	0.5191	0.6401	0.0	0.7114	0.6272	0.5354
0.6526	0.92	340	0.6640	0.5198	0.6270	0.8036	0.9080	0.4719	0.7448	0.0	0.9251	0.8294	0.5101	0.8101	0.4285	0.6169	0.0	0.6985	0.5846	0.5003
0.6158	0.97	360	0.6036	0.5635	0.6660	0.8236	0.9305	0.5957	0.8159	0.0	0.8971	0.8425	0.5806	0.8109	0.5478	0.6469	0.0	0.7266	0.6656	0.5467
0.6889	1.03	380	0.6122	0.5689	0.6857	0.8245	0.9078	0.6870	0.8587	0.0	0.8972	0.8718	0.5773	0.8265	0.5679	0.6732	0.0	0.7144	0.6527	0.5475
0.8398	1.08	400	0.6046	0.5639	0.6609	0.8259	0.9239	0.6264	0.8207	0.0	0.9428	0.7562	0.5564	0.8154	0.5376	0.6656	0.0	0.7300	0.6566	0.5419
0.5525	1.14	420	0.5844	0.5614	0.6918	0.8149	0.9346	0.6915	0.8565	0.0001	0.7892	0.9305	0.6401	0.8060	0.5956	0.6503	0.0001	0.7033	0.5758	0.5986
0.4518	1.19	440	0.5928	0.5694	0.6943	0.8232	0.8681	0.6488	0.8886	0.0001	0.8696	0.8152	0.7697	0.7924	0.5603	0.5927	0.0001	0.7465	0.6463	0.6476
0.3196	1.24	460	0.6074	0.5595	0.6550	0.8218	0.9200	0.5712	0.8242	0.0	0.9328	0.7890	0.5480	0.8181	0.5260	0.6730	0.0	0.7156	0.6673	0.5162
0.5027	1.3	480	0.5926	0.5682	0.6860	0.8250	0.9250	0.7513	0.8576	0.0	0.9062	0.8556	0.5061	0.8217	0.5813	0.6973	0.0	0.7260	0.6568	0.4940
0.6623	1.35	500	0.5957	0.5612	0.6748	0.8241	0.9321	0.6650	0.8496	0.0	0.9014	0.8574	0.5178	0.8284	0.5701	0.6787	0.0	0.7315	0.6148	0.5048
0.4123	1.41	520	0.5802	0.5710	0.6924	0.8242	0.9141	0.7787	0.8525	0.0	0.9029	0.8788	0.5197	0.8244	0.6246	0.6937	0.0	0.7247	0.6218	0.5080
0.3567	1.46	540	0.5760	0.5750	0.6763	0.8265	0.9232	0.7055	0.8190	0.0002	0.9256	0.8169	0.5436	0.8258	0.6074	0.6963	0.0002	0.7149	0.6564	0.5244
0.3404	1.51	560	0.5725	0.5788	0.6787	0.8325	0.9322	0.6995	0.8212	0.0021	0.9249	0.7782	0.5930	0.8140	0.5872	0.6826	0.0021	0.7438	0.6502	0.5719
0.3542	1.57	580	0.5759	0.5872	0.6949	0.8336	0.9302	0.7720	0.8318	0.0004	0.9124	0.8626	0.5549	0.8286	0.6374	0.7063	0.0004	0.7300	0.6646	0.5429
0.5647	1.62	600	0.5635	0.5926	0.7132	0.8380	0.9124	0.8427	0.8749	0.0003	0.9089	0.8359	0.6171	0.8388	0.6198	0.6904	0.0003	0.7343	0.6800	0.5846
0.342	1.68	620	0.5616	0.5793	0.7065	0.8285	0.9150	0.8240	0.8075	0.0	0.8730	0.8915	0.6343	0.8351	0.6019	0.6871	0.0	0.7122	0.6332	0.5861
0.4183	1.73	640	0.5514	0.5959	0.6992	0.8388	0.9208	0.7985	0.8213	0.0014	0.9300	0.7947	0.6275	0.8396	0.6423	0.6872	0.0014	0.7278	0.6710	0.6018
1.0677	1.78	660	0.5618	0.5915	0.6959	0.8370	0.9145	0.7630	0.8128	0.0	0.9274	0.8135	0.6402	0.8335	0.6267	0.6889	0.0	0.7329	0.6622	0.5965
0.5682	1.84	680	0.5212	0.6035	0.7052	0.8464	0.9383	0.7473	0.8452	0.0028	0.9098	0.8419	0.6513	0.8326	0.6173	0.6857	0.0028	0.7524	0.6972	0.6363
0.4499	1.89	700	0.5389	0.6082	0.7131	0.8436	0.9029	0.7818	0.8322	0.0123	0.9274	0.8649	0.6701	0.8398	0.6534	0.6920	0.0123	0.7300	0.6789	0.6509
0.737	1.95	720	0.5390	0.5997	0.7012	0.8387	0.8985	0.7270	0.8226	0.0193	0.9179	0.7850	0.7382	0.8268	0.6141	0.6959	0.0193	0.7329	0.6829	0.6258
1.8862	2.0	740	0.5632	0.5918	0.7112	0.8369	0.9257	0.8057	0.8401	0.0134	0.8963	0.9235	0.5735	0.8326	0.6244	0.7105	0.0134	0.7381	0.6613	0.5624
0.3969	2.05	760	0.5738	0.5775	0.6803	0.8329	0.9267	0.7258	0.8365	0.0115	0.9479	0.7698	0.5435	0.8327	0.5740	0.7178	0.0115	0.7364	0.6421	0.5283
0.4485	2.11	780	0.5115	0.5808	0.7162	0.8347	0.9213	0.8359	0.8539	0.0257	0.8887	0.9209	0.5672	0.8416	0.5746	0.7114	0.0256	0.7521	0.6147	0.5459
0.4601	2.16	800	0.4928	0.6289	0.7265	0.8589	0.9338	0.7416	0.7906	0.0709	0.9098	0.8631	0.7759	0.8394	0.6178	0.7066	0.0707	0.7757	0.6895	0.7030
1.3914	2.22	820	0.4974	0.6289	0.7243	0.8595	0.9320	0.7422	0.8269	0.0654	0.9166	0.8002	0.7869	0.8399	0.6236	0.7058	0.0652	0.7781	0.6824	0.7073
0.2324	2.27	840	0.4771	0.6282	0.7488	0.8591	0.9165	0.8484	0.8886	0.0381	0.8783	0.8598	0.8117	0.8444	0.6400	0.6924	0.0380	0.7777	0.6837	0.7214
0.6388	2.32	860	0.4670	0.6300	0.7361	0.8591	0.9277	0.8268	0.8403	0.0739	0.9251	0.8473	0.7111	0.8454	0.6490	0.7112	0.0731	0.7831	0.6738	0.6743
0.2188	2.38	880	0.4928	0.6232	0.7423	0.8471	0.9248	0.8602	0.8602	0.2115	0.9274	0.8505	0.5618	0.8433	0.6290	0.7404	0.2050	0.7739	0.6265	0.5444
0.7092	2.43	900	0.4844	0.6309	0.7335	0.8565	0.9195	0.7766	0.8661	0.1365	0.9419	0.8232	0.6709	0.8537	0.6358	0.7335	0.1323	0.7738	0.6501	0.6374
0.7643	2.49	920	0.4768	0.6334	0.7428	0.8560	0.9253	0.7818	0.8491	0.1362	0.8976	0.8848	0.7245	0.8473	0.6349	0.7250	0.1338	0.7687	0.6468	0.6771
0.3122	2.54	940	0.4602	0.6392	0.7361	0.8620	0.9343	0.7936	0.8124	0.0915	0.9176	0.8384	0.7647	0.8443	0.6415	0.7129	0.0901	0.7736	0.6969	0.7151
0.4749	2.59	960	0.5159	0.6405	0.7421	0.8649	0.9295	0.8029	0.8561	0.0751	0.9145	0.8401	0.7769	0.8443	0.6460	0.7174	0.0742	0.7883	0.6921	0.7210
0.2705	2.65	980	0.5420	0.6110	0.7160	0.8431	0.9321	0.8193	0.8397	0.1128	0.9387	0.8182	0.5512	0.8466	0.6527	0.7419	0.1109	0.7489	0.6416	0.5345
0.4277	2.7	1000	0.5636	0.5942	0.7261	0.8374	0.9211	0.8345	0.8916	0.0744	0.8874	0.9127	0.5612	0.8470	0.6492	0.6832	0.0737	0.7656	0.6105	0.5300
0.3361	2.76	1020	0.5560	0.5980	0.7126	0.8379	0.9340	0.8012	0.8863	0.1015	0.9195	0.8318	0.5139	0.8424	0.6616	0.6936	0.1003	0.7576	0.6233	0.5075
0.2131	2.81	1040	0.4922	0.6332	0.7542	0.8464	0.9243	0.8445	0.8604	0.2245	0.8791	0.9215	0.6252	0.8423	0.6536	0.7311	0.2194	0.7509	0.6570	0.5780
0.4304	2.86	1060	0.4797	0.6432	0.7414	0.8561	0.9357	0.8259	0.8261	0.1822	0.9262	0.8392	0.6541	0.8442	0.6658	0.7358	0.1796	0.7624	0.6887	0.6260
0.3788	2.92	1080	0.4500	0.6428	0.7568	0.8583	0.9292	0.8807	0.8560	0.1840	0.9145	0.8782	0.6547	0.8469	0.6292	0.7258	0.1791	0.7699	0.7106	0.6380
0.3109	2.97	1100	0.4402	0.6453	0.7467	0.8584	0.9378	0.7490	0.8789	0.2150	0.9112	0.8963	0.6385	0.8503	0.6480	0.7422	0.2072	0.7725	0.6728	0.6245
0.313	3.03	1120	0.4730	0.6509	0.7636	0.8611	0.9233	0.8228	0.9004	0.2175	0.9036	0.8874	0.6900	0.8466	0.6430	0.7358	0.1968	0.7787	0.6857	0.6697
0.5267	3.08	1140	0.4381	0.6790	0.7837	0.8731	0.9227	0.8276	0.8415	0.2900	0.9056	0.8945	0.8039	0.8552	0.6517	0.7441	0.2698	0.7864	0.6791	0.7669
0.6162	3.14	1160	0.4643	0.6700	0.7670	0.8663	0.9274	0.8280	0.8118	0.2924	0.9304	0.8529	0.7259	0.8506	0.6576	0.7353	0.2801	0.7738	0.6960	0.6968
0.3309	3.19	1180	0.4844	0.6540	0.7608	0.8618	0.9289	0.8232	0.8624	0.2114	0.9033	0.8873	0.7092	0.8458	0.6655	0.7206	0.1999	0.7761	0.6856	0.6845
0.2346	3.24	1200	0.4521	0.6686	0.7638	0.8681	0.9423	0.7894	0.8419	0.2557	0.9073	0.8754	0.7347	0.8413	0.6693	0.7318	0.2380	0.7906	0.7006	0.7088
0.2851	3.3	1220	0.4731	0.6556	0.7634	0.8647	0.9003	0.6759	0.8933	0.2520	0.8915	0.8734	0.8572	0.8400	0.5774	0.7224	0.2397	0.7908	0.7053	0.7138
0.293	3.35	1240	0.4126	0.6998	0.7967	0.8843	0.9266	0.8391	0.8298	0.3422	0.9229	0.8507	0.8652	0.8573	0.6491	0.7313	0.3177	0.8105	0.7219	0.8111
0.839	3.41	1260	0.4382	0.6837	0.7752	0.8793	0.9373	0.7954	0.8550	0.2738	0.9309	0.8478	0.7862	0.8548	0.6647	0.7335	0.2611	0.8145	0.7042	0.7530
0.5775	3.46	1280	0.4951	0.6536	0.7549	0.8610	0.9445	0.7814	0.9085	0.2600	0.9057	0.8165	0.6675	0.8380	0.6630	0.7178	0.2207	0.7940	0.6989	0.6427
0.3429	3.51	1300	0.4591	0.6826	0.7888	0.8713	0.9157	0.8246	0.8578	0.3419	0.9111	0.9014	0.7690	0.8469	0.6664	0.7445	0.3085	0.7920	0.6777	0.7419
0.2416	3.57	1320	0.4521	0.6707	0.7700	0.8722	0.9411	0.8200	0.8904	0.2413	0.9090	0.8340	0.7542	0.8469	0.6624	0.7226	0.2227	0.8006	0.7015	0.7381
0.4017	3.62	1340	0.4673	0.6726	0.7685	0.8720	0.9368	0.7864	0.8589	0.2893	0.9194	0.8137	0.7752	0.8509	0.6550	0.7348	0.2628	0.8004	0.6654	0.7386
0.1852	3.68	1360	0.4635	0.6838	0.7842	0.8742	0.9347	0.8221	0.8274	0.3451	0.9135	0.8714	0.7755	0.8598	0.6648	0.7542	0.3115	0.7953	0.6643	0.7366
0.6558	3.73	1380	0.5199	0.6479	0.7609	0.8560	0.9454	0.8007	0.8875	0.3075	0.8921	0.8780	0.6153	0.8552	0.6688	0.7489	0.2787	0.7888	0.6062	0.5883
0.3409	3.78	1400	0.4640	0.6676	0.7790	0.8633	0.9285	0.7885	0.8312	0.4431	0.9145	0.8346	0.7125	0.8583	0.6600	0.7396	0.3493	0.8009	0.6203	0.6446
0.2649	3.84	1420	0.5892	0.6478	0.7655	0.8511	0.9392	0.7808	0.8388	0.4182	0.8934	0.8889	0.5991	0.8528	0.6674	0.7215	0.3482	0.7895	0.5867	0.5687
0.4681	3.89	1440	0.4774	0.6900	0.7848	0.8785	0.9377	0.8266	0.8489	0.3595	0.9327	0.8117	0.7766	0.8532	0.6745	0.7194	0.3210	0.8169	0.7024	0.7428
0.7559	3.95	1460	0.4725	0.6771	0.7733	0.8704	0.9352	0.8051	0.8298	0.3240	0.9215	0.8545	0.7427	0.8539	0.6685	0.7301	0.3056	0.7896	0.6841	0.7077
0.3047	4.0	1480	0.4709	0.6773	0.7762	0.8686	0.9153	0.7712	0.8651	0.3327	0.9098	0.8260	0.8129	0.8451	0.6611	0.7425	0.3060	0.7887	0.6874	0.7101
0.2191	4.05	1500	0.4516	0.6901	0.7932	0.8757	0.9385	0.8364	0.8641	0.3807	0.9018	0.8517	0.7796	0.8488	0.6782	0.7423	0.3259	0.8072	0.6781	0.7503
0.3001	4.11	1520	0.4885	0.6808	0.7846	0.8677	0.9408	0.8009	0.8662	0.4246	0.9019	0.8494	0.7082	0.8505	0.6773	0.7501	0.3428	0.7870	0.6753	0.6823
0.4489	4.16	1540	0.4531	0.6884	0.7905	0.8779	0.9243	0.8295	0.8128	0.3443	0.9181	0.8716	0.8325	0.8591	0.6756	0.7198	0.2901	0.8047	0.6798	0.7896
0.3684	4.22	1560	0.4794	0.6871	0.7968	0.8723	0.9387	0.8436	0.8621	0.4160	0.8944	0.8819	0.7407	0.8562	0.6723	0.7477	0.3495	0.7952	0.6789	0.7101
0.5706	4.27	1580	0.5364	0.6783	0.7810	0.8687	0.9245	0.8144	0.8753	0.3755	0.9310	0.8559	0.6905	0.8558	0.6808	0.7445	0.3183	0.7911	0.6939	0.6638
0.1208	4.32	1600	0.4386	0.7019	0.7988	0.8822	0.9263	0.8024	0.8679	0.3790	0.9054	0.8363	0.8744	0.8585	0.6713	0.7511	0.3355	0.8077	0.7271	0.7618
0.2512	4.38	1620	0.5227	0.6897	0.7935	0.8710	0.9184	0.8347	0.8438	0.4322	0.9258	0.8585	0.7408	0.8614	0.6786	0.7523	0.3617	0.7773	0.6904	0.7065
0.3166	4.43	1640	0.5045	0.6884	0.7824	0.8706	0.9340	0.8140	0.8594	0.4231	0.9338	0.8053	0.7069	0.8569	0.6783	0.7576	0.3741	0.7811	0.6863	0.6844
0.2665	4.49	1660	0.5188	0.6725	0.7821	0.8632	0.9365	0.8342	0.8434	0.4594	0.9219	0.8279	0.6515	0.8532	0.6581	0.7450	0.4004	0.7945	0.6334	0.6231
0.1356	4.54	1680	0.5240	0.6725	0.7858	0.8641	0.9459	0.8062	0.8686	0.4517	0.8929	0.8764	0.6592	0.8543	0.6672	0.7614	0.3837	0.8082	0.6011	0.6317
0.1726	4.59	1700	0.4637	0.6945	0.8060	0.8743	0.9451	0.7883	0.8735	0.4841	0.8618	0.8822	0.8067	0.8566	0.6661	0.7613	0.3600	0.7912	0.6819	0.7442
0.2107	4.65	1720	0.4839	0.6852	0.7843	0.8710	0.9202	0.8059	0.8504	0.4318	0.9322	0.7602	0.7896	0.8540	0.6601	0.7440	0.3630	0.7887	0.6634	0.7233
0.5774	4.7	1740	0.4662	0.7011	0.8022	0.8802	0.9174	0.7996	0.8822	0.4188	0.9135	0.8401	0.8439	0.8544	0.6604	0.7464	0.3716	0.8107	0.7122	0.7516
0.2358	4.76	1760	0.4472	0.7068	0.8107	0.8828	0.9311	0.8246	0.8927	0.4489	0.9046	0.8607	0.8122	0.8597	0.6797	0.7467	0.3761	0.8137	0.7021	0.7692
0.3879	4.81	1780	0.4750	0.6927	0.8127	0.8727	0.9369	0.8197	0.8730	0.5062	0.8635	0.9047	0.7850	0.8565	0.6747	0.7440	0.3610	0.7926	0.6716	0.7487
0.2336	4.86	1800	0.4364	0.7032	0.8038	0.8804	0.9344	0.8177	0.8543	0.4869	0.9251	0.8339	0.7744	0.8552	0.6703	0.7628	0.3852	0.8153	0.6992	0.7345
0.2303	4.92	1820	0.4305	0.7137	0.8110	0.8861	0.9226	0.8403	0.8824	0.4492	0.9362	0.8405	0.8055	0.8583	0.6809	0.7680	0.3905	0.8207	0.7112	0.7666
0.347	4.97	1840	0.4280	0.7141	0.8139	0.8851	0.9320	0.8301	0.8443	0.4832	0.9180	0.8781	0.8114	0.8593	0.6741	0.7539	0.4024	0.8134	0.7139	0.7815
0.1553	5.03	1860	0.4500	0.7075	0.8165	0.8814	0.9396	0.8204	0.8990	0.5335	0.9019	0.8580	0.7632	0.8591	0.6739	0.7626	0.3980	0.8150	0.7091	0.7347
0.2451	5.08	1880	0.4699	0.6888	0.7985	0.8688	0.9359	0.7957	0.8490	0.5428	0.9082	0.8630	0.6949	0.8587	0.6716	0.7755	0.3843	0.7832	0.6813	0.6671
0.3152	5.14	1900	0.4433	0.7119	0.8179	0.8849	0.9226	0.8324	0.8624	0.5160	0.9239	0.8426	0.8253	0.8586	0.6740	0.7557	0.3693	0.8188	0.7217	0.7851
0.1741	5.19	1920	0.4381	0.7134	0.8123	0.8857	0.9351	0.8145	0.8811	0.4748	0.9139	0.8559	0.8111	0.8665	0.6844	0.7734	0.3768	0.8098	0.7102	0.7725
0.3937	5.24	1940	0.4335	0.7107	0.8141	0.8829	0.9302	0.8452	0.8654	0.4312	0.8917	0.8908	0.8439	0.8573	0.6885	0.7681	0.3561	0.7981	0.7114	0.7955
0.1683	5.3	1960	0.4622	0.6996	0.8016	0.8783	0.9332	0.8085	0.8798	0.4643	0.9200	0.8613	0.7441	0.8629	0.6807	0.7724	0.3641	0.8036	0.7073	0.7065
0.2652	5.35	1980	0.4333	0.7100	0.8111	0.8843	0.9312	0.8416	0.8774	0.4394	0.9141	0.8674	0.8064	0.8667	0.6845	0.7734	0.3851	0.8110	0.6899	0.7596
0.3099	5.41	2000	0.5586	0.6680	0.7724	0.8618	0.9282	0.7736	0.8603	0.4053	0.9206	0.8546	0.6642	0.8590	0.6737	0.7655	0.3650	0.7950	0.6093	0.6084
0.6068	5.46	2020	0.5672	0.6591	0.7804	0.8593	0.9372	0.8178	0.9053	0.3834	0.8801	0.8836	0.6553	0.8622	0.6745	0.7522	0.3090	0.7906	0.6129	0.6120
0.1649	5.51	2040	0.5184	0.6631	0.7703	0.8656	0.9354	0.8171	0.8841	0.3137	0.9195	0.8507	0.6712	0.8666	0.6806	0.7513	0.2728	0.7955	0.6410	0.6339
0.3157	5.57	2060	0.5451	0.6690	0.7875	0.8620	0.9427	0.8082	0.8730	0.4344	0.8739	0.9014	0.6790	0.8628	0.6760	0.7532	0.3472	0.7876	0.6179	0.6383
0.3131	5.62	2080	0.5506	0.6716	0.7871	0.8620	0.9387	0.8165	0.8351	0.5187	0.9105	0.8349	0.6555	0.8622	0.6806	0.7524	0.3756	0.7901	0.6138	0.6266
0.182	5.68	2100	0.5583	0.6715	0.7925	0.8637	0.9354	0.8459	0.8491	0.4511	0.8906	0.8901	0.6851	0.8649	0.6686	0.7489	0.3597	0.7910	0.6146	0.6527
0.1015	5.73	2120	0.4312	0.7065	0.8055	0.8834	0.9359	0.8468	0.8577	0.4344	0.9218	0.8473	0.7947	0.8651	0.6778	0.7628	0.3601	0.8067	0.7145	0.7588
0.3909	5.78	2140	0.4617	0.6964	0.8043	0.8759	0.9347	0.8351	0.8596	0.4495	0.8979	0.8897	0.7638	0.8603	0.6770	0.7654	0.3572	0.7932	0.6947	0.7271
0.1689	5.84	2160	0.4988	0.6993	0.8062	0.8769	0.9449	0.8028	0.8856	0.4745	0.8807	0.8810	0.7739	0.8537	0.6741	0.7485	0.3827	0.8025	0.6884	0.7451
0.1827	5.89	2180	0.5481	0.6804	0.7881	0.8660	0.9235	0.8419	0.8409	0.4410	0.9261	0.8601	0.6829	0.8569	0.6627	0.7447	0.3791	0.7778	0.6845	0.6572
0.3295	5.95	2200	0.4630	0.7049	0.8220	0.8793	0.9256	0.8432	0.8667	0.5525	0.8974	0.8611	0.8078	0.8630	0.6639	0.7531	0.4023	0.8034	0.6889	0.7596
0.1909	6.0	2220	0.4903	0.6981	0.8002	0.8756	0.9314	0.8205	0.8716	0.4958	0.9282	0.8271	0.7268	0.8587	0.6747	0.7572	0.3987	0.8000	0.7056	0.6917
0.294	6.05	2240	0.5427	0.6866	0.7984	0.8676	0.9313	0.8283	0.8406	0.5110	0.9109	0.8848	0.6818	0.8590	0.6826	0.7498	0.3909	0.7836	0.6869	0.6536
0.2515	6.11	2260	0.5008	0.6957	0.8006	0.8741	0.9383	0.8152	0.8909	0.5185	0.9178	0.8102	0.7130	0.8617	0.6824	0.7637	0.3920	0.7969	0.6972	0.6757
0.2324	6.16	2280	0.4600	0.7024	0.8179	0.8769	0.9364	0.8166	0.8834	0.5561	0.8863	0.8821	0.7644	0.8654	0.6800	0.7644	0.3950	0.7963	0.6892	0.7262
0.3158	6.22	2300	0.4765	0.6958	0.8090	0.8738	0.9341	0.8288	0.8889	0.5295	0.8971	0.8324	0.7521	0.8590	0.6710	0.7602	0.3843	0.7922	0.6894	0.7145
0.2189	6.27	2320	0.4901	0.6929	0.8023	0.8706	0.9410	0.8206	0.8470	0.5496	0.9040	0.8414	0.7130	0.8602	0.6789	0.7572	0.3968	0.7841	0.6943	0.6785
0.1781	6.32	2340	0.4782	0.6890	0.7950	0.8716	0.9310	0.8302	0.9101	0.4230	0.9085	0.8508	0.7116	0.8592	0.6882	0.7522	0.3529	0.7885	0.7063	0.6755
0.2585	6.38	2360	0.4923	0.7005	0.8049	0.8793	0.9283	0.8514	0.8561	0.4506	0.9227	0.8487	0.7764	0.8570	0.6852	0.7455	0.3647	0.8112	0.6981	0.7414
0.2427	6.43	2380	0.4996	0.6936	0.8071	0.8733	0.9416	0.8346	0.8637	0.5122	0.8907	0.8682	0.7385	0.8580	0.6864	0.7578	0.3903	0.8046	0.6503	0.7078
0.3861	6.49	2400	0.5035	0.7018	0.8042	0.8762	0.9295	0.8189	0.8695	0.5184	0.9280	0.8392	0.7258	0.8635	0.6823	0.7661	0.4107	0.7948	0.7058	0.6893
0.2319	6.54	2420	0.5015	0.7052	0.8113	0.8770	0.9234	0.8489	0.8623	0.5606	0.9325	0.7943	0.7574	0.8624	0.6760	0.7643	0.4198	0.7921	0.7051	0.7169
0.1962	6.59	2440	0.4653	0.7124	0.8175	0.8841	0.9419	0.8166	0.8608	0.5498	0.9069	0.8497	0.7971	0.8606	0.6803	0.7680	0.3947	0.8181	0.7048	0.7604
0.2704	6.65	2460	0.4642	0.7087	0.8070	0.8838	0.9310	0.8264	0.8837	0.4730	0.9280	0.8015	0.8055	0.8591	0.6857	0.7674	0.3697	0.8158	0.6980	0.7654
0.1438	6.7	2480	0.5301	0.6828	0.7982	0.8666	0.9280	0.8532	0.8514	0.4709	0.9018	0.8805	0.7018	0.8565	0.6701	0.7622	0.3586	0.7784	0.6853	0.6683
0.3661	6.76	2500	0.5201	0.6848	0.7910	0.8679	0.9398	0.8114	0.8760	0.4659	0.9017	0.8442	0.6978	0.8554	0.6779	0.7657	0.3610	0.7814	0.6880	0.6640
0.2653	6.81	2520	0.5765	0.6665	0.7984	0.8554	0.9237	0.8575	0.8615	0.5306	0.8848	0.9053	0.6256	0.8563	0.6737	0.7581	0.3800	0.7724	0.6313	0.5938
0.1563	6.86	2540	0.5453	0.6770	0.7881	0.8628	0.9408	0.8165	0.8736	0.4846	0.8994	0.8492	0.6528	0.8572	0.6864	0.7601	0.3829	0.7809	0.6520	0.6195
0.2804	6.92	2560	0.5505	0.6766	0.7966	0.8610	0.9216	0.8491	0.8750	0.4852	0.8956	0.8783	0.6715	0.8516	0.6741	0.7649	0.3962	0.7802	0.6452	0.6238
0.2304	6.97	2580	0.4455	0.7107	0.8093	0.8830	0.9368	0.8223	0.8703	0.4649	0.9057	0.8460	0.8188	0.8645	0.6942	0.7683	0.3803	0.8019	0.6960	0.7697
0.1759	7.03	2600	0.5370	0.6859	0.7960	0.8701	0.9369	0.8329	0.8566	0.4381	0.8981	0.8998	0.7094	0.8653	0.6820	0.7661	0.3674	0.7875	0.6583	0.6749
0.2079	7.08	2620	0.5014	0.6916	0.7991	0.8711	0.9347	0.8112	0.8740	0.5012	0.9079	0.8548	0.7101	0.8660	0.6894	0.7706	0.3897	0.7867	0.6665	0.6724
0.2464	7.14	2640	0.5313	0.6833	0.7998	0.8669	0.9319	0.8369	0.8416	0.5209	0.9050	0.8687	0.6939	0.8678	0.6749	0.7667	0.3777	0.7797	0.6586	0.6575
0.0679	7.19	2660	0.5012	0.6878	0.7945	0.8698	0.9303	0.8397	0.8561	0.4667	0.9163	0.8310	0.7213	0.8590	0.6773	0.7661	0.3821	0.7905	0.6814	0.6579
0.2287	7.24	2680	0.5399	0.6824	0.8031	0.8637	0.9228	0.8091	0.8778	0.5374	0.8858	0.8791	0.7098	0.8607	0.6758	0.7685	0.3853	0.7732	0.6663	0.6471
0.2186	7.3	2700	0.5803	0.6891	0.7935	0.8700	0.9341	0.8192	0.8781	0.4739	0.9185	0.8475	0.6833	0.8650	0.6901	0.7697	0.4044	0.7889	0.6537	0.6519
0.2762	7.35	2720	0.5791	0.6799	0.7893	0.8648	0.9349	0.8160	0.8592	0.4940	0.9163	0.8543	0.6502	0.8658	0.6885	0.7666	0.3916	0.7818	0.6439	0.6209
0.185	7.41	2740	0.5155	0.6884	0.7950	0.8704	0.9468	0.8255	0.8475	0.4646	0.8956	0.8782	0.7065	0.8621	0.6823	0.7629	0.3701	0.7829	0.6797	0.6787
0.1529	7.46	2760	0.5215	0.6802	0.7893	0.8672	0.9248	0.8309	0.8764	0.4373	0.9220	0.8504	0.6837	0.8582	0.6872	0.7597	0.3669	0.7949	0.6466	0.6479
0.2866	7.51	2780	0.4837	0.7017	0.8069	0.8778	0.9290	0.8349	0.8724	0.4779	0.9149	0.8582	0.7612	0.8661	0.6901	0.7653	0.3819	0.7965	0.6911	0.7208
0.2183	7.57	2800	0.5563	0.6749	0.7957	0.8633	0.9363	0.8242	0.8763	0.5241	0.9018	0.8704	0.6367	0.8688	0.6848	0.7624	0.3946	0.7942	0.6070	0.6125
0.2455	7.62	2820	0.4623	0.7067	0.8074	0.8813	0.9398	0.8230	0.8494	0.4948	0.9147	0.8463	0.7835	0.8679	0.6843	0.7629	0.3926	0.8029	0.6898	0.7464
0.1664	7.68	2840	0.4660	0.7028	0.7985	0.8806	0.9395	0.8033	0.8812	0.4409	0.9158	0.8221	0.7864	0.8630	0.6901	0.7662	0.3531	0.8021	0.6947	0.7501
1.0029	7.73	2860	0.4397	0.7231	0.8275	0.8908	0.9374	0.8533	0.8568	0.5143	0.9030	0.8616	0.8659	0.8697	0.6823	0.7656	0.3693	0.8134	0.7337	0.8276
0.2047	7.78	2880	0.4525	0.7203	0.8150	0.8896	0.9485	0.8296	0.8770	0.4709	0.9067	0.8402	0.8319	0.8628	0.6917	0.7703	0.3786	0.8198	0.7211	0.7977
0.1632	7.84	2900	0.4483	0.7172	0.8198	0.8861	0.9323	0.8009	0.8895	0.5222	0.9038	0.8572	0.8327	0.8696	0.6841	0.7643	0.4035	0.8062	0.7007	0.7918
0.072	7.89	2920	0.4501	0.7155	0.8190	0.8847	0.9373	0.8090	0.8660	0.5574	0.9087	0.8422	0.8126	0.8675	0.6784	0.7714	0.4133	0.8067	0.6940	0.7769
0.9618	7.95	2940	0.5323	0.6991	0.7988	0.8759	0.9291	0.8388	0.8511	0.4605	0.9285	0.8381	0.7453	0.8670	0.6856	0.7605	0.3777	0.7853	0.7145	0.7035
0.1425	8.0	2960	0.4843	0.6921	0.8009	0.8733	0.9347	0.7719	0.8522	0.5143	0.8942	0.8577	0.7811	0.8645	0.6450	0.7588	0.3731	0.7844	0.7045	0.7144
0.1813	8.05	2980	0.4979	0.7072	0.8054	0.8825	0.9384	0.7601	0.8637	0.4972	0.9082	0.8651	0.8054	0.8662	0.6573	0.7656	0.3857	0.8013	0.7092	0.7650
0.2996	8.11	3000	0.4599	0.7154	0.8211	0.8854	0.9316	0.8283	0.8601	0.5269	0.9060	0.8602	0.8345	0.8690	0.6880	0.7628	0.3920	0.8073	0.7011	0.7879
0.2983	8.16	3020	0.4657	0.7168	0.8177	0.8876	0.9388	0.8314	0.8762	0.4802	0.9060	0.8649	0.8265	0.8734	0.6929	0.7619	0.3872	0.8092	0.6967	0.7967
0.512	8.22	3040	0.4672	0.7148	0.8119	0.8864	0.9414	0.7956	0.8628	0.5067	0.9141	0.8484	0.8144	0.8713	0.6848	0.7671	0.3808	0.8064	0.6993	0.7937
0.182	8.27	3060	0.4480	0.7153	0.8190	0.8851	0.9432	0.8298	0.8509	0.5410	0.9032	0.8446	0.8200	0.8692	0.6906	0.7711	0.3787	0.8038	0.7074	0.7867
0.1986	8.32	3080	0.5153	0.7015	0.8026	0.8773	0.9438	0.7877	0.8787	0.4991	0.9038	0.8646	0.7408	0.8691	0.6709	0.7734	0.3863	0.7858	0.7162	0.7085
0.1252	8.38	3100	0.5256	0.7018	0.8026	0.8768	0.9358	0.8417	0.8622	0.4587	0.9148	0.8675	0.7376	0.8674	0.6960	0.7640	0.3816	0.7857	0.7131	0.7050
0.1778	8.43	3120	0.5156	0.7006	0.8025	0.8762	0.9295	0.7772	0.8867	0.4904	0.9104	0.8760	0.7474	0.8714	0.6709	0.7701	0.3884	0.7796	0.7155	0.7081
0.4537	8.49	3140	0.4896	0.7111	0.8117	0.8850	0.9302	0.7755	0.8865	0.4924	0.9149	0.8773	0.8049	0.8734	0.6599	0.7760	0.3906	0.8035	0.7110	0.7636
0.2145	8.54	3160	0.4882	0.7216	0.8248	0.8874	0.9386	0.8280	0.8589	0.5382	0.9001	0.8789	0.8309	0.8747	0.6816	0.7719	0.4142	0.8002	0.7277	0.7810
0.122	8.59	3180	0.5472	0.7025	0.8031	0.8754	0.9395	0.8099	0.8762	0.5051	0.9096	0.8586	0.7224	0.8657	0.6846	0.7729	0.4120	0.7849	0.7169	0.6803
0.1508	8.65	3200	0.5601	0.6966	0.8057	0.8721	0.9367	0.8412	0.8686	0.5247	0.9049	0.8520	0.7121	0.8637	0.6709	0.7671	0.3982	0.7770	0.7219	0.6773
0.4993	8.7	3220	0.5737	0.6972	0.7957	0.8731	0.9402	0.8048	0.8753	0.4891	0.9151	0.8364	0.7090	0.8643	0.6825	0.7628	0.3978	0.7795	0.7202	0.6736
0.0767	8.76	3240	0.5454	0.7052	0.8102	0.8760	0.9274	0.8521	0.8674	0.5045	0.9141	0.8621	0.7441	0.8693	0.6900	0.7596	0.4048	0.7759	0.7264	0.7102
0.2786	8.81	3260	0.5146	0.7033	0.8035	0.8766	0.9393	0.8303	0.8532	0.4791	0.9087	0.8694	0.7443	0.8675	0.6943	0.7525	0.3987	0.7831	0.7178	0.7093
0.1633	8.86	3280	0.4591	0.7194	0.8222	0.8865	0.9428	0.8341	0.8836	0.5065	0.8904	0.8704	0.8274	0.8671	0.6946	0.7677	0.3988	0.8039	0.7112	0.7924
0.1259	8.92	3300	0.4320	0.7223	0.8275	0.8895	0.9368	0.8330	0.9041	0.5151	0.8898	0.8378	0.8757	0.8727	0.6900	0.7687	0.3766	0.8055	0.7210	0.8215
0.2201	8.97	3320	0.4566	0.7287	0.8239	0.8938	0.9394	0.8272	0.8730	0.4734	0.9048	0.8717	0.8778	0.8750	0.6905	0.7656	0.3990	0.8140	0.7268	0.8300
0.2125	9.03	3340	0.4679	0.7176	0.8216	0.8858	0.9358	0.8377	0.8983	0.4901	0.8962	0.8793	0.8140	0.8647	0.6957	0.7710	0.3897	0.8068	0.7199	0.7753
0.1314	9.08	3360	0.4641	0.7203	0.8144	0.8878	0.9404	0.8227	0.8681	0.4839	0.9150	0.8544	0.8164	0.8645	0.6968	0.7780	0.3938	0.8116	0.7206	0.7770
0.2678	9.14	3380	0.5029	0.7158	0.8139	0.8847	0.9369	0.8421	0.8687	0.4804	0.9142	0.8587	0.7962	0.8680	0.6944	0.7741	0.3978	0.8013	0.7197	0.7554
0.1653	9.19	3400	0.5625	0.7036	0.8104	0.8762	0.9346	0.8486	0.8761	0.5090	0.9074	0.8631	0.7343	0.8683	0.6925	0.7689	0.3983	0.7838	0.7123	0.7009
0.1075	9.24	3420	0.5050	0.7067	0.8133	0.8773	0.9398	0.8176	0.8944	0.5225	0.8919	0.8846	0.7425	0.8704	0.6955	0.7710	0.4031	0.7823	0.7195	0.7049
0.2607	9.3	3440	0.5197	0.7070	0.8086	0.8785	0.9407	0.8058	0.8881	0.5119	0.9015	0.8580	0.7543	0.8664	0.6911	0.7765	0.3871	0.7863	0.7193	0.7219
0.111	9.35	3460	0.5327	0.7099	0.8098	0.8817	0.9416	0.8412	0.8594	0.4685	0.9082	0.8837	0.7658	0.8725	0.6938	0.7697	0.3851	0.7902	0.7220	0.7362
0.1358	9.41	3480	0.4572	0.7143	0.8155	0.8857	0.9449	0.8100	0.8780	0.4886	0.8912	0.8628	0.8328	0.8675	0.6818	0.7675	0.3769	0.8055	0.7211	0.7794
0.1794	9.46	3500	0.4778	0.7072	0.8141	0.8799	0.9367	0.8324	0.8530	0.5274	0.9060	0.8690	0.7742	0.8703	0.6888	0.7636	0.3918	0.7955	0.7094	0.7308
0.1146	9.51	3520	0.5337	0.6935	0.7966	0.8740	0.9459	0.8011	0.8545	0.4980	0.9119	0.8569	0.7083	0.8687	0.6794	0.7643	0.3924	0.7935	0.6795	0.6768
0.4693	9.57	3540	0.5688	0.6864	0.7860	0.8732	0.9407	0.7510	0.8634	0.4659	0.9212	0.8391	0.7205	0.8703	0.6482	0.7612	0.3688	0.7911	0.6820	0.6830
0.2297	9.62	3560	0.5465	0.7049	0.8135	0.8772	0.9337	0.8205	0.8839	0.5210	0.8966	0.8817	0.7569	0.8679	0.6903	0.7676	0.3856	0.7855	0.7209	0.7163
0.3738	9.68	3580	0.5458	0.7063	0.8052	0.8797	0.9394	0.8195	0.8574	0.5006	0.9146	0.8267	0.7783	0.8682	0.6861	0.7628	0.3779	0.7898	0.7244	0.7348
0.2401	9.73	3600	0.5446	0.7028	0.8113	0.8772	0.9306	0.8440	0.8732	0.5133	0.9136	0.8654	0.7392	0.8709	0.6858	0.7633	0.4003	0.7900	0.7039	0.7054
0.1552	9.78	3620	0.5462	0.7034	0.8091	0.8772	0.9337	0.8208	0.8948	0.5019	0.9061	0.8639	0.7422	0.8720	0.6944	0.7614	0.4068	0.7898	0.6974	0.7019
0.1767	9.84	3640	0.6458	0.6895	0.7931	0.8700	0.9378	0.8240	0.8680	0.4922	0.9234	0.8316	0.6745	0.8725	0.6978	0.7662	0.4067	0.7840	0.6572	0.6423
0.2452	9.89	3660	0.5251	0.6978	0.8087	0.8739	0.9411	0.8178	0.8852	0.5412	0.8968	0.8593	0.7194	0.8721	0.6928	0.7677	0.4042	0.7878	0.6807	0.6794
0.218	9.95	3680	0.5541	0.6987	0.8074	0.8745	0.9378	0.8340	0.8495	0.5413	0.9072	0.8368	0.7451	0.8711	0.6906	0.7643	0.3786	0.7824	0.7028	0.7010
0.1928	10.0	3700	0.5603	0.7023	0.8083	0.8778	0.9418	0.8415	0.8670	0.4924	0.9043	0.8692	0.7416	0.8697	0.6857	0.7684	0.3845	0.7907	0.7082	0.7089
0.0984	10.05	3720	0.6013	0.6959	0.7949	0.8758	0.9430	0.7542	0.8797	0.4777	0.9055	0.8645	0.7396	0.8699	0.6738	0.7583	0.3702	0.7868	0.7053	0.7073
0.1346	10.11	3740	0.5829	0.7016	0.8074	0.8764	0.9393	0.7869	0.8904	0.5164	0.8944	0.8757	0.7488	0.8710	0.6825	0.7643	0.3911	0.7843	0.7127	0.7055
0.1479	10.16	3760	0.4795	0.7208	0.8207	0.8893	0.9386	0.7929	0.8455	0.5388	0.9065	0.8620	0.8604	0.8707	0.6719	0.7647	0.4008	0.8139	0.7273	0.7960
0.193	10.22	3780	0.4772	0.7096	0.8125	0.8833	0.9302	0.7916	0.8914	0.5130	0.9141	0.8452	0.8021	0.8722	0.6818	0.7675	0.4099	0.8108	0.6772	0.7481
0.1574	10.27	3800	0.4449	0.7268	0.8243	0.8923	0.9417	0.8150	0.8765	0.5202	0.9099	0.8649	0.8421	0.8742	0.6931	0.7703	0.4116	0.8200	0.7169	0.8017
0.1357	10.32	3820	0.4419	0.7214	0.8302	0.8891	0.9352	0.8044	0.8781	0.5679	0.8897	0.8569	0.8792	0.8756	0.6765	0.7712	0.3742	0.8061	0.7319	0.8142
0.1049	10.38	3840	0.4425	0.7260	0.8296	0.8915	0.9362	0.7928	0.8675	0.5635	0.8963	0.8647	0.8861	0.8760	0.6718	0.7747	0.3990	0.8098	0.7364	0.8142
0.1607	10.43	3860	0.4764	0.7204	0.8283	0.8885	0.9317	0.8047	0.8821	0.5544	0.8937	0.8585	0.8735	0.8748	0.6710	0.7674	0.3788	0.8028	0.7337	0.8141
0.7998	10.49	3880	0.4903	0.7190	0.8258	0.8866	0.9293	0.8216	0.8807	0.5352	0.8990	0.8687	0.8463	0.8689	0.6759	0.7684	0.4070	0.8060	0.7214	0.7852
0.1199	10.54	3900	0.4547	0.7258	0.8253	0.8905	0.9312	0.8032	0.8797	0.5204	0.9023	0.8627	0.8772	0.8707	0.6839	0.7741	0.4092	0.8106	0.7323	0.7998
0.1326	10.59	3920	0.4905	0.7125	0.8102	0.8818	0.9367	0.7898	0.8574	0.5258	0.9087	0.8482	0.8050	0.8691	0.6801	0.7665	0.4044	0.7903	0.7306	0.7463
0.1629	10.65	3940	0.5135	0.7051	0.8160	0.8778	0.9379	0.8330	0.8334	0.5501	0.8931	0.8747	0.7895	0.8722	0.6742	0.7511	0.3941	0.7827	0.7289	0.7323
0.0679	10.7	3960	0.5245	0.7076	0.8094	0.8792	0.9409	0.8088	0.8733	0.5049	0.8983	0.8658	0.7735	0.8711	0.6837	0.7620	0.3979	0.7853	0.7317	0.7214
0.1393	10.76	3980	0.5436	0.7136	0.8117	0.8829	0.9367	0.8293	0.8717	0.4982	0.9166	0.8495	0.7798	0.8723	0.6868	0.7678	0.4089	0.7928	0.7266	0.7397
0.1078	10.81	4000	0.5010	0.7127	0.8149	0.8819	0.9452	0.8207	0.8718	0.5382	0.9047	0.8634	0.7601	0.8705	0.6890	0.7707	0.4062	0.7944	0.7293	0.7291
0.1262	10.86	4020	0.5119	0.7137	0.8120	0.8831	0.9401	0.8343	0.8624	0.4949	0.9146	0.8643	0.7732	0.8707	0.6901	0.7673	0.4050	0.7960	0.7303	0.7366
0.2813	10.92	4040	0.4873	0.7121	0.8212	0.8824	0.9391	0.8373	0.8584	0.5629	0.9044	0.8678	0.7788	0.8733	0.6904	0.7699	0.3986	0.7993	0.7094	0.7439
0.6835	10.97	4060	0.5088	0.6994	0.8073	0.8751	0.9275	0.8088	0.8660	0.5367	0.9130	0.8390	0.7598	0.8694	0.6796	0.7653	0.3894	0.7855	0.6999	0.7069
0.24	11.03	4080	0.5099	0.7101	0.8181	0.8817	0.9348	0.8374	0.8767	0.5382	0.9085	0.8531	0.7782	0.8722	0.6903	0.7680	0.3917	0.7992	0.7114	0.7378
0.1172	11.08	4100	0.5336	0.7054	0.8088	0.8794	0.9448	0.8377	0.8661	0.5007	0.9066	0.8568	0.7493	0.8678	0.6831	0.7684	0.3967	0.7963	0.7119	0.7139
0.0705	11.14	4120	0.5258	0.7049	0.8014	0.8798	0.9424	0.8152	0.8762	0.4608	0.9168	0.8534	0.7447	0.8689	0.6900	0.7707	0.3883	0.7960	0.7123	0.7084
0.1683	11.19	4140	0.4890	0.7091	0.8063	0.8829	0.9440	0.7922	0.8761	0.4739	0.9035	0.8588	0.7957	0.8690	0.6781	0.7642	0.3927	0.8021	0.7156	0.7418
0.0792	11.24	4160	0.5043	0.7072	0.8172	0.8798	0.9436	0.8273	0.8587	0.5521	0.8918	0.8655	0.7812	0.8713	0.6821	0.7606	0.3962	0.7943	0.7169	0.7292
0.1486	11.3	4180	0.5367	0.7052	0.8043	0.8783	0.9389	0.7943	0.8553	0.5066	0.9108	0.8652	0.7592	0.8733	0.6778	0.7633	0.4170	0.7877	0.7134	0.7040
0.2621	11.35	4200	0.5333	0.7016	0.8055	0.8770	0.9428	0.8055	0.8440	0.5177	0.9030	0.8714	0.7542	0.8717	0.6815	0.7596	0.3952	0.7884	0.7123	0.7029
0.1573	11.41	4220	0.5311	0.7036	0.8070	0.8775	0.9407	0.8258	0.8659	0.4995	0.9045	0.8626	0.7499	0.8707	0.6917	0.7638	0.3966	0.7893	0.7121	0.7007
0.1706	11.46	4240	0.5298	0.7062	0.8133	0.8774	0.9385	0.8210	0.8889	0.5300	0.8954	0.8700	0.7495	0.8715	0.6947	0.7709	0.4077	0.7856	0.7115	0.7016
0.2682	11.51	4260	0.5481	0.7082	0.8057	0.8801	0.9444	0.8204	0.8799	0.4890	0.9099	0.8406	0.7554	0.8715	0.6969	0.7734	0.3951	0.7902	0.7176	0.7128
0.1008	11.57	4280	0.5343	0.7053	0.8131	0.8770	0.9272	0.7950	0.8888	0.5527	0.9074	0.8655	0.7551	0.8723	0.6802	0.7748	0.4058	0.7848	0.7189	0.7000
0.2386	11.62	4300	0.5017	0.7097	0.8228	0.8813	0.9308	0.7722	0.8942	0.5822	0.8842	0.8695	0.8265	0.8662	0.6711	0.7772	0.3790	0.8012	0.7206	0.7526
0.1102	11.68	4320	0.4944	0.7106	0.8179	0.8823	0.9286	0.8126	0.8744	0.5304	0.9009	0.8469	0.8317	0.8592	0.6791	0.7732	0.3770	0.8077	0.7172	0.7611
0.1461	11.73	4340	0.5308	0.7016	0.8080	0.8756	0.9270	0.8166	0.8748	0.5144	0.9086	0.8492	0.7654	0.8572	0.6779	0.7672	0.3964	0.7956	0.7171	0.6998
0.1593	11.78	4360	0.5414	0.7097	0.8131	0.8799	0.9415	0.8112	0.8727	0.5428	0.9044	0.8635	0.7555	0.8653	0.6940	0.7638	0.4048	0.7962	0.7219	0.7224
0.1039	11.84	4380	0.5111	0.7156	0.8199	0.8830	0.9364	0.8319	0.8651	0.5438	0.9069	0.8736	0.7819	0.8673	0.6925	0.7635	0.4138	0.7998	0.7295	0.7431
0.3453	11.89	4400	0.5305	0.7131	0.8093	0.8818	0.9432	0.8346	0.8722	0.4977	0.9165	0.8497	0.7513	0.8652	0.6879	0.7682	0.4254	0.7981	0.7278	0.7194
0.15	11.95	4420	0.4693	0.7259	0.8316	0.8903	0.9435	0.8364	0.8837	0.5534	0.8908	0.8672	0.8460	0.8715	0.6885	0.7678	0.4070	0.8116	0.7273	0.8075
0.1132	12.0	4440	0.4752	0.7248	0.8355	0.8893	0.9381	0.8157	0.8643	0.6057	0.8898	0.8787	0.8560	0.8722	0.6864	0.7675	0.3969	0.8100	0.7267	0.8141
0.2272	12.05	4460	0.4776	0.7244	0.8240	0.8911	0.9364	0.7727	0.8572	0.5785	0.9150	0.8516	0.8565	0.8748	0.6708	0.7655	0.4108	0.8158	0.7212	0.8117
0.1862	12.11	4480	0.4954	0.7204	0.8241	0.8878	0.9394	0.8316	0.8658	0.5470	0.9084	0.8582	0.8186	0.8730	0.6965	0.7638	0.4046	0.8122	0.7081	0.7845
0.1436	12.16	4500	0.5070	0.7154	0.8182	0.8840	0.9417	0.8228	0.8489	0.5516	0.9087	0.8635	0.7903	0.8700	0.6895	0.7569	0.4171	0.8040	0.7163	0.7537
0.1581	12.22	4520	0.4918	0.7174	0.8263	0.8842	0.9284	0.8167	0.8722	0.5734	0.9050	0.8823	0.8058	0.8716	0.6850	0.7606	0.4183	0.8006	0.7239	0.7619
0.2003	12.27	4540	0.5508	0.7075	0.8139	0.8776	0.9303	0.8128	0.8467	0.5666	0.9128	0.8689	0.7590	0.8691	0.6917	0.7535	0.4125	0.7878	0.7209	0.7167
0.1785	12.32	4560	0.4795	0.7141	0.8262	0.8825	0.9354	0.8445	0.8594	0.5835	0.9014	0.8716	0.7876	0.8715	0.6871	0.7638	0.4103	0.7987	0.7186	0.7488
0.0645	12.38	4580	0.4897	0.7221	0.8265	0.8875	0.9328	0.8254	0.8690	0.5660	0.9127	0.8652	0.8145	0.8731	0.6958	0.7662	0.4194	0.8097	0.7179	0.7727
0.0784	12.43	4600	0.5016	0.7248	0.8310	0.8896	0.9303	0.8241	0.8822	0.5576	0.9062	0.8807	0.8362	0.8728	0.6910	0.7655	0.4182	0.8151	0.7209	0.7901
0.1183	12.49	4620	0.5362	0.7072	0.8020	0.8802	0.9433	0.8042	0.8626	0.4774	0.9161	0.8566	0.7538	0.8702	0.6923	0.7646	0.3956	0.7930	0.7202	0.7145
0.2538	12.54	4640	0.5996	0.7075	0.8150	0.8784	0.9358	0.8371	0.8669	0.5344	0.9051	0.8757	0.7496	0.8722	0.6942	0.7627	0.4062	0.7872	0.7139	0.7161
0.1557	12.59	4660	0.5350	0.7070	0.8149	0.8787	0.9377	0.8244	0.8555	0.5539	0.9038	0.8654	0.7638	0.8742	0.6887	0.7628	0.4033	0.7875	0.7079	0.7249
0.3497	12.65	4680	0.4915	0.7138	0.8195	0.8835	0.9416	0.8156	0.8645	0.5468	0.8973	0.8716	0.7994	0.8758	0.6877	0.7662	0.4042	0.7962	0.7115	0.7552
0.1298	12.7	4700	0.4880	0.7154	0.8223	0.8841	0.9379	0.7987	0.8712	0.5789	0.9026	0.8717	0.7947	0.8782	0.6819	0.7713	0.4105	0.7964	0.7150	0.7545
0.248	12.76	4720	0.5498	0.7106	0.8102	0.8817	0.9356	0.8214	0.8667	0.5055	0.9203	0.8617	0.7605	0.8763	0.6887	0.7685	0.4113	0.7928	0.7108	0.7255
0.0969	12.81	4740	0.5653	0.7107	0.8169	0.8805	0.9369	0.8377	0.8712	0.5441	0.9098	0.8652	0.7536	0.8739	0.6900	0.7678	0.4176	0.7918	0.7133	0.7204
0.1095	12.86	4760	0.5436	0.7105	0.8125	0.8808	0.9459	0.8153	0.8896	0.5127	0.8978	0.8735	0.7524	0.8727	0.6978	0.7675	0.4101	0.7922	0.7139	0.7190
0.1964	12.92	4780	0.6304	0.7005	0.8044	0.8752	0.9413	0.8388	0.8647	0.5172	0.9168	0.8495	0.7027	0.8674	0.6873	0.7677	0.4157	0.7904	0.7023	0.6725
0.1341	12.97	4800	0.5768	0.7055	0.8045	0.8782	0.9402	0.8154	0.8773	0.4902	0.9136	0.8653	0.7298	0.8686	0.6967	0.7681	0.4123	0.7939	0.7056	0.6930
0.1123	13.03	4820	0.5759	0.7002	0.8034	0.8755	0.9434	0.8259	0.8765	0.4800	0.9013	0.8750	0.7221	0.8651	0.6934	0.7657	0.3973	0.7897	0.7014	0.6886
0.1658	13.08	4840	0.5776	0.7006	0.8076	0.8748	0.9364	0.8288	0.8806	0.5232	0.9092	0.8625	0.7121	0.8665	0.6883	0.7674	0.4129	0.7891	0.7019	0.6778
0.1839	13.14	4860	0.5867	0.6981	0.8042	0.8744	0.9386	0.8375	0.8730	0.4946	0.9098	0.8683	0.7075	0.8647	0.6890	0.7616	0.4011	0.7914	0.7040	0.6747
0.1099	13.19	4880	0.6082	0.6983	0.8013	0.8742	0.9445	0.8159	0.8635	0.5103	0.9103	0.8655	0.6990	0.8639	0.6907	0.7644	0.4066	0.7923	0.7000	0.6699
0.3081	13.24	4900	0.5948	0.6993	0.8048	0.8745	0.9346	0.8352	0.8682	0.5033	0.9140	0.8640	0.7146	0.8655	0.6920	0.7625	0.4031	0.7891	0.7025	0.6804
0.0714	13.3	4920	0.5051	0.7049	0.8191	0.8782	0.9342	0.8449	0.8754	0.5468	0.8989	0.8811	0.7522	0.8685	0.6846	0.7704	0.3944	0.7956	0.7036	0.7175
0.2305	13.35	4940	0.5408	0.7004	0.8093	0.8756	0.9396	0.8220	0.8793	0.5384	0.9057	0.8616	0.7183	0.8691	0.6900	0.7697	0.3954	0.7909	0.7016	0.6861
0.2512	13.41	4960	0.5822	0.6990	0.8107	0.8738	0.9390	0.8140	0.8907	0.5550	0.8980	0.8683	0.7096	0.8679	0.6899	0.7657	0.4019	0.7876	0.7041	0.6757
0.1393	13.46	4980	0.5820	0.6959	0.8083	0.8723	0.9446	0.8042	0.8774	0.5541	0.8882	0.8804	0.7092	0.8667	0.6888	0.7699	0.3841	0.7838	0.7022	0.6755
0.9497	13.51	5000	0.5431	0.6950	0.8085	0.8726	0.9424	0.8437	0.8893	0.5207	0.8900	0.8553	0.7182	0.8657	0.6915	0.7660	0.3743	0.7847	0.7006	0.6824
0.0806	13.57	5020	0.5681	0.6932	0.8071	0.8730	0.9460	0.8298	0.8792	0.5086	0.8840	0.8783	0.7235	0.8651	0.6882	0.7591	0.3640	0.7898	0.6952	0.6910
0.1022	13.62	5040	0.6025	0.7020	0.8031	0.8773	0.9384	0.8149	0.8617	0.5091	0.9205	0.8461	0.7313	0.8709	0.6938	0.7583	0.3988	0.7930	0.7026	0.6969
0.184	13.68	5060	0.5221	0.7129	0.8152	0.8834	0.9440	0.8107	0.8484	0.5483	0.9078	0.8577	0.7891	0.8723	0.6916	0.7579	0.4009	0.8017	0.7134	0.7525
0.1923	13.73	5080	0.5278	0.7074	0.8231	0.8794	0.9363	0.8139	0.8365	0.6253	0.8986	0.8638	0.7869	0.8725	0.6876	0.7527	0.3841	0.7960	0.7094	0.7491
0.1851	13.78	5100	0.5243	0.7208	0.8293	0.8880	0.9352	0.8263	0.8504	0.5776	0.9032	0.8726	0.8400	0.8708	0.6909	0.7572	0.4059	0.8167	0.7142	0.7900
0.0883	13.84	5120	0.5024	0.7236	0.8229	0.8902	0.9409	0.7976	0.8571	0.5421	0.9083	0.8774	0.8370	0.8729	0.6898	0.7625	0.4175	0.8193	0.7105	0.7929
0.195	13.89	5140	0.4746	0.7218	0.8266	0.8886	0.9399	0.8212	0.8697	0.5583	0.9008	0.8562	0.8400	0.8729	0.6952	0.7671	0.4038	0.8141	0.7114	0.7878
0.0844	13.95	5160	0.4909	0.7205	0.8265	0.8880	0.9351	0.8371	0.8583	0.5528	0.9070	0.8559	0.8395	0.8718	0.6946	0.7642	0.3979	0.8136	0.7127	0.7886
0.1474	14.0	5180	0.4922	0.7258	0.8272	0.8905	0.9388	0.8234	0.8750	0.5452	0.9064	0.8615	0.8401	0.8720	0.6999	0.7722	0.4129	0.8181	0.7126	0.7933
0.0503	14.05	5200	0.5318	0.7121	0.8123	0.8824	0.9386	0.8375	0.8687	0.4913	0.9146	0.8767	0.7582	0.8721	0.6998	0.7690	0.4109	0.7996	0.7093	0.7243
1.5633	14.11	5220	0.5514	0.7080	0.8110	0.8790	0.9361	0.8298	0.8660	0.5116	0.9110	0.8762	0.7465	0.8721	0.6993	0.7625	0.4142	0.7913	0.7101	0.7068
0.1624	14.16	5240	0.5814	0.7004	0.8080	0.8748	0.9385	0.8203	0.8895	0.5267	0.9042	0.8668	0.7101	0.8666	0.6915	0.7616	0.4128	0.7906	0.7032	0.6764
0.1234	14.22	5260	0.5338	0.7057	0.8118	0.8776	0.9384	0.8265	0.8866	0.5304	0.9078	0.8708	0.7222	0.8691	0.6993	0.7745	0.4113	0.7951	0.7052	0.6853
0.0554	14.27	5280	0.6325	0.7015	0.8086	0.8754	0.9377	0.8343	0.8675	0.5338	0.9147	0.8722	0.6998	0.8688	0.6954	0.7702	0.4123	0.7921	0.7013	0.6701
0.115	14.32	5300	0.4993	0.7210	0.8234	0.8861	0.9333	0.8439	0.8784	0.5337	0.9141	0.8679	0.7922	0.8755	0.6996	0.7750	0.4152	0.7987	0.7285	0.7545
0.1561	14.38	5320	0.5592	0.7135	0.8152	0.8818	0.9352	0.8277	0.8701	0.5345	0.9173	0.8638	0.7574	0.8746	0.7009	0.7720	0.4173	0.7938	0.7157	0.7203
0.0848	14.43	5340	0.5579	0.7164	0.8164	0.8833	0.9436	0.8026	0.8806	0.5433	0.9054	0.8765	0.7631	0.8745	0.6958	0.7746	0.4219	0.7952	0.7242	0.7287
0.1941	14.49	5360	0.5586	0.7189	0.8199	0.8843	0.9371	0.8163	0.8892	0.5516	0.9127	0.8632	0.7692	0.8737	0.6961	0.7774	0.4221	0.7964	0.7319	0.7347
0.1339	14.54	5380	0.5690	0.7114	0.8206	0.8800	0.9383	0.8260	0.8833	0.5868	0.9054	0.8599	0.7444	0.8714	0.6967	0.7769	0.4115	0.7933	0.7164	0.7138
0.1054	14.59	5400	0.5522	0.7119	0.8216	0.8797	0.9407	0.8214	0.8717	0.5864	0.8963	0.8839	0.7510	0.8725	0.6988	0.7761	0.4120	0.7897	0.7169	0.7175
0.1314	14.65	5420	0.5695	0.7134	0.8164	0.8815	0.9420	0.8324	0.8740	0.5469	0.9087	0.8569	0.7540	0.8724	0.6957	0.7754	0.4228	0.7945	0.7145	0.7183
0.2918	14.7	5440	0.5720	0.7115	0.8167	0.8806	0.9385	0.8318	0.8726	0.5263	0.9036	0.8930	0.7509	0.8738	0.6959	0.7796	0.4111	0.7905	0.7138	0.7155
0.1543	14.76	5460	0.5569	0.7137	0.8163	0.8817	0.9396	0.8374	0.8688	0.5230	0.9078	0.8829	0.7549	0.8741	0.6978	0.7713	0.4232	0.7927	0.7180	0.7187
0.1186	14.81	5480	0.5482	0.7212	0.8233	0.8853	0.9366	0.8389	0.8538	0.5453	0.9084	0.8849	0.7954	0.8771	0.6978	0.7658	0.4222	0.7920	0.7386	0.7551
0.1624	14.86	5500	0.5372	0.7189	0.8240	0.8842	0.9355	0.8337	0.8733	0.5587	0.9046	0.8694	0.7930	0.8756	0.6953	0.7717	0.4070	0.7904	0.7386	0.7533
0.9141	14.92	5520	0.5415	0.7166	0.8202	0.8832	0.9415	0.8160	0.8734	0.5625	0.9007	0.8602	0.7873	0.8744	0.6917	0.7683	0.4067	0.7896	0.7359	0.7495
0.1429	14.97	5540	0.5310	0.7171	0.8185	0.8837	0.9397	0.8161	0.8610	0.5489	0.9098	0.8795	0.7743	0.8751	0.6908	0.7675	0.4220	0.7939	0.7309	0.7396
0.21	15.03	5560	0.4918	0.7230	0.8230	0.8871	0.9395	0.8298	0.8797	0.5404	0.9100	0.8671	0.7944	0.8748	0.6930	0.7726	0.4246	0.7999	0.7373	0.7586
0.1884	15.08	5580	0.5099	0.7153	0.8160	0.8831	0.9437	0.8006	0.8602	0.5582	0.9087	0.8716	0.7686	0.8741	0.6895	0.7719	0.4206	0.7963	0.7214	0.7331
0.1516	15.14	5600	0.5335	0.7137	0.8168	0.8823	0.9372	0.8281	0.8823	0.5498	0.9161	0.8459	0.7585	0.8757	0.6937	0.7763	0.4186	0.7949	0.7140	0.7230
0.1574	15.19	5620	0.5654	0.7136	0.8156	0.8818	0.9410	0.8196	0.8757	0.5507	0.9120	0.8582	0.7521	0.8756	0.6989	0.7708	0.4237	0.7942	0.7134	0.7186
0.0803	15.24	5640	0.5721	0.7136	0.8178	0.8815	0.9429	0.8285	0.8653	0.5589	0.9080	0.8754	0.7458	0.8739	0.6983	0.7693	0.4272	0.7956	0.7165	0.7142
0.1424	15.3	5660	0.5583	0.7127	0.8150	0.8812	0.9406	0.8168	0.8676	0.5656	0.9163	0.8526	0.7456	0.8734	0.6944	0.7721	0.4269	0.7956	0.7123	0.7142
0.0757	15.35	5680	0.5655	0.7106	0.8140	0.8803	0.9388	0.8168	0.8697	0.5482	0.9116	0.8631	0.7501	0.8729	0.6917	0.7703	0.4162	0.7925	0.7139	0.7164
0.1092	15.41	5700	0.5550	0.7114	0.8160	0.8808	0.9429	0.8282	0.8617	0.5558	0.9075	0.8621	0.7535	0.8742	0.6944	0.7703	0.4152	0.7926	0.7138	0.7195
0.1833	15.46	5720	0.4969	0.7304	0.8307	0.8930	0.9412	0.8311	0.8812	0.5391	0.9056	0.8764	0.8401	0.8759	0.6980	0.7712	0.4282	0.8201	0.7182	0.8013
0.0929	15.51	5740	0.5019	0.7272	0.8228	0.8918	0.9443	0.8274	0.8651	0.5131	0.9135	0.8714	0.8244	0.8757	0.6980	0.7731	0.4210	0.8170	0.7180	0.7873
0.1537	15.57	5760	0.5682	0.7139	0.8192	0.8818	0.9327	0.8587	0.8672	0.5456	0.9196	0.8503	0.7602	0.8732	0.6913	0.7723	0.4284	0.7955	0.7165	0.7204
0.0488	15.62	5780	0.5516	0.7133	0.8158	0.8819	0.9407	0.8418	0.8711	0.5235	0.9096	0.8678	0.7562	0.8725	0.6953	0.7739	0.4228	0.7961	0.7140	0.7185
0.1074	15.68	5800	0.5703	0.7111	0.8162	0.8808	0.9394	0.8297	0.8875	0.5129	0.8991	0.8886	0.7560	0.8723	0.6930	0.7699	0.4142	0.7925	0.7174	0.7185
0.0859	15.73	5820	0.6073	0.7116	0.8095	0.8817	0.9371	0.8186	0.8766	0.5036	0.9199	0.8565	0.7546	0.8715	0.6931	0.7697	0.4136	0.7964	0.7204	0.7164
0.1068	15.78	5840	0.5386	0.7113	0.8205	0.8807	0.9382	0.8395	0.8582	0.5640	0.9029	0.8745	0.7664	0.8724	0.6948	0.7691	0.3998	0.7936	0.7235	0.7259
0.1288	15.84	5860	0.5640	0.7078	0.8112	0.8790	0.9459	0.8185	0.8664	0.5460	0.9050	0.8530	0.7438	0.8705	0.6968	0.7707	0.3983	0.7905	0.7155	0.7125
0.161	15.89	5880	0.6023	0.7055	0.8088	0.8782	0.9439	0.8222	0.8378	0.5346	0.9084	0.8665	0.7484	0.8716	0.6953	0.7624	0.3912	0.7886	0.7156	0.7141
0.2896	15.95	5900	0.6422	0.7098	0.8131	0.8799	0.9374	0.8238	0.8658	0.5354	0.9128	0.8696	0.7469	0.8726	0.6964	0.7694	0.4089	0.7913	0.7165	0.7133
0.1331	16.0	5920	0.6165	0.7120	0.8111	0.8815	0.9381	0.8166	0.8853	0.5089	0.9154	0.8665	0.7471	0.8742	0.6978	0.7667	0.4211	0.7942	0.7162	0.7140
0.0851	16.05	5940	0.5548	0.7146	0.8151	0.8835	0.9402	0.8268	0.8766	0.5103	0.9110	0.8780	0.7630	0.8772	0.6979	0.7719	0.4141	0.7961	0.7195	0.7256
0.1627	16.11	5960	0.6263	0.7120	0.8142	0.8817	0.9388	0.8262	0.8748	0.5333	0.9158	0.8616	0.7488	0.8774	0.6959	0.7727	0.4138	0.7927	0.7140	0.7176
0.1197	16.16	5980	0.5825	0.7085	0.8212	0.8792	0.9366	0.8377	0.8605	0.5824	0.9000	0.8640	0.7672	0.8767	0.6925	0.7708	0.3867	0.7857	0.7185	0.7288
0.5273	16.22	6000	0.5988	0.7157	0.8174	0.8830	0.9368	0.8146	0.8820	0.5475	0.9120	0.8567	0.7720	0.8767	0.6938	0.7706	0.4224	0.7928	0.7219	0.7321
0.1381	16.27	6020	0.5692	0.7150	0.8190	0.8827	0.9362	0.8343	0.8639	0.5474	0.9134	0.8709	0.7665	0.8773	0.6931	0.7721	0.4248	0.7940	0.7158	0.7276
0.0793	16.32	6040	0.5893	0.7136	0.8163	0.8818	0.9345	0.8222	0.8708	0.5475	0.9168	0.8616	0.7604	0.8758	0.6929	0.7744	0.4245	0.7928	0.7118	0.7232
0.0582	16.38	6060	0.7212	0.7032	0.8038	0.8757	0.9439	0.8061	0.8635	0.5485	0.9181	0.8428	0.7036	0.8632	0.6901	0.7688	0.4265	0.7936	0.7034	0.6770
0.1339	16.43	6080	0.5848	0.7123	0.8164	0.8810	0.9412	0.8312	0.8795	0.5399	0.9070	0.8696	0.7461	0.8715	0.6968	0.7737	0.4204	0.7956	0.7149	0.7131
0.1311	16.49	6100	0.6171	0.7109	0.8072	0.8811	0.9419	0.8082	0.8586	0.5156	0.9201	0.8596	0.7466	0.8714	0.6964	0.7690	0.4151	0.7955	0.7154	0.7138
0.0856	16.54	6120	0.6195	0.7095	0.8073	0.8804	0.9374	0.8099	0.8548	0.5201	0.9239	0.8550	0.7499	0.8722	0.6938	0.7662	0.4083	0.7932	0.7162	0.7163
0.8163	16.59	6140	0.5405	0.7141	0.8122	0.8836	0.9403	0.8288	0.8689	0.5015	0.9177	0.8631	0.7647	0.8734	0.6956	0.7713	0.4100	0.7994	0.7193	0.7294
0.0893	16.65	6160	0.5658	0.7105	0.8122	0.8809	0.9414	0.8283	0.8689	0.5119	0.9088	0.8746	0.7517	0.8725	0.6944	0.7686	0.4096	0.7936	0.7184	0.7168
0.0869	16.7	6180	0.5834	0.7103	0.8113	0.8811	0.9394	0.8424	0.8676	0.4995	0.9163	0.8702	0.7437	0.8731	0.6978	0.7695	0.4088	0.7950	0.7158	0.7120
0.161	16.76	6200	0.5759	0.7121	0.8129	0.8817	0.9404	0.8337	0.8744	0.5100	0.9125	0.8678	0.7516	0.8738	0.6992	0.7728	0.4140	0.7951	0.7147	0.7154
0.1898	16.81	6220	0.5838	0.7121	0.8098	0.8821	0.9413	0.8366	0.8608	0.5007	0.9211	0.8593	0.7492	0.8740	0.6970	0.7721	0.4164	0.7967	0.7128	0.7156
2.3534	16.86	6240	0.5930	0.7118	0.8086	0.8822	0.9427	0.8268	0.8857	0.4846	0.9158	0.8565	0.7483	0.8732	0.6989	0.7740	0.4120	0.7968	0.7125	0.7153
0.0658	16.92	6260	0.5076	0.7169	0.8225	0.8842	0.9412	0.8316	0.8670	0.5666	0.9066	0.8665	0.7779	0.8747	0.6946	0.7772	0.4169	0.8013	0.7137	0.7397
0.1386	16.97	6280	0.5100	0.7244	0.8309	0.8893	0.9373	0.8286	0.8770	0.5876	0.9056	0.8446	0.8356	0.8735	0.6964	0.7752	0.4061	0.8133	0.7103	0.7960
0.0797	17.03	6300	0.4916	0.7254	0.8309	0.8904	0.9378	0.8263	0.8680	0.5825	0.9079	0.8548	0.8389	0.8751	0.6940	0.7768	0.4061	0.8155	0.7121	0.7983
0.1281	17.08	6320	0.4981	0.7263	0.8313	0.8909	0.9397	0.8092	0.8823	0.5861	0.9015	0.8531	0.8472	0.8762	0.6908	0.7721	0.4094	0.8148	0.7163	0.8045
0.0712	17.14	6340	0.5308	0.7242	0.8318	0.8892	0.9362	0.8222	0.8747	0.5963	0.9033	0.8473	0.8428	0.8729	0.6944	0.7704	0.4005	0.8126	0.7158	0.8030
0.1443	17.19	6360	0.5330	0.7112	0.8118	0.8815	0.9431	0.8179	0.8822	0.5203	0.9094	0.8550	0.7545	0.8727	0.6979	0.7716	0.4045	0.7951	0.7158	0.7210
0.7862	17.24	6380	0.6242	0.7111	0.8107	0.8811	0.9461	0.8333	0.8621	0.5086	0.9098	0.8705	0.7442	0.8721	0.7009	0.7679	0.4137	0.7949	0.7152	0.7128
0.1323	17.3	6400	0.6169	0.7062	0.8104	0.8782	0.9392	0.8061	0.8697	0.5477	0.9125	0.8703	0.7276	0.8739	0.6952	0.7672	0.4245	0.7943	0.6948	0.6935
0.0704	17.35	6420	0.6165	0.7112	0.8108	0.8808	0.9378	0.8084	0.8616	0.5438	0.9205	0.8516	0.7521	0.8733	0.6905	0.7665	0.4271	0.7943	0.7113	0.7151
0.1044	17.41	6440	0.5954	0.7101	0.8119	0.8807	0.9396	0.8048	0.8641	0.5539	0.9155	0.8492	0.7560	0.8735	0.6838	0.7672	0.4176	0.7936	0.7167	0.7183
0.4188	17.46	6460	0.6219	0.7138	0.8113	0.8822	0.9381	0.8040	0.8722	0.5351	0.9202	0.8501	0.7597	0.8739	0.6925	0.7673	0.4190	0.7933	0.7264	0.7242
0.0606	17.51	6480	0.5436	0.7196	0.8189	0.8850	0.9411	0.8160	0.8758	0.5394	0.9080	0.8697	0.7826	0.8745	0.6983	0.7684	0.4206	0.7967	0.7355	0.7431
0.1067	17.57	6500	0.5200	0.7233	0.8264	0.8882	0.9433	0.8147	0.8653	0.5683	0.9000	0.8729	0.8203	0.8740	0.6962	0.7670	0.4042	0.8055	0.7336	0.7828
0.3848	17.62	6520	0.4962	0.7292	0.8336	0.8920	0.9366	0.8121	0.8657	0.5910	0.9033	0.8612	0.8653	0.8755	0.6931	0.7688	0.3959	0.8123	0.7385	0.8205
0.1252	17.68	6540	0.5172	0.7192	0.8187	0.8850	0.9383	0.8123	0.8679	0.5446	0.9126	0.8695	0.7854	0.8739	0.6940	0.7705	0.4168	0.7979	0.7371	0.7439
0.1498	17.73	6560	0.4809	0.7283	0.8310	0.8920	0.9402	0.8245	0.8852	0.5427	0.8983	0.8750	0.8509	0.8728	0.6941	0.7754	0.4045	0.8164	0.7263	0.8084
0.1339	17.78	6580	0.4834	0.7283	0.8310	0.8921	0.9358	0.8345	0.8709	0.5393	0.9060	0.8791	0.8517	0.8737	0.6922	0.7721	0.4075	0.8162	0.7265	0.8096
0.155	17.84	6600	0.5174	0.7280	0.8253	0.8921	0.9397	0.8201	0.8806	0.5166	0.9097	0.8698	0.8405	0.8729	0.6928	0.7705	0.4115	0.8164	0.7283	0.8032
0.3213	17.89	6620	0.5081	0.7286	0.8303	0.8922	0.9377	0.8294	0.8755	0.5476	0.9070	0.8652	0.8499	0.8738	0.6948	0.7714	0.4071	0.8164	0.7258	0.8106
0.178	17.95	6640	0.5023	0.7329	0.8289	0.8945	0.9379	0.8278	0.8713	0.5284	0.9133	0.8571	0.8664	0.8737	0.6960	0.7717	0.4138	0.8183	0.7347	0.8219
0.1809	18.0	6660	0.5378	0.7303	0.8290	0.8932	0.9422	0.8208	0.8670	0.5306	0.9038	0.8885	0.8499	0.8736	0.6950	0.7706	0.4134	0.8182	0.7297	0.8116
0.1183	18.05	6680	0.5358	0.7305	0.8232	0.8940	0.9387	0.8151	0.8823	0.4934	0.9152	0.8635	0.8547	0.8726	0.6962	0.7696	0.4086	0.8196	0.7322	0.8144
0.0902	18.11	6700	0.5166	0.7308	0.8300	0.8935	0.9395	0.8267	0.8612	0.5466	0.9113	0.8730	0.8521	0.8743	0.6937	0.7691	0.4176	0.8206	0.7297	0.8106
0.2487	18.16	6720	0.5290	0.7296	0.8283	0.8928	0.9401	0.8130	0.8690	0.5405	0.9087	0.8849	0.8418	0.8745	0.6961	0.7675	0.4223	0.8203	0.7235	0.8032
0.1186	18.22	6740	0.5202	0.7302	0.8264	0.8933	0.9429	0.7918	0.8686	0.5522	0.9070	0.8609	0.8612	0.8746	0.6945	0.7690	0.4091	0.8174	0.7308	0.8161
0.3732	18.27	6760	0.5339	0.7253	0.8236	0.8912	0.9418	0.8295	0.8555	0.5244	0.9130	0.8635	0.8371	0.8738	0.7020	0.7671	0.4021	0.8184	0.7166	0.7974
0.155	18.32	6780	0.5497	0.7263	0.8239	0.8913	0.9405	0.8221	0.8754	0.5133	0.9112	0.8795	0.8255	0.8741	0.7025	0.7702	0.4144	0.8192	0.7174	0.7866
0.2159	18.38	6800	0.5251	0.7267	0.8279	0.8913	0.9412	0.8193	0.8767	0.5469	0.9052	0.8675	0.8383	0.8737	0.7002	0.7723	0.4077	0.8191	0.7180	0.7958
0.1727	18.43	6820	0.5323	0.7267	0.8290	0.8914	0.9391	0.8435	0.8636	0.5414	0.9093	0.8668	0.8397	0.8741	0.7019	0.7696	0.4110	0.8198	0.7153	0.7952
0.1184	18.49	6840	0.5390	0.7279	0.8275	0.8919	0.9443	0.8292	0.8675	0.5370	0.9058	0.8745	0.8344	0.8733	0.7014	0.7688	0.4164	0.8206	0.7187	0.7961
0.1718	18.54	6860	0.5446	0.7227	0.8228	0.8885	0.9388	0.8258	0.8711	0.5280	0.9106	0.8750	0.8106	0.8737	0.7009	0.7685	0.4147	0.8117	0.7202	0.7690
0.1154	18.59	6880	0.5651	0.7153	0.8143	0.8835	0.9458	0.8170	0.8670	0.5288	0.9084	0.8668	0.7665	0.8726	0.6994	0.7697	0.4155	0.7994	0.7197	0.7306
0.1404	18.65	6900	0.5538	0.7159	0.8190	0.8833	0.9356	0.8293	0.8771	0.5495	0.9156	0.8586	0.7676	0.8738	0.6984	0.7709	0.4208	0.7993	0.7173	0.7309
0.071	18.7	6920	0.5250	0.7262	0.8285	0.8901	0.9375	0.8250	0.8717	0.5567	0.9094	0.8740	0.8249	0.8751	0.7000	0.7706	0.4210	0.8148	0.7190	0.7828
0.0938	18.76	6940	0.5374	0.7237	0.8247	0.8881	0.9400	0.8258	0.8701	0.5568	0.9119	0.8683	0.7999	0.8746	0.7015	0.7696	0.4281	0.8101	0.7185	0.7633
0.1624	18.81	6960	0.5468	0.7202	0.8220	0.8855	0.9412	0.8236	0.8749	0.5559	0.9097	0.8739	0.7748	0.8744	0.7019	0.7724	0.4289	0.8040	0.7197	0.7398
0.0766	18.86	6980	0.5889	0.7146	0.8156	0.8817	0.9370	0.8305	0.8660	0.5483	0.9193	0.8562	0.7518	0.8734	0.7006	0.7685	0.4292	0.7948	0.7190	0.7164
0.1392	18.92	7000	0.5337	0.7193	0.8191	0.8855	0.9409	0.8197	0.8699	0.5424	0.9119	0.8666	0.7826	0.8728	0.6962	0.7700	0.4286	0.8044	0.7190	0.7442
0.1355	18.97	7020	0.5454	0.7258	0.8283	0.8901	0.9425	0.8168	0.8598	0.5748	0.9060	0.8705	0.8279	0.8743	0.6964	0.7664	0.4196	0.8154	0.7179	0.7909
0.1311	19.03	7040	0.5109	0.7277	0.8286	0.8915	0.9404	0.8328	0.8597	0.5547	0.9111	0.8634	0.8379	0.8740	0.6958	0.7679	0.4189	0.8177	0.7200	0.7995
0.1482	19.08	7060	0.5200	0.7294	0.8293	0.8921	0.9414	0.8118	0.8670	0.5599	0.9054	0.8759	0.8438	0.8746	0.6977	0.7689	0.4223	0.8174	0.7217	0.8031
0.1097	19.14	7080	0.5579	0.7150	0.8173	0.8821	0.9386	0.8159	0.8658	0.5675	0.9150	0.8629	0.7555	0.8742	0.6979	0.7698	0.4300	0.7960	0.7167	0.7205
0.1646	19.19	7100	0.5838	0.7139	0.8143	0.8815	0.9400	0.8129	0.8633	0.5555	0.9159	0.8606	0.7518	0.8733	0.6975	0.7666	0.4313	0.7950	0.7159	0.7175
0.0971	19.24	7120	0.5568	0.7135	0.8168	0.8816	0.9445	0.8272	0.8667	0.5603	0.9081	0.8585	0.7521	0.8726	0.6968	0.7699	0.4247	0.7961	0.7161	0.7186
0.1318	19.3	7140	0.6116	0.7129	0.8136	0.8814	0.9422	0.8247	0.8791	0.5414	0.9141	0.8462	0.7472	0.8726	0.6966	0.7730	0.4221	0.7947	0.7176	0.7139
0.0763	19.35	7160	0.5854	0.7149	0.8149	0.8826	0.9390	0.8274	0.8725	0.5344	0.9174	0.8576	0.7558	0.8733	0.6960	0.7707	0.4267	0.7965	0.7198	0.7214
0.0788	19.41	7180	0.5573	0.7174	0.8149	0.8842	0.9420	0.8117	0.8622	0.5320	0.9159	0.8796	0.7609	0.8743	0.6977	0.7706	0.4311	0.8002	0.7221	0.7262
0.1318	19.46	7200	0.6123	0.7159	0.8151	0.8830	0.9387	0.8202	0.8640	0.5288	0.9166	0.8842	0.7533	0.8745	0.6989	0.7705	0.4289	0.7975	0.7230	0.7179
0.1114	19.51	7220	0.5467	0.7182	0.8213	0.8847	0.9439	0.8315	0.8570	0.5607	0.9081	0.8738	0.7739	0.8732	0.6985	0.7708	0.4228	0.8032	0.7214	0.7373
0.07	19.57	7240	0.5694	0.7138	0.8176	0.8817	0.9386	0.8233	0.8625	0.5745	0.9159	0.8512	0.7575	0.8729	0.6989	0.7690	0.4191	0.7970	0.7168	0.7230
0.1917	19.62	7260	0.5537	0.7195	0.8173	0.8859	0.9437	0.8205	0.8595	0.5427	0.9160	0.8555	0.7832	0.8731	0.7001	0.7673	0.4260	0.8061	0.7163	0.7480
0.0786	19.68	7280	0.5282	0.7266	0.8297	0.8899	0.9354	0.8340	0.8717	0.5637	0.9123	0.8692	0.8213	0.8734	0.7018	0.7706	0.4258	0.8159	0.7188	0.7801
0.1788	19.73	7300	0.5386	0.7247	0.8293	0.8889	0.9368	0.8228	0.8783	0.5741	0.9068	0.8675	0.8190	0.8735	0.7034	0.7712	0.4134	0.8130	0.7181	0.7804
0.1096	19.78	7320	0.5480	0.7266	0.8267	0.8909	0.9418	0.8234	0.8574	0.5573	0.9114	0.8640	0.8312	0.8734	0.7014	0.7679	0.4138	0.8179	0.7169	0.7953
1.5805	19.84	7340	0.5748	0.7261	0.8253	0.8906	0.9431	0.8027	0.8709	0.5585	0.9086	0.8687	0.8245	0.8736	0.6984	0.7696	0.4153	0.8171	0.7187	0.7903
1.7115	19.89	7360	0.5969	0.7266	0.8303	0.8905	0.9425	0.8219	0.8725	0.5765	0.9044	0.8711	0.8233	0.8739	0.7003	0.7707	0.4141	0.8172	0.7201	0.7899
0.0866	19.95	7380	0.5321	0.7292	0.8317	0.8920	0.9398	0.8248	0.8647	0.5692	0.9078	0.8798	0.8358	0.8751	0.7000	0.7697	0.4220	0.8199	0.7211	0.7965
0.2194	20.0	7400	0.5505	0.7289	0.8303	0.8920	0.9425	0.8285	0.8649	0.5543	0.9055	0.8832	0.8333	0.8743	0.7002	0.7694	0.4222	0.8199	0.7208	0.7956
0.1087	20.05	7420	0.5341	0.7300	0.8288	0.8929	0.9402	0.8256	0.8784	0.5351	0.9097	0.8758	0.8370	0.8742	0.7021	0.7717	0.4235	0.8221	0.7200	0.7968
0.126	20.11	7440	0.5485	0.7276	0.8256	0.8913	0.9412	0.8205	0.8598	0.5495	0.9151	0.8677	0.8256	0.8742	0.7018	0.7672	0.4241	0.8185	0.7189	0.7885
0.1614	20.16	7460	0.5406	0.7284	0.8246	0.8922	0.9410	0.8192	0.8571	0.5357	0.9163	0.8660	0.8369	0.8741	0.7034	0.7652	0.4218	0.8208	0.7172	0.7964
0.0881	20.22	7480	0.5345	0.7282	0.8212	0.8927	0.9437	0.8140	0.8735	0.5126	0.9175	0.8540	0.8334	0.8737	0.7033	0.7695	0.4166	0.8223	0.7164	0.7957
0.0598	20.27	7500	0.5295	0.7292	0.8264	0.8926	0.9387	0.8281	0.8747	0.5295	0.9167	0.8614	0.8358	0.8739	0.7031	0.7726	0.4197	0.8219	0.7171	0.7961
0.2735	20.32	7520	0.5292	0.7294	0.8250	0.8929	0.9416	0.8190	0.8668	0.5309	0.9165	0.8646	0.8356	0.8740	0.7014	0.7724	0.4220	0.8230	0.7171	0.7958
0.1385	20.38	7540	0.5413	0.7287	0.8247	0.8924	0.9373	0.8115	0.8671	0.5391	0.9209	0.8626	0.8344	0.8739	0.6977	0.7710	0.4253	0.8216	0.7153	0.7961
0.0755	20.43	7560	0.5195	0.7286	0.8275	0.8927	0.9411	0.8251	0.8726	0.5339	0.9118	0.8729	0.8349	0.8744	0.6969	0.7717	0.4212	0.8233	0.7166	0.7965
0.0906	20.49	7580	0.5124	0.7289	0.8287	0.8927	0.9415	0.8096	0.8768	0.5495	0.9084	0.8819	0.8332	0.8749	0.6968	0.7740	0.4196	0.8234	0.7184	0.7954
0.042	20.54	7600	0.5236	0.7280	0.8265	0.8917	0.9388	0.8250	0.8719	0.5447	0.9173	0.8612	0.8264	0.8743	0.6990	0.7736	0.4233	0.8198	0.7185	0.7874
0.07	20.59	7620	0.5167	0.7294	0.8273	0.8931	0.9423	0.8160	0.8627	0.5535	0.9156	0.8655	0.8354	0.8751	0.6981	0.7748	0.4189	0.8237	0.7189	0.7963
0.3463	20.65	7640	0.5487	0.7202	0.8196	0.8867	0.9400	0.8278	0.8703	0.5256	0.9147	0.8751	0.7839	0.8750	0.7002	0.7753	0.4198	0.8069	0.7190	0.7451
1.3278	20.7	7660	0.5206	0.7261	0.8251	0.8910	0.9440	0.8036	0.8725	0.5500	0.9080	0.8751	0.8224	0.8765	0.6975	0.7747	0.4158	0.8169	0.7185	0.7830
0.0927	20.76	7680	0.5543	0.7179	0.8190	0.8849	0.9415	0.8215	0.8581	0.5538	0.9142	0.8695	0.7746	0.8764	0.6997	0.7696	0.4219	0.8024	0.7191	0.7364
0.2095	20.81	7700	0.5537	0.7187	0.8184	0.8857	0.9393	0.8291	0.8589	0.5333	0.9178	0.8714	0.7791	0.8766	0.7009	0.7684	0.4209	0.8037	0.7186	0.7416
0.1448	20.86	7720	0.5224	0.7306	0.8271	0.8936	0.9408	0.8154	0.8759	0.5356	0.9140	0.8660	0.8420	0.8764	0.7017	0.7709	0.4236	0.8226	0.7195	0.7999
0.1207	20.92	7740	0.5309	0.7301	0.8263	0.8931	0.9410	0.8200	0.8619	0.5352	0.9152	0.8713	0.8396	0.8752	0.7022	0.7691	0.4258	0.8221	0.7186	0.7977
0.1776	20.97	7760	0.5330	0.7285	0.8198	0.8934	0.9418	0.8182	0.8697	0.4839	0.9194	0.8639	0.8415	0.8740	0.7016	0.7706	0.4123	0.8227	0.7194	0.7989
0.1048	21.03	7780	0.5440	0.7290	0.8230	0.8931	0.9448	0.8097	0.8735	0.5200	0.9125	0.8580	0.8422	0.8739	0.6989	0.7721	0.4185	0.8225	0.7175	0.7992
0.1082	21.08	7800	0.5301	0.7297	0.8274	0.8932	0.9400	0.8203	0.8686	0.5293	0.9122	0.8801	0.8413	0.8759	0.7000	0.7707	0.4212	0.8222	0.7181	0.7997
0.1496	21.14	7820	0.5470	0.7287	0.8299	0.8926	0.9427	0.8256	0.8717	0.5486	0.9066	0.8808	0.8333	0.8759	0.6996	0.7722	0.4174	0.8217	0.7175	0.7969
0.0932	21.19	7840	0.5195	0.7300	0.8295	0.8933	0.9406	0.8178	0.8741	0.5493	0.9109	0.8735	0.8402	0.8766	0.7004	0.7741	0.4181	0.8228	0.7193	0.7990
0.1466	21.24	7860	0.5228	0.7288	0.8293	0.8921	0.9391	0.8230	0.8679	0.5565	0.9131	0.8748	0.8304	0.8764	0.6989	0.7710	0.4269	0.8202	0.7167	0.7915
0.0394	21.3	7880	0.5633	0.7241	0.8231	0.8886	0.9386	0.8253	0.8721	0.5429	0.9158	0.8617	0.8054	0.8757	0.7003	0.7688	0.4307	0.8103	0.7161	0.7666
0.1345	21.35	7900	0.5410	0.7306	0.8282	0.8932	0.9397	0.8250	0.8754	0.5366	0.9131	0.8665	0.8408	0.8755	0.7008	0.7683	0.4301	0.8215	0.7172	0.8007
0.1801	21.41	7920	0.5387	0.7290	0.8278	0.8923	0.9413	0.8294	0.8634	0.5482	0.9129	0.8609	0.8388	0.8738	0.6983	0.7694	0.4262	0.8216	0.7163	0.7973
0.1575	21.46	7940	0.5452	0.7284	0.8204	0.8928	0.9441	0.7959	0.8741	0.5224	0.9173	0.8516	0.8372	0.8734	0.6961	0.7709	0.4232	0.8224	0.7152	0.7974
0.0942	21.51	7960	0.5162	0.7301	0.8321	0.8932	0.9397	0.8254	0.8756	0.5561	0.9070	0.8756	0.8452	0.8771	0.6995	0.7750	0.4166	0.8214	0.7190	0.8022
0.1019	21.57	7980	0.5306	0.7286	0.8285	0.8924	0.9416	0.8238	0.8743	0.5455	0.9090	0.8676	0.8375	0.8748	0.7000	0.7735	0.4162	0.8208	0.7178	0.7974
0.0743	21.62	8000	0.5440	0.7282	0.8264	0.8921	0.9427	0.8218	0.8664	0.5419	0.9118	0.8679	0.8320	0.8748	0.7005	0.7706	0.4207	0.8202	0.7173	0.7933
0.1217	21.68	8020	0.5120	0.7295	0.8311	0.8927	0.9427	0.8248	0.8734	0.5578	0.9046	0.8748	0.8400	0.8754	0.7003	0.7741	0.4189	0.8219	0.7183	0.7975
0.1475	21.73	8040	0.5327	0.7275	0.8246	0.8919	0.9418	0.8002	0.8690	0.5502	0.9134	0.8645	0.8334	0.8755	0.6968	0.7715	0.4204	0.8197	0.7174	0.7913
0.1826	21.78	8060	0.5325	0.7262	0.8273	0.8908	0.9416	0.8221	0.8712	0.5580	0.9108	0.8645	0.8227	0.8756	0.6983	0.7754	0.4152	0.8174	0.7178	0.7840
0.0675	21.84	8080	0.5753	0.7282	0.8306	0.8921	0.9397	0.8173	0.8692	0.5628	0.9076	0.8811	0.8362	0.8760	0.6965	0.7727	0.4177	0.8204	0.7172	0.7972
0.0812	21.89	8100	0.5417	0.7295	0.8309	0.8926	0.9372	0.8265	0.8756	0.5521	0.9108	0.8727	0.8413	0.8749	0.6972	0.7732	0.4221	0.8216	0.7196	0.7983
0.1776	21.95	8120	0.5303	0.7287	0.8295	0.8921	0.9402	0.8105	0.8765	0.5650	0.9096	0.8716	0.8329	0.8756	0.6965	0.7742	0.4219	0.8203	0.7202	0.7924
0.119	22.0	8140	0.5318	0.7263	0.8259	0.8904	0.9404	0.8202	0.8735	0.5467	0.9111	0.8700	0.8195	0.8752	0.6995	0.7739	0.4228	0.8153	0.7206	0.7768
0.0873	22.05	8160	0.5227	0.7298	0.8328	0.8926	0.9396	0.8222	0.8697	0.5743	0.9073	0.8764	0.8402	0.8753	0.7002	0.7743	0.4176	0.8221	0.7213	0.7978
0.0634	22.11	8180	0.5273	0.7281	0.8285	0.8919	0.9413	0.7973	0.8735	0.5803	0.9108	0.8627	0.8335	0.8752	0.6951	0.7736	0.4190	0.8209	0.7190	0.7940
0.1767	22.16	8200	0.5275	0.7300	0.8306	0.8928	0.9388	0.8289	0.8729	0.5560	0.9123	0.8680	0.8378	0.8745	0.7004	0.7738	0.4224	0.8225	0.7194	0.7969
0.1508	22.22	8220	0.5532	0.7289	0.8291	0.8921	0.9385	0.8246	0.8679	0.5526	0.9118	0.8693	0.8388	0.8738	0.6998	0.7710	0.4227	0.8205	0.7178	0.7968
0.0866	22.27	8240	0.5304	0.7303	0.8280	0.8930	0.9380	0.8240	0.8680	0.5412	0.9161	0.8676	0.8415	0.8747	0.7010	0.7729	0.4240	0.8219	0.7197	0.7978
0.1141	22.32	8260	0.5599	0.7296	0.8305	0.8925	0.9413	0.8189	0.8704	0.5594	0.9070	0.8785	0.8376	0.8754	0.6997	0.7724	0.4208	0.8206	0.7200	0.7979
0.5142	22.38	8280	0.5377	0.7294	0.8281	0.8926	0.9413	0.8232	0.8723	0.5388	0.9106	0.8792	0.8310	0.8753	0.7005	0.7727	0.4233	0.8208	0.7195	0.7935
0.1262	22.43	8300	0.5415	0.7208	0.8213	0.8865	0.9406	0.8204	0.8620	0.5525	0.9135	0.8714	0.7885	0.8750	0.6993	0.7717	0.4248	0.8064	0.7194	0.7492
0.0996	22.49	8320	0.5172	0.7284	0.8277	0.8919	0.9414	0.8244	0.8787	0.5501	0.9114	0.8573	0.8309	0.8752	0.7005	0.7751	0.4204	0.8189	0.7196	0.7891
0.099	22.54	8340	0.5433	0.7298	0.8289	0.8927	0.9408	0.8299	0.8624	0.5486	0.9124	0.8681	0.8401	0.8751	0.7008	0.7688	0.4232	0.8205	0.7204	0.7997
0.0542	22.59	8360	0.5318	0.7291	0.8300	0.8922	0.9415	0.8288	0.8653	0.5631	0.9094	0.8622	0.8401	0.8746	0.6998	0.7707	0.4204	0.8199	0.7200	0.7983
0.107	22.65	8380	0.5395	0.7293	0.8302	0.8924	0.9412	0.8340	0.8674	0.5524	0.9095	0.8701	0.8367	0.8749	0.7002	0.7702	0.4215	0.8205	0.7204	0.7977
0.1479	22.7	8400	0.5555	0.7297	0.8283	0.8928	0.9433	0.8251	0.8648	0.5496	0.9110	0.8681	0.8365	0.8746	0.6999	0.7724	0.4213	0.8219	0.7201	0.7974
0.042	22.76	8420	0.5373	0.7259	0.8257	0.8900	0.9398	0.8162	0.8614	0.5572	0.9135	0.8759	0.8161	0.8753	0.6993	0.7712	0.4241	0.8147	0.7199	0.7769
1.2058	22.81	8440	0.5498	0.7249	0.8244	0.8896	0.9424	0.8223	0.8755	0.5537	0.9130	0.8528	0.8112	0.8738	0.6991	0.7754	0.4188	0.8148	0.7187	0.7736
0.0554	22.86	8460	0.5314	0.7270	0.8267	0.8910	0.9414	0.8247	0.8741	0.5495	0.9117	0.8640	0.8216	0.8742	0.6997	0.7747	0.4202	0.8176	0.7213	0.7815
0.171	22.92	8480	0.5404	0.7260	0.8255	0.8904	0.9416	0.8163	0.8787	0.5466	0.9099	0.8679	0.8173	0.8745	0.6992	0.7735	0.4193	0.8160	0.7215	0.7777
0.2158	22.97	8500	0.5370	0.7286	0.8289	0.8922	0.9415	0.8259	0.8658	0.5471	0.9091	0.8797	0.8330	0.8750	0.6999	0.7725	0.4179	0.8207	0.7215	0.7925
1.52	23.03	8520	0.5842	0.7270	0.8247	0.8914	0.9417	0.8265	0.8659	0.5366	0.9155	0.8610	0.8258	0.8743	0.6995	0.7703	0.4172	0.8186	0.7198	0.7890
0.529	23.08	8540	0.5676	0.7283	0.8253	0.8923	0.9416	0.8326	0.8613	0.5270	0.9158	0.8643	0.8343	0.8738	0.6996	0.7691	0.4192	0.8207	0.7197	0.7960
0.1741	23.14	8560	0.5727	0.7221	0.8205	0.8879	0.9415	0.8098	0.8613	0.5479	0.9152	0.8696	0.7984	0.8745	0.6984	0.7692	0.4202	0.8103	0.7188	0.7631
0.1051	23.19	8580	0.5467	0.7276	0.8296	0.8913	0.9389	0.8303	0.8751	0.5555	0.9109	0.8711	0.8250	0.8750	0.6998	0.7760	0.4177	0.8184	0.7212	0.7850
0.1127	23.24	8600	0.5468	0.7260	0.8249	0.8904	0.9407	0.8258	0.8640	0.5454	0.9146	0.8641	0.8196	0.8748	0.7002	0.7715	0.4207	0.8156	0.7195	0.7796
0.17	23.3	8620	0.5703	0.7214	0.8138	0.8882	0.9441	0.8009	0.8589	0.5086	0.9188	0.8665	0.7993	0.8735	0.6976	0.7684	0.4193	0.8102	0.7193	0.7613
0.0949	23.35	8640	0.5267	0.7298	0.8273	0.8934	0.9404	0.8271	0.8779	0.5269	0.9136	0.8633	0.8415	0.8755	0.7009	0.7761	0.4150	0.8221	0.7202	0.7990
1.5673	23.41	8660	0.5401	0.7268	0.8274	0.8911	0.9420	0.8186	0.8733	0.5551	0.9094	0.8699	0.8240	0.8759	0.6996	0.7749	0.4144	0.8171	0.7199	0.7859
0.5701	23.46	8680	0.5517	0.7261	0.8286	0.8905	0.9412	0.8296	0.8681	0.5617	0.9091	0.8678	0.8223	0.8753	0.6996	0.7738	0.4140	0.8161	0.7191	0.7845
0.1587	23.51	8700	0.5709	0.7235	0.8183	0.8894	0.9442	0.8075	0.8675	0.5310	0.9175	0.8494	0.8108	0.8736	0.6984	0.7708	0.4167	0.8137	0.7158	0.7756
0.1153	23.57	8720	0.5978	0.7220	0.8225	0.8878	0.9406	0.8162	0.8667	0.5568	0.9136	0.8619	0.8018	0.8750	0.6997	0.7707	0.4151	0.8095	0.7182	0.7659
0.1148	23.62	8740	0.5372	0.7284	0.8294	0.8921	0.9412	0.8239	0.8748	0.5533	0.9077	0.8684	0.8366	0.8752	0.6995	0.7751	0.4134	0.8196	0.7194	0.7963
0.2087	23.68	8760	0.5470	0.7285	0.8302	0.8920	0.9373	0.8269	0.8707	0.5554	0.9108	0.8709	0.8395	0.8751	0.6990	0.7723	0.4165	0.8190	0.7194	0.7982
0.1216	23.73	8780	0.5484	0.7280	0.8299	0.8916	0.9382	0.8336	0.8610	0.5569	0.9117	0.8697	0.8380	0.8754	0.6995	0.7699	0.4164	0.8179	0.7188	0.7979
0.098	23.78	8800	0.5326	0.7289	0.8286	0.8924	0.9391	0.8182	0.8663	0.5531	0.9118	0.8679	0.8436	0.8758	0.6996	0.7723	0.4154	0.8195	0.7197	0.8001
0.0423	23.84	8820	0.5410	0.7278	0.8294	0.8917	0.9413	0.8324	0.8598	0.5582	0.9090	0.8654	0.8397	0.8746	0.6993	0.7712	0.4144	0.8190	0.7185	0.7977
0.0599	23.89	8840	0.5354	0.7263	0.8275	0.8908	0.9418	0.8331	0.8599	0.5525	0.9103	0.8680	0.8272	0.8744	0.6991	0.7719	0.4149	0.8170	0.7184	0.7886
0.1217	23.95	8860	0.5390	0.7278	0.8243	0.8921	0.9395	0.8286	0.8653	0.5150	0.9166	0.8740	0.8311	0.8750	0.7013	0.7723	0.4158	0.8192	0.7193	0.7916
0.1271	24.0	8880	0.5720	0.7230	0.8223	0.8885	0.9396	0.8296	0.8644	0.5324	0.9142	0.8678	0.8078	0.8749	0.7004	0.7687	0.4200	0.8101	0.7180	0.7691
0.8749	24.05	8900	0.5618	0.7229	0.8224	0.8885	0.9406	0.8369	0.8630	0.5319	0.9148	0.8648	0.8049	0.8747	0.7003	0.7712	0.4194	0.8108	0.7179	0.7660
0.1267	24.11	8920	0.5620	0.7189	0.8196	0.8855	0.9403	0.8298	0.8642	0.5377	0.9132	0.8705	0.7815	0.8750	0.6998	0.7708	0.4212	0.8035	0.7181	0.7437
0.0353	24.16	8940	0.5602	0.7189	0.8200	0.8855	0.9423	0.8229	0.8692	0.5499	0.9107	0.8636	0.7818	0.8745	0.6997	0.7715	0.4203	0.8038	0.7180	0.7448
0.0954	24.22	8960	0.5401	0.7248	0.8285	0.8894	0.9394	0.8352	0.8624	0.5651	0.9097	0.8692	0.8182	0.8758	0.6992	0.7730	0.4175	0.8130	0.7193	0.7760
0.1345	24.27	8980	0.5673	0.7198	0.8213	0.8861	0.9410	0.8262	0.8680	0.5563	0.9134	0.8585	0.7854	0.8746	0.6991	0.7717	0.4203	0.8054	0.7180	0.7495
0.182	24.32	9000	0.5590	0.7199	0.8217	0.8861	0.9403	0.8270	0.8610	0.5642	0.9147	0.8526	0.7916	0.8746	0.6987	0.7706	0.4196	0.8054	0.7174	0.7530
0.0283	24.38	9020	0.5669	0.7185	0.8202	0.8851	0.9408	0.8212	0.8673	0.5536	0.9121	0.8696	0.7770	0.8747	0.6992	0.7720	0.4202	0.8031	0.7189	0.7413
0.1126	24.43	9040	0.5652	0.7233	0.8221	0.8886	0.9419	0.8274	0.8676	0.5325	0.9121	0.8682	0.8051	0.8740	0.7003	0.7725	0.4194	0.8111	0.7195	0.7659
0.1226	24.49	9060	0.5617	0.7205	0.8208	0.8866	0.9417	0.8152	0.8606	0.5532	0.9116	0.8708	0.7928	0.8749	0.6993	0.7694	0.4200	0.8063	0.7191	0.7547
0.1244	24.54	9080	0.5755	0.7207	0.8229	0.8865	0.9391	0.8244	0.8632	0.5605	0.9126	0.8655	0.7949	0.8748	0.6991	0.7693	0.4193	0.8059	0.7196	0.7567
0.0556	24.59	9100	0.5516	0.7217	0.8259	0.8872	0.9387	0.8315	0.8668	0.5669	0.9103	0.8669	0.8002	0.8752	0.6991	0.7720	0.4162	0.8079	0.7197	0.7617
0.1242	24.65	9120	0.5604	0.7243	0.8230	0.8893	0.9423	0.8217	0.8642	0.5392	0.9121	0.8700	0.8113	0.8745	0.6998	0.7707	0.4201	0.8128	0.7196	0.7727
0.2209	24.7	9140	0.5639	0.7218	0.8229	0.8876	0.9436	0.8224	0.8605	0.5561	0.9094	0.8689	0.7992	0.8741	0.6989	0.7700	0.4189	0.8094	0.7187	0.7628
0.1885	24.76	9160	0.5806	0.7212	0.8184	0.8873	0.9400	0.8232	0.8684	0.5415	0.9211	0.8368	0.7980	0.8741	0.6996	0.7702	0.4207	0.8076	0.7150	0.7609
0.0536	24.81	9180	0.5671	0.7228	0.8232	0.8883	0.9408	0.8333	0.8617	0.5446	0.9136	0.8618	0.8064	0.8742	0.6989	0.7693	0.4201	0.8104	0.7190	0.7678
0.1423	24.86	9200	0.5636	0.7233	0.8210	0.8887	0.9412	0.8229	0.8660	0.5305	0.9146	0.8657	0.8061	0.8743	0.7000	0.7699	0.4206	0.8109	0.7196	0.7676
0.0816	24.92	9220	0.5686	0.7222	0.8216	0.8880	0.9433	0.8247	0.8596	0.5472	0.9134	0.8637	0.7993	0.8741	0.6991	0.7707	0.4196	0.8104	0.7191	0.7627
0.132	24.97	9240	0.5503	0.7259	0.8239	0.8905	0.9420	0.8275	0.8697	0.5254	0.9118	0.8725	0.8182	0.8743	0.7005	0.7725	0.4188	0.8159	0.7204	0.7786

Framework versions

Transformers 4.33.0
Pytorch 2.0.0
Datasets 2.17.1
Tokenizers 0.13.3

Как запустить

На своей GPU в ailist. Цена — по текущим предложениям провайдеров

GPU в ailist

Универсальный рантайм · image-segmentation

Можно запустить

Подбираем GPU…

Класс архитектуры: SegformerForSemanticSegmentation
Ревизия весов: 6f8a58e