Характеристики

Лицензия: Своя лицензия
Архитектура: segformer · dense
Базовая модель: segformer-b3-finetuned-ade-512-512
Опубликована: 22 фев 2024

Ссылки

segformer-b3-ade-512-512-finetuned-coastTrain

Сегментация изображенийИзображение → mask3 профессии

SegFormer-B3, дообученная для семантической сегментации прибрежных изображений на воду, прибой, рельеф, 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

Это модель семантической сегментации изображений на базе SegFormer-B3, разработанная как дообучение модели NVIDIA nvidia/segformer-b3-finetuned-ade-512-512 на наборе peldrak/coastTrain_512-512. Она предназначена для разметки изображений побережья по классам «вода», «прибой», «осадочные породы», «прочий природный рельеф», «растительность», «застройка» и «неизвестно». На оценочном наборе указаны mIoU 0,7092 и общая точность 0,8790; результаты заметно различаются между классами, особенно ниже для прочего природного рельефа (IoU 0,4259). Модель опубликована в формате safetensors; лицензия указана как other.

Сценарии применения

сегментация воды и прибоя на снимках побережья
выделение осадочных пород и природного рельефа на изображениях берега
картирование растительности в прибрежной зоне
выделение застройки на снимках побережья
подготовка пиксельной разметки прибрежных сцен для анализа

Ограничения

На оценочном наборе качество ниже для класса «прочий природный рельеф» (IoU 0,4259), чем для воды (IoU 0,8677). Лицензия обозначена как other, поэтому условия использования следует уточнить по карточке репозитория.

Для каких профессий подходит3

Разделы каталога профессий, в задачах которых используется эта модель

Все профессии

II.8Разработка и данныеИнженерия данных и аналитикаAI помогает готовить надёжные данные и превращать их в понятную аналитику.22 задачи23 488моделей IV.8Отраслевые задачиГосударственное управление, правосудие и чрезвычайные ситуацииAI помогает улучшать государственные услуги, управление ресурсами, правосудие и реагирование на чрезвычайные ситуации.47 задач2 517моделей 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-b3-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b3-finetuned-ade-512-512 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

Loss: 0.7613
Mean Iou: 0.7092
Mean Accuracy: 0.8104
Overall Accuracy: 0.8790
Accuracy Water: 0.9352
Accuracy Whitewater: 0.8067
Accuracy Sediment: 0.8732
Accuracy Other Natural Terrain: 0.5054
Accuracy Vegetation: 0.8997
Accuracy Development: 0.8714
Accuracy Unknown: 0.7814
Iou Water: 0.8677
Iou Whitewater: 0.6795
Iou Sediment: 0.7649
Iou Other Natural Terrain: 0.4259
Iou Vegetation: 0.7883
Iou Development: 0.7211
Iou Unknown: 0.7170

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
1.7642	0.05	20	1.6699	0.1741	0.2887	0.4511	0.3629	0.3020	0.0122	0.0013	0.8998	0.1317	0.3106	0.3310	0.0708	0.0112	0.0013	0.3953	0.1007	0.3084
1.6158	0.11	40	1.3903	0.1804	0.2783	0.5516	0.6957	0.0198	0.1032	0.0000	0.9605	0.1077	0.0616	0.5309	0.0184	0.0965	0.0000	0.4589	0.0973	0.0606
1.3168	0.16	60	1.1710	0.2583	0.3483	0.6425	0.8324	0.0359	0.0669	0.0	0.9578	0.1157	0.4296	0.6688	0.0344	0.0630	0.0	0.5089	0.1094	0.4233
1.1024	0.22	80	1.0398	0.3143	0.4032	0.6865	0.8815	0.1083	0.1413	0.0	0.9619	0.2673	0.4620	0.6970	0.1041	0.1261	0.0	0.5725	0.2452	0.4549
1.0384	0.27	100	0.9307	0.3388	0.4315	0.7113	0.8919	0.0379	0.3662	0.0	0.9582	0.2753	0.4913	0.7137	0.0374	0.2526	0.0	0.6316	0.2550	0.4813
0.9056	0.32	120	0.8649	0.3988	0.5060	0.7415	0.9191	0.1051	0.4270	0.0	0.8743	0.7201	0.4965	0.7159	0.1038	0.3178	0.0	0.6739	0.4951	0.4849
1.1867	0.38	140	0.8470	0.4027	0.5076	0.7418	0.8363	0.0329	0.6586	0.0	0.9529	0.5761	0.4960	0.7494	0.0326	0.4722	0.0	0.6188	0.4643	0.4815
1.2778	0.43	160	0.8108	0.4419	0.5491	0.7656	0.8973	0.1895	0.5864	0.0	0.9145	0.7679	0.4885	0.7758	0.1848	0.4732	0.0	0.6536	0.5269	0.4791
0.8217	0.49	180	0.7507	0.4544	0.5750	0.7728	0.8801	0.1928	0.7543	0.0	0.8893	0.7924	0.5161	0.7912	0.1858	0.5100	0.0	0.6678	0.5398	0.4859
0.9801	0.54	200	0.7149	0.4827	0.5995	0.7819	0.9016	0.3829	0.7254	0.0	0.8848	0.7904	0.5117	0.8007	0.3571	0.5615	0.0	0.6774	0.4859	0.4966
0.7374	0.59	220	0.6885	0.4950	0.6159	0.7894	0.9068	0.3910	0.8448	0.0	0.8656	0.7859	0.5169	0.7839	0.3448	0.5749	0.0	0.6942	0.5774	0.4895
1.0931	0.65	240	0.6884	0.4889	0.6134	0.7885	0.9106	0.3515	0.8590	0.0	0.8554	0.8118	0.5059	0.7804	0.3041	0.5561	0.0	0.7017	0.5858	0.4941
0.7106	0.7	260	0.8052	0.4413	0.5511	0.7563	0.9400	0.3677	0.3526	0.0	0.8507	0.8081	0.5382	0.7137	0.3061	0.2825	0.0	0.6967	0.5709	0.5193
0.7133	0.76	280	0.6507	0.5368	0.6542	0.8106	0.8931	0.6564	0.8631	0.0	0.9353	0.6824	0.5491	0.8105	0.5066	0.5893	0.0	0.7211	0.5953	0.5350
0.5858	0.81	300	0.6587	0.5212	0.6453	0.7979	0.9158	0.6788	0.6528	0.0	0.8872	0.8580	0.5241	0.8226	0.5180	0.5725	0.0	0.6814	0.5427	0.5113
1.9447	0.86	320	0.6674	0.5300	0.6268	0.8098	0.9182	0.4960	0.7161	0.0	0.9369	0.7516	0.5691	0.8130	0.4323	0.6061	0.0	0.6974	0.6098	0.5515
0.6724	0.92	340	0.6814	0.5191	0.6635	0.7901	0.8573	0.6785	0.8412	0.0	0.8680	0.8745	0.5251	0.7797	0.5249	0.5634	0.0	0.7007	0.5512	0.5139
0.6738	0.97	360	0.6131	0.5509	0.6663	0.8173	0.9235	0.6190	0.8401	0.0	0.8883	0.8535	0.5396	0.8125	0.5326	0.6451	0.0	0.7219	0.6215	0.5229
0.7131	1.03	380	0.6163	0.5582	0.6734	0.8172	0.8994	0.7309	0.8445	0.0	0.9282	0.7832	0.5272	0.8228	0.5820	0.6580	0.0	0.7059	0.6249	0.5137
0.8373	1.08	400	0.6077	0.5569	0.6737	0.8216	0.9115	0.7745	0.8120	0.0	0.9381	0.7219	0.5579	0.8242	0.5463	0.6524	0.0	0.7230	0.6089	0.5435
0.7344	1.14	420	0.6830	0.5195	0.6628	0.7866	0.9541	0.6517	0.8366	0.0	0.7106	0.8978	0.5890	0.7943	0.5367	0.5415	0.0	0.6433	0.5580	0.5626
0.4357	1.19	440	0.5908	0.5761	0.6867	0.8298	0.9183	0.7028	0.8313	0.0	0.9032	0.8332	0.6181	0.8259	0.5906	0.6593	0.0	0.7274	0.6289	0.6005
0.3423	1.24	460	0.5857	0.5864	0.7004	0.8332	0.9054	0.7249	0.8626	0.0	0.8887	0.8351	0.6862	0.8155	0.6248	0.6348	0.0	0.7415	0.6395	0.6484
0.5952	1.3	480	0.6290	0.5592	0.6560	0.8170	0.9176	0.7224	0.7925	0.0	0.9532	0.6852	0.5208	0.8244	0.6165	0.6594	0.0	0.7002	0.6048	0.5091
0.7312	1.35	500	0.6103	0.5637	0.6829	0.8213	0.9303	0.7779	0.8384	0.0	0.8961	0.8243	0.5137	0.8265	0.6301	0.6668	0.0	0.7254	0.5968	0.5000
0.4683	1.41	520	0.6372	0.5599	0.6809	0.8165	0.9056	0.7946	0.8165	0.0	0.9156	0.8230	0.5109	0.8273	0.6414	0.6765	0.0	0.7153	0.5598	0.4988
0.3688	1.46	540	0.6608	0.5537	0.6561	0.8129	0.9313	0.7464	0.6851	0.0005	0.9196	0.7613	0.5485	0.7956	0.6248	0.5633	0.0005	0.7172	0.6407	0.5340
0.3681	1.51	560	0.5841	0.5800	0.7074	0.8296	0.9114	0.8080	0.8613	0.0000	0.8767	0.8714	0.6232	0.8230	0.6089	0.6616	0.0000	0.7287	0.6480	0.5899
0.455	1.57	580	0.6379	0.5682	0.6749	0.8230	0.9313	0.7373	0.8058	0.0008	0.9130	0.8057	0.5305	0.8181	0.6047	0.6666	0.0008	0.7166	0.6519	0.5186
0.57	1.62	600	0.6002	0.5727	0.6983	0.8273	0.9134	0.8255	0.8873	0.0001	0.9089	0.8164	0.5364	0.8227	0.5932	0.6616	0.0001	0.7306	0.6692	0.5317
0.3516	1.68	620	0.5615	0.5862	0.7111	0.8336	0.9078	0.8340	0.8216	0.0012	0.8920	0.8649	0.6558	0.8358	0.5994	0.6911	0.0012	0.7225	0.6421	0.6113
0.4446	1.73	640	0.5702	0.5957	0.6972	0.8386	0.9039	0.7710	0.8483	0.0002	0.9370	0.7354	0.6850	0.8382	0.6356	0.6933	0.0002	0.7234	0.6237	0.6553
1.1138	1.78	660	0.5697	0.5979	0.7156	0.8434	0.9065	0.7799	0.8291	0.0001	0.8949	0.8463	0.7525	0.8289	0.6005	0.6542	0.0001	0.7518	0.6442	0.7056
0.5918	1.84	680	0.5167	0.5994	0.7094	0.8458	0.9394	0.7790	0.8572	0.0047	0.8996	0.8256	0.6606	0.8389	0.5879	0.6878	0.0047	0.7481	0.6835	0.6452
0.4778	1.89	700	0.5767	0.5960	0.7142	0.8340	0.8730	0.8111	0.8841	0.0080	0.9204	0.8301	0.6728	0.8068	0.6549	0.6153	0.0080	0.7425	0.6861	0.6583
0.6689	1.95	720	0.5420	0.6104	0.7221	0.8482	0.9085	0.8333	0.8307	0.0255	0.9173	0.7881	0.7511	0.8325	0.6055	0.7094	0.0254	0.7499	0.6525	0.6974
1.893	2.0	740	0.5951	0.5883	0.7054	0.8367	0.9266	0.7935	0.7975	0.0057	0.9013	0.9111	0.6018	0.8317	0.6187	0.6962	0.0057	0.7446	0.6347	0.5865
0.3762	2.05	760	0.6041	0.5633	0.6763	0.8229	0.9138	0.6893	0.8762	0.0087	0.9142	0.7735	0.5580	0.8233	0.5721	0.6527	0.0087	0.7272	0.6313	0.5274
0.5576	2.11	780	0.5651	0.5721	0.7097	0.8199	0.8804	0.8350	0.8177	0.0152	0.8769	0.9241	0.6184	0.8135	0.6197	0.6973	0.0152	0.7296	0.5934	0.5359
0.4714	2.16	800	0.4983	0.6253	0.7352	0.8582	0.9377	0.8134	0.8719	0.0410	0.8881	0.8385	0.7560	0.8409	0.6150	0.7200	0.0409	0.7729	0.6906	0.6967
1.2051	2.22	820	0.5054	0.6172	0.7256	0.8501	0.9141	0.7940	0.8392	0.0436	0.9049	0.8325	0.7506	0.8408	0.6495	0.7252	0.0435	0.7561	0.6197	0.6853
0.2421	2.27	840	0.5026	0.6112	0.7294	0.8491	0.9194	0.8360	0.8872	0.0346	0.8828	0.7663	0.7797	0.8333	0.6152	0.6798	0.0345	0.7621	0.6667	0.6868
0.6917	2.32	860	0.4947	0.6065	0.7343	0.8447	0.9111	0.8352	0.8533	0.0498	0.8766	0.8971	0.7168	0.8411	0.6384	0.6910	0.0496	0.7628	0.6024	0.6599
0.2269	2.38	880	0.4963	0.6099	0.7354	0.8426	0.9023	0.8730	0.8372	0.1139	0.9161	0.8633	0.6419	0.8383	0.6218	0.7367	0.1128	0.7614	0.5984	0.5996
0.6035	2.43	900	0.4550	0.6421	0.7362	0.8638	0.9284	0.7679	0.8624	0.0968	0.9286	0.8148	0.7544	0.8509	0.6474	0.7274	0.0964	0.7718	0.6700	0.7305
0.8465	2.49	920	0.4764	0.6396	0.7425	0.8606	0.9218	0.7772	0.8555	0.0980	0.9038	0.8710	0.7704	0.8516	0.6517	0.7149	0.0978	0.7614	0.6709	0.7288
0.3546	2.54	940	0.4636	0.6444	0.7360	0.8683	0.9343	0.7923	0.8181	0.0691	0.9320	0.7953	0.8108	0.8502	0.6426	0.7042	0.0690	0.7811	0.6783	0.7854
0.5057	2.59	960	0.4754	0.6315	0.7412	0.8617	0.9241	0.8575	0.8383	0.0538	0.9121	0.8026	0.7999	0.8512	0.6429	0.6996	0.0537	0.7765	0.6575	0.7393
0.2862	2.65	980	0.5106	0.6088	0.7152	0.8436	0.9366	0.7928	0.8561	0.0851	0.9149	0.8273	0.5938	0.8461	0.6602	0.7275	0.0849	0.7500	0.6152	0.5776
0.4181	2.7	1000	0.5597	0.6053	0.7262	0.8386	0.9201	0.8461	0.8863	0.1007	0.9030	0.8624	0.5651	0.8481	0.6616	0.7152	0.1005	0.7379	0.6313	0.5422
0.3954	2.76	1020	0.5037	0.6259	0.7259	0.8496	0.9245	0.8067	0.8656	0.1011	0.9178	0.7763	0.6895	0.8392	0.6596	0.7198	0.1007	0.7450	0.6707	0.6467
0.254	2.81	1040	0.5001	0.6446	0.7660	0.8607	0.9098	0.8624	0.8650	0.1116	0.8660	0.9136	0.8339	0.8409	0.6434	0.7097	0.1109	0.7618	0.6799	0.7653
0.4925	2.86	1060	0.5392	0.6221	0.7218	0.8537	0.9332	0.7817	0.8101	0.0580	0.9194	0.8478	0.7023	0.8312	0.6484	0.6910	0.0578	0.7736	0.6751	0.6773
0.3821	2.92	1080	0.5041	0.6211	0.7373	0.8515	0.9228	0.8788	0.8460	0.0918	0.9179	0.8416	0.6624	0.8409	0.6212	0.7112	0.0913	0.7629	0.6833	0.6368
0.3027	2.97	1100	0.4728	0.6427	0.7526	0.8604	0.9333	0.7614	0.8818	0.1308	0.8640	0.9228	0.7739	0.8447	0.6419	0.7208	0.1296	0.7681	0.6637	0.7300
0.3572	3.03	1120	0.5109	0.6388	0.7469	0.8545	0.9342	0.8335	0.9024	0.1647	0.8906	0.8025	0.7001	0.8405	0.6553	0.7219	0.1612	0.7568	0.6722	0.6640
0.6269	3.08	1140	0.4645	0.6641	0.7651	0.8679	0.9289	0.8038	0.8241	0.2209	0.9024	0.8788	0.7965	0.8590	0.6555	0.7373	0.2170	0.7714	0.6514	0.7571
0.6726	3.14	1160	0.5041	0.6440	0.7509	0.8537	0.9274	0.8540	0.8209	0.2448	0.9249	0.8419	0.6420	0.8467	0.6484	0.7265	0.2219	0.7558	0.6836	0.6248
0.2253	3.19	1180	0.4808	0.6661	0.7738	0.8672	0.9238	0.8341	0.8564	0.2223	0.8885	0.8999	0.7918	0.8512	0.6724	0.7252	0.2170	0.7739	0.6637	0.7590
0.1953	3.24	1200	0.4971	0.6561	0.7559	0.8637	0.9387	0.8074	0.8676	0.1940	0.8993	0.8488	0.7360	0.8437	0.6742	0.7212	0.1899	0.7770	0.6727	0.7137
0.3769	3.3	1220	0.4940	0.6666	0.7711	0.8688	0.9114	0.7625	0.8894	0.2404	0.8942	0.8456	0.8539	0.8469	0.6319	0.7291	0.2308	0.7824	0.6923	0.7527
0.2919	3.35	1240	0.5256	0.6579	0.7656	0.8620	0.9147	0.8240	0.8073	0.2330	0.8878	0.8364	0.8558	0.8452	0.6436	0.7307	0.2249	0.7696	0.6866	0.7049
0.8137	3.41	1260	0.4615	0.6636	0.7540	0.8717	0.9342	0.7923	0.8602	0.1674	0.9233	0.7903	0.8106	0.8536	0.6677	0.7304	0.1640	0.7837	0.6665	0.7792
0.5517	3.46	1280	0.4785	0.6581	0.7697	0.8593	0.9169	0.8348	0.9019	0.2548	0.8847	0.8347	0.7602	0.8331	0.6732	0.7226	0.2237	0.7744	0.6886	0.6912
0.3323	3.51	1300	0.4658	0.6783	0.7893	0.8657	0.8912	0.8488	0.8672	0.3312	0.9038	0.8458	0.8372	0.8292	0.6626	0.7546	0.3087	0.7827	0.6763	0.7342
0.2235	3.57	1320	0.4687	0.6690	0.7668	0.8669	0.9418	0.8131	0.8607	0.2613	0.8989	0.8500	0.7420	0.8448	0.6721	0.7273	0.2491	0.7778	0.6867	0.7250
0.4178	3.62	1340	0.5271	0.6617	0.7577	0.8631	0.9271	0.8110	0.8500	0.2745	0.9291	0.7756	0.7368	0.8565	0.6700	0.7388	0.2480	0.7648	0.6509	0.7031
0.1709	3.68	1360	0.4917	0.6743	0.7839	0.8666	0.9345	0.8278	0.8188	0.3626	0.8856	0.8878	0.7699	0.8586	0.6593	0.7338	0.3077	0.7715	0.6556	0.7334
0.5981	3.73	1380	0.5301	0.6598	0.7651	0.8619	0.9562	0.8015	0.8527	0.3087	0.8823	0.8672	0.6870	0.8548	0.6651	0.7469	0.2630	0.7759	0.6539	0.6593
0.3507	3.78	1400	0.5341	0.6544	0.7687	0.8543	0.9212	0.7396	0.8167	0.4255	0.8876	0.8486	0.7416	0.8517	0.6158	0.7268	0.3144	0.7615	0.6660	0.6448
0.3053	3.84	1420	0.5660	0.6511	0.7660	0.8510	0.9112	0.7759	0.8743	0.3550	0.8915	0.8701	0.6838	0.8407	0.6537	0.7418	0.3087	0.7673	0.6443	0.6014
0.4962	3.89	1440	0.5701	0.6535	0.7465	0.8620	0.9387	0.7989	0.8546	0.2405	0.9323	0.7459	0.7148	0.8556	0.6701	0.7382	0.2139	0.7709	0.6388	0.6870
0.6165	3.95	1460	0.4963	0.6711	0.7622	0.8720	0.9393	0.7786	0.8285	0.2492	0.9198	0.8354	0.7850	0.8648	0.6480	0.7461	0.2351	0.7754	0.6862	0.7418
0.2898	4.0	1480	0.4906	0.6751	0.7688	0.8691	0.9254	0.7811	0.8763	0.3229	0.9206	0.7502	0.8053	0.8583	0.6574	0.7458	0.2937	0.7713	0.6572	0.7421
0.2248	4.05	1500	0.5393	0.6627	0.7700	0.8636	0.9304	0.7995	0.8683	0.2900	0.8898	0.8543	0.7578	0.8540	0.6586	0.7258	0.2434	0.7721	0.6835	0.7014
0.2432	4.11	1520	0.5233	0.6732	0.7773	0.8627	0.9456	0.7776	0.8200	0.4175	0.8811	0.8671	0.7321	0.8384	0.6516	0.7257	0.3281	0.7739	0.7027	0.6919
0.3847	4.16	1540	0.5011	0.6842	0.7816	0.8757	0.9203	0.7606	0.8733	0.3186	0.9076	0.8372	0.8534	0.8533	0.6504	0.7369	0.2841	0.7927	0.6897	0.7826
0.3696	4.22	1560	0.4968	0.6889	0.7971	0.8767	0.9334	0.8285	0.8607	0.3609	0.8816	0.8655	0.8492	0.8566	0.6483	0.7309	0.3169	0.7953	0.6897	0.7848
0.6256	4.27	1580	0.5060	0.6920	0.7930	0.8755	0.9256	0.7798	0.8598	0.3865	0.8937	0.8652	0.8407	0.8563	0.6671	0.7406	0.3277	0.7866	0.6882	0.7773
0.123	4.32	1600	0.5031	0.6911	0.7886	0.8762	0.9247	0.7878	0.8605	0.3802	0.9060	0.7956	0.8651	0.8568	0.6607	0.7431	0.3339	0.7893	0.6757	0.7782
0.4976	4.38	1620	0.5683	0.6833	0.7880	0.8669	0.9163	0.8146	0.8619	0.4185	0.9166	0.8540	0.7338	0.8554	0.6671	0.7501	0.3581	0.7683	0.6807	0.7033
0.3203	4.43	1640	0.5254	0.6852	0.7749	0.8705	0.9330	0.7844	0.8444	0.3818	0.9296	0.8045	0.7469	0.8568	0.6690	0.7506	0.3494	0.7741	0.6708	0.7259
0.233	4.49	1660	0.5000	0.7018	0.8034	0.8800	0.9299	0.8099	0.8661	0.4532	0.9113	0.8396	0.8138	0.8593	0.6544	0.7502	0.3850	0.8005	0.6767	0.7866
0.131	4.54	1680	0.5944	0.6698	0.7886	0.8628	0.9372	0.7772	0.8888	0.4697	0.8819	0.8800	0.6857	0.8514	0.6482	0.7408	0.3710	0.7992	0.6191	0.6589
0.1867	4.59	1700	0.5355	0.6948	0.8107	0.8731	0.9344	0.7717	0.8889	0.5399	0.8620	0.8469	0.8311	0.8511	0.6522	0.7434	0.3764	0.7892	0.6924	0.7588
0.2121	4.65	1720	0.5226	0.6934	0.7864	0.8759	0.9256	0.7900	0.8240	0.3943	0.9170	0.7991	0.8549	0.8562	0.6568	0.7473	0.3600	0.7847	0.6623	0.7868
0.4442	4.7	1740	0.5122	0.7049	0.8078	0.8802	0.9236	0.8008	0.8868	0.4509	0.8927	0.8270	0.8730	0.8555	0.6574	0.7461	0.3940	0.7971	0.6929	0.7914
0.2561	4.76	1760	0.5097	0.6952	0.8068	0.8723	0.9096	0.8027	0.8991	0.4735	0.8852	0.8207	0.8569	0.8460	0.6619	0.7383	0.3849	0.7870	0.6949	0.7534
0.3744	4.81	1780	0.5762	0.6562	0.7702	0.8561	0.9452	0.7934	0.8702	0.4003	0.8877	0.8651	0.6295	0.8485	0.6679	0.7432	0.3079	0.7800	0.6413	0.6049
0.2373	4.86	1800	0.5477	0.6547	0.7715	0.8550	0.9341	0.8386	0.8405	0.4085	0.9097	0.8517	0.6177	0.8506	0.6647	0.7467	0.3169	0.7802	0.6353	0.5885
0.1851	4.92	1820	0.5771	0.6565	0.7735	0.8503	0.9038	0.8391	0.8573	0.4305	0.9152	0.7979	0.6707	0.8329	0.6692	0.7400	0.3561	0.7732	0.6264	0.5974
0.3411	4.97	1840	0.5119	0.6813	0.7933	0.8647	0.9168	0.8103	0.8401	0.4585	0.9003	0.8885	0.7387	0.8526	0.6616	0.7445	0.3726	0.7722	0.6832	0.6821
0.1627	5.03	1860	0.5401	0.6720	0.7865	0.8627	0.9415	0.7899	0.9051	0.4505	0.8736	0.8287	0.7158	0.8537	0.6649	0.7325	0.3189	0.7719	0.6777	0.6844
0.4794	5.08	1880	0.5325	0.6793	0.7883	0.8638	0.9325	0.7814	0.8045	0.5115	0.8987	0.8550	0.7343	0.8504	0.6476	0.7384	0.3844	0.7738	0.6850	0.6754
0.2968	5.14	1900	0.5264	0.6856	0.7945	0.8692	0.9215	0.8237	0.8716	0.4383	0.9035	0.8371	0.7659	0.8560	0.6579	0.7421	0.3546	0.7767	0.7052	0.7065
0.1931	5.19	1920	0.4982	0.6967	0.8119	0.8715	0.9218	0.8092	0.8836	0.5354	0.8854	0.8679	0.7801	0.8595	0.6635	0.7479	0.4057	0.7762	0.7074	0.7163
0.5028	5.24	1940	0.4865	0.7072	0.8092	0.8816	0.9241	0.8274	0.8591	0.4211	0.8943	0.8659	0.8723	0.8576	0.6624	0.7439	0.3886	0.7961	0.7090	0.7929
0.1652	5.3	1960	0.5541	0.6710	0.7825	0.8574	0.8865	0.7954	0.8853	0.3600	0.8946	0.8783	0.7775	0.8322	0.6733	0.7533	0.3282	0.7663	0.6931	0.6504
0.3028	5.35	1980	0.4632	0.6915	0.7915	0.8730	0.9299	0.8132	0.8737	0.3976	0.9063	0.8558	0.7641	0.8598	0.6714	0.7551	0.3663	0.7806	0.6894	0.7178
0.2153	5.41	2000	0.6220	0.6541	0.7599	0.8520	0.9176	0.7605	0.8618	0.3876	0.9163	0.8224	0.6535	0.8475	0.6598	0.7495	0.3470	0.7667	0.6098	0.5987
0.5976	5.46	2020	0.5749	0.6739	0.7944	0.8628	0.9262	0.8053	0.8888	0.4578	0.8673	0.8466	0.7687	0.8499	0.6627	0.7494	0.3538	0.7848	0.6277	0.6892
0.1812	5.51	2040	0.5282	0.6862	0.7879	0.8738	0.9364	0.7998	0.8519	0.3850	0.8983	0.8406	0.8033	0.8570	0.6632	0.7337	0.3472	0.7966	0.6566	0.7492
0.3064	5.57	2060	0.5309	0.6847	0.7931	0.8699	0.9108	0.8068	0.8459	0.3914	0.8923	0.8551	0.8496	0.8434	0.6659	0.7385	0.3538	0.7964	0.6594	0.7352
0.2951	5.62	2080	0.5739	0.6811	0.7996	0.8617	0.8914	0.8086	0.8350	0.5265	0.8970	0.7884	0.8501	0.8313	0.6658	0.7353	0.4000	0.7862	0.6409	0.7082
0.2031	5.68	2100	0.5522	0.6730	0.7927	0.8585	0.9065	0.8260	0.8216	0.4632	0.8839	0.8735	0.7741	0.8449	0.6658	0.7263	0.3915	0.7747	0.6401	0.6673
0.1091	5.73	2120	0.5696	0.6742	0.7839	0.8621	0.9269	0.8129	0.8489	0.4785	0.9088	0.7822	0.7290	0.8612	0.6758	0.7399	0.3564	0.7655	0.6399	0.6809
0.6339	5.78	2140	0.5735	0.6845	0.7946	0.8695	0.9315	0.8040	0.8301	0.4774	0.8990	0.8546	0.7657	0.8610	0.6691	0.7390	0.3747	0.7893	0.6461	0.7126
0.1977	5.84	2160	0.6636	0.6630	0.7802	0.8553	0.9485	0.7973	0.8691	0.4899	0.8769	0.8494	0.6304	0.8548	0.6756	0.7360	0.3940	0.7771	0.6022	0.6014
0.1821	5.89	2180	0.5528	0.6861	0.7945	0.8705	0.9207	0.8272	0.8640	0.4390	0.9102	0.8252	0.7750	0.8518	0.6572	0.7439	0.3868	0.7954	0.6522	0.7155
0.3178	5.95	2200	0.4989	0.7168	0.8208	0.8843	0.9219	0.8031	0.8626	0.5303	0.9022	0.8588	0.8670	0.8654	0.6787	0.7565	0.4089	0.7958	0.6937	0.8186
0.1903	6.0	2220	0.5606	0.6787	0.7902	0.8636	0.9309	0.8103	0.8611	0.5126	0.9116	0.8291	0.6759	0.8525	0.6757	0.7541	0.3701	0.7789	0.6681	0.6514
0.2833	6.05	2240	0.5620	0.6807	0.7983	0.8644	0.9268	0.8434	0.8579	0.5070	0.9044	0.8698	0.6787	0.8547	0.6758	0.7542	0.3781	0.7802	0.6688	0.6529
0.2418	6.11	2260	0.5505	0.6805	0.7898	0.8647	0.9422	0.7859	0.8901	0.5280	0.8952	0.7832	0.7041	0.8573	0.6716	0.7501	0.3849	0.7738	0.6539	0.6721
0.2252	6.16	2280	0.5652	0.6728	0.7915	0.8613	0.9286	0.8299	0.8828	0.4556	0.8881	0.8772	0.6783	0.8577	0.6723	0.7418	0.3651	0.7720	0.6520	0.6488
0.3011	6.22	2300	0.5430	0.6779	0.7898	0.8644	0.9412	0.8307	0.8624	0.4695	0.8928	0.8345	0.6974	0.8553	0.6649	0.7418	0.3685	0.7744	0.6718	0.6684
0.2122	6.27	2320	0.5227	0.6807	0.7919	0.8644	0.9413	0.8013	0.8616	0.5139	0.8971	0.8590	0.6692	0.8619	0.6775	0.7510	0.3981	0.7753	0.6577	0.6438
0.1844	6.32	2340	0.5499	0.6706	0.7838	0.8614	0.9320	0.7995	0.9013	0.4303	0.8958	0.8736	0.6541	0.8609	0.6771	0.7307	0.3629	0.7736	0.6543	0.6349
0.2772	6.38	2360	0.5676	0.6693	0.7903	0.8585	0.9294	0.8483	0.8680	0.4617	0.8903	0.8894	0.6452	0.8541	0.6733	0.7376	0.3695	0.7694	0.6555	0.6254
0.2566	6.43	2380	0.6250	0.6619	0.7766	0.8533	0.9367	0.8065	0.8631	0.4641	0.8907	0.8596	0.6153	0.8483	0.6630	0.7507	0.3953	0.7679	0.6294	0.5787
0.3323	6.49	2400	0.5067	0.7154	0.8210	0.8836	0.9223	0.8125	0.9008	0.4915	0.8880	0.8616	0.8704	0.8611	0.6731	0.7533	0.4140	0.7975	0.7088	0.7998
0.2489	6.54	2420	0.5678	0.7036	0.8133	0.8760	0.9063	0.8346	0.8668	0.5156	0.9032	0.7811	0.8853	0.8540	0.6566	0.7593	0.4189	0.7852	0.6809	0.7702
0.2311	6.59	2440	0.4916	0.7172	0.8204	0.8842	0.9310	0.7975	0.8724	0.5405	0.8926	0.8430	0.8657	0.8610	0.6657	0.7604	0.4291	0.8003	0.7109	0.7931
0.2477	6.65	2460	0.5204	0.7035	0.8050	0.8789	0.9197	0.7999	0.8689	0.4751	0.9077	0.7987	0.8651	0.8574	0.6639	0.7600	0.3805	0.7907	0.6869	0.7853
0.1485	6.7	2480	0.4915	0.7107	0.8163	0.8813	0.9236	0.7980	0.8706	0.5387	0.9014	0.8269	0.8550	0.8622	0.6579	0.7607	0.4010	0.7895	0.7009	0.8027
0.4349	6.76	2500	0.5276	0.7002	0.7970	0.8775	0.9329	0.7774	0.8702	0.4441	0.8984	0.8198	0.8364	0.8511	0.6592	0.7567	0.3786	0.7927	0.6918	0.7714
0.3179	6.81	2520	0.5154	0.7088	0.8161	0.8808	0.9203	0.8226	0.8750	0.4807	0.8934	0.8627	0.8581	0.8562	0.6544	0.7548	0.3973	0.7935	0.7139	0.7916
0.1755	6.86	2540	0.5192	0.7066	0.8041	0.8798	0.9429	0.7978	0.8730	0.4760	0.8888	0.8054	0.8447	0.8578	0.6745	0.7443	0.3984	0.7910	0.6896	0.7907
0.3205	6.92	2560	0.5411	0.7057	0.8132	0.8799	0.9279	0.8140	0.8539	0.4790	0.8854	0.8720	0.8599	0.8584	0.6575	0.7472	0.3997	0.7957	0.6975	0.7837
0.2455	6.97	2580	0.5374	0.7049	0.8050	0.8813	0.9305	0.8131	0.8690	0.4408	0.8994	0.8181	0.8642	0.8580	0.6640	0.7500	0.3693	0.7973	0.7041	0.7917
0.1735	7.03	2600	0.5765	0.6996	0.8064	0.8777	0.9328	0.8060	0.8527	0.4451	0.8809	0.8905	0.8367	0.8585	0.6614	0.7508	0.3731	0.7923	0.6896	0.7711
0.2041	7.08	2620	0.5683	0.6950	0.8024	0.8727	0.9287	0.7972	0.8557	0.5188	0.8987	0.8203	0.7976	0.8582	0.6629	0.7510	0.3927	0.7829	0.6852	0.7325
0.8444	7.14	2640	0.5634	0.7047	0.8150	0.8789	0.9227	0.8060	0.8404	0.5489	0.8972	0.8200	0.8697	0.8613	0.6505	0.7530	0.3844	0.7876	0.6964	0.7995
0.0665	7.19	2660	0.6066	0.6905	0.7964	0.8716	0.9297	0.8205	0.8462	0.4586	0.8991	0.8252	0.7952	0.8595	0.6615	0.7441	0.3687	0.7771	0.6958	0.7269
0.2395	7.24	2680	0.5959	0.6956	0.8116	0.8710	0.9214	0.8399	0.8723	0.5090	0.8846	0.8723	0.7816	0.8600	0.6627	0.7525	0.3950	0.7708	0.7096	0.7183
0.2261	7.3	2700	0.6236	0.6986	0.7994	0.8737	0.9228	0.8204	0.8664	0.4665	0.9133	0.8226	0.7837	0.8597	0.6700	0.7553	0.4027	0.7777	0.7046	0.7206
0.2801	7.35	2720	0.6171	0.6922	0.7981	0.8709	0.9289	0.7876	0.8769	0.5005	0.9021	0.8327	0.7577	0.8623	0.6730	0.7564	0.3879	0.7792	0.6906	0.6958
0.1989	7.41	2740	0.6196	0.6891	0.7930	0.8688	0.9366	0.8017	0.8474	0.4827	0.8997	0.8451	0.7376	0.8572	0.6661	0.7588	0.3950	0.7761	0.6902	0.6806
0.1384	7.46	2760	0.5358	0.6956	0.7983	0.8731	0.9348	0.7960	0.8832	0.4893	0.9028	0.8235	0.7587	0.8634	0.6720	0.7613	0.4028	0.7837	0.6886	0.6974
0.3099	7.51	2780	0.5289	0.6903	0.8027	0.8684	0.9217	0.8230	0.8747	0.5106	0.8992	0.8399	0.7498	0.8586	0.6657	0.7409	0.4050	0.7746	0.6982	0.6892
0.2237	7.57	2800	0.6377	0.6770	0.7940	0.8621	0.9389	0.8274	0.9028	0.4578	0.8726	0.8858	0.6727	0.8530	0.6822	0.7126	0.3779	0.7717	0.6929	0.6486
0.2499	7.62	2820	0.6043	0.6864	0.7913	0.8675	0.9328	0.8219	0.8395	0.4609	0.9035	0.8488	0.7320	0.8536	0.6633	0.7578	0.3877	0.7766	0.6927	0.6732
0.1981	7.68	2840	0.6478	0.6858	0.7856	0.8661	0.9310	0.7797	0.8623	0.4875	0.9099	0.7917	0.7374	0.8521	0.6655	0.7638	0.3883	0.7693	0.6831	0.6786
1.2055	7.73	2860	0.5979	0.6911	0.7992	0.8706	0.9300	0.8253	0.8816	0.4654	0.8909	0.8219	0.7795	0.8527	0.6682	0.7587	0.3706	0.7798	0.6934	0.7141
0.177	7.78	2880	0.5908	0.6825	0.7887	0.8733	0.9374	0.8157	0.8902	0.3178	0.8718	0.8589	0.8291	0.8494	0.6710	0.7346	0.2802	0.7931	0.6877	0.7617
0.1597	7.84	2900	0.5456	0.6964	0.8091	0.8749	0.9183	0.8190	0.8836	0.4531	0.8842	0.8753	0.8304	0.8540	0.6721	0.7388	0.3674	0.7920	0.6876	0.7632
0.0895	7.89	2920	0.5558	0.7070	0.8120	0.8793	0.9242	0.8089	0.8605	0.5186	0.9046	0.8327	0.8346	0.8596	0.6662	0.7577	0.4105	0.7944	0.6913	0.7691
1.3217	7.95	2940	0.6992	0.6776	0.7911	0.8600	0.9214	0.8120	0.8512	0.5140	0.8996	0.8351	0.7045	0.8574	0.6686	0.7577	0.4098	0.7632	0.6431	0.6432
0.1388	8.0	2960	0.6492	0.6768	0.7845	0.8607	0.9357	0.8100	0.8588	0.4899	0.8971	0.8021	0.6977	0.8596	0.6762	0.7552	0.4046	0.7614	0.6291	0.6513
0.1877	8.05	2980	0.6229	0.6875	0.7901	0.8687	0.9413	0.8166	0.8688	0.4622	0.9071	0.8412	0.6936	0.8604	0.6896	0.7563	0.3977	0.7819	0.6606	0.6663
0.3116	8.11	3000	0.5704	0.6917	0.7952	0.8714	0.9274	0.8182	0.8547	0.4501	0.9069	0.8421	0.7672	0.8611	0.6716	0.7554	0.3837	0.7788	0.6890	0.7022
0.2879	8.16	3020	0.5835	0.7101	0.8126	0.8825	0.9291	0.8085	0.8748	0.4732	0.8971	0.8594	0.8460	0.8624	0.6764	0.7618	0.3972	0.8020	0.6937	0.7770
0.5737	8.22	3040	0.6887	0.6726	0.7863	0.8600	0.9237	0.8025	0.8875	0.4794	0.9041	0.8379	0.6691	0.8562	0.6769	0.7674	0.3815	0.7770	0.6306	0.6186
0.1903	8.27	3060	0.6567	0.6771	0.7978	0.8621	0.9350	0.8183	0.8513	0.5467	0.8830	0.8406	0.7096	0.8605	0.6709	0.7651	0.3852	0.7770	0.6328	0.6483
0.2059	8.32	3080	0.6863	0.6680	0.7786	0.8598	0.9374	0.8010	0.8678	0.4307	0.8956	0.8557	0.6621	0.8551	0.6724	0.7583	0.3706	0.7836	0.6266	0.6095
0.134	8.38	3100	0.6730	0.6726	0.7862	0.8615	0.9281	0.8169	0.8717	0.4374	0.8947	0.8647	0.6900	0.8577	0.6701	0.7512	0.3684	0.7750	0.6505	0.6353
0.1744	8.43	3120	0.6429	0.6826	0.7952	0.8652	0.9261	0.8063	0.8860	0.4900	0.8978	0.8551	0.7051	0.8608	0.6784	0.7613	0.3879	0.7774	0.6671	0.6451
0.4322	8.49	3140	0.5696	0.7130	0.8214	0.8841	0.9220	0.8150	0.8894	0.5038	0.8975	0.8703	0.8518	0.8658	0.6691	0.7633	0.4034	0.8054	0.7030	0.7812
0.2194	8.54	3160	0.5893	0.7189	0.8264	0.8856	0.9297	0.8216	0.8633	0.5246	0.8828	0.8793	0.8839	0.8673	0.6742	0.7623	0.4170	0.7991	0.7138	0.7984
0.1172	8.59	3180	0.5640	0.7158	0.8153	0.8856	0.9243	0.7961	0.8757	0.4922	0.9074	0.8395	0.8720	0.8658	0.6747	0.7642	0.4004	0.8027	0.7061	0.7968
0.1652	8.65	3200	0.5842	0.6962	0.8040	0.8712	0.9302	0.8237	0.8609	0.5237	0.9023	0.8380	0.7494	0.8603	0.6589	0.7763	0.4185	0.7767	0.6953	0.6875
0.4658	8.7	3220	0.6697	0.6758	0.7783	0.8636	0.9338	0.8064	0.8823	0.4319	0.9122	0.7787	0.7028	0.8632	0.6699	0.7520	0.3790	0.7664	0.6411	0.6587
0.0752	8.76	3240	0.6035	0.7060	0.8125	0.8813	0.9218	0.8450	0.8659	0.4448	0.9000	0.8520	0.8579	0.8620	0.6622	0.7580	0.3709	0.7931	0.7034	0.7926
0.3356	8.81	3260	0.5770	0.7120	0.8166	0.8844	0.9343	0.8245	0.8798	0.4381	0.8787	0.8943	0.8664	0.8636	0.6692	0.7580	0.3873	0.7999	0.7092	0.7968
0.1724	8.86	3280	0.5592	0.7136	0.8141	0.8845	0.9307	0.8032	0.8869	0.4732	0.8946	0.8451	0.8653	0.8623	0.6718	0.7598	0.3997	0.8022	0.7091	0.7905
0.158	8.92	3300	0.5446	0.7085	0.8110	0.8828	0.9316	0.8088	0.8938	0.4891	0.9008	0.7943	0.8588	0.8628	0.6714	0.7629	0.3823	0.8021	0.6885	0.7896
0.2343	8.97	3320	0.5785	0.7095	0.8132	0.8813	0.9304	0.8096	0.8762	0.4783	0.8901	0.8654	0.8425	0.8621	0.6748	0.7569	0.4024	0.7963	0.7013	0.7725
0.2144	9.03	3340	0.5870	0.7055	0.8064	0.8802	0.9282	0.8202	0.8745	0.4448	0.9035	0.8486	0.8252	0.8576	0.6765	0.7567	0.3876	0.8005	0.7014	0.7579
0.1379	9.08	3360	0.5864	0.7083	0.8106	0.8813	0.9288	0.8241	0.8696	0.4435	0.8968	0.8834	0.8281	0.8592	0.6748	0.7617	0.4023	0.8025	0.6979	0.7600
0.335	9.14	3380	0.6072	0.6871	0.7925	0.8707	0.9314	0.8154	0.8720	0.4397	0.9062	0.8387	0.7444	0.8533	0.6684	0.7545	0.3940	0.7999	0.6551	0.6847
0.1489	9.19	3400	0.5636	0.7076	0.8125	0.8803	0.9247	0.8143	0.8720	0.4925	0.8996	0.8409	0.8434	0.8571	0.6642	0.7563	0.4017	0.7987	0.7074	0.7683
0.1118	9.24	3420	0.5699	0.7112	0.8188	0.8824	0.9313	0.7996	0.8835	0.4937	0.8760	0.8831	0.8648	0.8635	0.6695	0.7542	0.3980	0.7961	0.7081	0.7886
0.2613	9.3	3440	0.5491	0.7160	0.8154	0.8853	0.9373	0.7939	0.8859	0.5014	0.8951	0.8444	0.8495	0.8663	0.6746	0.7597	0.4109	0.8012	0.7032	0.7961
0.1139	9.35	3460	0.5690	0.7072	0.8052	0.8839	0.9280	0.7892	0.8610	0.4264	0.9060	0.8652	0.8606	0.8616	0.6554	0.7589	0.3670	0.8032	0.7104	0.7943
0.128	9.41	3480	0.5414	0.7183	0.8197	0.8861	0.9360	0.7843	0.8709	0.5102	0.8850	0.8804	0.8710	0.8629	0.6689	0.7694	0.4104	0.8038	0.7141	0.7983
0.187	9.46	3500	0.5634	0.7112	0.8119	0.8827	0.9281	0.8073	0.8583	0.5098	0.9113	0.8225	0.8460	0.8624	0.6713	0.7650	0.4111	0.8040	0.6927	0.7722
0.1191	9.51	3520	0.5511	0.7118	0.8156	0.8833	0.9328	0.8120	0.8616	0.4826	0.8900	0.8745	0.8556	0.8633	0.6729	0.7560	0.3983	0.8014	0.7061	0.7843
0.4297	9.57	3540	0.5802	0.7006	0.7967	0.8801	0.9276	0.8095	0.8714	0.4200	0.9130	0.7672	0.8685	0.8612	0.6770	0.7381	0.3544	0.7939	0.6826	0.7970
0.2728	9.62	3560	0.5485	0.7178	0.8280	0.8843	0.9207	0.8378	0.8643	0.5383	0.8932	0.8698	0.8720	0.8608	0.6697	0.7499	0.4192	0.8001	0.7244	0.8006
0.5411	9.68	3580	0.6300	0.7000	0.8024	0.8732	0.9223	0.7995	0.8569	0.5270	0.9113	0.7974	0.8021	0.8620	0.6733	0.7490	0.4075	0.7735	0.7035	0.7310
0.2359	9.73	3600	0.5608	0.6990	0.8111	0.8740	0.9251	0.8178	0.8712	0.5368	0.8979	0.8466	0.7821	0.8635	0.6726	0.7488	0.4263	0.7908	0.6774	0.7137
0.1735	9.78	3620	0.5859	0.6998	0.8132	0.8744	0.9253	0.8187	0.8722	0.5364	0.8913	0.8545	0.7939	0.8603	0.6693	0.7457	0.4366	0.7965	0.6678	0.7221
0.1954	9.84	3640	0.6579	0.6788	0.7805	0.8646	0.9368	0.7730	0.8630	0.4399	0.9025	0.8462	0.7018	0.8585	0.6737	0.7425	0.3960	0.7802	0.6567	0.6437
0.2474	9.89	3660	0.5547	0.7076	0.8115	0.8793	0.9328	0.8057	0.8560	0.5065	0.8919	0.8565	0.8314	0.8576	0.6795	0.7413	0.4163	0.8001	0.7013	0.7571
0.2478	9.95	3680	0.5778	0.6993	0.8030	0.8745	0.9296	0.8235	0.8403	0.4924	0.9045	0.8343	0.7963	0.8558	0.6762	0.7462	0.3948	0.7867	0.7038	0.7318
0.1857	10.0	3700	0.5824	0.6996	0.8034	0.8754	0.9331	0.8167	0.8510	0.4584	0.8921	0.8765	0.7962	0.8572	0.6699	0.7504	0.3932	0.7864	0.7060	0.7339
0.1102	10.05	3720	0.6500	0.6879	0.7825	0.8689	0.9331	0.7378	0.8607	0.4543	0.9084	0.8347	0.7483	0.8571	0.6603	0.7488	0.3909	0.7729	0.6937	0.6916
0.1427	10.11	3740	0.5802	0.7147	0.8234	0.8816	0.9328	0.7885	0.8885	0.5626	0.8761	0.8680	0.8475	0.8632	0.6756	0.7543	0.4283	0.7925	0.7077	0.7810
0.1652	10.16	3760	0.5950	0.7155	0.8094	0.8857	0.9367	0.7904	0.8237	0.4910	0.9086	0.8436	0.8716	0.8638	0.6698	0.7525	0.4112	0.8042	0.7072	0.8000
0.1775	10.22	3780	0.5329	0.7040	0.8063	0.8783	0.9256	0.8012	0.8744	0.4887	0.9103	0.8444	0.7995	0.8641	0.6837	0.7596	0.4166	0.7994	0.6632	0.7417
0.171	10.27	3800	0.5276	0.7048	0.8099	0.8780	0.9434	0.7878	0.8639	0.5423	0.8881	0.8459	0.7977	0.8636	0.6780	0.7581	0.4305	0.7999	0.6630	0.7404
0.1445	10.32	3820	0.5358	0.7005	0.8175	0.8752	0.9294	0.8102	0.8479	0.5871	0.8890	0.8576	0.8013	0.8623	0.6748	0.7650	0.4096	0.7985	0.6626	0.7310
0.164	10.38	3840	0.5509	0.7138	0.8202	0.8830	0.9317	0.8165	0.8737	0.5448	0.8952	0.8290	0.8504	0.8646	0.6748	0.7633	0.4240	0.8023	0.6916	0.7759
0.172	10.43	3860	0.5750	0.7131	0.8161	0.8833	0.9307	0.7920	0.8881	0.5110	0.8915	0.8344	0.8648	0.8634	0.6728	0.7570	0.3961	0.7966	0.7096	0.7961
0.9783	10.49	3880	0.6087	0.7004	0.8098	0.8772	0.9175	0.8388	0.8794	0.4381	0.8962	0.8719	0.8264	0.8535	0.6610	0.7513	0.3832	0.7953	0.6982	0.7601
0.1288	10.54	3900	0.5240	0.7195	0.8230	0.8853	0.9195	0.8076	0.8856	0.5266	0.9002	0.8372	0.8842	0.8612	0.6755	0.7584	0.4267	0.8032	0.7134	0.7981
0.1404	10.59	3920	0.5173	0.7066	0.8156	0.8777	0.9208	0.8130	0.8600	0.5573	0.9068	0.8372	0.8142	0.8564	0.6665	0.7663	0.4185	0.7969	0.6999	0.7418
0.2075	10.65	3940	0.5605	0.7054	0.8160	0.8770	0.9290	0.8152	0.8608	0.5407	0.8912	0.8797	0.7959	0.8569	0.6722	0.7550	0.4321	0.8001	0.6952	0.7262
0.0764	10.7	3960	0.5575	0.7052	0.8058	0.8787	0.9405	0.8024	0.8748	0.4783	0.8943	0.8612	0.7891	0.8576	0.6738	0.7555	0.4185	0.8013	0.7004	0.7294
0.1381	10.76	3980	0.6212	0.6932	0.7998	0.8703	0.9258	0.8209	0.8836	0.4909	0.9076	0.8328	0.7371	0.8563	0.6728	0.7648	0.4115	0.7841	0.6864	0.6766
0.1283	10.81	4000	0.5661	0.6961	0.8044	0.8710	0.9393	0.8002	0.8737	0.5322	0.8879	0.8644	0.7328	0.8558	0.6722	0.7631	0.4355	0.7882	0.6814	0.6768
0.1478	10.86	4020	0.5682	0.7079	0.8085	0.8811	0.9397	0.8064	0.8768	0.4765	0.8955	0.8540	0.8108	0.8590	0.6730	0.7612	0.4063	0.8041	0.6991	0.7529
0.2952	10.92	4040	0.5359	0.7250	0.8293	0.8888	0.9325	0.8091	0.8560	0.5720	0.8976	0.8615	0.8764	0.8724	0.6781	0.7756	0.4162	0.8019	0.7216	0.8091
0.5411	10.97	4060	0.5361	0.7190	0.8235	0.8858	0.9223	0.8110	0.8714	0.5594	0.9099	0.8197	0.8711	0.8685	0.6779	0.7689	0.4029	0.7984	0.7110	0.8057
0.2301	11.03	4080	0.5714	0.7126	0.8216	0.8823	0.9264	0.8299	0.8798	0.5285	0.8972	0.8570	0.8323	0.8606	0.6722	0.7591	0.4231	0.8066	0.7008	0.7656
0.1374	11.08	4100	0.6145	0.6982	0.8072	0.8744	0.9313	0.8243	0.8528	0.5064	0.8976	0.8603	0.7777	0.8588	0.6655	0.7586	0.4031	0.7903	0.6957	0.7157
0.0696	11.14	4120	0.6681	0.6889	0.7887	0.8713	0.9370	0.7977	0.8783	0.4220	0.9029	0.8375	0.7457	0.8601	0.6768	0.7550	0.3695	0.7831	0.6903	0.6872
0.1682	11.19	4140	0.6977	0.6822	0.7875	0.8675	0.9324	0.8060	0.8618	0.4379	0.9069	0.8523	0.7155	0.8623	0.6758	0.7521	0.3759	0.7823	0.6688	0.6581
0.094	11.24	4160	0.6576	0.6958	0.8044	0.8724	0.9350	0.8088	0.8627	0.5259	0.8956	0.8432	0.7598	0.8656	0.6738	0.7526	0.4046	0.7805	0.6950	0.6984
0.1509	11.3	4180	0.6880	0.6966	0.8021	0.8720	0.9248	0.8019	0.8660	0.5110	0.9091	0.8516	0.7502	0.8669	0.6753	0.7664	0.4210	0.7793	0.6824	0.6852
0.2837	11.35	4200	0.6709	0.6965	0.8002	0.8720	0.9336	0.7865	0.8636	0.5164	0.9019	0.8536	0.7456	0.8683	0.6763	0.7670	0.4232	0.7782	0.6790	0.6838
0.1695	11.41	4220	0.6810	0.6960	0.8041	0.8721	0.9325	0.8124	0.8749	0.5153	0.8988	0.8507	0.7444	0.8695	0.6771	0.7619	0.4223	0.7803	0.6784	0.6828
0.1717	11.46	4240	0.6574	0.6890	0.8055	0.8690	0.9305	0.8075	0.8640	0.5508	0.8933	0.8580	0.7346	0.8650	0.6748	0.7546	0.4148	0.7894	0.6507	0.6737
0.2947	11.51	4260	0.6866	0.6883	0.7972	0.8703	0.9338	0.8128	0.8784	0.4646	0.8942	0.8533	0.7435	0.8638	0.6768	0.7540	0.3961	0.7886	0.6586	0.6802
0.1125	11.57	4280	0.6372	0.6874	0.7962	0.8695	0.9286	0.7964	0.8834	0.4716	0.9004	0.8624	0.7303	0.8649	0.6792	0.7534	0.3993	0.7891	0.6568	0.6689
0.2224	11.62	4300	0.6711	0.6870	0.8007	0.8668	0.9369	0.7884	0.8636	0.5381	0.8829	0.8759	0.7193	0.8609	0.6738	0.7665	0.4119	0.7823	0.6553	0.6586
0.1141	11.68	4320	0.6735	0.6876	0.7964	0.8681	0.9282	0.7929	0.8708	0.5022	0.8997	0.8422	0.7391	0.8626	0.6761	0.7528	0.3917	0.7769	0.6745	0.6788
0.1375	11.73	4340	0.6837	0.6863	0.7983	0.8666	0.9258	0.8016	0.8788	0.5143	0.8961	0.8359	0.7355	0.8606	0.6774	0.7453	0.4008	0.7761	0.6699	0.6742
0.169	11.78	4360	0.6585	0.6925	0.7968	0.8712	0.9429	0.8017	0.8572	0.5097	0.9070	0.8599	0.6992	0.8650	0.6872	0.7562	0.4293	0.7933	0.6490	0.6676
0.1052	11.84	4380	0.6623	0.6951	0.8108	0.8711	0.9314	0.8442	0.8677	0.5472	0.9004	0.8746	0.7099	0.8670	0.6841	0.7572	0.4333	0.7878	0.6607	0.6754
0.2518	11.89	4400	0.6526	0.6826	0.7901	0.8648	0.9440	0.8438	0.8729	0.4834	0.9067	0.8347	0.6452	0.8557	0.6809	0.7546	0.4202	0.7815	0.6648	0.6201
0.1708	11.95	4420	0.6365	0.6918	0.8027	0.8692	0.9400	0.8431	0.8710	0.5182	0.8936	0.8393	0.7140	0.8647	0.6812	0.7509	0.4215	0.7762	0.6746	0.6736
0.1352	12.0	4440	0.5239	0.7166	0.8241	0.8839	0.9382	0.8144	0.8535	0.5460	0.8817	0.8874	0.8472	0.8663	0.6748	0.7577	0.4402	0.8035	0.6969	0.7769
0.2215	12.05	4460	0.5723	0.7126	0.8105	0.8812	0.9360	0.8086	0.8765	0.5050	0.9054	0.8426	0.7994	0.8729	0.6912	0.7601	0.4197	0.7850	0.7110	0.7482
0.1835	12.11	4480	0.5951	0.7038	0.8079	0.8764	0.9286	0.8200	0.8768	0.4997	0.9033	0.8435	0.7837	0.8646	0.6764	0.7581	0.4137	0.7838	0.7070	0.7228
0.2029	12.16	4500	0.6254	0.7049	0.8123	0.8756	0.9360	0.8250	0.8460	0.5341	0.8887	0.8671	0.7890	0.8630	0.6719	0.7603	0.4181	0.7786	0.7167	0.7254
0.1549	12.22	4520	0.6314	0.7073	0.8139	0.8782	0.9258	0.7967	0.8786	0.5177	0.8901	0.8628	0.8257	0.8652	0.6710	0.7511	0.4073	0.7822	0.7200	0.7542
0.2682	12.27	4540	0.6696	0.7040	0.8131	0.8745	0.9259	0.8000	0.8625	0.5390	0.8867	0.8774	0.8001	0.8650	0.6781	0.7544	0.4102	0.7729	0.7174	0.7298
0.1751	12.32	4560	0.6386	0.7053	0.8165	0.8751	0.9265	0.8053	0.8722	0.5559	0.8859	0.8757	0.7936	0.8665	0.6761	0.7562	0.4201	0.7745	0.7174	0.7264
0.0681	12.38	4580	0.6112	0.7075	0.8127	0.8770	0.9252	0.8008	0.8658	0.5365	0.9002	0.8601	0.8001	0.8671	0.6788	0.7623	0.4154	0.7788	0.7181	0.7324
0.1016	12.43	4600	0.6245	0.7053	0.8111	0.8769	0.9251	0.8187	0.8781	0.5013	0.8986	0.8562	0.7999	0.8659	0.6752	0.7600	0.4042	0.7804	0.7226	0.7289
0.1233	12.49	4620	0.6009	0.7065	0.8072	0.8787	0.9320	0.8111	0.8669	0.4872	0.9005	0.8360	0.8165	0.8679	0.6797	0.7621	0.3988	0.7836	0.7122	0.7408
0.2694	12.54	4640	0.6410	0.7066	0.8082	0.8787	0.9336	0.8113	0.8681	0.4848	0.8956	0.8512	0.8130	0.8656	0.6820	0.7604	0.3959	0.7846	0.7101	0.7476
0.167	12.59	4660	0.6926	0.6951	0.7996	0.8719	0.9271	0.8188	0.8598	0.4841	0.9079	0.8389	0.7609	0.8642	0.6753	0.7625	0.4034	0.7781	0.6853	0.6971
0.33	12.65	4680	0.6355	0.7048	0.8086	0.8789	0.9300	0.8155	0.8647	0.4891	0.9046	0.8525	0.8039	0.8676	0.6775	0.7614	0.4098	0.7950	0.6840	0.7382
0.1355	12.7	4700	0.5896	0.7248	0.8201	0.8894	0.9348	0.8012	0.8679	0.4971	0.9002	0.8607	0.8787	0.8669	0.6813	0.7594	0.4294	0.8087	0.7242	0.8034
0.2499	12.76	4720	0.5623	0.7264	0.8232	0.8898	0.9282	0.8038	0.8683	0.5214	0.9097	0.8563	0.8750	0.8676	0.6758	0.7634	0.4414	0.8102	0.7230	0.8030
0.1029	12.81	4740	0.6712	0.7012	0.8100	0.8733	0.9299	0.7999	0.8721	0.5470	0.8969	0.8772	0.7470	0.8675	0.6750	0.7622	0.4465	0.7826	0.6886	0.6863
0.1231	12.86	4760	0.7289	0.6920	0.8010	0.8693	0.9323	0.7921	0.8824	0.5139	0.8931	0.8699	0.7231	0.8641	0.6757	0.7559	0.4293	0.7811	0.6739	0.6644
0.2009	12.92	4780	0.7378	0.6887	0.7979	0.8672	0.9382	0.8301	0.8803	0.5180	0.9033	0.8375	0.6782	0.8617	0.6827	0.7636	0.4322	0.7816	0.6604	0.6385
0.1391	12.97	4800	0.6546	0.6991	0.7956	0.8739	0.9334	0.7969	0.8673	0.4618	0.9095	0.8435	0.7570	0.8628	0.6840	0.7659	0.4076	0.7813	0.6990	0.6933
0.1298	13.03	4820	0.6830	0.6940	0.7989	0.8709	0.9401	0.8336	0.8854	0.4483	0.8887	0.8719	0.7243	0.8627	0.6936	0.7557	0.3974	0.7755	0.6930	0.6803
0.1843	13.08	4840	0.7086	0.7003	0.8017	0.8742	0.9299	0.8174	0.8665	0.4689	0.9055	0.8676	0.7561	0.8648	0.6865	0.7617	0.4069	0.7793	0.7020	0.7011
0.1717	13.14	4860	0.7067	0.6857	0.7925	0.8671	0.9345	0.8209	0.8780	0.4611	0.8993	0.8443	0.7094	0.8618	0.6842	0.7541	0.4024	0.7795	0.6640	0.6537
0.1198	13.19	4880	0.6974	0.6874	0.7955	0.8660	0.9389	0.8013	0.8552	0.5258	0.8956	0.8557	0.6961	0.8599	0.6824	0.7611	0.4257	0.7790	0.6610	0.6424
0.3224	13.24	4900	0.7392	0.6852	0.7930	0.8664	0.9267	0.8058	0.8745	0.4755	0.9041	0.8543	0.7103	0.8625	0.6817	0.7580	0.4026	0.7775	0.6629	0.6512
0.0703	13.3	4920	0.6311	0.6933	0.8022	0.8709	0.9335	0.8123	0.8901	0.4878	0.8906	0.8626	0.7387	0.8660	0.6798	0.7560	0.4106	0.7802	0.6826	0.6782
0.2431	13.35	4940	0.6244	0.6827	0.7976	0.8660	0.9368	0.8237	0.8843	0.4969	0.8942	0.8755	0.6720	0.8667	0.6838	0.7580	0.4172	0.7888	0.6334	0.6315
0.2872	13.41	4960	0.6453	0.6839	0.8007	0.8661	0.9319	0.8085	0.8936	0.5322	0.8962	0.8619	0.6804	0.8669	0.6813	0.7582	0.4252	0.7899	0.6283	0.6373
0.1403	13.46	4980	0.6293	0.6834	0.8007	0.8648	0.9383	0.7919	0.8843	0.5445	0.8806	0.8801	0.6849	0.8623	0.6767	0.7656	0.4277	0.7883	0.6326	0.6307
1.0722	13.51	5000	0.6654	0.6859	0.7976	0.8675	0.9344	0.8211	0.8760	0.4980	0.8967	0.8460	0.7110	0.8603	0.6754	0.7626	0.4067	0.7873	0.6587	0.6504
0.1002	13.57	5020	0.7546	0.6814	0.7922	0.8656	0.9375	0.8112	0.8670	0.4721	0.8929	0.8712	0.6935	0.8587	0.6765	0.7573	0.3976	0.7869	0.6532	0.6392
0.1098	13.62	5040	0.7212	0.6966	0.8019	0.8733	0.9264	0.8044	0.8714	0.5056	0.9134	0.8447	0.7474	0.8680	0.6820	0.7642	0.4191	0.7892	0.6665	0.6874
0.2066	13.68	5060	0.6863	0.6966	0.8103	0.8722	0.9330	0.7999	0.8691	0.5697	0.8934	0.8613	0.7454	0.8675	0.6773	0.7620	0.4325	0.7898	0.6612	0.6862
0.1899	13.73	5080	0.6502	0.6979	0.8049	0.8732	0.9322	0.7924	0.8634	0.5399	0.9034	0.8523	0.7504	0.8681	0.6759	0.7628	0.4264	0.7855	0.6760	0.6909
0.1979	13.78	5100	0.7042	0.6964	0.8077	0.8715	0.9303	0.8046	0.8646	0.5369	0.8919	0.8739	0.7514	0.8670	0.6755	0.7604	0.4293	0.7819	0.6746	0.6859
0.101	13.84	5120	0.6623	0.6886	0.8036	0.8679	0.9312	0.8124	0.8591	0.5298	0.8907	0.8811	0.7211	0.8646	0.6761	0.7561	0.4335	0.7892	0.6432	0.6575
0.2066	13.89	5140	0.6422	0.6874	0.7907	0.8690	0.9376	0.7826	0.8576	0.4964	0.9090	0.8384	0.7133	0.8647	0.6808	0.7606	0.4180	0.7917	0.6439	0.6519
0.0987	13.95	5160	0.6607	0.6876	0.7963	0.8682	0.9312	0.8007	0.8677	0.4967	0.9030	0.8649	0.7095	0.8636	0.6820	0.7596	0.4225	0.7914	0.6458	0.6484
0.1414	14.0	5180	0.6363	0.6908	0.8042	0.8691	0.9303	0.8263	0.8735	0.5228	0.8961	0.8547	0.7257	0.8644	0.6784	0.7596	0.4294	0.7875	0.6550	0.6616
0.0547	14.05	5200	0.6666	0.6897	0.7980	0.8699	0.9303	0.8190	0.8796	0.4665	0.9009	0.8681	0.7216	0.8671	0.6806	0.7619	0.4074	0.7841	0.6626	0.6640
1.5168	14.11	5220	0.6171	0.7057	0.8126	0.8766	0.9272	0.8151	0.8745	0.5186	0.8966	0.8696	0.7865	0.8692	0.6786	0.7633	0.4333	0.7839	0.6968	0.7147
0.1673	14.16	5240	0.6295	0.6897	0.8097	0.8675	0.9364	0.8264	0.8935	0.5600	0.8800	0.8731	0.6989	0.8651	0.6819	0.7547	0.4471	0.7880	0.6358	0.6552
0.1493	14.22	5260	0.6006	0.6862	0.7948	0.8689	0.9385	0.8056	0.8756	0.4804	0.8975	0.8563	0.7097	0.8645	0.6757	0.7584	0.4147	0.7924	0.6424	0.6556
0.0582	14.27	5280	0.5851	0.7049	0.8050	0.8796	0.9356	0.8082	0.8594	0.4799	0.9075	0.8467	0.7975	0.8590	0.6705	0.7559	0.4123	0.8048	0.6970	0.7349
0.114	14.32	5300	0.5824	0.7205	0.8271	0.8869	0.9228	0.8209	0.8661	0.5326	0.9004	0.8765	0.8705	0.8676	0.6727	0.7602	0.4219	0.8059	0.7183	0.7972
0.1722	14.38	5320	0.6211	0.7146	0.8113	0.8857	0.9353	0.7938	0.8697	0.4707	0.9037	0.8576	0.8484	0.8671	0.6808	0.7568	0.4033	0.8081	0.7090	0.7771
0.0931	14.43	5340	0.6304	0.7134	0.8145	0.8833	0.9351	0.7942	0.8683	0.5071	0.8974	0.8728	0.8267	0.8641	0.6812	0.7580	0.4198	0.8058	0.7037	0.7615
0.1883	14.49	5360	0.6069	0.7148	0.8192	0.8832	0.9305	0.8042	0.8807	0.5439	0.9015	0.8448	0.8290	0.8628	0.6787	0.7639	0.4244	0.8060	0.7053	0.7625
0.1474	14.54	5380	0.6856	0.6956	0.8127	0.8697	0.9282	0.8139	0.8909	0.5721	0.8863	0.8652	0.7324	0.8595	0.6753	0.7588	0.4309	0.7811	0.6875	0.6764
0.1547	14.59	5400	0.7256	0.6997	0.8039	0.8721	0.9318	0.7957	0.8634	0.5218	0.8981	0.8713	0.7451	0.8622	0.6808	0.7673	0.4271	0.7774	0.6980	0.6855
0.1503	14.65	5420	0.7249	0.6986	0.8017	0.8730	0.9313	0.8156	0.8755	0.4876	0.9032	0.8462	0.7522	0.8629	0.6729	0.7658	0.4166	0.7789	0.7031	0.6896
0.3028	14.7	5440	0.7174	0.6935	0.8058	0.8697	0.9339	0.8206	0.8687	0.4987	0.8781	0.8941	0.7467	0.8642	0.6760	0.7566	0.4069	0.7706	0.6926	0.6874
0.161	14.76	5460	0.6711	0.6985	0.8020	0.8726	0.9362	0.8113	0.8586	0.4919	0.8954	0.8701	0.7504	0.8628	0.6783	0.7575	0.4173	0.7783	0.7059	0.6895
0.1155	14.81	5480	0.6929	0.7092	0.8132	0.8781	0.9297	0.8222	0.8547	0.5190	0.8997	0.8725	0.7948	0.8689	0.6824	0.7599	0.4231	0.7809	0.7219	0.7272
0.1656	14.86	5500	0.6374	0.7092	0.8154	0.8779	0.9309	0.8140	0.8666	0.5398	0.8948	0.8678	0.7936	0.8690	0.6801	0.7609	0.4255	0.7808	0.7206	0.7276
1.1364	14.92	5520	0.6663	0.7064	0.8114	0.8770	0.9361	0.8201	0.8679	0.5215	0.8919	0.8507	0.7917	0.8670	0.6756	0.7590	0.4192	0.7799	0.7176	0.7264
0.1626	14.97	5540	0.6779	0.7092	0.8143	0.8782	0.9350	0.8199	0.8622	0.5283	0.8937	0.8722	0.7886	0.8688	0.6778	0.7671	0.4223	0.7807	0.7226	0.7254
0.2601	15.03	5560	0.6393	0.7047	0.8080	0.8766	0.9358	0.8112	0.8806	0.5048	0.8977	0.8597	0.7664	0.8673	0.6785	0.7661	0.4178	0.7828	0.7132	0.7075
0.188	15.08	5580	0.6080	0.7148	0.8125	0.8833	0.9362	0.8070	0.8606	0.5002	0.9046	0.8576	0.8209	0.8707	0.6787	0.7652	0.4151	0.7921	0.7264	0.7551
0.1492	15.14	5600	0.6940	0.7016	0.7966	0.8765	0.9364	0.8041	0.8777	0.4570	0.9117	0.8137	0.7754	0.8678	0.6812	0.7633	0.4006	0.7813	0.7049	0.7123
0.1306	15.19	5620	0.7043	0.7040	0.8105	0.8753	0.9296	0.8196	0.8822	0.5192	0.8983	0.8576	0.7668	0.8675	0.6825	0.7640	0.4176	0.7791	0.7123	0.7048
0.0968	15.24	5640	0.7197	0.6986	0.8082	0.8724	0.9329	0.8196	0.8689	0.5488	0.9001	0.8462	0.7406	0.8669	0.6779	0.7663	0.4198	0.7789	0.6983	0.6819
0.1836	15.3	5660	0.7781	0.7031	0.8063	0.8744	0.9356	0.8022	0.8591	0.5408	0.9025	0.8474	0.7565	0.8657	0.6758	0.7670	0.4257	0.7782	0.7116	0.6975
0.0926	15.35	5680	0.7479	0.7083	0.8136	0.8773	0.9327	0.7990	0.8648	0.5458	0.8933	0.8697	0.7897	0.8696	0.6749	0.7679	0.4261	0.7771	0.7169	0.7259
0.1173	15.41	5700	0.7123	0.7082	0.8120	0.8772	0.9352	0.8126	0.8648	0.5350	0.8968	0.8624	0.7771	0.8663	0.6769	0.7659	0.4329	0.7819	0.7198	0.7139
0.1977	15.46	5720	0.6526	0.7084	0.8191	0.8770	0.9274	0.8162	0.8681	0.5519	0.8888	0.8902	0.7913	0.8688	0.6758	0.7655	0.4325	0.7797	0.7113	0.7254
0.096	15.51	5740	0.6237	0.7109	0.8066	0.8798	0.9396	0.7830	0.8635	0.4962	0.8994	0.8761	0.7881	0.8659	0.6775	0.7693	0.4289	0.7880	0.7227	0.7240
0.1514	15.57	5760	0.6790	0.7061	0.8115	0.8763	0.9263	0.8342	0.8704	0.5164	0.9070	0.8550	0.7710	0.8656	0.6743	0.7730	0.4308	0.7834	0.7113	0.7043
0.0453	15.62	5780	0.6741	0.7045	0.8091	0.8758	0.9345	0.8207	0.8796	0.5021	0.8957	0.8724	0.7586	0.8654	0.6798	0.7735	0.4289	0.7846	0.7038	0.6956
0.1224	15.68	5800	0.7243	0.6900	0.7975	0.8688	0.9333	0.7996	0.8867	0.4814	0.8940	0.8740	0.7132	0.8647	0.6823	0.7650	0.4163	0.7812	0.6668	0.6540
0.0927	15.73	5820	0.7237	0.6903	0.7969	0.8689	0.9342	0.8029	0.8813	0.4867	0.8985	0.8654	0.7091	0.8633	0.6819	0.7656	0.4204	0.7846	0.6672	0.6490
0.1154	15.78	5840	0.6878	0.6922	0.8016	0.8690	0.9342	0.7988	0.8671	0.5313	0.8968	0.8735	0.7098	0.8639	0.6824	0.7651	0.4400	0.7879	0.6582	0.6482
0.1408	15.84	5860	0.6410	0.6894	0.8008	0.8677	0.9385	0.7996	0.8818	0.5320	0.8902	0.8676	0.6960	0.8616	0.6827	0.7591	0.4409	0.7905	0.6497	0.6416
0.1614	15.89	5880	0.6993	0.6902	0.7988	0.8685	0.9335	0.8126	0.8511	0.5153	0.9032	0.8700	0.7061	0.8627	0.6823	0.7575	0.4358	0.7892	0.6553	0.6485
0.2869	15.95	5900	0.7689	0.6905	0.8024	0.8678	0.9301	0.8079	0.8756	0.5322	0.8979	0.8709	0.7022	0.8620	0.6833	0.7620	0.4354	0.7858	0.6595	0.6458
0.139	16.0	5920	0.7812	0.6913	0.7976	0.8688	0.9289	0.7985	0.8763	0.4996	0.9057	0.8696	0.7049	0.8636	0.6856	0.7627	0.4295	0.7846	0.6648	0.6482
0.0939	16.05	5940	0.7038	0.6927	0.8014	0.8701	0.9300	0.8017	0.8775	0.5124	0.9019	0.8705	0.7161	0.8671	0.6822	0.7667	0.4266	0.7854	0.6648	0.6564
0.1643	16.11	5960	0.7743	0.6922	0.8015	0.8688	0.9334	0.8147	0.8787	0.5176	0.8993	0.8662	0.7003	0.8635	0.6791	0.7618	0.4341	0.7815	0.6791	0.6466
0.1276	16.16	5980	0.7730	0.7013	0.8108	0.8735	0.9302	0.8330	0.8632	0.5387	0.9018	0.8648	0.7436	0.8659	0.6750	0.7678	0.4333	0.7818	0.7032	0.6824
0.5234	16.22	6000	0.7781	0.7015	0.8034	0.8743	0.9338	0.7904	0.8730	0.4974	0.8964	0.8727	0.7602	0.8650	0.6780	0.7626	0.4227	0.7802	0.7066	0.6952
0.153	16.27	6020	0.7155	0.7071	0.8094	0.8771	0.9313	0.8078	0.8710	0.5146	0.9031	0.8660	0.7716	0.8679	0.6791	0.7667	0.4346	0.7844	0.7103	0.7067
0.0918	16.32	6040	0.7164	0.7049	0.8093	0.8758	0.9283	0.8091	0.8751	0.5270	0.9064	0.8570	0.7621	0.8673	0.6792	0.7667	0.4297	0.7834	0.7079	0.6999
0.0636	16.38	6060	0.8310	0.6895	0.7941	0.8673	0.9382	0.7911	0.8637	0.5198	0.9035	0.8511	0.6912	0.8553	0.6711	0.7610	0.4239	0.7807	0.6951	0.6397
0.15	16.43	6080	0.6919	0.7024	0.8098	0.8751	0.9349	0.8071	0.8785	0.5362	0.8946	0.8544	0.7629	0.8661	0.6761	0.7635	0.4254	0.7848	0.6994	0.7014
0.1397	16.49	6100	0.7529	0.6905	0.7951	0.8702	0.9370	0.7902	0.8655	0.5048	0.9066	0.8432	0.7181	0.8666	0.6776	0.7660	0.4135	0.7859	0.6617	0.6622
0.0939	16.54	6120	0.8069	0.6875	0.7908	0.8694	0.9296	0.7984	0.8659	0.4716	0.9179	0.8401	0.7122	0.8665	0.6795	0.7671	0.4010	0.7860	0.6569	0.6553
0.6179	16.59	6140	0.7314	0.6876	0.7951	0.8700	0.9324	0.8198	0.8660	0.4583	0.9070	0.8694	0.7130	0.8660	0.6785	0.7674	0.4001	0.7918	0.6544	0.6551
0.1015	16.65	6160	0.7299	0.6887	0.8009	0.8696	0.9314	0.8189	0.8649	0.4977	0.8981	0.8685	0.7263	0.8675	0.6794	0.7623	0.4013	0.7864	0.6576	0.6667
0.0863	16.7	6180	0.6746	0.6980	0.8068	0.8737	0.9299	0.8224	0.8665	0.5073	0.9009	0.8643	0.7562	0.8688	0.6769	0.7616	0.4054	0.7817	0.6951	0.6965
0.1738	16.76	6200	0.6060	0.7123	0.8164	0.8813	0.9310	0.8146	0.8844	0.5084	0.8948	0.8641	0.8174	0.8694	0.6797	0.7624	0.4084	0.7880	0.7294	0.7487
0.2009	16.81	6220	0.6513	0.7078	0.8044	0.8800	0.9336	0.8120	0.8611	0.4601	0.9109	0.8631	0.7903	0.8692	0.6798	0.7673	0.4001	0.7875	0.7233	0.7272
2.6765	16.86	6240	0.7115	0.7013	0.7960	0.8786	0.9366	0.7898	0.8870	0.4108	0.9047	0.8551	0.7879	0.8672	0.6791	0.7635	0.3691	0.7866	0.7177	0.7257
0.0662	16.92	6260	0.6028	0.7107	0.8123	0.8808	0.9364	0.8211	0.8591	0.5004	0.8994	0.8649	0.8050	0.8684	0.6741	0.7666	0.4136	0.7891	0.7246	0.7387
0.1372	16.97	6280	0.6318	0.7080	0.8142	0.8778	0.9304	0.8114	0.8771	0.5371	0.8978	0.8582	0.7878	0.8656	0.6774	0.7649	0.4222	0.7862	0.7159	0.7238
0.0964	17.03	6300	0.6379	0.7076	0.8136	0.8780	0.9301	0.8130	0.8666	0.5375	0.9036	0.8663	0.7778	0.8669	0.6728	0.7716	0.4315	0.7900	0.7053	0.7149
0.1279	17.08	6320	0.6366	0.7197	0.8239	0.8860	0.9330	0.7997	0.8757	0.5572	0.8977	0.8582	0.8459	0.8667	0.6734	0.7659	0.4390	0.8092	0.7100	0.7736
0.0769	17.14	6340	0.6694	0.7059	0.8111	0.8761	0.9289	0.8014	0.8739	0.5607	0.9071	0.8316	0.7741	0.8661	0.6741	0.7654	0.4358	0.7845	0.7054	0.7097
0.2735	17.19	6360	0.6678	0.7025	0.8049	0.8746	0.9355	0.7992	0.8800	0.5124	0.9002	0.8593	0.7478	0.8642	0.6781	0.7625	0.4280	0.7832	0.7133	0.6881
1.1427	17.24	6380	0.7853	0.6887	0.7947	0.8684	0.9392	0.7967	0.8571	0.5001	0.9002	0.8685	0.7011	0.8631	0.6789	0.7582	0.4184	0.7845	0.6719	0.6461
0.1354	17.3	6400	0.7422	0.6895	0.8006	0.8688	0.9318	0.7965	0.8712	0.5213	0.8984	0.8735	0.7115	0.8640	0.6803	0.7600	0.4258	0.7916	0.6523	0.6523
0.077	17.35	6420	0.7529	0.6904	0.8037	0.8689	0.9321	0.8140	0.8624	0.5433	0.8997	0.8618	0.7123	0.8635	0.6777	0.7629	0.4356	0.7927	0.6489	0.6514
0.1084	17.41	6440	0.7545	0.6923	0.8042	0.8697	0.9293	0.8130	0.8644	0.5499	0.9059	0.8473	0.7197	0.8643	0.6784	0.7672	0.4362	0.7916	0.6503	0.6579
0.2807	17.46	6460	0.7531	0.6949	0.8013	0.8712	0.9289	0.7926	0.8760	0.5274	0.9083	0.8466	0.7293	0.8654	0.6809	0.7682	0.4268	0.7867	0.6682	0.6680
0.0654	17.51	6480	0.6718	0.7027	0.8091	0.8760	0.9327	0.7899	0.8828	0.5345	0.8987	0.8595	0.7658	0.8670	0.6807	0.7666	0.4298	0.7942	0.6800	0.7005
0.1048	17.57	6500	0.6738	0.6983	0.8118	0.8732	0.9331	0.8010	0.8705	0.5639	0.8910	0.8709	0.7522	0.8674	0.6803	0.7619	0.4304	0.7917	0.6662	0.6904
0.381	17.62	6520	0.7038	0.6981	0.8061	0.8734	0.9287	0.7951	0.8677	0.5456	0.9080	0.8519	0.7457	0.8688	0.6800	0.7643	0.4347	0.7919	0.6650	0.6817
0.1314	17.68	6540	0.6728	0.6980	0.8106	0.8735	0.9289	0.8133	0.8745	0.5446	0.8990	0.8648	0.7494	0.8688	0.6785	0.7631	0.4341	0.7936	0.6643	0.6838
0.1491	17.73	6560	0.6671	0.6977	0.8085	0.8734	0.9352	0.7997	0.8798	0.5403	0.8912	0.8621	0.7515	0.8674	0.6751	0.7670	0.4256	0.7896	0.6707	0.6883
0.1503	17.78	6580	0.6852	0.7015	0.8107	0.8753	0.9295	0.8117	0.8676	0.5280	0.8995	0.8754	0.7631	0.8684	0.6735	0.7691	0.4218	0.7877	0.6913	0.6990
0.1663	17.84	6600	0.7299	0.6919	0.7991	0.8716	0.9317	0.8027	0.8827	0.4864	0.9037	0.8546	0.7319	0.8664	0.6721	0.7591	0.4080	0.7874	0.6781	0.6723
0.3482	17.89	6620	0.7122	0.6898	0.8034	0.8694	0.9314	0.8109	0.8731	0.5298	0.8994	0.8683	0.7107	0.8663	0.6715	0.7638	0.4228	0.7885	0.6630	0.6530
0.1922	17.95	6640	0.6779	0.7056	0.8092	0.8776	0.9321	0.8065	0.8784	0.5085	0.9022	0.8615	0.7749	0.8682	0.6726	0.7645	0.4258	0.7881	0.7115	0.7086
0.1884	18.0	6660	0.6645	0.7198	0.8220	0.8866	0.9359	0.8106	0.8779	0.5209	0.8947	0.8665	0.8474	0.8658	0.6723	0.7630	0.4309	0.8081	0.7190	0.7798
0.1226	18.05	6680	0.6551	0.7183	0.8152	0.8869	0.9319	0.7956	0.8877	0.4796	0.9040	0.8558	0.8520	0.8658	0.6740	0.7626	0.4160	0.8080	0.7200	0.7819
0.0977	18.11	6700	0.6134	0.7066	0.8160	0.8774	0.9320	0.8233	0.8675	0.5421	0.8964	0.8781	0.7726	0.8663	0.6676	0.7659	0.4381	0.7908	0.7092	0.7088
0.2765	18.16	6720	0.6325	0.7017	0.8073	0.8742	0.9319	0.8028	0.8757	0.5204	0.8995	0.8725	0.7479	0.8629	0.6725	0.7594	0.4320	0.7855	0.7126	0.6869
0.1163	18.22	6740	0.6932	0.6974	0.8006	0.8713	0.9360	0.7784	0.8745	0.5415	0.9007	0.8373	0.7357	0.8616	0.6728	0.7599	0.4262	0.7782	0.7096	0.6736
0.1935	18.27	6760	0.6326	0.7070	0.8147	0.8771	0.9289	0.8066	0.8637	0.5510	0.8988	0.8701	0.7836	0.8613	0.6730	0.7613	0.4291	0.7910	0.7158	0.7178
0.1554	18.32	6780	0.6887	0.6979	0.8034	0.8722	0.9319	0.8002	0.8747	0.5152	0.9026	0.8717	0.7276	0.8616	0.6731	0.7622	0.4303	0.7850	0.7034	0.6696
0.2316	18.38	6800	0.6220	0.7078	0.8151	0.8768	0.9300	0.8078	0.8783	0.5549	0.8989	0.8694	0.7664	0.8657	0.6770	0.7652	0.4435	0.7876	0.7139	0.7019
0.1733	18.43	6820	0.6711	0.7142	0.8159	0.8810	0.9347	0.8079	0.8685	0.5294	0.8971	0.8690	0.8044	0.8676	0.6785	0.7619	0.4403	0.7905	0.7253	0.7351
0.1224	18.49	6840	0.6410	0.7059	0.8082	0.8768	0.9400	0.7931	0.8775	0.5145	0.8898	0.8697	0.7730	0.8596	0.6733	0.7573	0.4333	0.7906	0.7160	0.7113
0.1923	18.54	6860	0.6620	0.7044	0.8150	0.8766	0.9239	0.8152	0.8822	0.5231	0.8951	0.8793	0.7865	0.8678	0.6766	0.7616	0.4224	0.7881	0.6969	0.7173
0.1202	18.59	6880	0.7112	0.7034	0.8076	0.8763	0.9339	0.7943	0.8704	0.5197	0.8999	0.8672	0.7676	0.8687	0.6784	0.7652	0.4216	0.7872	0.6982	0.7043
0.1458	18.65	6900	0.6784	0.7092	0.8119	0.8786	0.9271	0.7945	0.8805	0.5373	0.9076	0.8470	0.7893	0.8697	0.6761	0.7665	0.4236	0.7841	0.7202	0.7240
0.081	18.7	6920	0.6600	0.7079	0.8181	0.8779	0.9298	0.8092	0.8810	0.5475	0.8891	0.8767	0.7935	0.8696	0.6776	0.7622	0.4296	0.7868	0.7054	0.7242
0.0973	18.76	6940	0.7119	0.7080	0.8144	0.8779	0.9292	0.8136	0.8725	0.5428	0.9021	0.8567	0.7840	0.8687	0.6758	0.7623	0.4331	0.7867	0.7101	0.7194
0.1824	18.81	6960	0.6751	0.6980	0.8063	0.8733	0.9315	0.7980	0.8794	0.5285	0.9009	0.8668	0.7388	0.8677	0.6747	0.7631	0.4375	0.7902	0.6740	0.6789
0.0786	18.86	6980	0.7423	0.6991	0.8076	0.8737	0.9306	0.8071	0.8693	0.5382	0.9039	0.8581	0.7459	0.8679	0.6727	0.7617	0.4393	0.7888	0.6784	0.6849
0.1518	18.92	7000	0.7237	0.6994	0.8069	0.8740	0.9324	0.8023	0.8753	0.5306	0.9024	0.8620	0.7431	0.8668	0.6725	0.7641	0.4475	0.7942	0.6693	0.6812
0.1411	18.97	7020	0.7966	0.6968	0.8090	0.8717	0.9326	0.7977	0.8739	0.5625	0.8947	0.8694	0.7322	0.8662	0.6712	0.7617	0.4444	0.7873	0.6734	0.6735
0.1319	19.03	7040	0.7241	0.6968	0.8087	0.8718	0.9274	0.8138	0.8690	0.5488	0.9029	0.8643	0.7344	0.8664	0.6683	0.7650	0.4403	0.7857	0.6774	0.6747
0.1517	19.08	7060	0.7034	0.6989	0.8102	0.8732	0.9294	0.7966	0.8792	0.5567	0.8970	0.8627	0.7498	0.8672	0.6726	0.7639	0.4376	0.7882	0.6766	0.6861
0.1236	19.14	7080	0.7254	0.6991	0.8084	0.8739	0.9297	0.8008	0.8771	0.5359	0.9011	0.8675	0.7469	0.8683	0.6720	0.7652	0.4412	0.7914	0.6715	0.6842
0.1812	19.19	7100	0.7489	0.6955	0.8048	0.8719	0.9290	0.7970	0.8700	0.5319	0.9039	0.8690	0.7328	0.8667	0.6728	0.7615	0.4412	0.7917	0.6621	0.6726
0.1011	19.24	7120	0.7168	0.6946	0.8074	0.8715	0.9343	0.8158	0.8696	0.5449	0.8974	0.8649	0.7248	0.8652	0.6718	0.7659	0.4412	0.7946	0.6574	0.6660
0.1236	19.3	7140	0.7489	0.6930	0.8047	0.8707	0.9311	0.8141	0.8826	0.5385	0.9044	0.8466	0.7155	0.8652	0.6714	0.7678	0.4405	0.7930	0.6560	0.6573
0.087	19.35	7160	0.7990	0.6947	0.8051	0.8714	0.9292	0.8114	0.8772	0.5299	0.9048	0.8617	0.7217	0.8665	0.6744	0.7675	0.4385	0.7908	0.6620	0.6632
0.0746	19.41	7180	0.7367	0.6960	0.8054	0.8719	0.9284	0.8010	0.8743	0.5300	0.9044	0.8740	0.7257	0.8673	0.6767	0.7663	0.4423	0.7916	0.6616	0.6662
0.1389	19.46	7200	0.8094	0.6963	0.8058	0.8721	0.9297	0.8056	0.8665	0.5318	0.9038	0.8733	0.7296	0.8664	0.6738	0.7654	0.4449	0.7929	0.6611	0.6693
0.1128	19.51	7220	0.7732	0.6950	0.8047	0.8718	0.9341	0.8098	0.8604	0.5435	0.9039	0.8530	0.7285	0.8648	0.6725	0.7671	0.4374	0.7931	0.6613	0.6688
0.0658	19.57	7240	0.7832	0.6946	0.8020	0.8713	0.9326	0.7877	0.8758	0.5404	0.9049	0.8448	0.7278	0.8652	0.6743	0.7660	0.4331	0.7886	0.6652	0.6697
0.1991	19.62	7260	0.7704	0.6952	0.8050	0.8718	0.9329	0.8080	0.8705	0.5356	0.9022	0.8591	0.7266	0.8655	0.6748	0.7656	0.4362	0.7917	0.6646	0.6680
0.0798	19.68	7280	0.7074	0.6966	0.8108	0.8723	0.9286	0.8124	0.8734	0.5565	0.8983	0.8681	0.7383	0.8671	0.6754	0.7664	0.4350	0.7925	0.6647	0.6748
0.2001	19.73	7300	0.6872	0.7027	0.8135	0.8747	0.9288	0.8011	0.8833	0.5605	0.8961	0.8659	0.7586	0.8658	0.6776	0.7633	0.4302	0.7871	0.6996	0.6953
0.1103	19.78	7320	0.7072	0.7050	0.8092	0.8756	0.9345	0.7969	0.8615	0.5538	0.9030	0.8568	0.7582	0.8635	0.6759	0.7655	0.4312	0.7858	0.7144	0.6984
1.6601	19.84	7340	0.7160	0.7033	0.8113	0.8748	0.9334	0.7963	0.8750	0.5583	0.8968	0.8674	0.7517	0.8640	0.6758	0.7652	0.4315	0.7862	0.7071	0.6933
1.7574	19.89	7360	0.7489	0.6998	0.8093	0.8728	0.9346	0.8027	0.8794	0.5533	0.8950	0.8676	0.7327	0.8615	0.6738	0.7658	0.4333	0.7860	0.7013	0.6772
0.09	19.95	7380	0.6577	0.7101	0.8147	0.8790	0.9325	0.7968	0.8719	0.5489	0.9002	0.8700	0.7826	0.8670	0.6763	0.7667	0.4332	0.7904	0.7189	0.7181
0.2354	20.0	7400	0.6462	0.7126	0.8219	0.8804	0.9318	0.8027	0.8722	0.5738	0.8921	0.8781	0.8026	0.8668	0.6768	0.7677	0.4277	0.7936	0.7176	0.7380
0.1215	20.05	7420	0.6418	0.7203	0.8229	0.8860	0.9304	0.7973	0.8817	0.5427	0.8999	0.8656	0.8428	0.8695	0.6778	0.7662	0.4271	0.8020	0.7261	0.7731
0.1326	20.11	7440	0.6310	0.7183	0.8203	0.8844	0.9333	0.8062	0.8694	0.5379	0.9006	0.8700	0.8247	0.8687	0.6762	0.7660	0.4323	0.7982	0.7285	0.7584
0.1656	20.16	7460	0.6689	0.7193	0.8195	0.8854	0.9294	0.8052	0.8677	0.5223	0.9054	0.8690	0.8375	0.8701	0.6762	0.7636	0.4282	0.7979	0.7330	0.7664
0.0915	20.22	7480	0.6288	0.7211	0.8199	0.8874	0.9298	0.8059	0.8792	0.5091	0.9073	0.8569	0.8508	0.8688	0.6745	0.7635	0.4236	0.8049	0.7304	0.7820
0.0714	20.27	7500	0.6200	0.7269	0.8256	0.8907	0.9311	0.8028	0.8822	0.5254	0.9037	0.8576	0.8768	0.8696	0.6752	0.7658	0.4294	0.8114	0.7320	0.8046
0.2675	20.32	7520	0.6206	0.7266	0.8236	0.8909	0.9326	0.7991	0.8770	0.5145	0.9055	0.8624	0.8741	0.8695	0.6746	0.7692	0.4282	0.8128	0.7305	0.8017
0.1737	20.38	7540	0.6122	0.7266	0.8265	0.8907	0.9259	0.8079	0.8838	0.5225	0.9088	0.8621	0.8748	0.8696	0.6746	0.7715	0.4238	0.8119	0.7315	0.8033
0.0829	20.43	7560	0.6066	0.7261	0.8264	0.8910	0.9338	0.8110	0.8824	0.5125	0.8984	0.8716	0.8754	0.8705	0.6742	0.7717	0.4179	0.8123	0.7317	0.8042
0.0829	20.49	7580	0.6349	0.7136	0.8165	0.8821	0.9343	0.7894	0.8839	0.5315	0.8964	0.8745	0.8055	0.8700	0.6760	0.7734	0.4188	0.7929	0.7238	0.7403
0.0523	20.54	7600	0.7175	0.7086	0.8114	0.8784	0.9310	0.8067	0.8763	0.5279	0.9061	0.8521	0.7794	0.8692	0.6779	0.7724	0.4220	0.7854	0.7187	0.7150
0.0771	20.59	7620	0.6773	0.7081	0.8122	0.8785	0.9365	0.8072	0.8763	0.5319	0.8996	0.8628	0.7709	0.8679	0.6774	0.7774	0.4234	0.7896	0.7127	0.7081
0.4593	20.65	7640	0.7130	0.7001	0.8051	0.8751	0.9288	0.8155	0.8759	0.4955	0.9106	0.8654	0.7442	0.8692	0.6768	0.7745	0.4197	0.7890	0.6900	0.6817
1.3661	20.7	7660	0.6997	0.6960	0.8050	0.8721	0.9350	0.8002	0.8816	0.5299	0.8996	0.8712	0.7173	0.8675	0.6771	0.7749	0.4303	0.7900	0.6738	0.6581
0.1361	20.76	7680	0.7710	0.6942	0.8043	0.8712	0.9334	0.8141	0.8666	0.5209	0.9003	0.8784	0.7168	0.8663	0.6784	0.7681	0.4296	0.7900	0.6704	0.6570
0.1341	20.81	7700	0.7353	0.6939	0.8009	0.8717	0.9340	0.8127	0.8658	0.4955	0.9043	0.8765	0.7171	0.8665	0.6786	0.7676	0.4213	0.7895	0.6759	0.6581
0.1385	20.86	7720	0.6858	0.6975	0.8045	0.8735	0.9329	0.8072	0.8827	0.4990	0.8995	0.8725	0.7377	0.8672	0.6793	0.7653	0.4218	0.7893	0.6842	0.6757
0.13	20.92	7740	0.7104	0.7030	0.8086	0.8756	0.9307	0.8123	0.8740	0.5147	0.9034	0.8713	0.7540	0.8664	0.6789	0.7676	0.4285	0.7894	0.6999	0.6901
0.2066	20.97	7760	0.7073	0.7038	0.8030	0.8775	0.9329	0.8014	0.8815	0.4723	0.9081	0.8576	0.7674	0.8665	0.6802	0.7683	0.4108	0.7903	0.7081	0.7024
0.1249	21.03	7780	0.6910	0.7139	0.8107	0.8829	0.9368	0.7983	0.8835	0.4947	0.9036	0.8429	0.8148	0.8669	0.6799	0.7686	0.4185	0.7969	0.7212	0.7452
0.1122	21.08	7800	0.6585	0.7111	0.8104	0.8804	0.9323	0.8005	0.8776	0.5014	0.9058	0.8675	0.7881	0.8700	0.6808	0.7677	0.4258	0.7898	0.7220	0.7219
0.1621	21.14	7820	0.6931	0.7090	0.8118	0.8783	0.9329	0.8013	0.8827	0.5265	0.9025	0.8719	0.7647	0.8706	0.6802	0.7684	0.4347	0.7855	0.7195	0.7045
0.1049	21.19	7840	0.6546	0.7197	0.8182	0.8851	0.9320	0.7959	0.8877	0.5237	0.9050	0.8595	0.8234	0.8726	0.6800	0.7687	0.4337	0.7956	0.7331	0.7542
0.1394	21.24	7860	0.7061	0.7146	0.8144	0.8814	0.9335	0.7983	0.8808	0.5293	0.9036	0.8617	0.7939	0.8714	0.6785	0.7672	0.4368	0.7876	0.7312	0.7299
0.0459	21.3	7880	0.7485	0.7120	0.8123	0.8796	0.9317	0.7955	0.8811	0.5299	0.9045	0.8590	0.7845	0.8699	0.6787	0.7655	0.4379	0.7853	0.7264	0.7205
0.1347	21.35	7900	0.6853	0.7143	0.8153	0.8816	0.9327	0.8045	0.8828	0.5189	0.9005	0.8653	0.8021	0.8700	0.6786	0.7632	0.4344	0.7897	0.7281	0.7363
0.2338	21.41	7920	0.6735	0.7206	0.8208	0.8857	0.9344	0.8137	0.8709	0.5275	0.9011	0.8640	0.8341	0.8700	0.6770	0.7663	0.4361	0.7989	0.7325	0.7635
0.1688	21.46	7940	0.6418	0.7210	0.8133	0.8872	0.9371	0.7777	0.8804	0.4946	0.9067	0.8563	0.8403	0.8695	0.6771	0.7692	0.4278	0.8027	0.7297	0.7708
0.0947	21.51	7960	0.6161	0.7283	0.8263	0.8911	0.9324	0.8138	0.8808	0.5151	0.9036	0.8694	0.8694	0.8696	0.6808	0.7728	0.4360	0.8136	0.7290	0.7964
0.1065	21.57	7980	0.6244	0.7253	0.8246	0.8891	0.9328	0.8065	0.8800	0.5268	0.9026	0.8679	0.8555	0.8686	0.6796	0.7694	0.4365	0.8107	0.7262	0.7859
0.0763	21.62	8000	0.7093	0.7007	0.8061	0.8746	0.9326	0.8029	0.8719	0.5272	0.9068	0.8615	0.7399	0.8679	0.6782	0.7684	0.4334	0.7898	0.6870	0.6800
0.13	21.68	8020	0.6518	0.7108	0.8161	0.8800	0.9349	0.8087	0.8773	0.5368	0.8971	0.8752	0.7830	0.8686	0.6796	0.7707	0.4403	0.7964	0.7034	0.7165
0.1545	21.73	8040	0.6582	0.7096	0.8114	0.8790	0.9321	0.7886	0.8799	0.5305	0.9037	0.8671	0.7782	0.8679	0.6783	0.7673	0.4368	0.7918	0.7128	0.7126
0.1939	21.78	8060	0.6539	0.7086	0.8130	0.8781	0.9337	0.8064	0.8771	0.5395	0.9017	0.8648	0.7680	0.8671	0.6803	0.7696	0.4366	0.7913	0.7103	0.7050
0.073	21.84	8080	0.7916	0.6996	0.8091	0.8734	0.9307	0.7970	0.8790	0.5424	0.8986	0.8808	0.7353	0.8675	0.6790	0.7671	0.4382	0.7892	0.6810	0.6756
0.085	21.89	8100	0.7277	0.7046	0.8115	0.8762	0.9299	0.8081	0.8840	0.5282	0.9001	0.8694	0.7607	0.8679	0.6804	0.7652	0.4367	0.7900	0.6957	0.6961
0.2033	21.95	8120	0.7420	0.6993	0.8078	0.8734	0.9324	0.7945	0.8860	0.5394	0.8983	0.8674	0.7368	0.8677	0.6798	0.7670	0.4328	0.7884	0.6832	0.6758
0.1325	22.0	8140	0.7304	0.6987	0.8074	0.8734	0.9329	0.7983	0.8827	0.5278	0.8955	0.8729	0.7419	0.8679	0.6799	0.7666	0.4299	0.7885	0.6804	0.6780
0.0975	22.05	8160	0.7002	0.6988	0.8116	0.8730	0.9310	0.8059	0.8824	0.5541	0.8942	0.8757	0.7382	0.8684	0.6799	0.7680	0.4371	0.7902	0.6729	0.6754
0.0684	22.11	8180	0.7231	0.6985	0.8051	0.8733	0.9328	0.7797	0.8840	0.5428	0.9023	0.8585	0.7358	0.8682	0.6782	0.7660	0.4356	0.7893	0.6779	0.6746
0.1832	22.16	8200	0.6781	0.6992	0.8090	0.8739	0.9302	0.8037	0.8828	0.5384	0.9013	0.8647	0.7418	0.8689	0.6809	0.7669	0.4350	0.7930	0.6709	0.6787
0.1687	22.22	8220	0.7406	0.7015	0.8115	0.8748	0.9284	0.8067	0.8775	0.5412	0.8996	0.8697	0.7575	0.8689	0.6792	0.7661	0.4299	0.7893	0.6838	0.6930
0.0902	22.27	8240	0.7015	0.7096	0.8115	0.8791	0.9286	0.8025	0.8744	0.5226	0.9084	0.8584	0.7857	0.8695	0.6790	0.7681	0.4297	0.7887	0.7137	0.7183
0.1202	22.32	8260	0.7481	0.7031	0.8109	0.8756	0.9331	0.8000	0.8738	0.5445	0.8988	0.8712	0.7551	0.8686	0.6789	0.7677	0.4311	0.7892	0.6932	0.6931
0.6745	22.38	8280	0.7041	0.6983	0.8084	0.8734	0.9323	0.8016	0.8815	0.5337	0.8974	0.8764	0.7356	0.8690	0.6773	0.7668	0.4315	0.7893	0.6776	0.6765
0.1366	22.43	8300	0.7009	0.7008	0.8079	0.8749	0.9292	0.7985	0.8733	0.5333	0.9063	0.8650	0.7496	0.8696	0.6777	0.7679	0.4313	0.7903	0.6831	0.6858
0.1055	22.49	8320	0.6737	0.7011	0.8084	0.8751	0.9311	0.8031	0.8851	0.5314	0.9032	0.8519	0.7531	0.8693	0.6787	0.7670	0.4311	0.7911	0.6825	0.6879
0.1172	22.54	8340	0.7570	0.6995	0.8085	0.8737	0.9312	0.8105	0.8702	0.5356	0.9011	0.8662	0.7446	0.8686	0.6787	0.7646	0.4297	0.7869	0.6859	0.6823
0.0575	22.59	8360	0.7264	0.7014	0.8089	0.8745	0.9325	0.8079	0.8722	0.5356	0.9002	0.8633	0.7506	0.8679	0.6790	0.7652	0.4312	0.7867	0.6940	0.6861
0.1153	22.65	8380	0.7527	0.6944	0.8037	0.8709	0.9330	0.8046	0.8730	0.5308	0.9012	0.8669	0.7167	0.8670	0.6785	0.7645	0.4311	0.7863	0.6753	0.6578
0.1594	22.7	8400	0.7645	0.7028	0.8075	0.8752	0.9365	0.8001	0.8687	0.5303	0.8990	0.8659	0.7518	0.8655	0.6773	0.7656	0.4298	0.7871	0.7047	0.6897
0.0405	22.76	8420	0.7033	0.7057	0.8117	0.8761	0.9295	0.8024	0.8721	0.5400	0.9015	0.8740	0.7625	0.8680	0.6787	0.7657	0.4315	0.7843	0.7127	0.6987
1.7524	22.81	8440	0.7290	0.7005	0.8068	0.8731	0.9365	0.8086	0.8835	0.5363	0.8979	0.8512	0.7335	0.8609	0.6775	0.7657	0.4288	0.7854	0.7108	0.6743
0.0614	22.86	8460	0.7010	0.7023	0.8095	0.8747	0.9353	0.8113	0.8814	0.5310	0.8956	0.8634	0.7483	0.8641	0.6771	0.7640	0.4267	0.7863	0.7124	0.6857
0.2336	22.92	8480	0.7311	0.7009	0.8066	0.8738	0.9347	0.8007	0.8797	0.5287	0.8985	0.8621	0.7420	0.8637	0.6761	0.7632	0.4252	0.7846	0.7136	0.6799
0.2301	22.97	8500	0.7148	0.7062	0.8132	0.8767	0.9332	0.8101	0.8695	0.5433	0.8980	0.8743	0.7641	0.8681	0.6786	0.7662	0.4312	0.7866	0.7127	0.7004
1.6015	23.03	8520	0.7963	0.7041	0.8103	0.8751	0.9339	0.8077	0.8721	0.5419	0.8994	0.8681	0.7486	0.8656	0.6782	0.7641	0.4308	0.7837	0.7169	0.6894
0.4187	23.08	8540	0.7661	0.7053	0.8102	0.8757	0.9312	0.8135	0.8670	0.5308	0.9034	0.8712	0.7545	0.8658	0.6785	0.7645	0.4317	0.7838	0.7189	0.6939
0.1823	23.14	8560	0.7773	0.6978	0.8045	0.8713	0.9323	0.7983	0.8697	0.5399	0.9030	0.8697	0.7185	0.8616	0.6736	0.7637	0.4306	0.7817	0.7118	0.6614
0.1152	23.19	8580	0.7167	0.7010	0.8101	0.8736	0.9318	0.8108	0.8777	0.5492	0.8997	0.8631	0.7385	0.8625	0.6747	0.7675	0.4297	0.7869	0.7090	0.6770
0.1159	23.24	8600	0.7670	0.7014	0.8082	0.8737	0.9340	0.8076	0.8658	0.5403	0.8995	0.8698	0.7407	0.8628	0.6750	0.7647	0.4303	0.7847	0.7130	0.6796
0.194	23.3	8620	0.7899	0.6987	0.7988	0.8731	0.9357	0.7832	0.8648	0.5035	0.9065	0.8646	0.7331	0.8614	0.6729	0.7627	0.4245	0.7849	0.7113	0.6732
0.0968	23.35	8640	0.7002	0.7083	0.8120	0.8785	0.9309	0.8076	0.8844	0.5208	0.9029	0.8603	0.7774	0.8682	0.6787	0.7664	0.4284	0.7894	0.7158	0.7113
1.4639	23.41	8660	0.7585	0.7071	0.8116	0.8774	0.9342	0.7974	0.8794	0.5378	0.8991	0.8670	0.7663	0.8678	0.6798	0.7667	0.4287	0.7874	0.7146	0.7046
0.3679	23.46	8680	0.7567	0.7070	0.8118	0.8771	0.9337	0.8019	0.8765	0.5422	0.9007	0.8639	0.7639	0.8671	0.6800	0.7672	0.4292	0.7872	0.7161	0.7022
0.2112	23.51	8700	0.7798	0.7002	0.8010	0.8733	0.9346	0.7861	0.8768	0.5191	0.9075	0.8516	0.7316	0.8612	0.6765	0.7631	0.4289	0.7846	0.7132	0.6742
0.1242	23.57	8720	0.8097	0.7044	0.8100	0.8753	0.9325	0.7957	0.8774	0.5472	0.9005	0.8631	0.7537	0.8661	0.6789	0.7632	0.4299	0.7840	0.7148	0.6939
0.1271	23.62	8740	0.7291	0.7089	0.8146	0.8785	0.9324	0.8063	0.8788	0.5404	0.8987	0.8673	0.7783	0.8689	0.6798	0.7681	0.4287	0.7886	0.7144	0.7140
0.227	23.68	8760	0.7247	0.7100	0.8172	0.8786	0.9300	0.8121	0.8768	0.5467	0.8971	0.8725	0.7851	0.8694	0.6788	0.7661	0.4293	0.7859	0.7208	0.7195
0.1366	23.73	8780	0.7366	0.7100	0.8178	0.8783	0.9279	0.8176	0.8717	0.5504	0.8988	0.8737	0.7849	0.8690	0.6777	0.7650	0.4302	0.7840	0.7241	0.7200
0.0983	23.78	8800	0.6922	0.7121	0.8167	0.8797	0.9298	0.8021	0.8783	0.5441	0.8989	0.8696	0.7943	0.8703	0.6800	0.7660	0.4312	0.7861	0.7253	0.7257
0.04	23.84	8820	0.7027	0.7118	0.8164	0.8795	0.9321	0.8111	0.8738	0.5436	0.8987	0.8643	0.7915	0.8690	0.6799	0.7668	0.4308	0.7867	0.7253	0.7241
0.0622	23.89	8840	0.7024	0.7100	0.8136	0.8787	0.9332	0.8089	0.8727	0.5359	0.9015	0.8651	0.7779	0.8687	0.6794	0.7667	0.4319	0.7868	0.7215	0.7147
0.1341	23.95	8860	0.6925	0.7084	0.8081	0.8790	0.9332	0.8001	0.8796	0.4940	0.9048	0.8682	0.7765	0.8687	0.6787	0.7658	0.4232	0.7883	0.7207	0.7131
0.1644	24.0	8880	0.7891	0.7086	0.8102	0.8781	0.9314	0.7996	0.8774	0.5160	0.9025	0.8664	0.7780	0.8682	0.6798	0.7632	0.4267	0.7845	0.7239	0.7137
1.0628	24.05	8900	0.7730	0.7101	0.8108	0.8792	0.9332	0.8048	0.8727	0.5139	0.9035	0.8645	0.7829	0.8681	0.6801	0.7653	0.4277	0.7873	0.7252	0.7171
0.1389	24.11	8920	0.7636	0.7097	0.8120	0.8790	0.9320	0.8098	0.8714	0.5149	0.9023	0.8706	0.7828	0.8685	0.6799	0.7649	0.4271	0.7870	0.7240	0.7170
0.0408	24.16	8940	0.7707	0.7100	0.8134	0.8787	0.9327	0.8057	0.8759	0.5304	0.8987	0.8672	0.7835	0.8681	0.6802	0.7641	0.4277	0.7853	0.7261	0.7186
0.1	24.22	8960	0.7071	0.7121	0.8173	0.8799	0.9289	0.8129	0.8731	0.5437	0.9021	0.8664	0.7940	0.8697	0.6786	0.7677	0.4310	0.7877	0.7259	0.7245
0.135	24.27	8980	0.7501	0.7109	0.8137	0.8791	0.9321	0.8073	0.8764	0.5357	0.9032	0.8589	0.7822	0.8686	0.6794	0.7658	0.4296	0.7862	0.7281	0.7187
0.3517	24.32	9000	0.7621	0.7114	0.8137	0.8794	0.9322	0.8088	0.8712	0.5408	0.9049	0.8486	0.7894	0.8686	0.6787	0.7670	0.4289	0.7862	0.7267	0.7233
0.0275	24.38	9020	0.7665	0.7061	0.8118	0.8769	0.9333	0.8019	0.8751	0.5371	0.8984	0.8716	0.7653	0.8685	0.6792	0.7659	0.4293	0.7863	0.7107	0.7030
0.1118	24.43	9040	0.7370	0.7108	0.8117	0.8795	0.9342	0.8043	0.8717	0.5179	0.9016	0.8657	0.7865	0.8678	0.6796	0.7660	0.4288	0.7881	0.7246	0.7205
0.1404	24.49	9060	0.7741	0.7094	0.8119	0.8784	0.9324	0.7972	0.8693	0.5348	0.9025	0.8685	0.7786	0.8688	0.6795	0.7652	0.4313	0.7860	0.7210	0.7140
0.1383	24.54	9080	0.7696	0.7102	0.8142	0.8786	0.9292	0.8074	0.8720	0.5373	0.9031	0.8665	0.7840	0.8683	0.6793	0.7649	0.4305	0.7856	0.7243	0.7187
0.0895	24.59	9100	0.7283	0.7106	0.8164	0.8790	0.9297	0.8120	0.8752	0.5472	0.9017	0.8647	0.7841	0.8695	0.6782	0.7668	0.4318	0.7866	0.7231	0.7185
0.1423	24.65	9120	0.7587	0.7101	0.8113	0.8791	0.9336	0.8059	0.8696	0.5177	0.9028	0.8689	0.7809	0.8683	0.6798	0.7654	0.4303	0.7875	0.7226	0.7164
0.2422	24.7	9140	0.7617	0.7083	0.8116	0.8777	0.9357	0.8067	0.8668	0.5347	0.8999	0.8668	0.7706	0.8672	0.6792	0.7651	0.4330	0.7865	0.7188	0.7086
0.2002	24.76	9160	0.8112	0.7090	0.8078	0.8784	0.9318	0.8020	0.8765	0.5168	0.9099	0.8361	0.7814	0.8673	0.6797	0.7645	0.4279	0.7846	0.7216	0.7176
0.0573	24.81	9180	0.8119	0.7100	0.8115	0.8790	0.9326	0.8155	0.8656	0.5155	0.9044	0.8623	0.7843	0.8677	0.6781	0.7643	0.4283	0.7864	0.7256	0.7192
0.1477	24.86	9200	0.7879	0.7094	0.8093	0.8790	0.9347	0.8030	0.8710	0.5039	0.9020	0.8678	0.7827	0.8678	0.6796	0.7638	0.4252	0.7865	0.7250	0.7183
0.085	24.92	9220	0.7683	0.7080	0.8095	0.8780	0.9361	0.8065	0.8634	0.5238	0.9038	0.8640	0.7689	0.8671	0.6792	0.7658	0.4320	0.7884	0.7163	0.7071
0.1344	24.97	9240	0.7613	0.7092	0.8104	0.8790	0.9352	0.8067	0.8732	0.5054	0.8997	0.8714	0.7814	0.8677	0.6795	0.7649	0.4259	0.7883	0.7211	0.7170

Framework versions

Transformers 4.37.0
Pytorch 2.1.2
Datasets 2.17.1
Tokenizers 0.15.1

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: 415fc58