Характеристики

Лицензия: Своя лицензия
Архитектура: segformer · dense
Базовая модель: segformer-b0-finetuned-batch2-30nov
Библиотека: transformers
Опубликована: 10 дек 2024

Ссылки

Hugging Face

segformer-b0-finetuned-batch2-10Dec

PushkarA07

Сегментация изображенийИзображение → mask3 профессии

Дообученная модель SegFormer B0 для семантической сегментации изображений из набора batch2-tiles.

12скачиваний за 30 дней0лайковвеса обновлены10 дек 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

PushkarA07/segformer-b0-finetuned-batch2-10Dec — модель семантической сегментации изображений на архитектуре SegFormer B0, разработанная как дообучение PushkarA07/segformer-b0-finetuned-batch2-30nov. Модель обучена на наборе PushkarA07/batch2-tiles и предназначена для сегментации изображений в задачах, связанных с этим набором данных.

В карточке приведены результаты оценки: Mean IoU 0,7531, Mean Accuracy 0,8107, Overall Accuracy 0,9967, IoU для класса Abnormality 0,5094 и Accuracy для него 0,6226. Метрики относятся к указанному оценочному набору; описание классов и практических ограничений не приведено. Модель распространяется в формате Safetensors через Transformers; лицензия указана как other.

Сценарии применения

Сегментация изображений из набора batch2-tiles
Пиксельная разметка областей на изображениях
Выделение класса Abnormality на изображениях

Ограничения

Метрики приведены только для оценочного набора, а классы и предметная область данных не описаны. Для класса Abnormality указаны более низкие показатели: IoU 0,5094 и accuracy 0,6226.

Для каких профессий подходит3

Разделы каталога профессий, в задачах которых используется эта модель

Все профессии

II.10Разработка и данныеРазработка и эксплуатация AI/ML-системAI помогает создавать, оценивать, развёртывать и контролировать AI/ML-системы на всём жизненном цикле.30 задач49 000моделей IV.6Отраслевые задачиНаучные исследования, математика и новые материалыAI помогает формировать гипотезы, анализировать научные данные и ускорять открытие новых материалов и методов.39 задач4 120моделей II.8Разработка и данныеИнженерия данных и аналитикаAI помогает готовить надёжные данные и превращать их в понятную аналитику.22 задачи23 488моделей

Карточка модели

README от автора на Hugging Face, как он его опубликовал

Открыть на Hugging Face

segformer-b0-finetuned-batch2-10Dec

This model is a fine-tuned version of PushkarA07/segformer-b0-finetuned-batch2-30nov on the PushkarA07/batch2-tiles dataset. It achieves the following results on the evaluation set:

Loss: 0.0067
Mean Iou: 0.7531
Mean Accuracy: 0.8107
Overall Accuracy: 0.9967
Accuracy Abnormality: 0.6226
Iou Abnormality: 0.5094

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: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
num_epochs: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Abnormality	Iou Abnormality
0.0044	0.2222	10	0.0088	0.7403	0.8049	0.9965	0.6112	0.4841
0.0092	0.4444	20	0.0084	0.7364	0.7859	0.9966	0.5729	0.4762
0.0044	0.6667	30	0.0090	0.7433	0.8068	0.9965	0.6149	0.4901
0.0045	0.8889	40	0.0082	0.7409	0.7978	0.9966	0.5968	0.4852
0.0042	1.1111	50	0.0079	0.7331	0.7698	0.9967	0.5405	0.4695
0.004	1.3333	60	0.0081	0.7355	0.7779	0.9966	0.5568	0.4744
0.0074	1.5556	70	0.0088	0.7441	0.8385	0.9962	0.6790	0.4921
0.0032	1.7778	80	0.0078	0.7387	0.7857	0.9966	0.5724	0.4807
0.0056	2.0	90	0.0081	0.7438	0.8055	0.9965	0.6123	0.4911
0.0061	2.2222	100	0.0079	0.7386	0.7849	0.9966	0.5707	0.4806
0.0131	2.4444	110	0.0079	0.7414	0.7960	0.9966	0.5931	0.4863
0.0047	2.6667	120	0.0078	0.7369	0.7799	0.9967	0.5607	0.4772
0.0046	2.8889	130	0.0078	0.7400	0.7882	0.9966	0.5774	0.4834
0.0125	3.1111	140	0.0080	0.7465	0.8196	0.9965	0.6408	0.4966
0.0019	3.3333	150	0.0078	0.7443	0.8019	0.9966	0.6050	0.4920
0.0058	3.5556	160	0.0078	0.7414	0.7905	0.9966	0.5820	0.4862
0.0055	3.7778	170	0.0079	0.7450	0.8101	0.9965	0.6217	0.4934
0.0109	4.0	180	0.0076	0.7429	0.7954	0.9966	0.5919	0.4892
0.0142	4.2222	190	0.0076	0.7419	0.7906	0.9967	0.5822	0.4871
0.0071	4.4444	200	0.0077	0.7438	0.7964	0.9966	0.5940	0.4909
0.0031	4.6667	210	0.0078	0.7449	0.8047	0.9966	0.6108	0.4931
0.0079	4.8889	220	0.0078	0.7455	0.8117	0.9965	0.6248	0.4944
0.0028	5.1111	230	0.0075	0.7413	0.7890	0.9967	0.5790	0.4859
0.0049	5.3333	240	0.0075	0.7414	0.7875	0.9967	0.5760	0.4861
0.0087	5.5556	250	0.0076	0.7448	0.8025	0.9966	0.6062	0.4929
0.0019	5.7778	260	0.0077	0.7466	0.8144	0.9965	0.6303	0.4967
0.0085	6.0	270	0.0076	0.7437	0.7964	0.9966	0.5940	0.4907
0.0058	6.2222	280	0.0076	0.7454	0.8042	0.9966	0.6098	0.4942
0.0066	6.4444	290	0.0076	0.7462	0.8068	0.9966	0.6149	0.4959
0.0098	6.6667	300	0.0075	0.7433	0.7922	0.9967	0.5855	0.4900
0.0031	6.8889	310	0.0076	0.7364	0.7759	0.9967	0.5526	0.4761
0.0083	7.1111	320	0.0076	0.7469	0.8115	0.9966	0.6244	0.4973
0.0003	7.3333	330	0.0075	0.7453	0.7992	0.9967	0.5997	0.4939
0.0156	7.5556	340	0.0075	0.7445	0.7971	0.9967	0.5954	0.4924
0.0136	7.7778	350	0.0074	0.7388	0.7782	0.9967	0.5572	0.4809
0.0043	8.0	360	0.0074	0.7457	0.8018	0.9966	0.6047	0.4948
0.0041	8.2222	370	0.0074	0.7439	0.7946	0.9967	0.5903	0.4911
0.0079	8.4444	380	0.0074	0.7462	0.8027	0.9966	0.6066	0.4958
0.008	8.6667	390	0.0074	0.7475	0.8097	0.9966	0.6207	0.4984
0.0088	8.8889	400	0.0074	0.7403	0.7840	0.9967	0.5689	0.4840
0.0052	9.1111	410	0.0074	0.7438	0.7942	0.9967	0.5896	0.4910
0.0068	9.3333	420	0.0075	0.7475	0.8129	0.9966	0.6273	0.4985
0.0032	9.5556	430	0.0074	0.7459	0.8021	0.9966	0.6053	0.4952
0.0079	9.7778	440	0.0074	0.7427	0.7888	0.9967	0.5786	0.4886
0.0102	10.0	450	0.0074	0.7441	0.7946	0.9967	0.5902	0.4915
0.018	10.2222	460	0.0074	0.7435	0.7943	0.9967	0.5897	0.4903
0.007	10.4444	470	0.0075	0.7462	0.8034	0.9966	0.6081	0.4957
0.0103	10.6667	480	0.0073	0.7432	0.7916	0.9967	0.5844	0.4897
0.0056	10.8889	490	0.0073	0.7451	0.7983	0.9967	0.5977	0.4935
0.0041	11.1111	500	0.0073	0.7441	0.7934	0.9967	0.5878	0.4914
0.0044	11.3333	510	0.0074	0.7484	0.8112	0.9966	0.6238	0.5002
0.0078	11.5556	520	0.0073	0.7470	0.8034	0.9967	0.6080	0.4973
0.006	11.7778	530	0.0073	0.7447	0.7953	0.9967	0.5916	0.4927
0.0064	12.0	540	0.0073	0.7455	0.8003	0.9966	0.6018	0.4944
0.0085	12.2222	550	0.0073	0.7450	0.7990	0.9966	0.5991	0.4934
0.0022	12.4444	560	0.0073	0.7473	0.8079	0.9966	0.6171	0.4980
0.0099	12.6667	570	0.0073	0.7458	0.8006	0.9967	0.6023	0.4949
0.0075	12.8889	580	0.0073	0.7443	0.7935	0.9967	0.5880	0.4919
0.0051	13.1111	590	0.0073	0.7444	0.7923	0.9967	0.5857	0.4921
0.0043	13.3333	600	0.0072	0.7471	0.8043	0.9966	0.6099	0.4975
0.0037	13.5556	610	0.0072	0.7457	0.7969	0.9967	0.5950	0.4947
0.0087	13.7778	620	0.0072	0.7414	0.7841	0.9967	0.5691	0.4860
0.0039	14.0	630	0.0073	0.7468	0.8043	0.9966	0.6099	0.4970
0.0115	14.2222	640	0.0072	0.7449	0.7938	0.9967	0.5887	0.4931
0.0213	14.4444	650	0.0072	0.7454	0.7953	0.9967	0.5917	0.4941
0.0054	14.6667	660	0.0072	0.7462	0.8000	0.9967	0.6011	0.4958
0.0026	14.8889	670	0.0072	0.7475	0.8032	0.9967	0.6076	0.4983
0.0132	15.1111	680	0.0071	0.7452	0.7944	0.9967	0.5899	0.4937
0.0025	15.3333	690	0.0072	0.7453	0.7942	0.9967	0.5895	0.4939
0.0099	15.5556	700	0.0072	0.7479	0.8044	0.9967	0.6101	0.4992
0.008	15.7778	710	0.0072	0.7468	0.8017	0.9967	0.6046	0.4969
0.0041	16.0	720	0.0072	0.7473	0.8043	0.9967	0.6098	0.4980
0.0144	16.2222	730	0.0073	0.7476	0.8033	0.9967	0.6078	0.4985
0.0019	16.4444	740	0.0072	0.7486	0.8087	0.9966	0.6188	0.5005
0.0036	16.6667	750	0.0072	0.7450	0.7943	0.9967	0.5897	0.4933
0.0008	16.8889	760	0.0071	0.7463	0.7980	0.9967	0.5971	0.4958
0.0166	17.1111	770	0.0072	0.7491	0.8114	0.9966	0.6242	0.5016
0.0036	17.3333	780	0.0071	0.7439	0.7896	0.9967	0.5802	0.4912
0.0057	17.5556	790	0.0071	0.7468	0.7984	0.9967	0.5979	0.4969
0.0059	17.7778	800	0.0071	0.7475	0.8035	0.9967	0.6083	0.4983
0.0067	18.0	810	0.0071	0.7483	0.8049	0.9967	0.6109	0.4999
0.0035	18.2222	820	0.0071	0.7481	0.8018	0.9967	0.6048	0.4994
0.0039	18.4444	830	0.0070	0.7486	0.8046	0.9967	0.6104	0.5005
0.005	18.6667	840	0.0071	0.7505	0.8134	0.9966	0.6282	0.5044
0.0047	18.8889	850	0.0071	0.7436	0.7867	0.9967	0.5744	0.4904
0.0018	19.1111	860	0.0071	0.7486	0.8050	0.9967	0.6112	0.5006
0.0039	19.3333	870	0.0070	0.7471	0.7976	0.9967	0.5964	0.4974
0.0061	19.5556	880	0.0071	0.7466	0.7966	0.9967	0.5943	0.4966
0.0079	19.7778	890	0.0070	0.7468	0.7971	0.9967	0.5953	0.4969
0.008	20.0	900	0.0070	0.7483	0.8023	0.9967	0.6058	0.5000
0.0027	20.2222	910	0.0070	0.7482	0.8022	0.9967	0.6057	0.4997
0.0073	20.4444	920	0.0070	0.7459	0.7950	0.9967	0.5911	0.4951
0.0043	20.6667	930	0.0070	0.7482	0.8031	0.9967	0.6074	0.4996
0.0027	20.8889	940	0.0070	0.7480	0.8013	0.9967	0.6038	0.4993
0.0085	21.1111	950	0.0071	0.7493	0.8076	0.9967	0.6164	0.5020
0.0054	21.3333	960	0.0071	0.7489	0.8072	0.9967	0.6157	0.5012
0.0087	21.5556	970	0.0071	0.7436	0.7870	0.9967	0.5749	0.4905
0.0025	21.7778	980	0.0070	0.7477	0.7993	0.9967	0.5997	0.4986
0.0167	22.0	990	0.0070	0.7459	0.7922	0.9967	0.5854	0.4951
0.0033	22.2222	1000	0.0070	0.7477	0.7998	0.9967	0.6006	0.4987
0.0043	22.4444	1010	0.0070	0.7496	0.8083	0.9967	0.6178	0.5025
0.003	22.6667	1020	0.0070	0.7481	0.8005	0.9967	0.6021	0.4996
0.0036	22.8889	1030	0.0070	0.7494	0.8066	0.9967	0.6144	0.5021
0.0158	23.1111	1040	0.0070	0.7439	0.7870	0.9968	0.5750	0.4910
0.0021	23.3333	1050	0.0070	0.7456	0.7942	0.9967	0.5894	0.4946
0.0222	23.5556	1060	0.0070	0.7454	0.7921	0.9967	0.5852	0.4940
0.0042	23.7778	1070	0.0071	0.7458	0.7924	0.9967	0.5858	0.4949
0.0032	24.0	1080	0.0071	0.7518	0.8222	0.9966	0.6459	0.5070
0.0047	24.2222	1090	0.0071	0.7443	0.7896	0.9967	0.5802	0.4919
0.0095	24.4444	1100	0.0070	0.7477	0.8012	0.9967	0.6035	0.4987
0.0065	24.6667	1110	0.0071	0.7509	0.8162	0.9966	0.6338	0.5052
0.0058	24.8889	1120	0.0070	0.7474	0.7992	0.9967	0.5994	0.4981
0.0055	25.1111	1130	0.0070	0.7473	0.7983	0.9967	0.5976	0.4978
0.0013	25.3333	1140	0.0070	0.7493	0.8057	0.9967	0.6126	0.5020
0.0055	25.5556	1150	0.0070	0.7455	0.7922	0.9967	0.5855	0.4944
0.0064	25.7778	1160	0.0070	0.7506	0.8112	0.9967	0.6237	0.5045
0.0045	26.0	1170	0.0070	0.7473	0.7984	0.9967	0.5978	0.4978
0.0075	26.2222	1180	0.0069	0.7491	0.8033	0.9967	0.6077	0.5015
0.0087	26.4444	1190	0.0069	0.7500	0.8081	0.9967	0.6173	0.5034
0.0049	26.6667	1200	0.0070	0.7477	0.7990	0.9967	0.5992	0.4988
0.0154	26.8889	1210	0.0069	0.7458	0.7920	0.9967	0.5851	0.4948
0.0098	27.1111	1220	0.0070	0.7501	0.8095	0.9967	0.6203	0.5036
0.0034	27.3333	1230	0.0069	0.7484	0.7994	0.9967	0.5999	0.5000
0.0062	27.5556	1240	0.0069	0.7475	0.7971	0.9967	0.5953	0.4983
0.0086	27.7778	1250	0.0069	0.7500	0.8043	0.9967	0.6098	0.5033
0.009	28.0	1260	0.0069	0.7464	0.7945	0.9967	0.5900	0.4961
0.0058	28.2222	1270	0.0070	0.7455	0.7928	0.9967	0.5867	0.4942
0.0029	28.4444	1280	0.0069	0.7484	0.8027	0.9967	0.6065	0.5002
0.0098	28.6667	1290	0.0069	0.7477	0.7980	0.9967	0.5971	0.4986
0.0063	28.8889	1300	0.0069	0.7507	0.8085	0.9967	0.6183	0.5048
0.0044	29.1111	1310	0.0070	0.7522	0.8186	0.9966	0.6386	0.5079
0.0048	29.3333	1320	0.0070	0.7430	0.7836	0.9968	0.5681	0.4892
0.005	29.5556	1330	0.0070	0.7513	0.8149	0.9966	0.6312	0.5060
0.0032	29.7778	1340	0.0069	0.7446	0.7881	0.9968	0.5771	0.4924
0.0064	30.0	1350	0.0070	0.7479	0.7994	0.9967	0.5999	0.4990
0.006	30.2222	1360	0.0070	0.7501	0.8050	0.9967	0.6113	0.5034
0.0038	30.4444	1370	0.0069	0.7504	0.8065	0.9967	0.6142	0.5041
0.0054	30.6667	1380	0.0069	0.7493	0.8014	0.9967	0.6040	0.5018
0.0053	30.8889	1390	0.0070	0.7448	0.7906	0.9967	0.5822	0.4928
0.002	31.1111	1400	0.0069	0.7503	0.8078	0.9967	0.6169	0.5039
0.0027	31.3333	1410	0.0070	0.7467	0.7961	0.9967	0.5933	0.4966
0.0027	31.5556	1420	0.0069	0.7482	0.7988	0.9967	0.5987	0.4996
0.008	31.7778	1430	0.0069	0.7488	0.8010	0.9967	0.6030	0.5009
0.004	32.0	1440	0.0069	0.7483	0.7992	0.9967	0.5995	0.4999
0.0048	32.2222	1450	0.0069	0.7497	0.8040	0.9967	0.6092	0.5028
0.0039	32.4444	1460	0.0069	0.7518	0.8141	0.9967	0.6296	0.5069
0.0046	32.6667	1470	0.0069	0.7499	0.8061	0.9967	0.6135	0.5032
0.0046	32.8889	1480	0.0069	0.7476	0.7961	0.9967	0.5932	0.4985
0.013	33.1111	1490	0.0069	0.7507	0.8083	0.9967	0.6179	0.5047
0.018	33.3333	1500	0.0070	0.7448	0.7897	0.9967	0.5804	0.4928
0.0068	33.5556	1510	0.0069	0.7492	0.8036	0.9967	0.6084	0.5017
0.0108	33.7778	1520	0.0069	0.7514	0.8108	0.9967	0.6229	0.5061
0.0055	34.0	1530	0.0069	0.7486	0.7993	0.9967	0.5997	0.5004
0.0084	34.2222	1540	0.0069	0.7524	0.8152	0.9967	0.6317	0.5081
0.0037	34.4444	1550	0.0069	0.7500	0.8049	0.9967	0.6110	0.5034
0.0048	34.6667	1560	0.0069	0.7502	0.8049	0.9967	0.6110	0.5036
0.0047	34.8889	1570	0.0069	0.7499	0.8028	0.9967	0.6068	0.5032
0.0139	35.1111	1580	0.0069	0.7496	0.8023	0.9967	0.6058	0.5024
0.0024	35.3333	1590	0.0068	0.7496	0.8018	0.9967	0.6046	0.5025
0.0043	35.5556	1600	0.0068	0.7511	0.8079	0.9967	0.6171	0.5056
0.0024	35.7778	1610	0.0069	0.7475	0.7951	0.9968	0.5912	0.4982
0.0027	36.0	1620	0.0069	0.7524	0.8145	0.9967	0.6304	0.5082
0.0052	36.2222	1630	0.0068	0.7494	0.8007	0.9967	0.6026	0.5020
0.009	36.4444	1640	0.0069	0.7477	0.7971	0.9967	0.5953	0.4987
0.0037	36.6667	1650	0.0069	0.7479	0.7977	0.9967	0.5964	0.4991
0.0097	36.8889	1660	0.0069	0.7528	0.8175	0.9967	0.6364	0.5090
0.0006	37.1111	1670	0.0069	0.7498	0.8048	0.9967	0.6109	0.5029
0.0091	37.3333	1680	0.0069	0.7475	0.7949	0.9968	0.5908	0.4983
0.0069	37.5556	1690	0.0068	0.7500	0.8027	0.9967	0.6065	0.5032
0.0035	37.7778	1700	0.0068	0.7499	0.8026	0.9967	0.6064	0.5030
0.0075	38.0	1710	0.0068	0.7475	0.7949	0.9968	0.5908	0.4983
0.002	38.2222	1720	0.0069	0.7497	0.8024	0.9967	0.6060	0.5027
0.0048	38.4444	1730	0.0068	0.7500	0.8037	0.9967	0.6086	0.5032
0.0172	38.6667	1740	0.0069	0.7467	0.7944	0.9967	0.5898	0.4966
0.0065	38.8889	1750	0.0069	0.7523	0.8170	0.9966	0.6354	0.5079
0.0062	39.1111	1760	0.0069	0.7468	0.7940	0.9967	0.5891	0.4968
0.0036	39.3333	1770	0.0068	0.7512	0.8100	0.9967	0.6213	0.5057
0.0024	39.5556	1780	0.0068	0.7493	0.8023	0.9967	0.6057	0.5019
0.0021	39.7778	1790	0.0068	0.7501	0.8042	0.9967	0.6095	0.5035
0.0049	40.0	1800	0.0068	0.7511	0.8077	0.9967	0.6166	0.5054
0.001	40.2222	1810	0.0068	0.7499	0.8042	0.9967	0.6096	0.5030
0.0089	40.4444	1820	0.0068	0.7499	0.8036	0.9967	0.6083	0.5030
0.0027	40.6667	1830	0.0068	0.7510	0.8094	0.9967	0.6200	0.5054
0.0043	40.8889	1840	0.0068	0.7483	0.7984	0.9967	0.5979	0.5000
0.0028	41.1111	1850	0.0068	0.7507	0.8058	0.9967	0.6128	0.5046
0.0057	41.3333	1860	0.0068	0.7500	0.8043	0.9967	0.6098	0.5032
0.0029	41.5556	1870	0.0068	0.7478	0.7968	0.9967	0.5946	0.4988
0.0019	41.7778	1880	0.0068	0.7516	0.8096	0.9967	0.6205	0.5065
0.0039	42.0	1890	0.0068	0.7498	0.8025	0.9967	0.6062	0.5028
0.0036	42.2222	1900	0.0068	0.7514	0.8082	0.9967	0.6176	0.5061
0.0034	42.4444	1910	0.0068	0.7507	0.8056	0.9967	0.6124	0.5047
0.0107	42.6667	1920	0.0068	0.7485	0.7983	0.9967	0.5978	0.5003
0.0144	42.8889	1930	0.0068	0.7538	0.8190	0.9967	0.6394	0.5110
0.0071	43.1111	1940	0.0068	0.7483	0.7978	0.9967	0.5966	0.4998
0.0042	43.3333	1950	0.0068	0.7523	0.8118	0.9967	0.6249	0.5079
0.0025	43.5556	1960	0.0068	0.7506	0.8045	0.9967	0.6101	0.5045
0.0068	43.7778	1970	0.0068	0.7520	0.8099	0.9967	0.6211	0.5073
0.0082	44.0	1980	0.0068	0.7482	0.7972	0.9968	0.5954	0.4997
0.0067	44.2222	1990	0.0068	0.7527	0.8147	0.9967	0.6307	0.5088
0.0042	44.4444	2000	0.0069	0.7478	0.7956	0.9968	0.5922	0.4989
0.0028	44.6667	2010	0.0068	0.7529	0.8144	0.9967	0.6301	0.5091
0.0135	44.8889	2020	0.0068	0.7499	0.8019	0.9967	0.6049	0.5031
0.0076	45.1111	2030	0.0068	0.7513	0.8074	0.9967	0.6159	0.5059
0.0051	45.3333	2040	0.0068	0.7494	0.8016	0.9967	0.6043	0.5021
0.0013	45.5556	2050	0.0068	0.7500	0.8022	0.9967	0.6056	0.5033
0.0058	45.7778	2060	0.0068	0.7492	0.7990	0.9968	0.5992	0.5017
0.0051	46.0	2070	0.0068	0.7514	0.8075	0.9967	0.6161	0.5060
0.0049	46.2222	2080	0.0068	0.7513	0.8076	0.9967	0.6164	0.5059
0.0039	46.4444	2090	0.0068	0.7504	0.8043	0.9967	0.6097	0.5041
0.0027	46.6667	2100	0.0068	0.7509	0.8054	0.9967	0.6121	0.5051
0.0051	46.8889	2110	0.0068	0.7511	0.8058	0.9967	0.6128	0.5054
0.0034	47.1111	2120	0.0068	0.7511	0.8062	0.9967	0.6136	0.5055
0.0108	47.3333	2130	0.0068	0.7507	0.8034	0.9967	0.6079	0.5047
0.0054	47.5556	2140	0.0068	0.7510	0.8053	0.9967	0.6117	0.5052
0.0027	47.7778	2150	0.0068	0.7477	0.7951	0.9968	0.5912	0.4986
0.0137	48.0	2160	0.0068	0.7529	0.8116	0.9967	0.6244	0.5091
0.0032	48.2222	2170	0.0068	0.7512	0.8053	0.9967	0.6118	0.5057
0.0039	48.4444	2180	0.0068	0.7506	0.8045	0.9967	0.6102	0.5045
0.0037	48.6667	2190	0.0068	0.7523	0.8114	0.9967	0.6240	0.5078
0.0058	48.8889	2200	0.0068	0.7516	0.8067	0.9967	0.6145	0.5064
0.0042	49.1111	2210	0.0068	0.7513	0.8070	0.9967	0.6152	0.5059
0.0035	49.3333	2220	0.0068	0.7511	0.8054	0.9967	0.6120	0.5054
0.0106	49.5556	2230	0.0068	0.7519	0.8099	0.9967	0.6209	0.5071
0.0037	49.7778	2240	0.0068	0.7509	0.8053	0.9967	0.6117	0.5052
0.0043	50.0	2250	0.0068	0.7501	0.8029	0.9967	0.6070	0.5035
0.0053	50.2222	2260	0.0068	0.7509	0.8053	0.9967	0.6117	0.5051
0.0082	50.4444	2270	0.0068	0.7513	0.8059	0.9967	0.6130	0.5059
0.0049	50.6667	2280	0.0068	0.7527	0.8119	0.9967	0.6251	0.5088
0.0059	50.8889	2290	0.0068	0.7533	0.8130	0.9967	0.6273	0.5099
0.0064	51.1111	2300	0.0068	0.7524	0.8097	0.9967	0.6207	0.5080
0.0039	51.3333	2310	0.0068	0.7513	0.8059	0.9967	0.6130	0.5059
0.0074	51.5556	2320	0.0068	0.7520	0.8097	0.9967	0.6205	0.5074
0.0029	51.7778	2330	0.0068	0.7503	0.8028	0.9967	0.6067	0.5038
0.0046	52.0	2340	0.0068	0.7508	0.8050	0.9967	0.6112	0.5049
0.0042	52.2222	2350	0.0068	0.7480	0.7951	0.9968	0.5911	0.4992
0.0031	52.4444	2360	0.0068	0.7522	0.8091	0.9967	0.6194	0.5076
0.0033	52.6667	2370	0.0068	0.7496	0.8005	0.9968	0.6020	0.5025
0.0022	52.8889	2380	0.0068	0.7516	0.8073	0.9967	0.6157	0.5064
0.0049	53.1111	2390	0.0068	0.7520	0.8091	0.9967	0.6194	0.5073
0.004	53.3333	2400	0.0068	0.7534	0.8141	0.9967	0.6294	0.5100
0.0087	53.5556	2410	0.0068	0.7484	0.7962	0.9968	0.5934	0.5001
0.0096	53.7778	2420	0.0068	0.7526	0.8111	0.9967	0.6234	0.5084
0.0047	54.0	2430	0.0068	0.7521	0.8088	0.9967	0.6188	0.5074
0.0056	54.2222	2440	0.0068	0.7515	0.8075	0.9967	0.6162	0.5062
0.0081	54.4444	2450	0.0068	0.7514	0.8059	0.9967	0.6130	0.5061
0.0029	54.6667	2460	0.0068	0.7527	0.8113	0.9967	0.6238	0.5087
0.0046	54.8889	2470	0.0068	0.7498	0.7998	0.9968	0.6007	0.5029
0.0012	55.1111	2480	0.0068	0.7528	0.8114	0.9967	0.6240	0.5088
0.0033	55.3333	2490	0.0068	0.7507	0.8033	0.9967	0.6078	0.5047
0.0036	55.5556	2500	0.0068	0.7534	0.8138	0.9967	0.6290	0.5102
0.0088	55.7778	2510	0.0068	0.7511	0.8042	0.9968	0.6095	0.5055
0.0032	56.0	2520	0.0068	0.7530	0.8122	0.9967	0.6256	0.5093
0.0038	56.2222	2530	0.0068	0.7525	0.8098	0.9967	0.6208	0.5083
0.0144	56.4444	2540	0.0068	0.7520	0.8086	0.9967	0.6184	0.5074
0.004	56.6667	2550	0.0068	0.7507	0.8034	0.9968	0.6079	0.5047
0.0127	56.8889	2560	0.0068	0.7530	0.8114	0.9967	0.6241	0.5094
0.0053	57.1111	2570	0.0068	0.7509	0.8034	0.9968	0.6078	0.5050
0.0048	57.3333	2580	0.0068	0.7520	0.8092	0.9967	0.6197	0.5073
0.0073	57.5556	2590	0.0068	0.7512	0.8049	0.9967	0.6110	0.5056
0.005	57.7778	2600	0.0068	0.7522	0.8078	0.9967	0.6168	0.5076
0.0048	58.0	2610	0.0067	0.7517	0.8056	0.9968	0.6123	0.5067
0.0028	58.2222	2620	0.0068	0.7527	0.8100	0.9967	0.6211	0.5088
0.0051	58.4444	2630	0.0068	0.7530	0.8115	0.9967	0.6243	0.5092
0.0105	58.6667	2640	0.0068	0.7504	0.8018	0.9968	0.6047	0.5041
0.0121	58.8889	2650	0.0067	0.7529	0.8103	0.9967	0.6218	0.5091
0.0048	59.1111	2660	0.0068	0.7510	0.8037	0.9968	0.6085	0.5053
0.0039	59.3333	2670	0.0067	0.7530	0.8113	0.9967	0.6239	0.5094
0.0054	59.5556	2680	0.0068	0.7501	0.8004	0.9968	0.6019	0.5035
0.0079	59.7778	2690	0.0068	0.7538	0.8150	0.9967	0.6313	0.5109
0.0031	60.0	2700	0.0068	0.7496	0.8003	0.9968	0.6017	0.5025
0.0057	60.2222	2710	0.0068	0.7514	0.8060	0.9967	0.6131	0.5061
0.0046	60.4444	2720	0.0068	0.7537	0.8154	0.9967	0.6322	0.5107
0.0038	60.6667	2730	0.0068	0.7535	0.8139	0.9967	0.6290	0.5103
0.0029	60.8889	2740	0.0068	0.7514	0.8060	0.9967	0.6131	0.5060
0.0036	61.1111	2750	0.0067	0.7541	0.8158	0.9967	0.6328	0.5114
0.0114	61.3333	2760	0.0067	0.7509	0.8047	0.9967	0.6106	0.5050
0.0171	61.5556	2770	0.0067	0.7526	0.8114	0.9967	0.6241	0.5086
0.0077	61.7778	2780	0.0067	0.7534	0.8132	0.9967	0.6277	0.5100
0.0031	62.0	2790	0.0067	0.7535	0.8128	0.9967	0.6268	0.5103
0.0039	62.2222	2800	0.0067	0.7542	0.8177	0.9967	0.6367	0.5116
0.0078	62.4444	2810	0.0067	0.7517	0.8058	0.9967	0.6128	0.5067
0.0176	62.6667	2820	0.0068	0.7534	0.8127	0.9967	0.6266	0.5101
0.0167	62.8889	2830	0.0068	0.7503	0.8010	0.9968	0.6031	0.5038
0.0051	63.1111	2840	0.0067	0.7523	0.8090	0.9967	0.6192	0.5079
0.0049	63.3333	2850	0.0068	0.7495	0.7990	0.9968	0.5991	0.5023
0.007	63.5556	2860	0.0068	0.7514	0.8051	0.9967	0.6114	0.5060
0.01	63.7778	2870	0.0068	0.7522	0.8085	0.9967	0.6183	0.5077
0.0009	64.0	2880	0.0067	0.7525	0.8107	0.9967	0.6227	0.5084
0.0104	64.2222	2890	0.0067	0.7497	0.7996	0.9968	0.6003	0.5027
0.0039	64.4444	2900	0.0067	0.7516	0.8063	0.9967	0.6137	0.5064
0.0012	64.6667	2910	0.0067	0.7515	0.8061	0.9967	0.6133	0.5062
0.0074	64.8889	2920	0.0067	0.7510	0.8045	0.9967	0.6101	0.5053
0.0055	65.1111	2930	0.0067	0.7512	0.8049	0.9967	0.6109	0.5057
0.0072	65.3333	2940	0.0068	0.7515	0.8049	0.9968	0.6108	0.5062
0.0041	65.5556	2950	0.0067	0.7518	0.8068	0.9967	0.6148	0.5068
0.0048	65.7778	2960	0.0067	0.7527	0.8095	0.9967	0.6203	0.5087
0.0072	66.0	2970	0.0067	0.7529	0.8112	0.9967	0.6236	0.5091
0.0103	66.2222	2980	0.0067	0.7500	0.8005	0.9968	0.6021	0.5032
0.0028	66.4444	2990	0.0068	0.7518	0.8071	0.9967	0.6153	0.5069
0.0014	66.6667	3000	0.0067	0.7534	0.8123	0.9967	0.6258	0.5100
0.0031	66.8889	3010	0.0068	0.7518	0.8059	0.9968	0.6130	0.5068
0.0041	67.1111	3020	0.0067	0.7533	0.8113	0.9967	0.6239	0.5100
0.014	67.3333	3030	0.0067	0.7523	0.8078	0.9967	0.6168	0.5078
0.0024	67.5556	3040	0.0068	0.7526	0.8099	0.9967	0.6210	0.5086
0.0029	67.7778	3050	0.0068	0.7517	0.8060	0.9967	0.6131	0.5067
0.0118	68.0	3060	0.0067	0.7525	0.8088	0.9967	0.6188	0.5082
0.0013	68.2222	3070	0.0068	0.7521	0.8068	0.9968	0.6147	0.5075
0.005	68.4444	3080	0.0068	0.7520	0.8069	0.9967	0.6149	0.5073
0.0048	68.6667	3090	0.0068	0.7510	0.8027	0.9968	0.6064	0.5052
0.0072	68.8889	3100	0.0068	0.7515	0.8046	0.9968	0.6103	0.5063
0.004	69.1111	3110	0.0068	0.7514	0.8047	0.9968	0.6105	0.5060
0.0027	69.3333	3120	0.0068	0.7532	0.8130	0.9967	0.6272	0.5098
0.0027	69.5556	3130	0.0068	0.7526	0.8100	0.9967	0.6213	0.5084
0.0045	69.7778	3140	0.0067	0.7520	0.8072	0.9967	0.6156	0.5073
0.0029	70.0	3150	0.0068	0.7503	0.8009	0.9968	0.6028	0.5038
0.0117	70.2222	3160	0.0067	0.7539	0.8147	0.9967	0.6306	0.5111
0.01	70.4444	3170	0.0067	0.7520	0.8070	0.9967	0.6151	0.5072
0.0025	70.6667	3180	0.0067	0.7526	0.8095	0.9967	0.6202	0.5086
0.0053	70.8889	3190	0.0067	0.7529	0.8114	0.9967	0.6240	0.5091
0.0154	71.1111	3200	0.0067	0.7513	0.8052	0.9967	0.6116	0.5059
0.0071	71.3333	3210	0.0067	0.7550	0.8205	0.9967	0.6423	0.5134
0.0055	71.5556	3220	0.0067	0.7511	0.8034	0.9968	0.6079	0.5055
0.0031	71.7778	3230	0.0067	0.7512	0.8037	0.9968	0.6085	0.5056
0.0046	72.0	3240	0.0067	0.7541	0.8169	0.9967	0.6351	0.5115
0.0046	72.2222	3250	0.0067	0.7523	0.8086	0.9967	0.6184	0.5078
0.01	72.4444	3260	0.0067	0.7522	0.8072	0.9967	0.6155	0.5076
0.007	72.6667	3270	0.0067	0.7536	0.8143	0.9967	0.6298	0.5105
0.0021	72.8889	3280	0.0067	0.7510	0.8034	0.9968	0.6079	0.5052
0.0025	73.1111	3290	0.0067	0.7512	0.8040	0.9968	0.6091	0.5057
0.0079	73.3333	3300	0.0067	0.7520	0.8070	0.9967	0.6152	0.5073
0.0103	73.5556	3310	0.0067	0.7518	0.8060	0.9968	0.6131	0.5069
0.0074	73.7778	3320	0.0067	0.7521	0.8079	0.9967	0.6169	0.5075
0.0024	74.0	3330	0.0067	0.7530	0.8114	0.9967	0.6240	0.5093
0.0022	74.2222	3340	0.0067	0.7512	0.8046	0.9967	0.6104	0.5057
0.0129	74.4444	3350	0.0067	0.7524	0.8079	0.9967	0.6169	0.5080
0.0047	74.6667	3360	0.0067	0.7545	0.8162	0.9967	0.6338	0.5123
0.0012	74.8889	3370	0.0067	0.7515	0.8047	0.9968	0.6106	0.5063
0.0139	75.1111	3380	0.0068	0.7510	0.8029	0.9968	0.6069	0.5053
0.0101	75.3333	3390	0.0067	0.7543	0.8162	0.9967	0.6337	0.5118
0.01	75.5556	3400	0.0067	0.7524	0.8084	0.9967	0.6180	0.5081
0.0025	75.7778	3410	0.0067	0.7530	0.8099	0.9967	0.6210	0.5093
0.0057	76.0	3420	0.0067	0.7537	0.8130	0.9967	0.6272	0.5107
0.0043	76.2222	3430	0.0068	0.7529	0.8099	0.9967	0.6211	0.5091
0.0036	76.4444	3440	0.0067	0.7532	0.8116	0.9967	0.6245	0.5097
0.0015	76.6667	3450	0.0068	0.7526	0.8089	0.9967	0.6189	0.5085
0.0028	76.8889	3460	0.0068	0.7528	0.8090	0.9967	0.6193	0.5088
0.0134	77.1111	3470	0.0067	0.7533	0.8122	0.9967	0.6255	0.5099
0.0083	77.3333	3480	0.0067	0.7525	0.8092	0.9967	0.6196	0.5083
0.0075	77.5556	3490	0.0067	0.7532	0.8122	0.9967	0.6256	0.5096
0.0111	77.7778	3500	0.0067	0.7527	0.8101	0.9967	0.6215	0.5087
0.0075	78.0	3510	0.0068	0.7510	0.8032	0.9968	0.6075	0.5053
0.0173	78.2222	3520	0.0067	0.7537	0.8134	0.9967	0.6282	0.5107
0.0046	78.4444	3530	0.0068	0.7522	0.8079	0.9967	0.6170	0.5076
0.0023	78.6667	3540	0.0068	0.7533	0.8116	0.9967	0.6244	0.5098
0.005	78.8889	3550	0.0068	0.7530	0.8112	0.9967	0.6237	0.5093
0.0016	79.1111	3560	0.0068	0.7530	0.8110	0.9967	0.6233	0.5093
0.0045	79.3333	3570	0.0068	0.7502	0.8009	0.9968	0.6029	0.5037
0.0052	79.5556	3580	0.0068	0.7520	0.8071	0.9967	0.6153	0.5073
0.0088	79.7778	3590	0.0068	0.7532	0.8120	0.9967	0.6252	0.5097
0.0052	80.0	3600	0.0068	0.7521	0.8068	0.9967	0.6148	0.5074
0.0019	80.2222	3610	0.0068	0.7525	0.8083	0.9967	0.6178	0.5084
0.0094	80.4444	3620	0.0068	0.7519	0.8063	0.9967	0.6137	0.5071
0.0111	80.6667	3630	0.0067	0.7530	0.8104	0.9967	0.6220	0.5092
0.0046	80.8889	3640	0.0067	0.7524	0.8081	0.9967	0.6173	0.5080
0.0043	81.1111	3650	0.0067	0.7522	0.8072	0.9967	0.6156	0.5076
0.0184	81.3333	3660	0.0067	0.7519	0.8060	0.9968	0.6131	0.5070
0.0109	81.5556	3670	0.0067	0.7537	0.8132	0.9967	0.6277	0.5106
0.0115	81.7778	3680	0.0067	0.7533	0.8113	0.9967	0.6237	0.5099
0.0033	82.0	3690	0.0067	0.7520	0.8061	0.9968	0.6133	0.5073
0.0097	82.2222	3700	0.0067	0.7520	0.8060	0.9968	0.6131	0.5073
0.0021	82.4444	3710	0.0067	0.7524	0.8078	0.9967	0.6168	0.5080
0.004	82.6667	3720	0.0067	0.7528	0.8093	0.9967	0.6198	0.5088
0.0044	82.8889	3730	0.0068	0.7523	0.8073	0.9967	0.6159	0.5079
0.0035	83.1111	3740	0.0067	0.7534	0.8124	0.9967	0.6260	0.5101
0.0107	83.3333	3750	0.0067	0.7540	0.8153	0.9967	0.6320	0.5114
0.0032	83.5556	3760	0.0067	0.7534	0.8122	0.9967	0.6256	0.5101
0.0081	83.7778	3770	0.0067	0.7535	0.8120	0.9967	0.6253	0.5102
0.0035	84.0	3780	0.0067	0.7530	0.8108	0.9967	0.6228	0.5093
0.0014	84.2222	3790	0.0068	0.7528	0.8100	0.9967	0.6212	0.5090
0.0035	84.4444	3800	0.0067	0.7537	0.8135	0.9967	0.6283	0.5107
0.0027	84.6667	3810	0.0067	0.7530	0.8104	0.9967	0.6221	0.5093
0.0045	84.8889	3820	0.0067	0.7529	0.8107	0.9967	0.6227	0.5091
0.0077	85.1111	3830	0.0067	0.7524	0.8084	0.9967	0.6181	0.5080
0.0093	85.3333	3840	0.0067	0.7528	0.8097	0.9967	0.6207	0.5089
0.0093	85.5556	3850	0.0067	0.7525	0.8082	0.9967	0.6175	0.5082
0.0078	85.7778	3860	0.0067	0.7516	0.8048	0.9968	0.6107	0.5064
0.0085	86.0	3870	0.0067	0.7530	0.8107	0.9967	0.6225	0.5092
0.0018	86.2222	3880	0.0067	0.7527	0.8092	0.9967	0.6195	0.5086
0.0145	86.4444	3890	0.0068	0.7504	0.8013	0.9968	0.6036	0.5040
0.0084	86.6667	3900	0.0067	0.7528	0.8099	0.9967	0.6211	0.5088
0.0023	86.8889	3910	0.0067	0.7538	0.8136	0.9967	0.6285	0.5108
0.0029	87.1111	3920	0.0067	0.7536	0.8129	0.9967	0.6271	0.5106
0.0029	87.3333	3930	0.0067	0.7534	0.8127	0.9967	0.6266	0.5102
0.0087	87.5556	3940	0.0067	0.7530	0.8109	0.9967	0.6231	0.5092
0.0033	87.7778	3950	0.0068	0.7521	0.8076	0.9967	0.6165	0.5074
0.0062	88.0	3960	0.0067	0.7532	0.8117	0.9967	0.6247	0.5097
0.0077	88.2222	3970	0.0067	0.7528	0.8099	0.9967	0.6211	0.5088
0.011	88.4444	3980	0.0068	0.7532	0.8115	0.9967	0.6242	0.5098
0.0032	88.6667	3990	0.0068	0.7534	0.8118	0.9967	0.6248	0.5101
0.0133	88.8889	4000	0.0068	0.7534	0.8115	0.9967	0.6242	0.5101
0.0092	89.1111	4010	0.0067	0.7532	0.8109	0.9967	0.6230	0.5096
0.0052	89.3333	4020	0.0067	0.7537	0.8129	0.9967	0.6270	0.5107
0.0057	89.5556	4030	0.0068	0.7533	0.8114	0.9967	0.6241	0.5099
0.003	89.7778	4040	0.0068	0.7534	0.8116	0.9967	0.6245	0.5100
0.0041	90.0	4050	0.0068	0.7539	0.8135	0.9967	0.6282	0.5111
0.0068	90.2222	4060	0.0068	0.7539	0.8137	0.9967	0.6286	0.5111
0.002	90.4444	4070	0.0068	0.7533	0.8115	0.9967	0.6243	0.5099
0.003	90.6667	4080	0.0068	0.7527	0.8096	0.9967	0.6203	0.5086
0.0137	90.8889	4090	0.0068	0.7528	0.8097	0.9967	0.6206	0.5089
0.0022	91.1111	4100	0.0068	0.7533	0.8114	0.9967	0.6241	0.5099
0.0022	91.3333	4110	0.0068	0.7534	0.8113	0.9967	0.6239	0.5100
0.0075	91.5556	4120	0.0068	0.7524	0.8078	0.9967	0.6168	0.5081
0.0108	91.7778	4130	0.0068	0.7525	0.8082	0.9967	0.6175	0.5083
0.0114	92.0	4140	0.0068	0.7523	0.8071	0.9968	0.6154	0.5079
0.0073	92.2222	4150	0.0068	0.7520	0.8062	0.9968	0.6135	0.5073
0.0055	92.4444	4160	0.0068	0.7523	0.8076	0.9967	0.6163	0.5080
0.0082	92.6667	4170	0.0068	0.7526	0.8087	0.9967	0.6187	0.5085
0.0043	92.8889	4180	0.0068	0.7525	0.8084	0.9967	0.6179	0.5083
0.0066	93.1111	4190	0.0068	0.7530	0.8100	0.9967	0.6213	0.5092
0.0156	93.3333	4200	0.0067	0.7533	0.8111	0.9967	0.6235	0.5099
0.0054	93.5556	4210	0.0067	0.7534	0.8115	0.9967	0.6242	0.5101
0.0032	93.7778	4220	0.0067	0.7537	0.8128	0.9967	0.6268	0.5106
0.0021	94.0	4230	0.0067	0.7534	0.8121	0.9967	0.6254	0.5101
0.0024	94.2222	4240	0.0068	0.7535	0.8120	0.9967	0.6253	0.5102
0.0084	94.4444	4250	0.0068	0.7533	0.8110	0.9967	0.6233	0.5098
0.0019	94.6667	4260	0.0067	0.7535	0.8124	0.9967	0.6261	0.5104
0.0049	94.8889	4270	0.0067	0.7535	0.8123	0.9967	0.6259	0.5102
0.0131	95.1111	4280	0.0067	0.7532	0.8109	0.9967	0.6230	0.5097
0.0008	95.3333	4290	0.0067	0.7539	0.8144	0.9967	0.6300	0.5112
0.0078	95.5556	4300	0.0067	0.7533	0.8114	0.9967	0.6240	0.5098
0.008	95.7778	4310	0.0067	0.7529	0.8097	0.9967	0.6207	0.5090
0.0021	96.0	4320	0.0067	0.7532	0.8109	0.9967	0.6229	0.5096
0.0053	96.2222	4330	0.0067	0.7530	0.8097	0.9967	0.6206	0.5092
0.01	96.4444	4340	0.0067	0.7528	0.8089	0.9967	0.6191	0.5088
0.0066	96.6667	4350	0.0067	0.7530	0.8101	0.9967	0.6215	0.5092
0.0058	96.8889	4360	0.0068	0.7533	0.8110	0.9967	0.6231	0.5098
0.0147	97.1111	4370	0.0067	0.7525	0.8077	0.9967	0.6166	0.5082
0.0012	97.3333	4380	0.0068	0.7535	0.8117	0.9967	0.6247	0.5102
0.0052	97.5556	4390	0.0068	0.7532	0.8108	0.9967	0.6228	0.5097
0.0012	97.7778	4400	0.0068	0.7530	0.8094	0.9967	0.6200	0.5092
0.0036	98.0	4410	0.0068	0.7533	0.8114	0.9967	0.6239	0.5099
0.0017	98.2222	4420	0.0068	0.7531	0.8105	0.9967	0.6222	0.5095
0.0013	98.4444	4430	0.0068	0.7532	0.8108	0.9967	0.6227	0.5096
0.0012	98.6667	4440	0.0067	0.7534	0.8119	0.9967	0.6250	0.5101
0.0024	98.8889	4450	0.0067	0.7532	0.8113	0.9967	0.6238	0.5096
0.0031	99.1111	4460	0.0067	0.7534	0.8120	0.9967	0.6252	0.5101
0.0034	99.3333	4470	0.0068	0.7532	0.8103	0.9967	0.6218	0.5096
0.0025	99.5556	4480	0.0067	0.7533	0.8114	0.9967	0.6240	0.5099
0.0106	99.7778	4490	0.0067	0.7529	0.8101	0.9967	0.6215	0.5091
0.0047	100.0	4500	0.0067	0.7531	0.8107	0.9967	0.6226	0.5094

Framework versions

Transformers 4.46.3
Pytorch 2.5.1+cu121
Datasets 3.2.0
Tokenizers 0.20.3

Как запустить

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

GPU в ailist

Универсальный рантайм · transformers · image-segmentation

Можно запустить

Подбираем GPU…

Класс архитектуры: SegformerForSemanticSegmentation
Ревизия весов: 7c15eac