Характеристики

Лицензия: Своя лицензия
Архитектура: segformer · dense
Библиотека: transformers
Опубликована: 14 дек 2024

Ссылки

Hugging Face

segformer-b0-finetuned-batch2w5-15Dec

PushkarA07

Сегментация изображенийИзображение → mask3 профессии

Модель SegFormer B0 для семантической сегментации изображений, дообученная на наборе batch2-tiles_W5.

12скачиваний за 30 дней0лайковвеса обновлены14 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 выпустил модель семантической сегментации изображений на архитектуре SegFormer B0. Она дообучена на наборе PushkarA07/batch2-tiles_W5 и предназначена для выделения областей и аномалий на изображениях, связанных с этим набором данных. В README для оценки приведены Mean IoU 0,8989, Mean Accuracy 0,9400, Overall Accuracy 0,9990 и IoU для аномалий 0,7988.

Модель принимает изображения и выдаёт пиксельную разметку классов. Описание набора данных и классов, условия применения и ограничения в карточке не раскрыты. Лицензия указана как other, поэтому перед использованием следует проверить условия на странице репозитория.

Сценарии применения

пиксельная сегментация изображений из набора batch2-tiles_W5
выделение аномалий на изображениях
оценка областей и классов на изображениях

Ограничения

Назначение классов и состав данных не описаны, поэтому качество за пределами набора batch2-tiles_W5 не установлено. Лицензия обозначена как other; условия использования следует уточнить в репозитории.

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 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

Карточка модели

README от автора на Hugging Face, как он его опубликовал

Открыть на Hugging Face

segformer-b0-finetuned-batch2w5-15Dec

This model is a fine-tuned version of PushkarA07/segformer-b0-finetuned-batch2w5-15Dec on the PushkarA07/batch2-tiles_W5 dataset. It achieves the following results on the evaluation set:

Loss: 0.0027
Mean Iou: 0.8989
Mean Accuracy: 0.9400
Overall Accuracy: 0.9990
Accuracy Abnormality: 0.8805
Iou Abnormality: 0.7988

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
0.0034	0.2222	10	0.0048	0.8504	0.8871	0.9985	0.7746	0.7024
0.0047	0.4444	20	0.0050	0.8611	0.9082	0.9985	0.8169	0.7236
0.0031	0.6667	30	0.0046	0.8589	0.9014	0.9985	0.8033	0.7193
0.004	0.8889	40	0.0044	0.8621	0.9136	0.9985	0.8278	0.7258
0.0039	1.1111	50	0.0046	0.8621	0.9043	0.9986	0.8090	0.7256
0.0151	1.3333	60	0.0046	0.8624	0.9061	0.9986	0.8128	0.7263
0.0033	1.5556	70	0.0045	0.8639	0.9193	0.9985	0.8394	0.7292
0.0091	1.7778	80	0.0043	0.8609	0.9074	0.9985	0.8154	0.7233
0.0027	2.0	90	0.0044	0.8609	0.9242	0.9985	0.8492	0.7232
0.0094	2.2222	100	0.0042	0.8650	0.9180	0.9986	0.8367	0.7314
0.0057	2.4444	110	0.0043	0.8631	0.9112	0.9986	0.8231	0.7276
0.0037	2.6667	120	0.0044	0.8627	0.9158	0.9985	0.8323	0.7269
0.0091	2.8889	130	0.0042	0.8623	0.9039	0.9986	0.8083	0.7261
0.0034	3.1111	140	0.0044	0.8624	0.8945	0.9986	0.7894	0.7261
0.0047	3.3333	150	0.0043	0.8631	0.9228	0.9985	0.8463	0.7277
0.0033	3.5556	160	0.0044	0.8576	0.9270	0.9984	0.8550	0.7167
0.001	3.7778	170	0.0040	0.8659	0.9146	0.9986	0.8298	0.7332
0.0045	4.0	180	0.0039	0.8665	0.9125	0.9986	0.8256	0.7343
0.0089	4.2222	190	0.0040	0.8623	0.8957	0.9986	0.7918	0.7260
0.0054	4.4444	200	0.0039	0.8681	0.9127	0.9986	0.8260	0.7375
0.0027	4.6667	210	0.0045	0.8578	0.9295	0.9984	0.8599	0.7173
0.007	4.8889	220	0.0045	0.8642	0.9324	0.9985	0.8656	0.7299
0.0012	5.1111	230	0.0043	0.8676	0.9222	0.9986	0.8452	0.7366
0.0018	5.3333	240	0.0042	0.8640	0.9297	0.9985	0.8603	0.7295
0.0091	5.5556	250	0.0038	0.8695	0.9156	0.9986	0.8319	0.7405
0.003	5.7778	260	0.0039	0.8643	0.9000	0.9986	0.8004	0.7300
0.0058	6.0	270	0.0038	0.8694	0.9114	0.9986	0.8233	0.7402
0.0015	6.2222	280	0.0039	0.8611	0.8890	0.9986	0.7784	0.7236
0.0038	6.4444	290	0.0038	0.8683	0.9060	0.9986	0.8124	0.7379
0.0057	6.6667	300	0.0039	0.8707	0.9210	0.9986	0.8426	0.7428
0.0018	6.8889	310	0.0038	0.8709	0.9125	0.9987	0.8255	0.7432
0.0143	7.1111	320	0.0039	0.8640	0.9013	0.9986	0.8031	0.7294
0.0022	7.3333	330	0.0039	0.8654	0.9119	0.9986	0.8243	0.7322
0.0034	7.5556	340	0.0038	0.8678	0.9150	0.9986	0.8306	0.7371
0.0017	7.7778	350	0.0037	0.8682	0.9026	0.9987	0.8056	0.7377
0.0054	8.0	360	0.0037	0.8706	0.9130	0.9987	0.8265	0.7426
0.0078	8.2222	370	0.0037	0.8716	0.9150	0.9987	0.8305	0.7445
0.0024	8.4444	380	0.0037	0.8703	0.9061	0.9987	0.8126	0.7420
0.0037	8.6667	390	0.0037	0.8724	0.9253	0.9986	0.8513	0.7462
0.0017	8.8889	400	0.0036	0.8717	0.9081	0.9987	0.8167	0.7447
0.0038	9.1111	410	0.0036	0.8741	0.9250	0.9987	0.8506	0.7494
0.0024	9.3333	420	0.0037	0.8666	0.8975	0.9987	0.7953	0.7345
0.0033	9.5556	430	0.0036	0.8732	0.9149	0.9987	0.8303	0.7476
0.0028	9.7778	440	0.0037	0.8695	0.9037	0.9987	0.8079	0.7404
0.007	10.0	450	0.0036	0.8731	0.9131	0.9987	0.8267	0.7476
0.0031	10.2222	460	0.0037	0.8726	0.9252	0.9986	0.8512	0.7466
0.0055	10.4444	470	0.0035	0.8734	0.9132	0.9987	0.8269	0.7481
0.0027	10.6667	480	0.0036	0.8734	0.9190	0.9987	0.8385	0.7481
0.0055	10.8889	490	0.0036	0.8750	0.9165	0.9987	0.8336	0.7513
0.0028	11.1111	500	0.0036	0.8738	0.9291	0.9986	0.8589	0.7490
0.0061	11.3333	510	0.0036	0.8743	0.9242	0.9987	0.8490	0.7500
0.0044	11.5556	520	0.0035	0.8752	0.9230	0.9987	0.8467	0.7517
0.0126	11.7778	530	0.0036	0.8733	0.9187	0.9987	0.8380	0.7478
0.0011	12.0	540	0.0037	0.8646	0.8922	0.9986	0.7848	0.7306
0.0018	12.2222	550	0.0036	0.8747	0.9242	0.9987	0.8491	0.7508
0.0055	12.4444	560	0.0035	0.8743	0.9138	0.9987	0.8281	0.7499
0.0015	12.6667	570	0.0035	0.8753	0.9219	0.9987	0.8444	0.7519
0.0035	12.8889	580	0.0035	0.8769	0.9201	0.9987	0.8407	0.7551
0.0117	13.1111	590	0.0034	0.8765	0.9187	0.9987	0.8379	0.7543
0.0016	13.3333	600	0.0034	0.8715	0.9017	0.9987	0.8037	0.7443
0.0014	13.5556	610	0.0034	0.8771	0.9185	0.9987	0.8375	0.7555
0.0027	13.7778	620	0.0035	0.8767	0.9322	0.9987	0.8651	0.7547
0.0056	14.0	630	0.0034	0.8770	0.9178	0.9987	0.8360	0.7553
0.0011	14.2222	640	0.0034	0.8772	0.9191	0.9987	0.8387	0.7558
0.0032	14.4444	650	0.0034	0.8791	0.9261	0.9987	0.8527	0.7595
0.0022	14.6667	660	0.0034	0.8766	0.9114	0.9987	0.8232	0.7545
0.002	14.8889	670	0.0033	0.8788	0.9229	0.9987	0.8464	0.7588
0.0022	15.1111	680	0.0034	0.8745	0.9069	0.9987	0.8142	0.7504
0.0022	15.3333	690	0.0034	0.8766	0.9297	0.9987	0.8601	0.7546
0.0093	15.5556	700	0.0034	0.8769	0.9234	0.9987	0.8474	0.7550
0.004	15.7778	710	0.0033	0.8770	0.9158	0.9987	0.8320	0.7553
0.0036	16.0	720	0.0034	0.8754	0.9107	0.9987	0.8217	0.7521
0.0077	16.2222	730	0.0034	0.8786	0.9227	0.9987	0.8460	0.7585
0.0013	16.4444	740	0.0033	0.8792	0.9236	0.9987	0.8477	0.7596
0.0127	16.6667	750	0.0033	0.8769	0.9134	0.9987	0.8272	0.7550
0.0018	16.8889	760	0.0032	0.8777	0.9143	0.9987	0.8291	0.7567
0.0023	17.1111	770	0.0033	0.8806	0.9216	0.9988	0.8436	0.7624
0.0116	17.3333	780	0.0033	0.8815	0.9259	0.9988	0.8524	0.7643
0.0019	17.5556	790	0.0033	0.8800	0.9203	0.9988	0.8411	0.7612
0.0025	17.7778	800	0.0034	0.8780	0.9332	0.9987	0.8672	0.7574
0.0073	18.0	810	0.0033	0.8781	0.9197	0.9987	0.8398	0.7574
0.0023	18.2222	820	0.0033	0.8785	0.9138	0.9988	0.8281	0.7582
0.0025	18.4444	830	0.0033	0.8809	0.9249	0.9988	0.8503	0.7630
0.0013	18.6667	840	0.0033	0.8803	0.9206	0.9988	0.8416	0.7619
0.0028	18.8889	850	0.0033	0.8800	0.9177	0.9988	0.8360	0.7612
0.002	19.1111	860	0.0032	0.8799	0.9178	0.9988	0.8361	0.7610
0.0048	19.3333	870	0.0033	0.8807	0.9290	0.9987	0.8587	0.7627
0.0032	19.5556	880	0.0033	0.8809	0.9279	0.9988	0.8564	0.7630
0.0052	19.7778	890	0.0032	0.8802	0.9172	0.9988	0.8348	0.7617
0.0066	20.0	900	0.0033	0.8809	0.9200	0.9988	0.8405	0.7631
0.0032	20.2222	910	0.0032	0.8819	0.9282	0.9988	0.8570	0.7651
0.0021	20.4444	920	0.0032	0.8819	0.9205	0.9988	0.8414	0.7650
0.013	20.6667	930	0.0032	0.8825	0.9278	0.9988	0.8561	0.7662
0.0119	20.8889	940	0.0032	0.8797	0.9123	0.9988	0.8251	0.7605
0.0127	21.1111	950	0.0032	0.8796	0.9152	0.9988	0.8308	0.7605
0.0034	21.3333	960	0.0034	0.8803	0.9337	0.9987	0.8681	0.7619
0.0028	21.5556	970	0.0034	0.8807	0.9378	0.9987	0.8763	0.7628
0.004	21.7778	980	0.0032	0.8827	0.9294	0.9988	0.8593	0.7666
0.0048	22.0	990	0.0032	0.8826	0.9237	0.9988	0.8479	0.7664
0.0043	22.2222	1000	0.0031	0.8842	0.9269	0.9988	0.8542	0.7697
0.0022	22.4444	1010	0.0032	0.8832	0.9259	0.9988	0.8523	0.7675
0.0046	22.6667	1020	0.0032	0.8806	0.9133	0.9988	0.8271	0.7625
0.0034	22.8889	1030	0.0032	0.8816	0.9316	0.9988	0.8637	0.7644
0.0017	23.1111	1040	0.0032	0.8826	0.9237	0.9988	0.8478	0.7663
0.0019	23.3333	1050	0.0032	0.8823	0.9183	0.9988	0.8370	0.7657
0.003	23.5556	1060	0.0032	0.8821	0.9166	0.9988	0.8337	0.7654
0.0024	23.7778	1070	0.0032	0.8824	0.9340	0.9988	0.8687	0.7661
0.0023	24.0	1080	0.0032	0.8786	0.9065	0.9988	0.8134	0.7584
0.0031	24.2222	1090	0.0031	0.8839	0.9266	0.9988	0.8536	0.7691
0.0012	24.4444	1100	0.0032	0.8826	0.9203	0.9988	0.8410	0.7664
0.0018	24.6667	1110	0.0031	0.8839	0.9335	0.9988	0.8677	0.7690
0.0054	24.8889	1120	0.0031	0.8830	0.9187	0.9988	0.8379	0.7673
0.0027	25.1111	1130	0.0031	0.8823	0.9175	0.9988	0.8354	0.7658
0.0039	25.3333	1140	0.0031	0.8844	0.9228	0.9988	0.8460	0.7700
0.0032	25.5556	1150	0.0031	0.8844	0.9251	0.9988	0.8506	0.7700
0.0018	25.7778	1160	0.0030	0.8847	0.9211	0.9988	0.8426	0.7705
0.0025	26.0	1170	0.0031	0.8834	0.9187	0.9988	0.8377	0.7679
0.0028	26.2222	1180	0.0031	0.8848	0.9324	0.9988	0.8653	0.7709
0.0024	26.4444	1190	0.0031	0.8834	0.9220	0.9988	0.8446	0.7679
0.0031	26.6667	1200	0.0031	0.8833	0.9188	0.9988	0.8380	0.7679
0.002	26.8889	1210	0.0031	0.8836	0.9260	0.9988	0.8525	0.7684
0.0025	27.1111	1220	0.0031	0.8828	0.9222	0.9988	0.8449	0.7668
0.0075	27.3333	1230	0.0031	0.8840	0.9309	0.9988	0.8625	0.7692
0.0025	27.5556	1240	0.0031	0.8834	0.9194	0.9988	0.8392	0.7680
0.0054	27.7778	1250	0.0030	0.8852	0.9237	0.9988	0.8478	0.7716
0.002	28.0	1260	0.0030	0.8858	0.9268	0.9988	0.8540	0.7729
0.0026	28.2222	1270	0.0030	0.8848	0.9201	0.9988	0.8406	0.7708
0.0008	28.4444	1280	0.0030	0.8862	0.9249	0.9988	0.8502	0.7735
0.0033	28.6667	1290	0.0030	0.8877	0.9318	0.9988	0.8641	0.7765
0.0084	28.8889	1300	0.0030	0.8869	0.9248	0.9988	0.8501	0.7749
0.005	29.1111	1310	0.0031	0.8873	0.9358	0.9988	0.8723	0.7759
0.0089	29.3333	1320	0.0030	0.8861	0.9231	0.9988	0.8467	0.7734
0.0018	29.5556	1330	0.0030	0.8869	0.9371	0.9988	0.8747	0.7751
0.0014	29.7778	1340	0.0030	0.8835	0.9156	0.9988	0.8315	0.7682
0.0034	30.0	1350	0.0030	0.8843	0.9176	0.9988	0.8355	0.7698
0.0065	30.2222	1360	0.0030	0.8863	0.9250	0.9988	0.8505	0.7737
0.0006	30.4444	1370	0.0030	0.8873	0.9273	0.9988	0.8551	0.7758
0.0013	30.6667	1380	0.0032	0.8855	0.9419	0.9988	0.8844	0.7723
0.0036	30.8889	1390	0.0030	0.8868	0.9250	0.9988	0.8504	0.7748
0.0025	31.1111	1400	0.0030	0.8857	0.9205	0.9988	0.8413	0.7725
0.003	31.3333	1410	0.0030	0.8873	0.9256	0.9988	0.8517	0.7758
0.0024	31.5556	1420	0.0030	0.8879	0.9300	0.9988	0.8605	0.7770
0.0042	31.7778	1430	0.0030	0.8879	0.9323	0.9988	0.8651	0.7770
0.009	32.0	1440	0.0030	0.8860	0.9212	0.9988	0.8428	0.7732
0.0014	32.2222	1450	0.0030	0.8864	0.9252	0.9988	0.8508	0.7740
0.0047	32.4444	1460	0.0030	0.8869	0.9289	0.9988	0.8584	0.7750
0.0018	32.6667	1470	0.0030	0.8860	0.9192	0.9988	0.8387	0.7732
0.0036	32.8889	1480	0.0030	0.8880	0.9333	0.9988	0.8672	0.7771
0.0021	33.1111	1490	0.0030	0.8882	0.9294	0.9988	0.8592	0.7776
0.0014	33.3333	1500	0.0030	0.8887	0.9324	0.9988	0.8653	0.7786
0.0022	33.5556	1510	0.0030	0.8876	0.9245	0.9989	0.8494	0.7763
0.0022	33.7778	1520	0.0030	0.8891	0.9370	0.9988	0.8745	0.7794
0.0031	34.0	1530	0.0030	0.8879	0.9304	0.9988	0.8614	0.7770
0.0008	34.2222	1540	0.0030	0.8867	0.9199	0.9989	0.8402	0.7746
0.0048	34.4444	1550	0.0030	0.8883	0.9272	0.9989	0.8549	0.7778
0.005	34.6667	1560	0.0030	0.8889	0.9319	0.9988	0.8643	0.7789
0.0011	34.8889	1570	0.0030	0.8877	0.9232	0.9989	0.8468	0.7766
0.002	35.1111	1580	0.0030	0.8886	0.9261	0.9989	0.8526	0.7783
0.0069	35.3333	1590	0.0030	0.8888	0.9295	0.9989	0.8594	0.7788
0.0018	35.5556	1600	0.0031	0.8869	0.9400	0.9988	0.8806	0.7750
0.006	35.7778	1610	0.0030	0.8884	0.9287	0.9989	0.8580	0.7779
0.0013	36.0	1620	0.0030	0.8894	0.9349	0.9988	0.8703	0.7800
0.0106	36.2222	1630	0.0030	0.8886	0.9385	0.9988	0.8776	0.7785
0.0016	36.4444	1640	0.0029	0.8880	0.9250	0.9989	0.8504	0.7771
0.0057	36.6667	1650	0.0029	0.8886	0.9249	0.9989	0.8503	0.7784
0.005	36.8889	1660	0.0030	0.8892	0.9334	0.9988	0.8673	0.7796
0.0021	37.1111	1670	0.0029	0.8894	0.9312	0.9989	0.8630	0.7800
0.0006	37.3333	1680	0.0030	0.8890	0.9381	0.9988	0.8768	0.7792
0.0115	37.5556	1690	0.0029	0.8868	0.9196	0.9989	0.8396	0.7748
0.0019	37.7778	1700	0.0030	0.8873	0.9264	0.9988	0.8533	0.7758
0.0023	38.0	1710	0.0029	0.8882	0.9304	0.9988	0.8613	0.7776
0.0036	38.2222	1720	0.0029	0.8906	0.9317	0.9989	0.8639	0.7824
0.0011	38.4444	1730	0.0030	0.8890	0.9260	0.9989	0.8524	0.7791
0.0061	38.6667	1740	0.0030	0.8884	0.9393	0.9988	0.8792	0.7780
0.0032	38.8889	1750	0.0029	0.8880	0.9239	0.9989	0.8483	0.7771
0.0022	39.1111	1760	0.0029	0.8886	0.9263	0.9989	0.8531	0.7783
0.0024	39.3333	1770	0.0029	0.8894	0.9307	0.9989	0.8619	0.7799
0.0072	39.5556	1780	0.0029	0.8903	0.9339	0.9989	0.8683	0.7818
0.0036	39.7778	1790	0.0029	0.8900	0.9300	0.9989	0.8605	0.7812
0.001	40.0	1800	0.0029	0.8903	0.9357	0.9989	0.8720	0.7818
0.0024	40.2222	1810	0.0030	0.8892	0.9374	0.9988	0.8754	0.7795
0.0019	40.4444	1820	0.0029	0.8870	0.9208	0.9989	0.8421	0.7752
0.0021	40.6667	1830	0.0029	0.8900	0.9354	0.9989	0.8714	0.7811
0.0017	40.8889	1840	0.0031	0.8839	0.9350	0.9988	0.8706	0.7691
0.0073	41.1111	1850	0.0030	0.8869	0.9221	0.9988	0.8446	0.7749
0.0022	41.3333	1860	0.0030	0.8882	0.9325	0.9988	0.8655	0.7776
0.0013	41.5556	1870	0.0030	0.8887	0.9350	0.9988	0.8705	0.7785
0.0066	41.7778	1880	0.0029	0.8892	0.9332	0.9988	0.8670	0.7796
0.0035	42.0	1890	0.0029	0.8888	0.9290	0.9989	0.8585	0.7787
0.0057	42.2222	1900	0.0029	0.8894	0.9375	0.9988	0.8755	0.7799
0.013	42.4444	1910	0.0030	0.8897	0.9383	0.9988	0.8772	0.7806
0.0022	42.6667	1920	0.0030	0.8864	0.9194	0.9989	0.8393	0.7740
0.0035	42.8889	1930	0.0031	0.8862	0.9440	0.9988	0.8887	0.7736
0.0031	43.1111	1940	0.0029	0.8899	0.9326	0.9989	0.8658	0.7809
0.0021	43.3333	1950	0.0029	0.8901	0.9294	0.9989	0.8593	0.7814
0.0029	43.5556	1960	0.0029	0.8902	0.9411	0.9988	0.8829	0.7816
0.0036	43.7778	1970	0.0029	0.8908	0.9293	0.9989	0.8591	0.7827
0.0045	44.0	1980	0.0029	0.8905	0.9303	0.9989	0.8610	0.7821
0.0026	44.2222	1990	0.0029	0.8914	0.9307	0.9989	0.8618	0.7838
0.0013	44.4444	2000	0.0029	0.8913	0.9302	0.9989	0.8609	0.7838
0.0037	44.6667	2010	0.0029	0.8922	0.9359	0.9989	0.8723	0.7855
0.0024	44.8889	2020	0.0029	0.8918	0.9325	0.9989	0.8656	0.7847
0.0049	45.1111	2030	0.0029	0.8922	0.9368	0.9989	0.8742	0.7855
0.0026	45.3333	2040	0.0029	0.8923	0.9351	0.9989	0.8707	0.7858
0.0019	45.5556	2050	0.0029	0.8921	0.9373	0.9989	0.8752	0.7854
0.0028	45.7778	2060	0.0029	0.8906	0.9273	0.9989	0.8551	0.7823
0.0029	46.0	2070	0.0029	0.8920	0.9369	0.9989	0.8744	0.7852
0.0015	46.2222	2080	0.0029	0.8909	0.9272	0.9989	0.8547	0.7830
0.0046	46.4444	2090	0.0029	0.8915	0.9315	0.9989	0.8634	0.7841
0.0048	46.6667	2100	0.0029	0.8920	0.9321	0.9989	0.8647	0.7852
0.0067	46.8889	2110	0.0028	0.8917	0.9290	0.9989	0.8584	0.7846
0.0013	47.1111	2120	0.0029	0.8920	0.9350	0.9989	0.8705	0.7851
0.0038	47.3333	2130	0.0029	0.8916	0.9318	0.9989	0.8641	0.7843
0.003	47.5556	2140	0.0028	0.8922	0.9343	0.9989	0.8690	0.7856
0.0055	47.7778	2150	0.0029	0.8927	0.9391	0.9989	0.8788	0.7865
0.0026	48.0	2160	0.0029	0.8919	0.9329	0.9989	0.8663	0.7850
0.0021	48.2222	2170	0.0029	0.8914	0.9285	0.9989	0.8574	0.7839
0.0029	48.4444	2180	0.0029	0.8916	0.9366	0.9989	0.8736	0.7844
0.0029	48.6667	2190	0.0028	0.8927	0.9353	0.9989	0.8711	0.7866
0.0052	48.8889	2200	0.0029	0.8915	0.9363	0.9989	0.8731	0.7842
0.0031	49.1111	2210	0.0029	0.8911	0.9377	0.9989	0.8759	0.7834
0.0015	49.3333	2220	0.0028	0.8922	0.9320	0.9989	0.8645	0.7855
0.0025	49.5556	2230	0.0029	0.8921	0.9347	0.9989	0.8698	0.7853
0.0037	49.7778	2240	0.0029	0.8896	0.9206	0.9989	0.8415	0.7803
0.0015	50.0	2250	0.0028	0.8904	0.9258	0.9989	0.8519	0.7820
0.0051	50.2222	2260	0.0028	0.8927	0.9366	0.9989	0.8738	0.7864
0.0041	50.4444	2270	0.0028	0.8924	0.9318	0.9989	0.8641	0.7859
0.0089	50.6667	2280	0.0028	0.8917	0.9285	0.9989	0.8574	0.7845
0.002	50.8889	2290	0.0029	0.8925	0.9371	0.9989	0.8746	0.7861
0.0023	51.1111	2300	0.0029	0.8912	0.9338	0.9989	0.8681	0.7835
0.0034	51.3333	2310	0.0029	0.8913	0.9315	0.9989	0.8634	0.7836
0.0036	51.5556	2320	0.0028	0.8913	0.9292	0.9989	0.8589	0.7837
0.0085	51.7778	2330	0.0028	0.8920	0.9315	0.9989	0.8634	0.7851
0.0135	52.0	2340	0.0028	0.8925	0.9312	0.9989	0.8629	0.7861
0.0015	52.2222	2350	0.0028	0.8920	0.9303	0.9989	0.8611	0.7852
0.0022	52.4444	2360	0.0028	0.8928	0.9338	0.9989	0.8681	0.7868
0.0039	52.6667	2370	0.0028	0.8929	0.9342	0.9989	0.8688	0.7868
0.0021	52.8889	2380	0.0028	0.8925	0.9312	0.9989	0.8628	0.7861
0.0045	53.1111	2390	0.0028	0.8922	0.9307	0.9989	0.8619	0.7855
0.0039	53.3333	2400	0.0028	0.8924	0.9314	0.9989	0.8633	0.7859
0.0061	53.5556	2410	0.0028	0.8922	0.9297	0.9989	0.8597	0.7856
0.0015	53.7778	2420	0.0028	0.8926	0.9298	0.9989	0.8601	0.7863
0.0019	54.0	2430	0.0029	0.8931	0.9435	0.9989	0.8877	0.7874
0.0037	54.2222	2440	0.0028	0.8935	0.9317	0.9989	0.8638	0.7881
0.0018	54.4444	2450	0.0028	0.8938	0.9377	0.9989	0.8759	0.7887
0.0074	54.6667	2460	0.0028	0.8930	0.9304	0.9989	0.8613	0.7871
0.0051	54.8889	2470	0.0028	0.8938	0.9358	0.9989	0.8722	0.7887
0.0062	55.1111	2480	0.0028	0.8927	0.9293	0.9989	0.8591	0.7865
0.001	55.3333	2490	0.0028	0.8934	0.9383	0.9989	0.8771	0.7879
0.0107	55.5556	2500	0.0028	0.8933	0.9393	0.9989	0.8792	0.7878
0.0037	55.7778	2510	0.0028	0.8907	0.9236	0.9989	0.8477	0.7825
0.0036	56.0	2520	0.0028	0.8928	0.9335	0.9989	0.8676	0.7867
0.0022	56.2222	2530	0.0028	0.8932	0.9337	0.9989	0.8679	0.7875
0.0039	56.4444	2540	0.0028	0.8937	0.9369	0.9989	0.8743	0.7884
0.0018	56.6667	2550	0.0028	0.8938	0.9376	0.9989	0.8757	0.7888
0.0029	56.8889	2560	0.0028	0.8940	0.9333	0.9989	0.8670	0.7891
0.0019	57.1111	2570	0.0028	0.8940	0.9332	0.9989	0.8668	0.7890
0.0015	57.3333	2580	0.0028	0.8940	0.9328	0.9989	0.8661	0.7892
0.0031	57.5556	2590	0.0028	0.8935	0.9314	0.9989	0.8633	0.7882
0.0023	57.7778	2600	0.0028	0.8937	0.9379	0.9989	0.8764	0.7885
0.0045	58.0	2610	0.0028	0.8932	0.9382	0.9989	0.8770	0.7876
0.0073	58.2222	2620	0.0028	0.8934	0.9347	0.9989	0.8699	0.7879
0.0044	58.4444	2630	0.0028	0.8942	0.9387	0.9989	0.8779	0.7895
0.0023	58.6667	2640	0.0028	0.8933	0.9312	0.9989	0.8628	0.7878
0.0038	58.8889	2650	0.0028	0.8945	0.9380	0.9989	0.8765	0.7901
0.0005	59.1111	2660	0.0028	0.8943	0.9377	0.9989	0.8759	0.7898
0.0048	59.3333	2670	0.0028	0.8938	0.9330	0.9989	0.8665	0.7888
0.0023	59.5556	2680	0.0028	0.8945	0.9387	0.9989	0.8778	0.7902
0.0024	59.7778	2690	0.0028	0.8941	0.9412	0.9989	0.8829	0.7892
0.0031	60.0	2700	0.0028	0.8936	0.9360	0.9989	0.8724	0.7884
0.0182	60.2222	2710	0.0028	0.8931	0.9301	0.9989	0.8607	0.7874
0.0023	60.4444	2720	0.0028	0.8946	0.9324	0.9989	0.8652	0.7902
0.0061	60.6667	2730	0.0028	0.8947	0.9363	0.9989	0.8731	0.7906
0.0028	60.8889	2740	0.0028	0.8947	0.9417	0.9989	0.8839	0.7904
0.0018	61.1111	2750	0.0028	0.8942	0.9308	0.9989	0.8620	0.7896
0.0039	61.3333	2760	0.0028	0.8948	0.9369	0.9989	0.8744	0.7906
0.0057	61.5556	2770	0.0028	0.8949	0.9386	0.9989	0.8777	0.7910
0.0048	61.7778	2780	0.0028	0.8946	0.9342	0.9989	0.8689	0.7903
0.0059	62.0	2790	0.0028	0.8945	0.9392	0.9989	0.8790	0.7902
0.0088	62.2222	2800	0.0028	0.8949	0.9369	0.9989	0.8743	0.7908
0.0008	62.4444	2810	0.0028	0.8932	0.9310	0.9989	0.8624	0.7875
0.0039	62.6667	2820	0.0028	0.8943	0.9402	0.9989	0.8810	0.7897
0.0044	62.8889	2830	0.0028	0.8945	0.9336	0.9989	0.8676	0.7900
0.0033	63.1111	2840	0.0028	0.8944	0.9304	0.9989	0.8613	0.7898
0.0032	63.3333	2850	0.0027	0.8942	0.9306	0.9989	0.8617	0.7895
0.0008	63.5556	2860	0.0028	0.8944	0.9341	0.9989	0.8686	0.7899
0.0036	63.7778	2870	0.0028	0.8946	0.9355	0.9989	0.8715	0.7904
0.0067	64.0	2880	0.0028	0.8939	0.9300	0.9989	0.8604	0.7889
0.0018	64.2222	2890	0.0028	0.8952	0.9373	0.9989	0.8751	0.7914
0.0011	64.4444	2900	0.0027	0.8952	0.9326	0.9989	0.8657	0.7915
0.0007	64.6667	2910	0.0028	0.8950	0.9359	0.9989	0.8722	0.7910
0.0013	64.8889	2920	0.0028	0.8955	0.9373	0.9989	0.8751	0.7920
0.0067	65.1111	2930	0.0027	0.8955	0.9346	0.9989	0.8698	0.7921
0.0029	65.3333	2940	0.0027	0.8961	0.9368	0.9989	0.8742	0.7933
0.0041	65.5556	2950	0.0027	0.8952	0.9323	0.9989	0.8651	0.7915
0.002	65.7778	2960	0.0027	0.8960	0.9366	0.9989	0.8736	0.7932
0.0054	66.0	2970	0.0027	0.8962	0.9350	0.9989	0.8705	0.7934
0.0025	66.2222	2980	0.0027	0.8959	0.9401	0.9989	0.8807	0.7930
0.0116	66.4444	2990	0.0027	0.8955	0.9341	0.9989	0.8687	0.7921
0.0024	66.6667	3000	0.0028	0.8942	0.9381	0.9989	0.8767	0.7895
0.0022	66.8889	3010	0.0028	0.8942	0.9308	0.9989	0.8620	0.7895
0.0009	67.1111	3020	0.0028	0.8959	0.9372	0.9989	0.8749	0.7929
0.0057	67.3333	3030	0.0028	0.8953	0.9326	0.9989	0.8656	0.7917
0.0026	67.5556	3040	0.0027	0.8960	0.9371	0.9989	0.8746	0.7930
0.0036	67.7778	3050	0.0027	0.8954	0.9347	0.9989	0.8700	0.7919
0.0043	68.0	3060	0.0027	0.8956	0.9371	0.9989	0.8748	0.7923
0.0047	68.2222	3070	0.0027	0.8944	0.9282	0.9989	0.8568	0.7899
0.0018	68.4444	3080	0.0027	0.8960	0.9375	0.9989	0.8755	0.7932
0.0064	68.6667	3090	0.0027	0.8963	0.9378	0.9989	0.8760	0.7936
0.002	68.8889	3100	0.0027	0.8960	0.9373	0.9989	0.8750	0.7930
0.0029	69.1111	3110	0.0027	0.8958	0.9324	0.9989	0.8653	0.7926
0.003	69.3333	3120	0.0028	0.8951	0.9407	0.9989	0.8820	0.7913
0.0027	69.5556	3130	0.0028	0.8955	0.9423	0.9989	0.8851	0.7920
0.0012	69.7778	3140	0.0027	0.8958	0.9380	0.9989	0.8766	0.7927
0.0013	70.0	3150	0.0027	0.8956	0.9353	0.9989	0.8711	0.7923
0.0029	70.2222	3160	0.0027	0.8961	0.9369	0.9989	0.8743	0.7933
0.0062	70.4444	3170	0.0027	0.8960	0.9366	0.9989	0.8737	0.7931
0.0027	70.6667	3180	0.0027	0.8961	0.9380	0.9989	0.8765	0.7932
0.007	70.8889	3190	0.0027	0.8961	0.9370	0.9989	0.8744	0.7932
0.0027	71.1111	3200	0.0028	0.8959	0.9431	0.9989	0.8867	0.7929
0.0005	71.3333	3210	0.0028	0.8960	0.9428	0.9989	0.8862	0.7930
0.0014	71.5556	3220	0.0027	0.8963	0.9377	0.9989	0.8759	0.7937
0.0051	71.7778	3230	0.0027	0.8961	0.9392	0.9989	0.8790	0.7932
0.0035	72.0	3240	0.0027	0.8955	0.9324	0.9989	0.8652	0.7921
0.0027	72.2222	3250	0.0027	0.8962	0.9392	0.9989	0.8789	0.7935
0.0077	72.4444	3260	0.0027	0.8963	0.9330	0.9989	0.8664	0.7936
0.0026	72.6667	3270	0.0027	0.8963	0.9421	0.9989	0.8848	0.7937
0.006	72.8889	3280	0.0027	0.8969	0.9354	0.9989	0.8713	0.7948
0.0054	73.1111	3290	0.0027	0.8971	0.9406	0.9989	0.8818	0.7952
0.0045	73.3333	3300	0.0027	0.8971	0.9377	0.9989	0.8759	0.7953
0.002	73.5556	3310	0.0027	0.8970	0.9415	0.9989	0.8834	0.7950
0.0035	73.7778	3320	0.0027	0.8967	0.9334	0.9989	0.8672	0.7945
0.0087	74.0	3330	0.0027	0.8973	0.9400	0.9989	0.8805	0.7958
0.005	74.2222	3340	0.0027	0.8971	0.9344	0.9989	0.8692	0.7952
0.0015	74.4444	3350	0.0027	0.8965	0.9419	0.9989	0.8844	0.7942
0.0029	74.6667	3360	0.0027	0.8961	0.9315	0.9989	0.8635	0.7933
0.0017	74.8889	3370	0.0027	0.8969	0.9350	0.9989	0.8705	0.7948
0.0039	75.1111	3380	0.0027	0.8973	0.9385	0.9989	0.8776	0.7957
0.0015	75.3333	3390	0.0027	0.8974	0.9356	0.9990	0.8716	0.7958
0.0029	75.5556	3400	0.0027	0.8971	0.9437	0.9989	0.8879	0.7952
0.002	75.7778	3410	0.0027	0.8972	0.9357	0.9989	0.8718	0.7955
0.0091	76.0	3420	0.0027	0.8972	0.9432	0.9989	0.8869	0.7954
0.0027	76.2222	3430	0.0027	0.8962	0.9298	0.9989	0.8601	0.7935
0.001	76.4444	3440	0.0027	0.8971	0.9425	0.9989	0.8855	0.7952
0.0057	76.6667	3450	0.0027	0.8977	0.9358	0.9990	0.8721	0.7965
0.0057	76.8889	3460	0.0027	0.8979	0.9395	0.9989	0.8795	0.7969
0.002	77.1111	3470	0.0027	0.8974	0.9366	0.9989	0.8737	0.7958
0.0056	77.3333	3480	0.0027	0.8976	0.9431	0.9989	0.8867	0.7963
0.0025	77.5556	3490	0.0027	0.8976	0.9367	0.9990	0.8738	0.7962
0.006	77.7778	3500	0.0027	0.8971	0.9433	0.9989	0.8871	0.7952
0.0016	78.0	3510	0.0027	0.8974	0.9370	0.9989	0.8745	0.7959
0.004	78.2222	3520	0.0027	0.8981	0.9417	0.9989	0.8838	0.7972
0.0014	78.4444	3530	0.0027	0.8975	0.9395	0.9989	0.8795	0.7961
0.0044	78.6667	3540	0.0027	0.8969	0.9423	0.9989	0.8851	0.7949
0.0022	78.8889	3550	0.0027	0.8967	0.9330	0.9989	0.8664	0.7945
0.0052	79.1111	3560	0.0027	0.8977	0.9393	0.9989	0.8791	0.7964
0.0065	79.3333	3570	0.0027	0.8977	0.9380	0.9989	0.8765	0.7964
0.0012	79.5556	3580	0.0027	0.8976	0.9385	0.9989	0.8774	0.7963
0.0056	79.7778	3590	0.0027	0.8972	0.9336	0.9990	0.8675	0.7955
0.0015	80.0	3600	0.0027	0.8978	0.9373	0.9990	0.8751	0.7967
0.0043	80.2222	3610	0.0027	0.8976	0.9351	0.9990	0.8706	0.7963
0.0058	80.4444	3620	0.0027	0.8977	0.9408	0.9989	0.8821	0.7965
0.0026	80.6667	3630	0.0027	0.8969	0.9439	0.9989	0.8883	0.7949
0.0015	80.8889	3640	0.0027	0.8964	0.9331	0.9989	0.8666	0.7939
0.0077	81.1111	3650	0.0027	0.8975	0.9387	0.9989	0.8780	0.7960
0.0031	81.3333	3660	0.0027	0.8974	0.9367	0.9989	0.8738	0.7959
0.0036	81.5556	3670	0.0027	0.8973	0.9400	0.9989	0.8805	0.7957
0.0035	81.7778	3680	0.0027	0.8973	0.9375	0.9989	0.8756	0.7956
0.0099	82.0	3690	0.0027	0.8971	0.9345	0.9989	0.8695	0.7952
0.0015	82.2222	3700	0.0027	0.8971	0.9345	0.9989	0.8695	0.7953
0.0008	82.4444	3710	0.0027	0.8975	0.9388	0.9989	0.8781	0.7960
0.0014	82.6667	3720	0.0027	0.8975	0.9379	0.9989	0.8762	0.7961
0.0041	82.8889	3730	0.0027	0.8979	0.9384	0.9990	0.8773	0.7969
0.0018	83.1111	3740	0.0027	0.8977	0.9396	0.9989	0.8797	0.7964
0.0027	83.3333	3750	0.0027	0.8974	0.9438	0.9989	0.8881	0.7958
0.0034	83.5556	3760	0.0027	0.8976	0.9421	0.9989	0.8848	0.7963
0.003	83.7778	3770	0.0027	0.8976	0.9384	0.9989	0.8772	0.7963
0.0008	84.0	3780	0.0027	0.8978	0.9383	0.9989	0.8771	0.7966
0.005	84.2222	3790	0.0027	0.8977	0.9369	0.9990	0.8742	0.7965
0.0036	84.4444	3800	0.0027	0.8976	0.9367	0.9990	0.8738	0.7963
0.0083	84.6667	3810	0.0027	0.8979	0.9405	0.9989	0.8814	0.7969
0.0023	84.8889	3820	0.0027	0.8977	0.9428	0.9989	0.8862	0.7964
0.0025	85.1111	3830	0.0027	0.8978	0.9384	0.9989	0.8773	0.7967
0.001	85.3333	3840	0.0027	0.8981	0.9408	0.9989	0.8821	0.7973
0.0028	85.5556	3850	0.0027	0.8978	0.9379	0.9989	0.8763	0.7966
0.0025	85.7778	3860	0.0027	0.8980	0.9374	0.9990	0.8753	0.7970
0.0016	86.0	3870	0.0027	0.8980	0.9360	0.9990	0.8725	0.7970
0.0046	86.2222	3880	0.0027	0.8984	0.9396	0.9990	0.8797	0.7978
0.0014	86.4444	3890	0.0027	0.8986	0.9403	0.9990	0.8812	0.7982
0.0019	86.6667	3900	0.0027	0.8984	0.9391	0.9990	0.8787	0.7978
0.0054	86.8889	3910	0.0027	0.8979	0.9423	0.9989	0.8852	0.7968
0.0014	87.1111	3920	0.0027	0.8976	0.9427	0.9989	0.8859	0.7963
0.0039	87.3333	3930	0.0027	0.8978	0.9355	0.9990	0.8714	0.7966
0.0041	87.5556	3940	0.0027	0.8980	0.9408	0.9989	0.8822	0.7970
0.0019	87.7778	3950	0.0027	0.8978	0.9415	0.9989	0.8834	0.7967
0.0026	88.0	3960	0.0027	0.8982	0.9392	0.9990	0.8789	0.7974
0.0011	88.2222	3970	0.0027	0.8980	0.9404	0.9989	0.8814	0.7971
0.0022	88.4444	3980	0.0027	0.8977	0.9397	0.9989	0.8800	0.7964
0.0131	88.6667	3990	0.0027	0.8980	0.9425	0.9989	0.8855	0.7971
0.0019	88.8889	4000	0.0027	0.8983	0.9392	0.9990	0.8789	0.7977
0.0026	89.1111	4010	0.0027	0.8981	0.9362	0.9990	0.8728	0.7972
0.0026	89.3333	4020	0.0027	0.8982	0.9382	0.9990	0.8768	0.7975
0.0047	89.5556	4030	0.0027	0.8980	0.9367	0.9990	0.8738	0.7970
0.0021	89.7778	4040	0.0027	0.8982	0.9385	0.9990	0.8775	0.7975
0.0012	90.0	4050	0.0027	0.8982	0.9410	0.9989	0.8825	0.7975
0.0025	90.2222	4060	0.0027	0.8979	0.9355	0.9990	0.8715	0.7968
0.0023	90.4444	4070	0.0027	0.8984	0.9398	0.9990	0.8800	0.7978
0.0045	90.6667	4080	0.0027	0.8983	0.9366	0.9990	0.8737	0.7977
0.0024	90.8889	4090	0.0027	0.8984	0.9377	0.9990	0.8759	0.7978
0.0067	91.1111	4100	0.0027	0.8985	0.9393	0.9990	0.8792	0.7980
0.0046	91.3333	4110	0.0027	0.8985	0.9401	0.9990	0.8807	0.7980
0.0022	91.5556	4120	0.0027	0.8984	0.9378	0.9990	0.8761	0.7978
0.0022	91.7778	4130	0.0027	0.8986	0.9405	0.9990	0.8815	0.7982
0.0018	92.0	4140	0.0027	0.8985	0.9402	0.9990	0.8808	0.7980
0.0007	92.2222	4150	0.0027	0.8984	0.9392	0.9990	0.8789	0.7979
0.0015	92.4444	4160	0.0026	0.8982	0.9362	0.9990	0.8729	0.7975
0.0018	92.6667	4170	0.0026	0.8984	0.9360	0.9990	0.8724	0.7979
0.0038	92.8889	4180	0.0027	0.8986	0.9370	0.9990	0.8744	0.7982
0.0045	93.1111	4190	0.0027	0.8987	0.9388	0.9990	0.8780	0.7985
0.0025	93.3333	4200	0.0027	0.8988	0.9396	0.9990	0.8797	0.7987
0.0005	93.5556	4210	0.0026	0.8985	0.9371	0.9990	0.8747	0.7981
0.0101	93.7778	4220	0.0027	0.8987	0.9384	0.9990	0.8772	0.7984
0.0123	94.0	4230	0.0027	0.8988	0.9389	0.9990	0.8783	0.7986
0.0011	94.2222	4240	0.0027	0.8986	0.9393	0.9990	0.8792	0.7982
0.0019	94.4444	4250	0.0027	0.8986	0.9390	0.9990	0.8784	0.7982
0.007	94.6667	4260	0.0027	0.8986	0.9400	0.9990	0.8805	0.7982
0.0006	94.8889	4270	0.0027	0.8983	0.9416	0.9989	0.8837	0.7977
0.0013	95.1111	4280	0.0027	0.8985	0.9392	0.9990	0.8789	0.7981
0.0033	95.3333	4290	0.0027	0.8985	0.9411	0.9990	0.8828	0.7981
0.0047	95.5556	4300	0.0027	0.8987	0.9407	0.9990	0.8818	0.7984
0.004	95.7778	4310	0.0027	0.8987	0.9394	0.9990	0.8792	0.7984
0.0153	96.0	4320	0.0027	0.8988	0.9372	0.9990	0.8748	0.7987
0.0025	96.2222	4330	0.0027	0.8987	0.9390	0.9990	0.8785	0.7984
0.0042	96.4444	4340	0.0027	0.8987	0.9378	0.9990	0.8760	0.7985
0.0019	96.6667	4350	0.0027	0.8987	0.9381	0.9990	0.8767	0.7985
0.0014	96.8889	4360	0.0027	0.8988	0.9391	0.9990	0.8786	0.7986
0.0031	97.1111	4370	0.0027	0.8988	0.9404	0.9990	0.8813	0.7986
0.0014	97.3333	4380	0.0027	0.8989	0.9409	0.9990	0.8823	0.7988
0.0019	97.5556	4390	0.0027	0.8988	0.9392	0.9990	0.8788	0.7987
0.0014	97.7778	4400	0.0026	0.8987	0.9371	0.9990	0.8746	0.7985
0.0021	98.0	4410	0.0026	0.8988	0.9386	0.9990	0.8777	0.7986
0.0025	98.2222	4420	0.0026	0.8989	0.9385	0.9990	0.8774	0.7988
0.0035	98.4444	4430	0.0026	0.8987	0.9368	0.9990	0.8741	0.7984
0.004	98.6667	4440	0.0027	0.8987	0.9405	0.9990	0.8816	0.7984
0.0025	98.8889	4450	0.0027	0.8988	0.9411	0.9990	0.8828	0.7987
0.0023	99.1111	4460	0.0027	0.8987	0.9413	0.9990	0.8831	0.7985
0.0056	99.3333	4470	0.0027	0.8989	0.9395	0.9990	0.8795	0.7988
0.0016	99.5556	4480	0.0027	0.8989	0.9404	0.9990	0.8812	0.7989
0.0016	99.7778	4490	0.0027	0.8988	0.9388	0.9990	0.8781	0.7986
0.0034	100.0	4500	0.0027	0.8989	0.9400	0.9990	0.8805	0.7988

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: 1225a9c