Характеристики

Контекст: 4 096 токенов
Параметры: 7,1 млрд
Размер весов: 15,2 ГБ
Лицензия: Apache 2.0
Архитектура: qwen2 · dense
Базовая модель: Qwen2.5-Math-7B-Instruct
Библиотека: transformers
Опубликована: 25 дек 2024

Ссылки

Hugging Face

prm800k_qwen_fulltune

Daewon0808

Генерация текстаТекст → текст3 профессии

Дообученная Qwen2.5-Math-7B-Instruct для генерации текста и оценки шагов математического рассуждения.

24скачиваний за 30 дней0лайковвеса обновлены27 дек 2024

Бенчмарки

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

Тесты пользователейпока нет

Никто ещё не опубликовал тест этой модели. Соберите бенчмарк из своих задач — результат появится здесь.

Добавьте модель в бенчмарк
Вместе с другими моделями категории «Текст» — сравнение идёт внутри одной категории.
Опишите свои задачи
Напишите запросы, при необходимости приложите файлы и эталонные ответы.
Запустите и опубликуйте
Модели ответят на каждую задачу, судья оценит ответы. Опубликованный результат появится на этой странице.

Открыть конструктор бенчмарка

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

Daewon0808 разработал эту дообученную модель на базе Qwen/Qwen2.5-Math-7B-Instruct. Это плотная авторегрессионная модель семейства Qwen2 с 7,1 млрд параметров, предназначенная для генерации текста; название и приведённые метрики PRM указывают на применение для оценки корректности шагов математического рассуждения. В README указаны результаты на наборе оценки: точность PRM 0,8774, precision 0,9375, recall 0,9036 и F1 0,9202.

Модель принимает текст и выдаёт текст, использует библиотеку Transformers и формат safetensors. Контекст составляет 4096 токенов. Базовая модель ориентирована на математические задачи на английском и китайском языках, однако отдельные языки и подробности обучения этой версии не описаны. Модель распространяется по лицензии Apache-2.0. Набор данных для дообучения обозначен как неизвестный; метрики получены на оценочном наборе и сами по себе не гарантируют качество на других данных.

Сценарии применения

оценка правильности отдельных шагов математического решения
выявление ошибочных шагов в цепочке рассуждений
автоматическая проверка математических решений
генерация ответов на математические вопросы

Ограничения

Данные для дообучения в README не названы, а подробности предполагаемого применения и ограничений отсутствуют. Приведённые метрики относятся только к указанному оценочному набору и не гарантируют аналогичных результатов на других данных.

Для каких профессий подходит3

Разделы каталога профессий, в задачах которых используется эта модель

Все профессии

IV.5Отраслевые задачиОбразование и развитие навыковAI помогает персонализировать обучение и снижать административную нагрузку на преподавателей.34 задачи6 641модель IV.6Отраслевые задачиНаучные исследования, математика и новые материалыAI помогает формировать гипотезы, анализировать научные данные и ускорять открытие новых материалов и методов.39 задач4 120моделей I.2Универсальные способностиСинтез, понимание и проверка знанийAI помогает сжимать, сопоставлять и критически проверять знания без потери существенного контекста.18 задач42 341модель

Карточка модели

README от автора на Hugging Face, как он его опубликовал

Открыть на Hugging Face

prm800k_qwen_fulltune

This model is a fine-tuned version of Qwen/Qwen2.5-Math-7B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.2275
Prm accuracy: 0.8774
Prm precision: 0.9375
Prm recall: 0.9036
Prm specificty: 0.7826
Prm npv: 0.6923
Prm f1: 0.9202
Prm f1 neg: 0.7347
Prm f1 auc: 0.8431
Prm f1 auc (fixed): 0.8313

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: 1.25e-06
train_batch_size: 2
eval_batch_size: 4
seed: 908932403
distributed_type: multi-GPU
num_devices: 8
gradient_accumulation_steps: 8
total_train_batch_size: 128
total_eval_batch_size: 32
optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Prm accuracy	Prm precision	Prm recall	Prm specificty	Prm npv	Prm f1	Prm f1 neg	Prm f1 auc	Prm f1 auc (fixed)
No log	0	0	0.8678	0.3868	0.8214	0.2771	0.7826	0.2308	0.4144	0.3564	0.5299	0.3381
0.9668	0.0013	5	0.8697	0.4057	0.8333	0.3012	0.7826	0.2368	0.4425	0.3636	0.5419	0.3387
0.7792	0.0026	10	0.8678	0.4057	0.8571	0.2892	0.8261	0.2436	0.4324	0.3762	0.5576	0.3397
0.9009	0.0039	15	0.8699	0.4057	0.8333	0.3012	0.7826	0.2368	0.4425	0.3636	0.5419	0.3408
0.9629	0.0052	20	0.8664	0.4057	0.8333	0.3012	0.7826	0.2368	0.4425	0.3636	0.5419	0.3394
1.0051	0.0065	25	0.8646	0.4151	0.8387	0.3133	0.7826	0.24	0.4561	0.3673	0.5479	0.3400
0.9022	0.0078	30	0.8621	0.4057	0.8333	0.3012	0.7826	0.2368	0.4425	0.3636	0.5419	0.3397
1.0426	0.0091	35	0.8568	0.4151	0.8387	0.3133	0.7826	0.24	0.4561	0.3673	0.5479	0.3397
1.0043	0.0104	40	0.8464	0.4340	0.8485	0.3373	0.7826	0.2466	0.4828	0.375	0.5600	0.3371
0.9162	0.0117	45	0.8389	0.4340	0.8485	0.3373	0.7826	0.2466	0.4828	0.375	0.5600	0.3428
0.8485	0.0129	50	0.8221	0.4340	0.8286	0.3494	0.7391	0.2394	0.4915	0.3617	0.5443	0.3415
0.9034	0.0142	55	0.7896	0.4528	0.7907	0.4096	0.6087	0.2222	0.5397	0.3256	0.5092	0.3428
0.9246	0.0155	60	0.7745	0.4528	0.7907	0.4096	0.6087	0.2222	0.5397	0.3256	0.5092	0.3392
0.7689	0.0168	65	0.7577	0.4623	0.7955	0.4217	0.6087	0.2258	0.5512	0.3294	0.5152	0.3460
0.9425	0.0181	70	0.7308	0.5094	0.8163	0.4819	0.6087	0.2456	0.6061	0.35	0.5453	0.3436
0.8343	0.0194	75	0.6726	0.5755	0.8276	0.5783	0.5652	0.2708	0.6809	0.3662	0.5718	0.3531
0.6423	0.0207	80	0.6554	0.6038	0.8254	0.6265	0.5217	0.2791	0.7123	0.3636	0.5741	0.3562
0.8024	0.0220	85	0.6360	0.6226	0.8413	0.6386	0.5652	0.3023	0.7260	0.3939	0.6019	0.3591
0.7963	0.0233	90	0.6206	0.6321	0.8333	0.6627	0.5217	0.3	0.7383	0.3810	0.5922	0.3622
0.5895	0.0246	95	0.6062	0.6415	0.8358	0.6747	0.5217	0.3077	0.7467	0.3871	0.5982	0.3617
0.8904	0.0259	100	0.5903	0.6415	0.8358	0.6747	0.5217	0.3077	0.7467	0.3871	0.5982	0.3641
0.5845	0.0272	105	0.5670	0.6604	0.8406	0.6988	0.5217	0.3243	0.7632	0.4	0.6103	0.3672
0.6744	0.0285	110	0.5545	0.6698	0.8429	0.7108	0.5217	0.3333	0.7712	0.4068	0.6163	0.3717
0.6366	0.0298	115	0.5416	0.6792	0.8657	0.6988	0.6087	0.3590	0.7733	0.4516	0.6537	0.3740
0.6191	0.0311	120	0.5411	0.6698	0.8871	0.6627	0.6957	0.3636	0.7586	0.4776	0.6792	0.3795
0.5487	0.0324	125	0.5413	0.6415	0.8947	0.6145	0.7391	0.3469	0.7286	0.4722	0.6768	0.3834
0.7407	0.0337	130	0.5402	0.6604	0.9123	0.6265	0.7826	0.3673	0.7429	0.5	0.7046	0.3806
0.6441	0.0350	135	0.5415	0.6698	0.9138	0.6386	0.7826	0.375	0.7518	0.5070	0.7106	0.3858
0.6317	0.0363	140	0.5477	0.6604	0.9123	0.6265	0.7826	0.3673	0.7429	0.5	0.7046	0.3879
0.6556	0.0376	145	0.5438	0.6698	0.9138	0.6386	0.7826	0.375	0.7518	0.5070	0.7106	0.3900
0.6092	0.0388	150	0.5404	0.6792	0.9153	0.6506	0.7826	0.3830	0.7606	0.5143	0.7166	0.3900
0.5328	0.0401	155	0.5345	0.6981	0.9322	0.6627	0.8261	0.4043	0.7746	0.5429	0.7444	0.3989
0.5121	0.0414	160	0.5246	0.7075	0.9062	0.6988	0.7391	0.4048	0.7891	0.5231	0.7190	0.3939
0.5417	0.0427	165	0.5143	0.7264	0.9091	0.7229	0.7391	0.425	0.8054	0.5397	0.7310	0.3994
0.6379	0.0440	170	0.5094	0.7264	0.8857	0.7470	0.6522	0.4167	0.8105	0.5085	0.6996	0.3984
0.5437	0.0453	175	0.5161	0.7075	0.8824	0.7229	0.6522	0.3947	0.7947	0.4918	0.6875	0.4044
0.543	0.0466	180	0.5175	0.7075	0.8714	0.7349	0.6087	0.3889	0.7974	0.4746	0.6718	0.4052
0.5823	0.0479	185	0.5206	0.7075	0.8714	0.7349	0.6087	0.3889	0.7974	0.4746	0.6718	0.4062
0.5384	0.0492	190	0.5036	0.7358	0.8767	0.7711	0.6087	0.4242	0.8205	0.5	0.6899	0.4086
0.4512	0.0505	195	0.5021	0.7453	0.9	0.7590	0.6957	0.4444	0.8235	0.5424	0.7273	0.4138
0.5545	0.0518	200	0.4918	0.7453	0.9	0.7590	0.6957	0.4444	0.8235	0.5424	0.7273	0.4233
0.6059	0.0531	205	0.4973	0.7453	0.9	0.7590	0.6957	0.4444	0.8235	0.5424	0.7273	0.4274
0.5751	0.0544	210	0.4923	0.7547	0.9130	0.7590	0.7391	0.4595	0.8289	0.5667	0.7491	0.4377
0.4614	0.0557	215	0.4863	0.7547	0.9130	0.7590	0.7391	0.4595	0.8289	0.5667	0.7491	0.4387
0.483	0.0570	220	0.4896	0.7453	0.9	0.7590	0.6957	0.4444	0.8235	0.5424	0.7273	0.4447
0.5148	0.0583	225	0.4968	0.7547	0.9130	0.7590	0.7391	0.4595	0.8289	0.5667	0.7491	0.4500
0.4511	0.0596	230	0.4998	0.7547	0.9254	0.7470	0.7826	0.4615	0.8267	0.5806	0.7648	0.4563
0.5302	0.0609	235	0.5159	0.7264	0.9219	0.7108	0.7826	0.4286	0.8027	0.5538	0.7467	0.4547
0.4997	0.0622	240	0.5017	0.7264	0.9091	0.7229	0.7391	0.425	0.8054	0.5397	0.7310	0.4607
0.4852	0.0634	245	0.4754	0.7547	0.9014	0.7711	0.6957	0.4571	0.8312	0.5517	0.7334	0.4618
0.6175	0.0647	250	0.4412	0.7736	0.9041	0.7952	0.6957	0.4848	0.8462	0.5714	0.7454	0.4856
0.3769	0.0660	255	0.4462	0.7830	0.9286	0.7831	0.7826	0.5	0.8497	0.6102	0.7829	0.4963
0.4844	0.0673	260	0.4648	0.7453	0.9242	0.7349	0.7826	0.45	0.8188	0.5714	0.7588	0.5141
0.4744	0.0686	265	0.4598	0.7642	0.9394	0.7470	0.8261	0.475	0.8322	0.6032	0.7865	0.5147
0.436	0.0699	270	0.4234	0.7736	0.9155	0.7831	0.7391	0.4857	0.8442	0.5862	0.7611	0.5155
0.4902	0.0712	275	0.4324	0.7830	0.9286	0.7831	0.7826	0.5	0.8497	0.6102	0.7829	0.5126
0.4955	0.0725	280	0.4697	0.7547	0.9254	0.7470	0.7826	0.4615	0.8267	0.5806	0.7648	0.5042
0.3782	0.0738	285	0.4467	0.7642	0.9265	0.7590	0.7826	0.4737	0.8344	0.5902	0.7708	0.5107
0.4542	0.0751	290	0.4175	0.7925	0.9067	0.8193	0.6957	0.5161	0.8608	0.5926	0.7575	0.5178
0.4271	0.0764	295	0.4516	0.7547	0.9254	0.7470	0.7826	0.4615	0.8267	0.5806	0.7648	0.5241
0.4881	0.0777	300	0.4779	0.7075	0.9333	0.6747	0.8261	0.4130	0.7832	0.5507	0.7504	0.5301
0.3978	0.0790	305	0.4269	0.7642	0.9265	0.7590	0.7826	0.4737	0.8344	0.5902	0.7708	0.5320
0.4207	0.0803	310	0.3785	0.8113	0.92	0.8313	0.7391	0.5484	0.8734	0.6296	0.7852	0.5395
0.597	0.0816	315	0.4063	0.7925	0.9420	0.7831	0.8261	0.5135	0.8553	0.6333	0.8046	0.5469
0.3608	0.0829	320	0.4275	0.7736	0.9403	0.7590	0.8261	0.4872	0.84	0.6129	0.7926	0.5471
0.4356	0.0842	325	0.3832	0.8019	0.9189	0.8193	0.7391	0.5312	0.8662	0.6182	0.7792	0.5587
0.4672	0.0855	330	0.3691	0.8019	0.9189	0.8193	0.7391	0.5312	0.8662	0.6182	0.7792	0.5576
0.5408	0.0868	335	0.3932	0.8113	0.9315	0.8193	0.7826	0.5455	0.8718	0.6429	0.8009	0.5500
0.3913	0.0881	340	0.4458	0.7547	0.9385	0.7349	0.8261	0.4634	0.8243	0.5938	0.7805	0.5414
0.3606	0.0893	345	0.4070	0.8113	0.9315	0.8193	0.7826	0.5455	0.8718	0.6429	0.8009	0.5474
0.4268	0.0906	350	0.3802	0.8113	0.9315	0.8193	0.7826	0.5455	0.8718	0.6429	0.8009	0.5694
0.416	0.0919	355	0.3933	0.8019	0.9429	0.7952	0.8261	0.5278	0.8627	0.6441	0.8106	0.5574
0.4545	0.0932	360	0.3759	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.5519
0.4439	0.0945	365	0.3621	0.8019	0.8974	0.8434	0.6522	0.5357	0.8696	0.5882	0.7478	0.5532
0.3457	0.0958	370	0.3780	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.5587
0.4512	0.0971	375	0.3755	0.8302	0.9452	0.8313	0.8261	0.5758	0.8846	0.6786	0.8287	0.5746
0.4551	0.0984	380	0.3500	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.5914
0.4022	0.0997	385	0.3454	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.6069
0.4487	0.1010	390	0.3484	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6192
0.4491	0.1023	395	0.3897	0.8113	0.9437	0.8072	0.8261	0.5429	0.8701	0.6552	0.8167	0.6192
0.5188	0.1036	400	0.3719	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.6097
0.4393	0.1049	405	0.3784	0.8302	0.9452	0.8313	0.8261	0.5758	0.8846	0.6786	0.8287	0.5956
0.3559	0.1062	410	0.3682	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.5836
0.3958	0.1075	415	0.3693	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.5846
0.5459	0.1088	420	0.3804	0.7736	0.9538	0.7470	0.8696	0.4878	0.8378	0.625	0.8083	0.5972
0.3735	0.1101	425	0.3282	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.6160
0.4354	0.1114	430	0.3138	0.8396	0.9125	0.8795	0.6957	0.6154	0.8957	0.6531	0.7876	0.6296
0.4653	0.1127	435	0.3331	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.6273
0.5249	0.1139	440	0.3872	0.7453	0.9375	0.7229	0.8261	0.4524	0.8163	0.5846	0.7745	0.6116
0.385	0.1152	445	0.3389	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6163
0.4301	0.1165	450	0.3279	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.6278
0.3205	0.1178	455	0.3378	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.6221
0.3287	0.1191	460	0.3257	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6399
0.3629	0.1204	465	0.3342	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.6490
0.3716	0.1217	470	0.3293	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.6485
0.3458	0.1230	475	0.3116	0.8396	0.9231	0.8675	0.7391	0.6071	0.8944	0.6667	0.8033	0.6438
0.4731	0.1243	480	0.3187	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6349
0.4068	0.1256	485	0.3496	0.8208	0.9571	0.8072	0.8696	0.5556	0.8758	0.6780	0.8384	0.6273
0.3287	0.1269	490	0.3145	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6346
0.553	0.1282	495	0.3201	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.6370
0.4693	0.1295	500	0.3336	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.6328
0.4165	0.1308	505	0.3678	0.8019	0.9559	0.7831	0.8696	0.5263	0.8609	0.6557	0.8263	0.6357
0.3718	0.1321	510	0.3236	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6446
0.3139	0.1334	515	0.3058	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6548
0.3706	0.1347	520	0.3188	0.8491	0.9589	0.8434	0.8696	0.6061	0.8974	0.7143	0.8565	0.6519
0.4761	0.1360	525	0.3054	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6522
0.34	0.1373	530	0.3080	0.8396	0.9231	0.8675	0.7391	0.6071	0.8944	0.6667	0.8033	0.6511
0.3743	0.1386	535	0.3310	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6551
0.4337	0.1398	540	0.3141	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.6666
0.4113	0.1411	545	0.3134	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.6679
0.4127	0.1424	550	0.3086	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.6572
0.438	0.1437	555	0.3244	0.8491	0.9589	0.8434	0.8696	0.6061	0.8974	0.7143	0.8565	0.6569
0.4017	0.1450	560	0.3176	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6705
0.4031	0.1463	565	0.3002	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.6847
0.4065	0.1476	570	0.3102	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6805
0.4616	0.1489	575	0.3210	0.8302	0.9452	0.8313	0.8261	0.5758	0.8846	0.6786	0.8287	0.6781
0.3794	0.1502	580	0.3013	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.6902
0.2957	0.1515	585	0.3148	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6810
0.2858	0.1528	590	0.3305	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.6734
0.3548	0.1541	595	0.3140	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6839
0.38	0.1554	600	0.3145	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.6849
0.3643	0.1567	605	0.3331	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.6844
0.3519	0.1580	610	0.3080	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6899
0.3883	0.1593	615	0.2987	0.8396	0.9231	0.8675	0.7391	0.6071	0.8944	0.6667	0.8033	0.6964
0.3924	0.1606	620	0.3130	0.8302	0.9452	0.8313	0.8261	0.5758	0.8846	0.6786	0.8287	0.6784
0.3058	0.1619	625	0.3220	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.6847
0.5153	0.1632	630	0.3128	0.8113	0.92	0.8313	0.7391	0.5484	0.8734	0.6296	0.7852	0.6857
0.3967	0.1644	635	0.3219	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.6841
0.3117	0.1657	640	0.3100	0.8113	0.92	0.8313	0.7391	0.5484	0.8734	0.6296	0.7852	0.6902
0.2563	0.1670	645	0.2903	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7009
0.4186	0.1683	650	0.3051	0.8302	0.9452	0.8313	0.8261	0.5758	0.8846	0.6786	0.8287	0.7038
0.4272	0.1696	655	0.3077	0.8302	0.9452	0.8313	0.8261	0.5758	0.8846	0.6786	0.8287	0.7004
0.3976	0.1709	660	0.2925	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6909
0.4814	0.1722	665	0.3005	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6875
0.3906	0.1735	670	0.3260	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.6836
0.3536	0.1748	675	0.3268	0.8113	0.92	0.8313	0.7391	0.5484	0.8734	0.6296	0.7852	0.6865
0.3076	0.1761	680	0.3051	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.6946
0.3772	0.1774	685	0.2926	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7019
0.4002	0.1787	690	0.2988	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.6938
0.3348	0.1800	695	0.2982	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6954
0.3413	0.1813	700	0.3090	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6928
0.3735	0.1826	705	0.3052	0.8396	0.9231	0.8675	0.7391	0.6071	0.8944	0.6667	0.8033	0.6888
0.4116	0.1839	710	0.2984	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.6888
0.3337	0.1852	715	0.3115	0.8302	0.9577	0.8193	0.8696	0.5714	0.8831	0.6897	0.8444	0.6894
0.4591	0.1865	720	0.3039	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6902
0.3239	0.1878	725	0.3035	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.6930
0.4152	0.1891	730	0.2940	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.6951
0.3898	0.1903	735	0.2999	0.8396	0.9231	0.8675	0.7391	0.6071	0.8944	0.6667	0.8033	0.6938
0.342	0.1916	740	0.2983	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.6941
0.4244	0.1929	745	0.2995	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.6912
0.3505	0.1942	750	0.3052	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6894
0.336	0.1955	755	0.2929	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6991
0.3873	0.1968	760	0.2827	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7116
0.3649	0.1981	765	0.2744	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.7258
0.391	0.1994	770	0.2825	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.7247
0.3222	0.2007	775	0.2991	0.8491	0.9589	0.8434	0.8696	0.6061	0.8974	0.7143	0.8565	0.7148
0.3624	0.2020	780	0.2833	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.7197
0.3948	0.2033	785	0.2801	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7101
0.3672	0.2046	790	0.3055	0.8302	0.9577	0.8193	0.8696	0.5714	0.8831	0.6897	0.8444	0.6946
0.3768	0.2059	795	0.3178	0.8302	0.9452	0.8313	0.8261	0.5758	0.8846	0.6786	0.8287	0.6946
0.4127	0.2072	800	0.3013	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.7108
0.5244	0.2085	805	0.3000	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.7174
0.4222	0.2098	810	0.3014	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7192
0.3479	0.2111	815	0.3022	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.7169
0.4138	0.2124	820	0.2727	0.8679	0.9481	0.8795	0.8261	0.6552	0.9125	0.7308	0.8528	0.7187
0.2978	0.2137	825	0.2717	0.8679	0.9481	0.8795	0.8261	0.6552	0.9125	0.7308	0.8528	0.7161
0.325	0.2149	830	0.2757	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7145
0.3882	0.2162	835	0.2735	0.8679	0.96	0.8675	0.8696	0.6452	0.9114	0.7407	0.8685	0.7145
0.3434	0.2175	840	0.2622	0.8679	0.9481	0.8795	0.8261	0.6552	0.9125	0.7308	0.8528	0.7177
0.437	0.2188	845	0.2731	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.7082
0.3373	0.2201	850	0.2854	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.7048
0.3592	0.2214	855	0.2691	0.8868	0.9610	0.8916	0.8696	0.6897	0.925	0.7692	0.8806	0.7032
0.4285	0.2227	860	0.2669	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.7067
0.3237	0.2240	865	0.2695	0.8868	0.9494	0.9036	0.8261	0.7037	0.9259	0.76	0.8649	0.7056
0.3813	0.2253	870	0.2825	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.6998
0.3264	0.2266	875	0.2907	0.8491	0.9589	0.8434	0.8696	0.6061	0.8974	0.7143	0.8565	0.6949
0.3483	0.2279	880	0.2728	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7103
0.4456	0.2292	885	0.2676	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7163
0.4196	0.2305	890	0.2616	0.8679	0.96	0.8675	0.8696	0.6452	0.9114	0.7407	0.8685	0.7239
0.3908	0.2318	895	0.2614	0.8585	0.9595	0.8554	0.8696	0.625	0.9045	0.7273	0.8625	0.7203
0.3559	0.2331	900	0.2620	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.7150
0.4148	0.2344	905	0.2721	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7116
0.3787	0.2357	910	0.2808	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7127
0.3014	0.2370	915	0.2804	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7211
0.3387	0.2383	920	0.2711	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.7483
0.3966	0.2396	925	0.2895	0.8396	0.9714	0.8193	0.9130	0.5833	0.8889	0.7119	0.8662	0.7483
0.432	0.2408	930	0.2641	0.8679	0.9726	0.8554	0.9130	0.6364	0.9103	0.75	0.8842	0.7551
0.4256	0.2421	935	0.2580	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.7504
0.4391	0.2434	940	0.2696	0.8302	0.9710	0.8072	0.9130	0.5676	0.8816	0.7	0.8601	0.7454
0.34	0.2447	945	0.2563	0.8491	0.9589	0.8434	0.8696	0.6061	0.8974	0.7143	0.8565	0.7407
0.4559	0.2460	950	0.2530	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.7394
0.3273	0.2473	955	0.2633	0.8491	0.9589	0.8434	0.8696	0.6061	0.8974	0.7143	0.8565	0.7334
0.2986	0.2486	960	0.2619	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7355
0.3955	0.2499	965	0.2727	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7260
0.344	0.2512	970	0.2849	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7161
0.3705	0.2525	975	0.2793	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7087
0.3031	0.2538	980	0.2766	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7145
0.4002	0.2551	985	0.2752	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7161
0.3333	0.2564	990	0.2871	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.7239
0.4972	0.2577	995	0.2642	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7410
0.2652	0.2590	1000	0.2582	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7444
0.3932	0.2603	1005	0.2625	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7412
0.3002	0.2616	1010	0.2732	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.7391
0.387	0.2629	1015	0.2825	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7252
0.3425	0.2642	1020	0.2942	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7156
0.3757	0.2654	1025	0.2875	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7098
0.3048	0.2667	1030	0.2746	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7177
0.3936	0.2680	1035	0.2779	0.8491	0.9589	0.8434	0.8696	0.6061	0.8974	0.7143	0.8565	0.7318
0.3511	0.2693	1040	0.2817	0.8302	0.9577	0.8193	0.8696	0.5714	0.8831	0.6897	0.8444	0.7394
0.3968	0.2706	1045	0.2539	0.8585	0.9595	0.8554	0.8696	0.625	0.9045	0.7273	0.8625	0.7546
0.3464	0.2719	1050	0.2506	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.7583
0.3542	0.2732	1055	0.2565	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.7572
0.4364	0.2745	1060	0.2617	0.8491	0.9718	0.8313	0.9130	0.6	0.8961	0.7241	0.8722	0.7528
0.3717	0.2758	1065	0.2630	0.8491	0.9589	0.8434	0.8696	0.6061	0.8974	0.7143	0.8565	0.7457
0.3831	0.2771	1070	0.2652	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7569
0.3295	0.2784	1075	0.2677	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.7538
0.4167	0.2797	1080	0.2899	0.8208	0.9571	0.8072	0.8696	0.5556	0.8758	0.6780	0.8384	0.7491
0.289	0.2810	1085	0.2943	0.8113	0.9565	0.7952	0.8696	0.5405	0.8684	0.6667	0.8324	0.7488
0.3055	0.2823	1090	0.2797	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7533
0.315	0.2836	1095	0.2715	0.8302	0.9221	0.8554	0.7391	0.5862	0.8875	0.6538	0.7973	0.7638
0.3736	0.2849	1100	0.2791	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7533
0.3306	0.2862	1105	0.2661	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.7564
0.3744	0.2875	1110	0.2664	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7609
0.3128	0.2888	1115	0.2667	0.8208	0.9444	0.8193	0.8261	0.5588	0.8774	0.6667	0.8227	0.7627
0.4403	0.2901	1120	0.2533	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7748
0.3588	0.2913	1125	0.2523	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7755
0.3183	0.2926	1130	0.2650	0.8396	0.9459	0.8434	0.8261	0.5938	0.8917	0.6909	0.8347	0.7661
0.3413	0.2939	1135	0.2587	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7619
0.4473	0.2952	1140	0.2613	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.7622
0.3596	0.2965	1145	0.2637	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7619
0.3305	0.2978	1150	0.2569	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7669
0.383	0.2991	1155	0.2523	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7750
0.3692	0.3004	1160	0.2648	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7774
0.4078	0.3017	1165	0.2618	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7729
0.4875	0.3030	1170	0.2686	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.7590
0.3109	0.3043	1175	0.2636	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7627
0.3289	0.3056	1180	0.2543	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7797
0.4997	0.3069	1185	0.2532	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.7844
0.4087	0.3082	1190	0.2639	0.8396	0.9583	0.8313	0.8696	0.5882	0.8903	0.7018	0.8504	0.7800
0.3554	0.3095	1195	0.2578	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7881
0.2463	0.3108	1200	0.2502	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.7999
0.3509	0.3121	1205	0.2484	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8140
0.4571	0.3134	1210	0.2621	0.8491	0.9718	0.8313	0.9130	0.6	0.8961	0.7241	0.8722	0.8085
0.3227	0.3147	1215	0.2674	0.8491	0.9718	0.8313	0.9130	0.6	0.8961	0.7241	0.8722	0.8130
0.418	0.3159	1220	0.2485	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8122
0.4119	0.3172	1225	0.2542	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7931
0.3778	0.3185	1230	0.2642	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7795
0.3412	0.3198	1235	0.2602	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7803
0.3754	0.3211	1240	0.2535	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.7855
0.3093	0.3224	1245	0.2555	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7805
0.3673	0.3237	1250	0.2532	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7816
0.3141	0.3250	1255	0.2530	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7821
0.3463	0.3263	1260	0.2537	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.7829
0.3412	0.3276	1265	0.2645	0.8302	0.9577	0.8193	0.8696	0.5714	0.8831	0.6897	0.8444	0.7800
0.2837	0.3289	1270	0.2601	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7852
0.4011	0.3302	1275	0.2544	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.7878
0.4252	0.3315	1280	0.2513	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.7931
0.3206	0.3328	1285	0.2517	0.8396	0.9342	0.8554	0.7826	0.6	0.8931	0.6792	0.8190	0.7886
0.2709	0.3341	1290	0.2578	0.8113	0.9315	0.8193	0.7826	0.5455	0.8718	0.6429	0.8009	0.7936
0.4081	0.3354	1295	0.2484	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.8067
0.4356	0.3367	1300	0.2492	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.8041
0.2584	0.3380	1305	0.2534	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7954
0.4529	0.3393	1310	0.2646	0.8113	0.9315	0.8193	0.7826	0.5455	0.8718	0.6429	0.8009	0.7834
0.3582	0.3406	1315	0.2755	0.8019	0.9306	0.8072	0.7826	0.5294	0.8645	0.6316	0.7949	0.7779
0.3316	0.3418	1320	0.2745	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7768
0.4127	0.3431	1325	0.2648	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7839
0.226	0.3444	1330	0.2632	0.8113	0.9315	0.8193	0.7826	0.5455	0.8718	0.6429	0.8009	0.7771
0.3863	0.3457	1335	0.2582	0.8113	0.9437	0.8072	0.8261	0.5429	0.8701	0.6552	0.8167	0.7844
0.4802	0.3470	1340	0.2554	0.8208	0.9444	0.8193	0.8261	0.5588	0.8774	0.6667	0.8227	0.7860
0.3504	0.3483	1345	0.2562	0.8208	0.9444	0.8193	0.8261	0.5588	0.8774	0.6667	0.8227	0.7847
0.3655	0.3496	1350	0.2516	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7915
0.3591	0.3509	1355	0.2538	0.8113	0.9315	0.8193	0.7826	0.5455	0.8718	0.6429	0.8009	0.7941
0.3078	0.3522	1360	0.2487	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7978
0.4676	0.3535	1365	0.2409	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.8038
0.2729	0.3548	1370	0.2476	0.8302	0.9452	0.8313	0.8261	0.5758	0.8846	0.6786	0.8287	0.7910
0.2647	0.3561	1375	0.2482	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7881
0.3468	0.3574	1380	0.2421	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7871
0.3689	0.3587	1385	0.2419	0.8868	0.9277	0.9277	0.7391	0.7391	0.9277	0.7391	0.8334	0.7889
0.3925	0.3600	1390	0.2448	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7892
0.3358	0.3613	1395	0.2591	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7842
0.3814	0.3626	1400	0.2521	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7894
0.3281	0.3639	1405	0.2483	0.8208	0.9324	0.8313	0.7826	0.5625	0.8790	0.6545	0.8070	0.7881
0.351	0.3652	1410	0.2485	0.8302	0.9333	0.8434	0.7826	0.5806	0.8861	0.6667	0.8130	0.7881
0.3232	0.3664	1415	0.2447	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.7910
0.3282	0.3677	1420	0.2395	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8015
0.2558	0.3690	1425	0.2378	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8043
0.3536	0.3703	1430	0.2370	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.8036
0.3328	0.3716	1435	0.2385	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.8004
0.4066	0.3729	1440	0.2358	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8064
0.4014	0.3742	1445	0.2416	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7991
0.34	0.3755	1450	0.2404	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8004
0.2611	0.3768	1455	0.2376	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8067
0.305	0.3781	1460	0.2375	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8114
0.3024	0.3794	1465	0.2358	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8172
0.3388	0.3807	1470	0.2364	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8193
0.3726	0.3820	1475	0.2365	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8258
0.2758	0.3833	1480	0.2435	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8188
0.3924	0.3846	1485	0.2483	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8172
0.2627	0.3859	1490	0.2395	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8269
0.3458	0.3872	1495	0.2389	0.8868	0.9176	0.9398	0.6957	0.7619	0.9286	0.7273	0.8177	0.8300
0.3076	0.3885	1500	0.2300	0.9057	0.9398	0.9398	0.7826	0.7826	0.9398	0.7826	0.8612	0.8329
0.3561	0.3898	1505	0.2363	0.8679	0.9481	0.8795	0.8261	0.6552	0.9125	0.7308	0.8528	0.8248
0.3359	0.3911	1510	0.2445	0.8679	0.9481	0.8795	0.8261	0.6552	0.9125	0.7308	0.8528	0.8188
0.3176	0.3923	1515	0.2342	0.9057	0.9506	0.9277	0.8261	0.76	0.9390	0.7917	0.8769	0.8214
0.4693	0.3936	1520	0.2276	0.9057	0.9398	0.9398	0.7826	0.7826	0.9398	0.7826	0.8612	0.8279
0.3103	0.3949	1525	0.2265	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8240
0.387	0.3962	1530	0.2410	0.8679	0.96	0.8675	0.8696	0.6452	0.9114	0.7407	0.8685	0.8164
0.3954	0.3975	1535	0.2305	0.8774	0.9487	0.8916	0.8261	0.6786	0.9193	0.7451	0.8588	0.8188
0.4095	0.3988	1540	0.2194	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8185
0.3173	0.4001	1545	0.2177	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8219
0.3294	0.4014	1550	0.2203	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8269
0.4283	0.4027	1555	0.2232	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8232
0.3474	0.4040	1560	0.2297	0.8774	0.9487	0.8916	0.8261	0.6786	0.9193	0.7451	0.8588	0.8198
0.2768	0.4053	1565	0.2286	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8122
0.3303	0.4066	1570	0.2316	0.8868	0.9494	0.9036	0.8261	0.7037	0.9259	0.76	0.8649	0.8067
0.3561	0.4079	1575	0.2285	0.8868	0.9494	0.9036	0.8261	0.7037	0.9259	0.76	0.8649	0.8098
0.3086	0.4092	1580	0.2283	0.8868	0.9494	0.9036	0.8261	0.7037	0.9259	0.76	0.8649	0.8114
0.3986	0.4105	1585	0.2327	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8127
0.3833	0.4118	1590	0.2338	0.8868	0.9494	0.9036	0.8261	0.7037	0.9259	0.76	0.8649	0.8119
0.3521	0.4131	1595	0.2304	0.8868	0.9494	0.9036	0.8261	0.7037	0.9259	0.76	0.8649	0.8133
0.3004	0.4144	1600	0.2291	0.8774	0.9487	0.8916	0.8261	0.6786	0.9193	0.7451	0.8588	0.8117
0.4528	0.4157	1605	0.2281	0.8774	0.9487	0.8916	0.8261	0.6786	0.9193	0.7451	0.8588	0.8133
0.368	0.4169	1610	0.2249	0.8774	0.9487	0.8916	0.8261	0.6786	0.9193	0.7451	0.8588	0.8096
0.4032	0.4182	1615	0.2219	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8135
0.3027	0.4195	1620	0.2235	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8083
0.3845	0.4208	1625	0.2223	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8098
0.339	0.4221	1630	0.2259	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8051
0.3152	0.4234	1635	0.2319	0.8774	0.9487	0.8916	0.8261	0.6786	0.9193	0.7451	0.8588	0.8038
0.2518	0.4247	1640	0.2213	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8085
0.3433	0.4260	1645	0.2171	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8098
0.3011	0.4273	1650	0.2189	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8088
0.3758	0.4286	1655	0.2200	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8075
0.4118	0.4299	1660	0.2264	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8067
0.4639	0.4312	1665	0.2307	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8023
0.299	0.4325	1670	0.2329	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8007
0.4068	0.4338	1675	0.2381	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.7960
0.3179	0.4351	1680	0.2397	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.7973
0.3615	0.4364	1685	0.2405	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.7970
0.3078	0.4377	1690	0.2391	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.7981
0.3348	0.4390	1695	0.2344	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.7975
0.2552	0.4403	1700	0.2309	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.7986
0.297	0.4416	1705	0.2263	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.7988
0.3729	0.4428	1710	0.2265	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8023
0.3619	0.4441	1715	0.2276	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8025
0.3569	0.4454	1720	0.2297	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8030
0.2964	0.4467	1725	0.2303	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8062
0.3592	0.4480	1730	0.2325	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8028
0.3116	0.4493	1735	0.2365	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7996
0.3032	0.4506	1740	0.2346	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8023
0.3723	0.4519	1745	0.2375	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8002
0.3333	0.4532	1750	0.2338	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7965
0.2893	0.4545	1755	0.2295	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.7978
0.3372	0.4558	1760	0.2318	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7952
0.2779	0.4571	1765	0.2353	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.7920
0.4383	0.4584	1770	0.2349	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8023
0.2975	0.4597	1775	0.2325	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8096
0.2963	0.4610	1780	0.2315	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8101
0.32	0.4623	1785	0.2378	0.8679	0.96	0.8675	0.8696	0.6452	0.9114	0.7407	0.8685	0.8146
0.3678	0.4636	1790	0.2441	0.8679	0.96	0.8675	0.8696	0.6452	0.9114	0.7407	0.8685	0.8088
0.2755	0.4649	1795	0.2387	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7996
0.2969	0.4662	1800	0.2326	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8007
0.3321	0.4675	1805	0.2287	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8023
0.3464	0.4687	1810	0.2284	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8017
0.2682	0.4700	1815	0.2333	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7991
0.265	0.4713	1820	0.2403	0.8491	0.9467	0.8554	0.8261	0.6129	0.8987	0.7037	0.8408	0.7988
0.3398	0.4726	1825	0.2307	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8009
0.3064	0.4739	1830	0.2279	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8049
0.3417	0.4752	1835	0.2271	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8051
0.3835	0.4765	1840	0.2277	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8078
0.2641	0.4778	1845	0.2282	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8091
0.3117	0.4791	1850	0.2311	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.8117
0.2794	0.4804	1855	0.2295	0.8585	0.9474	0.8675	0.8261	0.6333	0.9057	0.7170	0.8468	0.8169
0.3126	0.4817	1860	0.2176	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8235
0.4118	0.4830	1865	0.2136	0.8962	0.9390	0.9277	0.7826	0.75	0.9333	0.7660	0.8552	0.8284
0.3802	0.4843	1870	0.2165	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8224
0.3622	0.4856	1875	0.2222	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8188
0.4002	0.4869	1880	0.2256	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8138
0.3285	0.4882	1885	0.2233	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8135
0.3076	0.4895	1890	0.2253	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8098
0.3284	0.4908	1895	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8025
0.3819	0.4921	1900	0.2354	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8023
0.3997	0.4933	1905	0.2290	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8036
0.3421	0.4946	1910	0.2281	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8020
0.2857	0.4959	1915	0.2343	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.7968
0.3289	0.4972	1920	0.2361	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.7944
0.4493	0.4985	1925	0.2375	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7983
0.339	0.4998	1930	0.2349	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7965
0.3708	0.5011	1935	0.2307	0.8962	0.9390	0.9277	0.7826	0.75	0.9333	0.7660	0.8552	0.7965
0.4301	0.5024	1940	0.2307	0.9151	0.9405	0.9518	0.7826	0.8182	0.9461	0.8	0.8672	0.7988
0.2989	0.5037	1945	0.2296	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.7954
0.3095	0.5050	1950	0.2343	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7923
0.3901	0.5063	1955	0.2334	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.7978
0.3386	0.5076	1960	0.2289	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8025
0.3793	0.5089	1965	0.2240	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8070
0.2962	0.5102	1970	0.2242	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8062
0.3446	0.5115	1975	0.2251	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8062
0.4045	0.5128	1980	0.2238	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8062
0.316	0.5141	1985	0.2280	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8070
0.3228	0.5154	1990	0.2276	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8072
0.3156	0.5167	1995	0.2291	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8064
0.2608	0.5180	2000	0.2311	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.7988
0.4435	0.5192	2005	0.2325	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8004
0.3391	0.5205	2010	0.2307	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8004
0.3383	0.5218	2015	0.2323	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8004
0.2582	0.5231	2020	0.2356	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8017
0.3413	0.5244	2025	0.2366	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8041
0.4715	0.5257	2030	0.2377	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8054
0.4363	0.5270	2035	0.2389	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8041
0.3805	0.5283	2040	0.2406	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8091
0.3781	0.5296	2045	0.2390	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8030
0.3984	0.5309	2050	0.2391	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8049
0.3265	0.5322	2055	0.2375	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8028
0.3302	0.5335	2060	0.2332	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8049
0.3741	0.5348	2065	0.2304	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8059
0.4384	0.5361	2070	0.2304	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8038
0.3046	0.5374	2075	0.2299	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8025
0.3052	0.5387	2080	0.2280	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8033
0.3378	0.5400	2085	0.2276	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8046
0.2983	0.5413	2090	0.2218	0.8491	0.9241	0.8795	0.7391	0.6296	0.9012	0.68	0.8093	0.8114
0.2911	0.5426	2095	0.2215	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8240
0.3407	0.5438	2100	0.2210	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8237
0.2646	0.5451	2105	0.2218	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8185
0.3324	0.5464	2110	0.2260	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8167
0.2649	0.5477	2115	0.2314	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8143
0.3338	0.5490	2120	0.2303	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8125
0.3547	0.5503	2125	0.2300	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8080
0.2791	0.5516	2130	0.2318	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8059
0.3365	0.5529	2135	0.2331	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8059
0.4208	0.5542	2140	0.2367	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8043
0.2926	0.5555	2145	0.2419	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.7999
0.2989	0.5568	2150	0.2338	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8059
0.3969	0.5581	2155	0.2334	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8051
0.3484	0.5594	2160	0.2357	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8119
0.2706	0.5607	2165	0.2374	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8046
0.3172	0.5620	2170	0.2396	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8049
0.3445	0.5633	2175	0.2395	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8036
0.2992	0.5646	2180	0.2369	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8046
0.3641	0.5659	2185	0.2373	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8085
0.4202	0.5672	2190	0.2387	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8075
0.3493	0.5685	2195	0.2424	0.8491	0.9351	0.8675	0.7826	0.6207	0.9	0.6923	0.8250	0.8028
0.3481	0.5697	2200	0.2392	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8059
0.2987	0.5710	2205	0.2368	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8080
0.3442	0.5723	2210	0.2353	0.8679	0.9157	0.9157	0.6957	0.6957	0.9157	0.6957	0.8057	0.8104
0.3805	0.5736	2215	0.2351	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8075
0.3557	0.5749	2220	0.2386	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8049
0.2911	0.5762	2225	0.2395	0.8679	0.9481	0.8795	0.8261	0.6552	0.9125	0.7308	0.8528	0.8009
0.2965	0.5775	2230	0.2357	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8062
0.3021	0.5788	2235	0.2292	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8091
0.3153	0.5801	2240	0.2262	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8127
0.2655	0.5814	2245	0.2242	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8135
0.2963	0.5827	2250	0.2228	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8135
0.2214	0.5840	2255	0.2210	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8151
0.2183	0.5853	2260	0.2233	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8101
0.3383	0.5866	2265	0.2247	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8114
0.2646	0.5879	2270	0.2247	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8130
0.3234	0.5892	2275	0.2279	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8064
0.3629	0.5905	2280	0.2269	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8098
0.302	0.5918	2285	0.2304	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8080
0.3766	0.5931	2290	0.2291	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8078
0.2626	0.5943	2295	0.2272	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8140
0.3562	0.5956	2300	0.2263	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8198
0.4399	0.5969	2305	0.2260	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8235
0.3262	0.5982	2310	0.2292	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8206
0.3904	0.5995	2315	0.2330	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8190
0.4022	0.6008	2320	0.2346	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8127
0.2713	0.6021	2325	0.2383	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8125
0.2645	0.6034	2330	0.2370	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8130
0.3263	0.6047	2335	0.2370	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8182
0.3976	0.6060	2340	0.2370	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8190
0.3357	0.6073	2345	0.2365	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8180
0.4131	0.6086	2350	0.2378	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8177
0.3178	0.6099	2355	0.2385	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8182
0.2924	0.6112	2360	0.2378	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8161
0.3368	0.6125	2365	0.2348	0.8585	0.925	0.8916	0.7391	0.6538	0.9080	0.6939	0.8153	0.8203
0.3275	0.6138	2370	0.2328	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8232
0.3317	0.6151	2375	0.2319	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8256
0.3134	0.6164	2380	0.2293	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8250
0.4138	0.6177	2385	0.2262	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8308
0.3317	0.6190	2390	0.2254	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.316	0.6202	2395	0.2244	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.3986	0.6215	2400	0.2254	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8373
0.3845	0.6228	2405	0.2324	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8311
0.3431	0.6241	2410	0.2327	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8271
0.3856	0.6254	2415	0.2344	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8295
0.2853	0.6267	2420	0.2343	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8300
0.4101	0.6280	2425	0.2348	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8305
0.3047	0.6293	2430	0.2336	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8269
0.3728	0.6306	2435	0.2315	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8282
0.3549	0.6319	2440	0.2316	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.3338	0.6332	2445	0.2322	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8279
0.2826	0.6345	2450	0.2329	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8292
0.3451	0.6358	2455	0.2329	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8279
0.3222	0.6371	2460	0.2325	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8282
0.2941	0.6384	2465	0.2335	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8256
0.3246	0.6397	2470	0.2350	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8229
0.2754	0.6410	2475	0.2346	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8243
0.2586	0.6423	2480	0.2343	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8222
0.3283	0.6436	2485	0.2338	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8208
0.2673	0.6448	2490	0.2336	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8208
0.3163	0.6461	2495	0.2325	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8201
0.302	0.6474	2500	0.2336	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8216
0.3411	0.6487	2505	0.2330	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8198
0.2785	0.6500	2510	0.2319	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8172
0.3423	0.6513	2515	0.2299	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8174
0.3008	0.6526	2520	0.2282	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8161
0.2654	0.6539	2525	0.2251	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8177
0.3715	0.6552	2530	0.2223	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8203
0.2704	0.6565	2535	0.2224	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8180
0.3099	0.6578	2540	0.2230	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8211
0.3208	0.6591	2545	0.2241	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8240
0.2928	0.6604	2550	0.2270	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8188
0.2515	0.6617	2555	0.2239	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8269
0.2918	0.6630	2560	0.2249	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8256
0.2965	0.6643	2565	0.2231	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8271
0.4153	0.6656	2570	0.2238	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8256
0.2956	0.6669	2575	0.2249	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8269
0.3324	0.6682	2580	0.2228	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8269
0.2707	0.6695	2585	0.2277	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8245
0.3374	0.6707	2590	0.2263	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8261
0.3529	0.6720	2595	0.2317	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8224
0.3131	0.6733	2600	0.2324	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8229
0.2851	0.6746	2605	0.2281	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8237
0.2897	0.6759	2610	0.2258	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8245
0.389	0.6772	2615	0.2273	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8253
0.3077	0.6785	2620	0.2303	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8240
0.3394	0.6798	2625	0.2332	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8245
0.2792	0.6811	2630	0.2321	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8248
0.3237	0.6824	2635	0.2259	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8271
0.3727	0.6837	2640	0.2248	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8271
0.2624	0.6850	2645	0.2243	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8287
0.3145	0.6863	2650	0.2220	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8321
0.3612	0.6876	2655	0.2206	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8332
0.353	0.6889	2660	0.2203	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8316
0.2892	0.6902	2665	0.2200	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.2944	0.6915	2670	0.2214	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8326
0.3508	0.6928	2675	0.2207	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8329
0.3146	0.6941	2680	0.2213	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8360
0.3075	0.6953	2685	0.2208	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.4552	0.6966	2690	0.2206	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8318
0.3558	0.6979	2695	0.2229	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8303
0.3146	0.6992	2700	0.2261	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8274
0.3673	0.7005	2705	0.2283	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8256
0.3252	0.7018	2710	0.2299	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8219
0.3211	0.7031	2715	0.2297	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8274
0.3428	0.7044	2720	0.2288	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8258
0.2832	0.7057	2725	0.2289	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8271
0.302	0.7070	2730	0.2293	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8227
0.2648	0.7083	2735	0.2309	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8237
0.3421	0.7096	2740	0.2318	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8227
0.3708	0.7109	2745	0.2295	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8256
0.2703	0.7122	2750	0.2309	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8263
0.3213	0.7135	2755	0.2284	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8266
0.3316	0.7148	2760	0.2274	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8284
0.4587	0.7161	2765	0.2266	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8329
0.3259	0.7174	2770	0.2280	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8308
0.2909	0.7187	2775	0.2294	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8321
0.3172	0.7200	2780	0.2311	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8311
0.2914	0.7212	2785	0.2312	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8316
0.3123	0.7225	2790	0.2303	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8334
0.3306	0.7238	2795	0.2309	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8313
0.2358	0.7251	2800	0.2294	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.3099	0.7264	2805	0.2281	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.2632	0.7277	2810	0.2277	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8329
0.2798	0.7290	2815	0.2280	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.273	0.7303	2820	0.2261	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8363
0.3104	0.7316	2825	0.2260	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.2524	0.7329	2830	0.2254	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8347
0.3164	0.7342	2835	0.2266	0.8679	0.9259	0.9036	0.7391	0.68	0.9146	0.7083	0.8214	0.8366
0.3917	0.7355	2840	0.2263	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8389
0.2894	0.7368	2845	0.2294	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8355
0.3442	0.7381	2850	0.2298	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8332
0.3155	0.7394	2855	0.2315	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8318
0.3458	0.7407	2860	0.2334	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8305
0.2657	0.7420	2865	0.2337	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8326
0.2811	0.7433	2870	0.2327	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8311
0.318	0.7446	2875	0.2304	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8326
0.4133	0.7458	2880	0.2308	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8334
0.3136	0.7471	2885	0.2311	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8334
0.2459	0.7484	2890	0.2294	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8347
0.2706	0.7497	2895	0.2265	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.3098	0.7510	2900	0.2273	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8392
0.3244	0.7523	2905	0.2287	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8376
0.3176	0.7536	2910	0.2287	0.8774	0.9268	0.9157	0.7391	0.7083	0.9212	0.7234	0.8274	0.8384
0.3456	0.7549	2915	0.2282	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8368
0.4299	0.7562	2920	0.2282	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.3727	0.7575	2925	0.2295	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8350
0.3304	0.7588	2930	0.2297	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8347
0.3248	0.7601	2935	0.2293	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8339
0.3117	0.7614	2940	0.2292	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.2599	0.7627	2945	0.2278	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.303	0.7640	2950	0.2278	0.8868	0.9383	0.9157	0.7826	0.72	0.9268	0.75	0.8491	0.8342
0.3071	0.7653	2955	0.2270	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8384
0.2732	0.7666	2960	0.2277	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8381
0.3645	0.7679	2965	0.2312	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8339
0.3773	0.7692	2970	0.2314	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8379
0.402	0.7705	2975	0.2298	0.8585	0.9359	0.8795	0.7826	0.6429	0.9068	0.7059	0.8311	0.8350
0.3187	0.7717	2980	0.2284	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8379
0.3145	0.7730	2985	0.2284	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.2569	0.7743	2990	0.2273	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8366
0.2209	0.7756	2995	0.2266	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.2923	0.7769	3000	0.2261	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3716	0.7782	3005	0.2256	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8405
0.2933	0.7795	3010	0.2249	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8402
0.3429	0.7808	3015	0.2252	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3578	0.7821	3020	0.2258	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8387
0.2833	0.7834	3025	0.2252	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8376
0.2476	0.7847	3030	0.2253	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8360
0.3453	0.7860	3035	0.2243	0.8679	0.9367	0.8916	0.7826	0.6667	0.9136	0.72	0.8371	0.8387
0.3436	0.7873	3040	0.2243	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8360
0.2847	0.7886	3045	0.2252	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8363
0.256	0.7899	3050	0.2264	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8368
0.2937	0.7912	3055	0.2263	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8366
0.3288	0.7925	3060	0.2274	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3003	0.7938	3065	0.2262	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8371
0.3348	0.7951	3070	0.2261	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8394
0.337	0.7963	3075	0.2248	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8363
0.3165	0.7976	3080	0.2258	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8379
0.403	0.7989	3085	0.2250	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8381
0.4929	0.8002	3090	0.2249	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8384
0.296	0.8015	3095	0.2267	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3875	0.8028	3100	0.2251	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8384
0.3255	0.8041	3105	0.2246	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8389
0.2851	0.8054	3110	0.2246	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3259	0.8067	3115	0.2244	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.3765	0.8080	3120	0.2244	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8387
0.3897	0.8093	3125	0.2256	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8353
0.2984	0.8106	3130	0.2248	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8350
0.3888	0.8119	3135	0.2234	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.3551	0.8132	3140	0.2231	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.3048	0.8145	3145	0.2222	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3493	0.8158	3150	0.2244	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.3089	0.8171	3155	0.2242	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.3815	0.8184	3160	0.2231	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8381
0.3117	0.8197	3165	0.2243	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8360
0.3544	0.8210	3170	0.2253	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.2964	0.8222	3175	0.2257	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.3116	0.8235	3180	0.2258	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8345
0.4469	0.8248	3185	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.2584	0.8261	3190	0.2288	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8326
0.2547	0.8274	3195	0.2280	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8371
0.345	0.8287	3200	0.2290	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.2989	0.8300	3205	0.2270	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3324	0.8313	3210	0.2260	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8345
0.3451	0.8326	3215	0.2247	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8350
0.3788	0.8339	3220	0.2250	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3787	0.8352	3225	0.2243	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8397
0.3614	0.8365	3230	0.2245	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8363
0.2788	0.8378	3235	0.2261	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.3332	0.8391	3240	0.2253	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8366
0.3411	0.8404	3245	0.2259	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.2827	0.8417	3250	0.2263	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.3121	0.8430	3255	0.2263	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.388	0.8443	3260	0.2257	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.3901	0.8456	3265	0.2257	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.3436	0.8468	3270	0.2245	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8363
0.3027	0.8481	3275	0.2252	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.3104	0.8494	3280	0.2254	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8350
0.3265	0.8507	3285	0.2234	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8387
0.2989	0.8520	3290	0.2242	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8371
0.3417	0.8533	3295	0.2236	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8353
0.3026	0.8546	3300	0.2241	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8329
0.2856	0.8559	3305	0.2239	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8366
0.3083	0.8572	3310	0.2241	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.3505	0.8585	3315	0.2243	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8342
0.3324	0.8598	3320	0.2243	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8376
0.3153	0.8611	3325	0.2255	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.322	0.8624	3330	0.2257	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8316
0.3991	0.8637	3335	0.2250	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.4041	0.8650	3340	0.2262	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.2992	0.8663	3345	0.2270	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8313
0.3549	0.8676	3350	0.2267	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.2997	0.8689	3355	0.2268	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8350
0.2971	0.8702	3360	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8326
0.3836	0.8715	3365	0.2271	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.2309	0.8727	3370	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8321
0.3642	0.8740	3375	0.2274	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.3275	0.8753	3380	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.3223	0.8766	3385	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.2606	0.8779	3390	0.2269	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.3536	0.8792	3395	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.332	0.8805	3400	0.2273	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.2549	0.8818	3405	0.2261	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.3613	0.8831	3410	0.2266	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.2942	0.8844	3415	0.2269	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8345
0.363	0.8857	3420	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8329
0.2947	0.8870	3425	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8311
0.3674	0.8883	3430	0.2280	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.3856	0.8896	3435	0.2283	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8316
0.4424	0.8909	3440	0.2282	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8305
0.3285	0.8922	3445	0.2282	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8303
0.2185	0.8935	3450	0.2287	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.3818	0.8948	3455	0.2288	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8300
0.4453	0.8961	3460	0.2287	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8303
0.225	0.8973	3465	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8308
0.2888	0.8986	3470	0.2287	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8318
0.252	0.8999	3475	0.2289	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8305
0.2338	0.9012	3480	0.2284	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8318
0.317	0.9025	3485	0.2294	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8329
0.2806	0.9038	3490	0.2280	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8308
0.2968	0.9051	3495	0.2280	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8313
0.3419	0.9064	3500	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.2929	0.9077	3505	0.2291	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.3029	0.9090	3510	0.2294	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8305
0.2483	0.9103	3515	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.444	0.9116	3520	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.3122	0.9129	3525	0.2277	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8350
0.3378	0.9142	3530	0.2273	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.314	0.9155	3535	0.2273	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8318
0.3561	0.9168	3540	0.2274	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.2942	0.9181	3545	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8326
0.3138	0.9194	3550	0.2270	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.2341	0.9207	3555	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8311
0.3262	0.9220	3560	0.2267	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.2564	0.9232	3565	0.2261	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.3618	0.9245	3570	0.2277	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.3529	0.9258	3575	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8313
0.3478	0.9271	3580	0.2271	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8373
0.3754	0.9284	3585	0.2277	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.3496	0.9297	3590	0.2273	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8303
0.3672	0.9310	3595	0.2281	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8326
0.321	0.9323	3600	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.4098	0.9336	3605	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8318
0.2378	0.9349	3610	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8345
0.248	0.9362	3615	0.2281	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.2971	0.9375	3620	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.3409	0.9388	3625	0.2269	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8318
0.3358	0.9401	3630	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.3403	0.9414	3635	0.2267	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.2999	0.9427	3640	0.2278	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8313
0.3059	0.9440	3645	0.2281	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.3343	0.9453	3650	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.4361	0.9466	3655	0.2281	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.2859	0.9478	3660	0.2278	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.3317	0.9491	3665	0.2277	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.3255	0.9504	3670	0.2293	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.2971	0.9517	3675	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.2203	0.9530	3680	0.2282	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8298
0.3149	0.9543	3685	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.2911	0.9556	3690	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8316
0.3035	0.9569	3695	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8358
0.3141	0.9582	3700	0.2267	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8345
0.2557	0.9595	3705	0.2265	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8342
0.402	0.9608	3710	0.2280	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8342
0.2705	0.9621	3715	0.2274	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8326
0.3006	0.9634	3720	0.2264	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.328	0.9647	3725	0.2268	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.3936	0.9660	3730	0.2267	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8329
0.3143	0.9673	3735	0.2261	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8326
0.3943	0.9686	3740	0.2279	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8324
0.3129	0.9699	3745	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.3553	0.9712	3750	0.2260	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.2791	0.9725	3755	0.2281	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.2906	0.9737	3760	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8308
0.3012	0.9750	3765	0.2268	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8295
0.3153	0.9763	3770	0.2271	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.2142	0.9776	3775	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8345
0.2568	0.9789	3780	0.2273	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.3061	0.9802	3785	0.2265	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8355
0.3525	0.9815	3790	0.2278	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.3954	0.9828	3795	0.2278	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8342
0.2347	0.9841	3800	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8334
0.3124	0.9854	3805	0.2266	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8292
0.3212	0.9867	3810	0.2264	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8347
0.2936	0.9880	3815	0.2280	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8326
0.3691	0.9893	3820	0.2271	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.2809	0.9906	3825	0.2278	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8337
0.263	0.9919	3830	0.2274	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8339
0.2528	0.9932	3835	0.2266	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8379
0.3202	0.9945	3840	0.2281	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8313
0.3664	0.9958	3845	0.2272	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.2828	0.9971	3850	0.2276	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8342
0.3699	0.9983	3855	0.2277	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8332
0.3282	0.9996	3860	0.2275	0.8774	0.9375	0.9036	0.7826	0.6923	0.9202	0.7347	0.8431	0.8313

Framework versions

Transformers 4.46.0
Pytorch 2.4.0+cu118
Datasets 3.0.0
Tokenizers 0.20.1

Как запустить

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

GPU в ailist

vLLM

Можно запустить

Подбираем GPU…

Класс архитектуры: Qwen2ForCausalLM
Ревизия весов: e84adf7

Характеристики

Ссылки

prm800k_qwen_fulltune

Бенчмарки

Тесты пользователейпока нет

Добавьте модель в бенчмарк

Опишите свои задачи

Запустите и опубликуйте

Публичные оценки

Что умеет модель

Сценарии применения

Ограничения

Для каких профессий подходит3

Карточка модели

prm800k_qwen_fulltune

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Как запустить