Характеристики

Контекст: 131 072 токена
Параметры: 7,5 млрд
Размер весов: 16,1 ГБ
Лицензия: Llama 3.1
Архитектура: llama · dense
Базовая модель: Llama-3.1-8B-Instruct
Библиотека: transformers
Опубликована: 27 дек 2024

Ссылки

Hugging Face

prm800k_llama_fulltune

Daewon0808

Генерация текстаТекст → текст5 профессий

Дообученная Llama 3.1 8B Instruct для оценки шагов рассуждений и решений задач.

22скачиваний за 30 дней0лайковвеса обновлены29 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 дообучил Meta Llama 3.1 8B Instruct на 7,5 млрд параметров; веса доступны в формате safetensors. По названию репозитория и приведённым метрикам PRM модель предназначена для оценки шагов в решениях задач и проверки корректности рассуждений. В README указаны accuracy 0,8491 и F1 0,9059 на оценочном наборе, однако описание набора данных и подробности оценки отсутствуют.

Модель принимает текст и генерирует текст; метаданные указывают на диалоговые возможности, контекст до 131 072 токенов и поддержку интерфейса вызова инструментов. Базовая модель поддерживает многоязычные диалоги, но языки обучения этой производной модели не описаны. Условия использования наследуются от лицензии Llama 3.1.

Сценарии применения

оценка корректности отдельных шагов решения
проверка рассуждений в ответах языковой модели
ранжирование вариантов решения по качеству
автоматическая оценка решений в задачах с пошаговым выводом

Ограничения

В README не описаны обучающий набор данных и подробности протокола оценки, поэтому приведённые метрики нельзя уверенно переносить на другие задачи. Языки обучения этой версии не указаны.

Для каких профессий подходит5

Разделы каталога профессий, в задачах которых используется эта модель

Все профессии

II.10Разработка и данныеРазработка и эксплуатация AI/ML-системAI помогает создавать, оценивать, развёртывать и контролировать AI/ML-системы на всём жизненном цикле.30 задач49 000моделей I.2Универсальные способностиСинтез, понимание и проверка знанийAI помогает сжимать, сопоставлять и критически проверять знания без потери существенного контекста.18 задач42 341модель II.4Разработка и данныеОтладка, тестирование и качество ПОAI помогает находить дефекты, строить проверки и повышать надёжность программного продукта.25 задач13 978моделей I.11Универсальные способностиКлассификация, ранжирование и сопоставлениеAI помогает распределять объекты по категориям, устанавливать соответствия и определять порядок обработки.15 задач26 736моделей

Также подходит для

I.14Автоматизация процессов и AI-агенты

Карточка модели

README от автора на Hugging Face, как он его опубликовал

Открыть на Hugging Face

prm800k_llama_fulltune

This model is a fine-tuned version of meta-llama/Llama-3.1-8B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.3303
Prm accuracy: 0.8491
Prm precision: 0.8851
Prm recall: 0.9277
Prm specificty: 0.5652
Prm npv: 0.6842
Prm f1: 0.9059
Prm f1 neg: 0.6190
Prm f1 auc: 0.7465
Prm f1 auc (fixed): 0.8876

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: 1
eval_batch_size: 4
seed: 908932403
distributed_type: multi-GPU
num_devices: 8
gradient_accumulation_steps: 16
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	2.4183	0.2170	0.0	0.0	1.0	0.2170	0.0	0.3566	0.5	0.5406
2.402	0.0013	5	2.4242	0.2170	0.0	0.0	1.0	0.2170	0.0	0.3566	0.5	0.5388
2.3912	0.0026	10	2.4195	0.2170	0.0	0.0	1.0	0.2170	0.0	0.3566	0.5	0.5406
1.9656	0.0039	15	2.4064	0.2170	0.0	0.0	1.0	0.2170	0.0	0.3566	0.5	0.5430
2.4037	0.0052	20	2.3720	0.2170	0.0	0.0	1.0	0.2170	0.0	0.3566	0.5	0.5393
2.2229	0.0064	25	2.3099	0.2170	0.0	0.0	1.0	0.2170	0.0	0.3566	0.5	0.5435
2.0505	0.0077	30	2.2018	0.2170	0.0	0.0	1.0	0.2170	0.0	0.3566	0.5	0.5380
1.8872	0.0090	35	2.0501	0.2170	0.0	0.0	1.0	0.2170	0.0	0.3566	0.5	0.5430
1.5108	0.0103	40	1.6542	0.2264	0.6667	0.0241	0.9565	0.2136	0.0465	0.3492	0.4903	0.5443
1.441	0.0116	45	1.5106	0.2453	0.8	0.0482	0.9565	0.2178	0.0909	0.3548	0.5024	0.5437
0.9441	0.0129	50	0.9128	0.5377	0.7833	0.5663	0.4348	0.2174	0.6573	0.2899	0.5005	0.5464
0.7428	0.0142	55	0.8384	0.7170	0.7978	0.8554	0.2174	0.2941	0.8256	0.25	0.5364	0.5584
0.6675	0.0155	60	0.8218	0.6887	0.7907	0.8193	0.2174	0.25	0.8047	0.2326	0.5183	0.5812
0.7142	0.0167	65	0.8148	0.6887	0.7907	0.8193	0.2174	0.25	0.8047	0.2326	0.5183	0.6061
0.6989	0.0180	70	0.8088	0.6415	0.7778	0.7590	0.2174	0.2	0.7683	0.2083	0.4882	0.6341
0.5535	0.0193	75	0.7813	0.6792	0.7952	0.7952	0.2609	0.2609	0.7952	0.2609	0.5280	0.6624
0.7116	0.0206	80	0.7361	0.7264	0.8	0.8675	0.2174	0.3125	0.8324	0.2564	0.5424	0.7064
0.5911	0.0219	85	0.6919	0.7547	0.8276	0.8675	0.3478	0.4211	0.8471	0.3810	0.6076	0.7420
0.6673	0.0232	90	0.6848	0.7642	0.8625	0.8313	0.5217	0.4615	0.8466	0.4898	0.6765	0.7522
0.6204	0.0245	95	0.6879	0.7830	0.8571	0.8675	0.4783	0.5	0.8623	0.4889	0.6729	0.7452
0.5897	0.0258	100	0.6826	0.7642	0.8295	0.8795	0.3478	0.4444	0.8538	0.3902	0.6137	0.7373
0.573	0.0270	105	0.6591	0.7736	0.8391	0.8795	0.3913	0.4737	0.8588	0.4286	0.6354	0.7682
0.55	0.0283	110	0.6270	0.7925	0.8675	0.8675	0.5217	0.5217	0.8675	0.5217	0.6946	0.7988
0.555	0.0296	115	0.6040	0.8019	0.8780	0.8675	0.5652	0.5417	0.8727	0.5532	0.7163	0.8214
0.5097	0.0309	120	0.5911	0.8019	0.8605	0.8916	0.4783	0.55	0.8757	0.5116	0.6849	0.8206
0.5674	0.0322	125	0.6223	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.7829
0.4673	0.0335	130	0.6098	0.8019	0.8523	0.9036	0.4348	0.5556	0.8772	0.4878	0.6692	0.7666
0.5308	0.0348	135	0.5951	0.7925	0.8280	0.9277	0.3043	0.5385	0.875	0.3889	0.6160	0.7928
0.4568	0.0361	140	0.5634	0.7925	0.8675	0.8675	0.5217	0.5217	0.8675	0.5217	0.6946	0.8216
0.4926	0.0374	145	0.5657	0.8019	0.8605	0.8916	0.4783	0.55	0.8757	0.5116	0.6849	0.8054
0.4722	0.0386	150	0.5702	0.8019	0.8370	0.9277	0.3478	0.5714	0.88	0.4324	0.6378	0.8078
0.5006	0.0399	155	0.5614	0.7925	0.8861	0.8434	0.6087	0.5185	0.8642	0.56	0.7260	0.8235
0.5007	0.0412	160	0.5539	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.8193
0.4945	0.0425	165	0.5422	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8164
0.496	0.0438	170	0.5731	0.7830	0.8488	0.8795	0.4348	0.5	0.8639	0.4651	0.6572	0.7892
0.5088	0.0451	175	0.5772	0.7736	0.8391	0.8795	0.3913	0.4737	0.8588	0.4286	0.6354	0.7839
0.5202	0.0464	180	0.5567	0.8113	0.8539	0.9157	0.4348	0.5882	0.8837	0.5	0.6752	0.8146
0.4419	0.0477	185	0.5591	0.7642	0.8625	0.8313	0.5217	0.4615	0.8466	0.4898	0.6765	0.8222
0.5157	0.0489	190	0.5440	0.7925	0.8675	0.8675	0.5217	0.5217	0.8675	0.5217	0.6946	0.8130
0.4916	0.0502	195	0.5768	0.7453	0.8684	0.7952	0.5652	0.4333	0.8302	0.4906	0.6802	0.7808
0.4172	0.0515	200	0.5704	0.7830	0.8571	0.8675	0.4783	0.5	0.8623	0.4889	0.6729	0.7562
0.4321	0.0528	205	0.5444	0.7642	0.8537	0.8434	0.4783	0.4583	0.8485	0.4681	0.6608	0.7910
0.4774	0.0541	210	0.5514	0.7642	0.8718	0.8193	0.5652	0.4643	0.8447	0.5098	0.6922	0.8098
0.4112	0.0554	215	0.5246	0.7925	0.8588	0.8795	0.4783	0.5238	0.8690	0.5	0.6789	0.8125
0.4728	0.0567	220	0.6100	0.7358	0.8313	0.8313	0.3913	0.3913	0.8313	0.3913	0.6113	0.7483
0.4373	0.0580	225	0.6735	0.6415	0.8358	0.6747	0.5217	0.3077	0.7467	0.3871	0.5982	0.7386
0.6191	0.0592	230	0.5636	0.7736	0.8242	0.9036	0.3043	0.4667	0.8621	0.3684	0.6040	0.8091
0.4375	0.0605	235	0.5414	0.7642	0.8919	0.7952	0.6522	0.4688	0.8408	0.5455	0.7237	0.8376
0.466	0.0618	240	0.5359	0.7642	0.8919	0.7952	0.6522	0.4688	0.8408	0.5455	0.7237	0.8274
0.4541	0.0631	245	0.5321	0.7736	0.8831	0.8193	0.6087	0.4828	0.85	0.5385	0.7140	0.8180
0.4835	0.0644	250	0.5274	0.7736	0.8554	0.8554	0.4783	0.4783	0.8554	0.4783	0.6668	0.8332
0.5002	0.0657	255	0.5161	0.7830	0.8659	0.8554	0.5217	0.5	0.8606	0.5106	0.6886	0.8324
0.5411	0.0670	260	0.5746	0.7453	0.9	0.7590	0.6957	0.4444	0.8235	0.5424	0.7273	0.8093
0.4657	0.0683	265	0.5168	0.7736	0.8734	0.8313	0.5652	0.4815	0.8519	0.52	0.6983	0.8224
0.4689	0.0696	270	0.5220	0.7830	0.875	0.8434	0.5652	0.5	0.8589	0.5306	0.7043	0.8177
0.4146	0.0708	275	0.5374	0.7453	0.8684	0.7952	0.5652	0.4333	0.8302	0.4906	0.6802	0.8033
0.504	0.0721	280	0.5187	0.7453	0.8784	0.7831	0.6087	0.4375	0.8280	0.5091	0.6959	0.8140
0.4345	0.0734	285	0.4846	0.7830	0.8846	0.8313	0.6087	0.5	0.8571	0.5490	0.7200	0.8258
0.4152	0.0747	290	0.5225	0.7264	0.875	0.7590	0.6087	0.4118	0.8129	0.4912	0.6839	0.7962
0.5402	0.0760	295	0.5341	0.7358	0.8873	0.7590	0.6522	0.4286	0.8182	0.5172	0.7056	0.7860
0.451	0.0773	300	0.5500	0.7453	0.8415	0.8313	0.4348	0.4167	0.8364	0.4255	0.6331	0.7763
0.4601	0.0786	305	0.5403	0.7358	0.8873	0.7590	0.6522	0.4286	0.8182	0.5172	0.7056	0.7818
0.4897	0.0799	310	0.4979	0.7642	0.8718	0.8193	0.5652	0.4643	0.8447	0.5098	0.6922	0.8041
0.3957	0.0811	315	0.5046	0.7170	0.8732	0.7470	0.6087	0.4	0.8052	0.4828	0.6778	0.8007
0.4593	0.0824	320	0.4987	0.7264	0.8649	0.7711	0.5652	0.4062	0.8153	0.4727	0.6682	0.7952
0.4228	0.0837	325	0.5015	0.7358	0.8767	0.7711	0.6087	0.4242	0.8205	0.5	0.6899	0.7970
0.4059	0.0850	330	0.4907	0.7642	0.8537	0.8434	0.4783	0.4583	0.8485	0.4681	0.6608	0.8049
0.4831	0.0863	335	0.5183	0.7264	0.8857	0.7470	0.6522	0.4167	0.8105	0.5085	0.6996	0.8017
0.5011	0.0876	340	0.4636	0.7830	0.8571	0.8675	0.4783	0.5	0.8623	0.4889	0.6729	0.8274
0.4312	0.0889	345	0.4622	0.7642	0.8919	0.7952	0.6522	0.4688	0.8408	0.5455	0.7237	0.8279
0.4772	0.0902	350	0.4842	0.7642	0.8452	0.8554	0.4348	0.4545	0.8503	0.4444	0.6451	0.8015
0.3951	0.0914	355	0.4450	0.7547	0.88	0.7952	0.6087	0.4516	0.8354	0.5185	0.7019	0.8235
0.3948	0.0927	360	0.4456	0.7547	0.88	0.7952	0.6087	0.4516	0.8354	0.5185	0.7019	0.8156
0.5416	0.0940	365	0.5189	0.7170	0.8533	0.7711	0.5217	0.3871	0.8101	0.4444	0.6464	0.7624
0.4922	0.0953	370	0.4846	0.7264	0.8462	0.7952	0.4783	0.3929	0.8199	0.4314	0.6367	0.7844
0.4291	0.0966	375	0.4914	0.7170	0.8442	0.7831	0.4783	0.3793	0.8125	0.4231	0.6307	0.7779
0.4144	0.0979	380	0.4846	0.7170	0.8354	0.7952	0.4348	0.3704	0.8148	0.4	0.6150	0.7844
0.4247	0.0992	385	0.5149	0.7170	0.8955	0.7229	0.6957	0.4103	0.8	0.5161	0.7093	0.7742
0.4139	0.1005	390	0.4781	0.7547	0.8434	0.8434	0.4348	0.4348	0.8434	0.4348	0.6391	0.7876
0.4385	0.1018	395	0.4992	0.6981	0.84	0.7590	0.4783	0.3548	0.7975	0.4074	0.6186	0.7656
0.3952	0.1030	400	0.5110	0.7264	0.8293	0.8193	0.3913	0.375	0.8242	0.3830	0.6053	0.7596
0.4054	0.1043	405	0.4934	0.7264	0.8553	0.7831	0.5217	0.4	0.8176	0.4528	0.6524	0.7768
0.394	0.1056	410	0.4560	0.7453	0.8415	0.8313	0.4348	0.4167	0.8364	0.4255	0.6331	0.8004
0.4103	0.1069	415	0.5106	0.7170	0.9344	0.6867	0.8261	0.4222	0.7917	0.5588	0.7564	0.8070
0.5192	0.1082	420	0.4449	0.7358	0.8313	0.8313	0.3913	0.3913	0.8313	0.3913	0.6113	0.8159
0.3841	0.1095	425	0.4485	0.7642	0.8718	0.8193	0.5652	0.4643	0.8447	0.5098	0.6922	0.8229
0.4419	0.1108	430	0.4440	0.7642	0.8718	0.8193	0.5652	0.4643	0.8447	0.5098	0.6922	0.8313
0.3641	0.1121	435	0.4380	0.7736	0.8642	0.8434	0.5217	0.48	0.8537	0.5	0.6826	0.8447
0.3839	0.1133	440	0.4343	0.7642	0.8625	0.8313	0.5217	0.4615	0.8466	0.4898	0.6765	0.8489
0.3835	0.1146	445	0.4342	0.7547	0.88	0.7952	0.6087	0.4516	0.8354	0.5185	0.7019	0.8431
0.4345	0.1159	450	0.4376	0.7736	0.8642	0.8434	0.5217	0.48	0.8537	0.5	0.6826	0.8421
0.4758	0.1172	455	0.4445	0.7547	0.8608	0.8193	0.5217	0.4444	0.8395	0.48	0.6705	0.8394
0.3932	0.1185	460	0.4644	0.7642	0.9028	0.7831	0.6957	0.4706	0.8387	0.5614	0.7394	0.8279
0.3594	0.1198	465	0.4948	0.7642	0.8625	0.8313	0.5217	0.4615	0.8466	0.4898	0.6765	0.8096
0.4264	0.1211	470	0.4865	0.7736	0.9041	0.7952	0.6957	0.4848	0.8462	0.5714	0.7454	0.8101
0.3738	0.1224	475	0.4310	0.8019	0.9079	0.8313	0.6957	0.5333	0.8679	0.6038	0.7635	0.8237
0.421	0.1236	480	0.4328	0.7925	0.8675	0.8675	0.5217	0.5217	0.8675	0.5217	0.6946	0.8263
0.4172	0.1249	485	0.4902	0.7264	0.9091	0.7229	0.7391	0.425	0.8054	0.5397	0.7310	0.8206
0.4219	0.1262	490	0.4261	0.7925	0.8861	0.8434	0.6087	0.5185	0.8642	0.56	0.7260	0.8193
0.3889	0.1275	495	0.4140	0.8019	0.8780	0.8675	0.5652	0.5417	0.8727	0.5532	0.7163	0.8258
0.409	0.1288	500	0.4281	0.7736	0.9275	0.7711	0.7826	0.4865	0.8421	0.6	0.7768	0.8379
0.3302	0.1301	505	0.3853	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8410
0.3629	0.1314	510	0.3956	0.8113	0.9091	0.8434	0.6957	0.5517	0.875	0.6154	0.7695	0.8415
0.3636	0.1327	515	0.4095	0.8113	0.9091	0.8434	0.6957	0.5517	0.875	0.6154	0.7695	0.8444
0.3963	0.1339	520	0.3869	0.8208	0.9103	0.8554	0.6957	0.5714	0.8820	0.6275	0.7755	0.8489
0.4552	0.1352	525	0.3953	0.7830	0.8659	0.8554	0.5217	0.5	0.8606	0.5106	0.6886	0.8601
0.3152	0.1365	530	0.3675	0.7736	0.8642	0.8434	0.5217	0.48	0.8537	0.5	0.6826	0.8782
0.3878	0.1378	535	0.3752	0.7830	0.9167	0.7952	0.7391	0.5	0.8516	0.5965	0.7672	0.8795
0.3638	0.1391	540	0.3752	0.7736	0.8933	0.8072	0.6522	0.4839	0.8481	0.5556	0.7297	0.8654
0.3646	0.1404	545	0.3893	0.7736	0.8642	0.8434	0.5217	0.48	0.8537	0.5	0.6826	0.8541
0.4395	0.1417	550	0.4148	0.7547	0.9130	0.7590	0.7391	0.4595	0.8289	0.5667	0.7491	0.8290
0.3965	0.1430	555	0.3980	0.7642	0.8625	0.8313	0.5217	0.4615	0.8466	0.4898	0.6765	0.8347
0.3798	0.1443	560	0.4434	0.7830	0.9286	0.7831	0.7826	0.5	0.8497	0.6102	0.7829	0.8235
0.4103	0.1455	565	0.4262	0.7736	0.8471	0.8675	0.4348	0.4762	0.8571	0.4545	0.6511	0.8339
0.3741	0.1468	570	0.3911	0.7925	0.8765	0.8554	0.5652	0.52	0.8659	0.5417	0.7103	0.8512
0.4197	0.1481	575	0.3902	0.7925	0.8765	0.8554	0.5652	0.52	0.8659	0.5417	0.7103	0.8444
0.4768	0.1494	580	0.4010	0.7736	0.9041	0.7952	0.6957	0.4848	0.8462	0.5714	0.7454	0.8392
0.3457	0.1507	585	0.4176	0.7925	0.8588	0.8795	0.4783	0.5238	0.8690	0.5	0.6789	0.8387
0.437	0.1520	590	0.4229	0.7642	0.8718	0.8193	0.5652	0.4643	0.8447	0.5098	0.6922	0.8318
0.3508	0.1533	595	0.3975	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8444
0.3985	0.1546	600	0.3766	0.8208	0.9103	0.8554	0.6957	0.5714	0.8820	0.6275	0.7755	0.8580
0.3831	0.1558	605	0.3778	0.8302	0.9114	0.8675	0.6957	0.5926	0.8889	0.64	0.7816	0.8594
0.4736	0.1571	610	0.3785	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8625
0.5239	0.1584	615	0.3708	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8719
0.4432	0.1597	620	0.3630	0.8113	0.9091	0.8434	0.6957	0.5517	0.875	0.6154	0.7695	0.8777
0.3978	0.1610	625	0.4023	0.8208	0.8556	0.9277	0.4348	0.625	0.8902	0.5128	0.6812	0.8774
0.4202	0.1623	630	0.3852	0.8113	0.92	0.8313	0.7391	0.5484	0.8734	0.6296	0.7852	0.8724
0.4682	0.1636	635	0.4054	0.7925	0.8675	0.8675	0.5217	0.5217	0.8675	0.5217	0.6946	0.8651
0.4159	0.1649	640	0.4164	0.7830	0.9054	0.8072	0.6957	0.5	0.8535	0.5818	0.7514	0.8596
0.3716	0.1661	645	0.4086	0.7642	0.8718	0.8193	0.5652	0.4643	0.8447	0.5098	0.6922	0.8573
0.4299	0.1674	650	0.4043	0.7830	0.8846	0.8313	0.6087	0.5	0.8571	0.5490	0.7200	0.8588
0.3573	0.1687	655	0.4061	0.7830	0.8846	0.8313	0.6087	0.5	0.8571	0.5490	0.7200	0.8575
0.5262	0.1700	660	0.3973	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.8669
0.3865	0.1713	665	0.3912	0.7547	0.9014	0.7711	0.6957	0.4571	0.8312	0.5517	0.7334	0.8790
0.4587	0.1726	670	0.3733	0.7830	0.8947	0.8193	0.6522	0.5	0.8553	0.5660	0.7357	0.8793
0.3987	0.1739	675	0.3694	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.8811
0.4506	0.1752	680	0.3567	0.7830	0.9167	0.7952	0.7391	0.5	0.8516	0.5965	0.7672	0.8764
0.3626	0.1765	685	0.3626	0.7736	0.9041	0.7952	0.6957	0.4848	0.8462	0.5714	0.7454	0.8732
0.4138	0.1777	690	0.3711	0.7736	0.9041	0.7952	0.6957	0.4848	0.8462	0.5714	0.7454	0.8738
0.3349	0.1790	695	0.3625	0.7830	0.8947	0.8193	0.6522	0.5	0.8553	0.5660	0.7357	0.8779
0.3786	0.1803	700	0.3433	0.7925	0.8961	0.8313	0.6522	0.5172	0.8625	0.5769	0.7417	0.8884
0.3878	0.1816	705	0.3373	0.7925	0.9067	0.8193	0.6957	0.5161	0.8608	0.5926	0.7575	0.8892
0.3612	0.1829	710	0.3591	0.7830	0.9054	0.8072	0.6957	0.5	0.8535	0.5818	0.7514	0.8798
0.4144	0.1842	715	0.3855	0.7830	0.9167	0.7952	0.7391	0.5	0.8516	0.5965	0.7672	0.8662
0.3835	0.1855	720	0.3934	0.8019	0.8605	0.8916	0.4783	0.55	0.8757	0.5116	0.6849	0.8583
0.3547	0.1868	725	0.4013	0.7830	0.8659	0.8554	0.5217	0.5	0.8606	0.5106	0.6886	0.8507
0.3996	0.1880	730	0.3811	0.7830	0.8846	0.8313	0.6087	0.5	0.8571	0.5490	0.7200	0.8583
0.4807	0.1893	735	0.3792	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8656
0.4267	0.1906	740	0.3750	0.7830	0.8947	0.8193	0.6522	0.5	0.8553	0.5660	0.7357	0.8664
0.4233	0.1919	745	0.3555	0.8019	0.8974	0.8434	0.6522	0.5357	0.8696	0.5882	0.7478	0.8740
0.3267	0.1932	750	0.3835	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8772
0.4284	0.1945	755	0.3775	0.7925	0.8861	0.8434	0.6087	0.5185	0.8642	0.56	0.7260	0.8628
0.3603	0.1958	760	0.3964	0.7925	0.8861	0.8434	0.6087	0.5185	0.8642	0.56	0.7260	0.8465
0.4747	0.1971	765	0.4147	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8394
0.443	0.1983	770	0.3903	0.8396	0.9024	0.8916	0.6522	0.625	0.8970	0.6383	0.7719	0.8523
0.4344	0.1996	775	0.3763	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8609
0.4224	0.2009	780	0.3735	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8638
0.467	0.2022	785	0.3662	0.7925	0.8961	0.8313	0.6522	0.5172	0.8625	0.5769	0.7417	0.8669
0.4358	0.2035	790	0.3741	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8601
0.3727	0.2048	795	0.3735	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8591
0.3995	0.2061	800	0.3632	0.8396	0.9024	0.8916	0.6522	0.625	0.8970	0.6383	0.7719	0.8675
0.4056	0.2074	805	0.3655	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8656
0.3616	0.2087	810	0.3527	0.8019	0.9079	0.8313	0.6957	0.5333	0.8679	0.6038	0.7635	0.8649
0.4304	0.2099	815	0.3608	0.8491	0.8941	0.9157	0.6087	0.6667	0.9048	0.6364	0.7622	0.8594
0.4115	0.2112	820	0.3769	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8423
0.3726	0.2125	825	0.3797	0.8396	0.9024	0.8916	0.6522	0.625	0.8970	0.6383	0.7719	0.8355
0.3459	0.2138	830	0.3534	0.8302	0.9114	0.8675	0.6957	0.5926	0.8889	0.64	0.7816	0.8559
0.4927	0.2151	835	0.3673	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8641
0.4451	0.2164	840	0.3523	0.8302	0.9114	0.8675	0.6957	0.5926	0.8889	0.64	0.7816	0.8745
0.3951	0.2177	845	0.3600	0.8491	0.9036	0.9036	0.6522	0.6522	0.9036	0.6522	0.7779	0.8753
0.4315	0.2190	850	0.3443	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8772
0.3963	0.2202	855	0.3599	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8622
0.313	0.2215	860	0.3728	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8463
0.2756	0.2228	865	0.3889	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8410
0.3261	0.2241	870	0.3876	0.8396	0.9024	0.8916	0.6522	0.625	0.8970	0.6383	0.7719	0.8478
0.4006	0.2254	875	0.3630	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8473
0.362	0.2267	880	0.3566	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8520
0.3969	0.2280	885	0.3744	0.8868	0.9080	0.9518	0.6522	0.7895	0.9294	0.7143	0.8020	0.8567
0.3845	0.2293	890	0.3542	0.8491	0.9036	0.9036	0.6522	0.6522	0.9036	0.6522	0.7779	0.8633
0.4255	0.2305	895	0.3500	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8693
0.383	0.2318	900	0.4012	0.8491	0.8681	0.9518	0.4783	0.7333	0.9080	0.5789	0.7150	0.8638
0.516	0.2331	905	0.3793	0.8585	0.8953	0.9277	0.6087	0.7	0.9112	0.6512	0.7682	0.8552
0.3996	0.2344	910	0.3793	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8494
0.427	0.2357	915	0.4075	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8491
0.4367	0.2370	920	0.3717	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8533
0.3904	0.2383	925	0.3507	0.7925	0.9067	0.8193	0.6957	0.5161	0.8608	0.5926	0.7575	0.8633
0.3712	0.2396	930	0.3514	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8824
0.4077	0.2409	935	0.3493	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8766
0.3887	0.2421	940	0.3598	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8630
0.3529	0.2434	945	0.3646	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8617
0.4239	0.2447	950	0.3537	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8649
0.4201	0.2460	955	0.3404	0.8208	0.9103	0.8554	0.6957	0.5714	0.8820	0.6275	0.7755	0.8709
0.3675	0.2473	960	0.3447	0.8491	0.8941	0.9157	0.6087	0.6667	0.9048	0.6364	0.7622	0.8719
0.3732	0.2486	965	0.3282	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8740
0.4331	0.2499	970	0.3213	0.8208	0.9103	0.8554	0.6957	0.5714	0.8820	0.6275	0.7755	0.8811
0.3637	0.2512	975	0.3276	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8795
0.4258	0.2524	980	0.3447	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8811
0.3663	0.2537	985	0.3225	0.8302	0.9114	0.8675	0.6957	0.5926	0.8889	0.64	0.7816	0.8840
0.363	0.2550	990	0.3076	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8939
0.3337	0.2563	995	0.3005	0.8302	0.9114	0.8675	0.6957	0.5926	0.8889	0.64	0.7816	0.8997
0.3968	0.2576	1000	0.3121	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8989
0.4	0.2589	1005	0.3167	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8897
0.4106	0.2602	1010	0.3327	0.8302	0.9221	0.8554	0.7391	0.5862	0.8875	0.6538	0.7973	0.8774
0.4033	0.2615	1015	0.3355	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8855
0.3694	0.2627	1020	0.3324	0.8208	0.9211	0.8434	0.7391	0.5667	0.8805	0.6415	0.7913	0.8696
0.4224	0.2640	1025	0.3273	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8732
0.4713	0.2653	1030	0.3530	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8824
0.3606	0.2666	1035	0.3391	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8845
0.3667	0.2679	1040	0.3433	0.8208	0.9103	0.8554	0.6957	0.5714	0.8820	0.6275	0.7755	0.8837
0.371	0.2692	1045	0.3400	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8827
0.3964	0.2705	1050	0.3801	0.8585	0.8778	0.9518	0.5217	0.75	0.9133	0.6154	0.7368	0.8837
0.4229	0.2718	1055	0.3490	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8832
0.4032	0.2731	1060	0.3481	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8827
0.3131	0.2743	1065	0.3455	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8819
0.358	0.2756	1070	0.3494	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8795
0.2622	0.2769	1075	0.3559	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8730
0.4125	0.2782	1080	0.3629	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8688
0.4288	0.2795	1085	0.3571	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8596
0.3785	0.2808	1090	0.3627	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.8641
0.3495	0.2821	1095	0.3872	0.8113	0.8621	0.9036	0.4783	0.5789	0.8824	0.5238	0.6909	0.8601
0.4395	0.2834	1100	0.3830	0.7830	0.8846	0.8313	0.6087	0.5	0.8571	0.5490	0.7200	0.8405
0.3134	0.2846	1105	0.4069	0.7642	0.8537	0.8434	0.4783	0.4583	0.8485	0.4681	0.6608	0.8318
0.4935	0.2859	1110	0.4522	0.8208	0.8478	0.9398	0.3913	0.6429	0.8914	0.4865	0.6655	0.8316
0.413	0.2872	1115	0.4207	0.7830	0.8571	0.8675	0.4783	0.5	0.8623	0.4889	0.6729	0.8261
0.3103	0.2885	1120	0.4321	0.8113	0.8462	0.9277	0.3913	0.6	0.8851	0.4737	0.6595	0.8376
0.3434	0.2898	1125	0.4030	0.7925	0.8961	0.8313	0.6522	0.5172	0.8625	0.5769	0.7417	0.8368
0.4057	0.2911	1130	0.3996	0.8019	0.8974	0.8434	0.6522	0.5357	0.8696	0.5882	0.7478	0.8300
0.3039	0.2924	1135	0.4296	0.8019	0.8605	0.8916	0.4783	0.55	0.8757	0.5116	0.6849	0.8298
0.4658	0.2937	1140	0.4079	0.8208	0.9	0.8675	0.6522	0.5769	0.8834	0.6122	0.7598	0.8245
0.3508	0.2949	1145	0.4047	0.8019	0.8974	0.8434	0.6522	0.5357	0.8696	0.5882	0.7478	0.8169
0.3735	0.2962	1150	0.4350	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8229
0.3914	0.2975	1155	0.4169	0.7925	0.8861	0.8434	0.6087	0.5185	0.8642	0.56	0.7260	0.8117
0.4038	0.2988	1160	0.4258	0.7736	0.8554	0.8554	0.4783	0.4783	0.8554	0.4783	0.6668	0.8167
0.3962	0.3001	1165	0.4369	0.7925	0.8506	0.8916	0.4348	0.5263	0.8706	0.4762	0.6632	0.8206
0.3823	0.3014	1170	0.4229	0.8019	0.8780	0.8675	0.5652	0.5417	0.8727	0.5532	0.7163	0.8146
0.3748	0.3027	1175	0.4378	0.8019	0.8605	0.8916	0.4783	0.55	0.8757	0.5116	0.6849	0.8012
0.3498	0.3040	1180	0.4444	0.8019	0.8605	0.8916	0.4783	0.55	0.8757	0.5116	0.6849	0.8028
0.3646	0.3053	1185	0.4636	0.7830	0.8488	0.8795	0.4348	0.5	0.8639	0.4651	0.6572	0.8096
0.4483	0.3065	1190	0.4649	0.7547	0.8434	0.8434	0.4348	0.4348	0.8434	0.4348	0.6391	0.8112
0.3717	0.3078	1195	0.4465	0.7547	0.8434	0.8434	0.4348	0.4348	0.8434	0.4348	0.6391	0.8146
0.3687	0.3091	1200	0.4538	0.7547	0.8353	0.8554	0.3913	0.4286	0.8452	0.4091	0.6234	0.8237
0.4613	0.3104	1205	0.4114	0.7642	0.8537	0.8434	0.4783	0.4583	0.8485	0.4681	0.6608	0.8334
0.3461	0.3117	1210	0.4274	0.7642	0.8372	0.8675	0.3913	0.45	0.8521	0.4186	0.6294	0.8311
0.2799	0.3130	1215	0.4193	0.7642	0.8372	0.8675	0.3913	0.45	0.8521	0.4186	0.6294	0.8363
0.3638	0.3143	1220	0.3781	0.7736	0.8642	0.8434	0.5217	0.48	0.8537	0.5	0.6826	0.8523
0.3624	0.3156	1225	0.4166	0.8019	0.8444	0.9157	0.3913	0.5625	0.8786	0.4615	0.6535	0.8449
0.3737	0.3168	1230	0.3821	0.7830	0.8571	0.8675	0.4783	0.5	0.8623	0.4889	0.6729	0.8413
0.342	0.3181	1235	0.3833	0.7925	0.8861	0.8434	0.6087	0.5185	0.8642	0.56	0.7260	0.8329
0.3311	0.3194	1240	0.4109	0.7642	0.8372	0.8675	0.3913	0.45	0.8521	0.4186	0.6294	0.8290
0.5057	0.3207	1245	0.4257	0.7925	0.8427	0.9036	0.3913	0.5294	0.8721	0.45	0.6475	0.8318
0.3819	0.3220	1250	0.4076	0.7830	0.875	0.8434	0.5652	0.5	0.8589	0.5306	0.7043	0.8290
0.3417	0.3233	1255	0.4085	0.7547	0.8434	0.8434	0.4348	0.4348	0.8434	0.4348	0.6391	0.8339
0.3151	0.3246	1260	0.4007	0.7925	0.8506	0.8916	0.4348	0.5263	0.8706	0.4762	0.6632	0.8371
0.3314	0.3259	1265	0.3908	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.8371
0.4088	0.3271	1270	0.3882	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8434
0.4616	0.3284	1275	0.3855	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.8504
0.3316	0.3297	1280	0.3807	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8533
0.3599	0.3310	1285	0.4018	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8596
0.3667	0.3323	1290	0.3860	0.8396	0.8929	0.9036	0.6087	0.6364	0.8982	0.6222	0.7562	0.8554
0.3687	0.3336	1295	0.3906	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8442
0.3206	0.3349	1300	0.3991	0.8019	0.8780	0.8675	0.5652	0.5417	0.8727	0.5532	0.7163	0.8381
0.4156	0.3362	1305	0.4012	0.7925	0.8765	0.8554	0.5652	0.52	0.8659	0.5417	0.7103	0.8358
0.2879	0.3374	1310	0.4057	0.7925	0.8588	0.8795	0.4783	0.5238	0.8690	0.5	0.6789	0.8473
0.3817	0.3387	1315	0.4484	0.8208	0.8556	0.9277	0.4348	0.625	0.8902	0.5128	0.6812	0.8604
0.3692	0.3400	1320	0.4667	0.8396	0.8587	0.9518	0.4348	0.7143	0.9029	0.5405	0.6933	0.8628
0.2943	0.3413	1325	0.4061	0.8019	0.8605	0.8916	0.4783	0.55	0.8757	0.5116	0.6849	0.8669
0.3826	0.3426	1330	0.4068	0.8113	0.8621	0.9036	0.4783	0.5789	0.8824	0.5238	0.6909	0.8751
0.3109	0.3439	1335	0.3965	0.8302	0.8571	0.9398	0.4348	0.6667	0.8966	0.5263	0.6873	0.8761
0.4137	0.3452	1340	0.3946	0.8302	0.8571	0.9398	0.4348	0.6667	0.8966	0.5263	0.6873	0.8769
0.307	0.3465	1345	0.3609	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8779
0.3801	0.3478	1350	0.3768	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8806
0.3575	0.3490	1355	0.4105	0.8302	0.8571	0.9398	0.4348	0.6667	0.8966	0.5263	0.6873	0.8829
0.4157	0.3503	1360	0.3599	0.8491	0.8941	0.9157	0.6087	0.6667	0.9048	0.6364	0.7622	0.8745
0.3056	0.3516	1365	0.3860	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8709
0.3009	0.3529	1370	0.4044	0.8396	0.8667	0.9398	0.4783	0.6875	0.9017	0.5641	0.7090	0.8748
0.3706	0.3542	1375	0.3684	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8714
0.3368	0.3555	1380	0.3609	0.8491	0.8941	0.9157	0.6087	0.6667	0.9048	0.6364	0.7622	0.8730
0.3739	0.3568	1385	0.3547	0.8585	0.8953	0.9277	0.6087	0.7	0.9112	0.6512	0.7682	0.8782
0.3435	0.3581	1390	0.3632	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8800
0.3578	0.3593	1395	0.3481	0.8491	0.9036	0.9036	0.6522	0.6522	0.9036	0.6522	0.7779	0.8790
0.3426	0.3606	1400	0.3831	0.8679	0.8876	0.9518	0.5652	0.7647	0.9186	0.65	0.7585	0.8803
0.4092	0.3619	1405	0.3696	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8769
0.4104	0.3632	1410	0.3517	0.8113	0.9091	0.8434	0.6957	0.5517	0.875	0.6154	0.7695	0.8732
0.4174	0.3645	1415	0.3603	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8761
0.4978	0.3658	1420	0.4500	0.8302	0.8351	0.9759	0.3043	0.7778	0.9	0.4375	0.6401	0.8811
0.4009	0.3671	1425	0.3744	0.8302	0.8652	0.9277	0.4783	0.6471	0.8953	0.55	0.7030	0.8782
0.4457	0.3684	1430	0.3689	0.8113	0.9091	0.8434	0.6957	0.5517	0.875	0.6154	0.7695	0.8722
0.3959	0.3696	1435	0.3935	0.8208	0.8556	0.9277	0.4348	0.625	0.8902	0.5128	0.6812	0.8756
0.2882	0.3709	1440	0.3977	0.8208	0.8556	0.9277	0.4348	0.625	0.8902	0.5128	0.6812	0.8777
0.3228	0.3722	1445	0.3726	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8769
0.3377	0.3735	1450	0.3736	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8811
0.3571	0.3748	1455	0.3561	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8874
0.3172	0.3761	1460	0.3526	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8858
0.3526	0.3774	1465	0.3563	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8800
0.3781	0.3787	1470	0.3561	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8756
0.3863	0.3800	1475	0.3616	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8722
0.3622	0.3812	1480	0.3797	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8774
0.3054	0.3825	1485	0.3819	0.8208	0.8556	0.9277	0.4348	0.625	0.8902	0.5128	0.6812	0.8701
0.4206	0.3838	1490	0.3865	0.8302	0.8652	0.9277	0.4783	0.6471	0.8953	0.55	0.7030	0.8667
0.3527	0.3851	1495	0.3869	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8594
0.319	0.3864	1500	0.3952	0.8208	0.8556	0.9277	0.4348	0.625	0.8902	0.5128	0.6812	0.8667
0.2939	0.3877	1505	0.3835	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8622
0.3062	0.3890	1510	0.3812	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.8683
0.3631	0.3903	1515	0.3757	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8756
0.4595	0.3915	1520	0.3516	0.8396	0.9024	0.8916	0.6522	0.625	0.8970	0.6383	0.7719	0.8824
0.3576	0.3928	1525	0.3596	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8803
0.3184	0.3941	1530	0.4115	0.8585	0.8696	0.9639	0.4783	0.7857	0.9143	0.5946	0.7211	0.8732
0.3171	0.3954	1535	0.4240	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8552
0.4037	0.3967	1540	0.3970	0.8396	0.8929	0.9036	0.6087	0.6364	0.8982	0.6222	0.7562	0.8549
0.3857	0.3980	1545	0.3821	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8554
0.381	0.3993	1550	0.3999	0.8491	0.8941	0.9157	0.6087	0.6667	0.9048	0.6364	0.7622	0.8633
0.3599	0.4006	1555	0.3954	0.8491	0.8941	0.9157	0.6087	0.6667	0.9048	0.6364	0.7622	0.8638
0.4155	0.4018	1560	0.3821	0.8113	0.8889	0.8675	0.6087	0.56	0.8780	0.5833	0.7381	0.8609
0.3233	0.4031	1565	0.3837	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8688
0.4813	0.4044	1570	0.4035	0.8302	0.8495	0.9518	0.3913	0.6923	0.8977	0.5	0.6716	0.8719
0.2816	0.4057	1575	0.3760	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8743
0.4326	0.4070	1580	0.3638	0.8491	0.8941	0.9157	0.6087	0.6667	0.9048	0.6364	0.7622	0.8790
0.3014	0.4083	1585	0.3692	0.8585	0.8953	0.9277	0.6087	0.7	0.9112	0.6512	0.7682	0.8863
0.2682	0.4096	1590	0.3783	0.8585	0.8778	0.9518	0.5217	0.75	0.9133	0.6154	0.7368	0.8874
0.3469	0.4109	1595	0.3479	0.8585	0.8953	0.9277	0.6087	0.7	0.9112	0.6512	0.7682	0.8908
0.4717	0.4122	1600	0.3249	0.8302	0.9012	0.8795	0.6522	0.6	0.8902	0.625	0.7658	0.8937
0.3313	0.4134	1605	0.3273	0.8396	0.9024	0.8916	0.6522	0.625	0.8970	0.6383	0.7719	0.8994
0.2726	0.4147	1610	0.3318	0.8491	0.9036	0.9036	0.6522	0.6522	0.9036	0.6522	0.7779	0.8979
0.4087	0.4160	1615	0.3299	0.8491	0.9036	0.9036	0.6522	0.6522	0.9036	0.6522	0.7779	0.8916
0.326	0.4173	1620	0.3261	0.8491	0.9036	0.9036	0.6522	0.6522	0.9036	0.6522	0.7779	0.8955
0.3205	0.4186	1625	0.3175	0.8585	0.9146	0.9036	0.6957	0.6667	0.9091	0.6809	0.7996	0.8916
0.4096	0.4199	1630	0.3265	0.8491	0.9136	0.8916	0.6957	0.64	0.9024	0.6667	0.7936	0.8905
0.4521	0.4212	1635	0.3312	0.8585	0.9048	0.9157	0.6522	0.6818	0.9102	0.6667	0.7839	0.8926
0.3802	0.4225	1640	0.3475	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8910
0.2765	0.4237	1645	0.3702	0.8396	0.8667	0.9398	0.4783	0.6875	0.9017	0.5641	0.7090	0.8879
0.2994	0.4250	1650	0.3558	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8837
0.3535	0.4263	1655	0.3607	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8766
0.4246	0.4276	1660	0.3644	0.8396	0.8929	0.9036	0.6087	0.6364	0.8982	0.6222	0.7562	0.8654
0.3036	0.4289	1665	0.3633	0.8113	0.8889	0.8675	0.6087	0.56	0.8780	0.5833	0.7381	0.8612
0.2816	0.4302	1670	0.3867	0.8113	0.8539	0.9157	0.4348	0.5882	0.8837	0.5	0.6752	0.8607
0.3937	0.4315	1675	0.3591	0.8019	0.8875	0.8554	0.6087	0.5385	0.8712	0.5714	0.7321	0.8662
0.3493	0.4328	1680	0.3547	0.8113	0.8987	0.8554	0.6522	0.5556	0.8765	0.6	0.7538	0.8711
0.3517	0.4340	1685	0.3674	0.8585	0.8778	0.9518	0.5217	0.75	0.9133	0.6154	0.7368	0.8848
0.3213	0.4353	1690	0.3577	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8882
0.4174	0.4366	1695	0.3705	0.7642	0.9265	0.7590	0.7826	0.4737	0.8344	0.5902	0.7708	0.8717
0.429	0.4379	1700	0.3701	0.7925	0.9296	0.7952	0.7826	0.5143	0.8571	0.6207	0.7889	0.8714
0.3844	0.4392	1705	0.3737	0.8208	0.8556	0.9277	0.4348	0.625	0.8902	0.5128	0.6812	0.8769
0.3729	0.4405	1710	0.3863	0.8208	0.8556	0.9277	0.4348	0.625	0.8902	0.5128	0.6812	0.8756
0.3991	0.4418	1715	0.3629	0.8113	0.92	0.8313	0.7391	0.5484	0.8734	0.6296	0.7852	0.8675
0.3854	0.4431	1720	0.3659	0.7925	0.8961	0.8313	0.6522	0.5172	0.8625	0.5769	0.7417	0.8672
0.2113	0.4444	1725	0.3866	0.8019	0.8523	0.9036	0.4348	0.5556	0.8772	0.4878	0.6692	0.8630
0.3539	0.4456	1730	0.3855	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8641
0.2872	0.4469	1735	0.3746	0.8019	0.8605	0.8916	0.4783	0.55	0.8757	0.5116	0.6849	0.8654
0.3908	0.4482	1740	0.3653	0.7925	0.8861	0.8434	0.6087	0.5185	0.8642	0.56	0.7260	0.8732
0.3748	0.4495	1745	0.3757	0.8113	0.8539	0.9157	0.4348	0.5882	0.8837	0.5	0.6752	0.8803
0.2988	0.4508	1750	0.3680	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8756
0.31	0.4521	1755	0.3652	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8787
0.36	0.4534	1760	0.3655	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8819
0.3475	0.4547	1765	0.3603	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8871
0.4313	0.4559	1770	0.3612	0.8113	0.8706	0.8916	0.5217	0.5714	0.8810	0.5455	0.7067	0.8874
0.4534	0.4572	1775	0.3524	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8887
0.2876	0.4585	1780	0.3470	0.8113	0.8795	0.8795	0.5652	0.5652	0.8795	0.5652	0.7224	0.8924
0.3135	0.4598	1785	0.3470	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8952
0.3132	0.4611	1790	0.3421	0.8019	0.8875	0.8554	0.6087	0.5385	0.8712	0.5714	0.7321	0.8900
0.3193	0.4624	1795	0.3416	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8913
0.3846	0.4637	1800	0.3524	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8905
0.408	0.4650	1805	0.3586	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8845
0.3095	0.4662	1810	0.3692	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8790
0.3876	0.4675	1815	0.3795	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8738
0.3471	0.4688	1820	0.3854	0.8113	0.8706	0.8916	0.5217	0.5714	0.8810	0.5455	0.7067	0.8635
0.3671	0.4701	1825	0.3926	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8594
0.3548	0.4714	1830	0.3927	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8544
0.3817	0.4727	1835	0.3874	0.7830	0.875	0.8434	0.5652	0.5	0.8589	0.5306	0.7043	0.8533
0.4201	0.4740	1840	0.4082	0.8113	0.8621	0.9036	0.4783	0.5789	0.8824	0.5238	0.6909	0.8604
0.3704	0.4753	1845	0.4135	0.8302	0.8652	0.9277	0.4783	0.6471	0.8953	0.55	0.7030	0.8620
0.3185	0.4766	1850	0.3891	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8641
0.3323	0.4778	1855	0.3746	0.8019	0.8875	0.8554	0.6087	0.5385	0.8712	0.5714	0.7321	0.8656
0.3611	0.4791	1860	0.3755	0.8113	0.8889	0.8675	0.6087	0.56	0.8780	0.5833	0.7381	0.8646
0.4048	0.4804	1865	0.3894	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8641
0.3448	0.4817	1870	0.3881	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8656
0.3847	0.4830	1875	0.3809	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8672
0.2915	0.4843	1880	0.4040	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8722
0.3303	0.4856	1885	0.4034	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8751
0.3504	0.4869	1890	0.4103	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8709
0.3831	0.4881	1895	0.3815	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8730
0.3339	0.4894	1900	0.3779	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8669
0.3743	0.4907	1905	0.3910	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8685
0.3391	0.4920	1910	0.3922	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8753
0.4081	0.4933	1915	0.3621	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8764
0.3946	0.4946	1920	0.3613	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8787
0.3585	0.4959	1925	0.3826	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8819
0.3471	0.4972	1930	0.3887	0.8302	0.8652	0.9277	0.4783	0.6471	0.8953	0.55	0.7030	0.8798
0.2986	0.4984	1935	0.3855	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8793
0.4374	0.4997	1940	0.3760	0.8113	0.8889	0.8675	0.6087	0.56	0.8780	0.5833	0.7381	0.8714
0.2904	0.5010	1945	0.3890	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8667
0.4665	0.5023	1950	0.4582	0.7925	0.8211	0.9398	0.2609	0.5455	0.8764	0.3529	0.6003	0.8669
0.2841	0.5036	1955	0.4416	0.8302	0.8571	0.9398	0.4348	0.6667	0.8966	0.5263	0.6873	0.8693
0.3671	0.5049	1960	0.3840	0.8019	0.8780	0.8675	0.5652	0.5417	0.8727	0.5532	0.7163	0.8633
0.3839	0.5062	1965	0.3800	0.7925	0.8861	0.8434	0.6087	0.5185	0.8642	0.56	0.7260	0.8641
0.3481	0.5075	1970	0.3817	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8690
0.4024	0.5088	1975	0.4212	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8727
0.3581	0.5100	1980	0.3865	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8680
0.3977	0.5113	1985	0.3699	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8659
0.4053	0.5126	1990	0.3803	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8651
0.3561	0.5139	1995	0.4030	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8659
0.3085	0.5152	2000	0.3987	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8654
0.4248	0.5165	2005	0.3814	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8675
0.3487	0.5178	2010	0.3726	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8690
0.3711	0.5191	2015	0.3747	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8669
0.4005	0.5203	2020	0.3947	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8643
0.3797	0.5216	2025	0.3900	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8622
0.2988	0.5229	2030	0.3836	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8617
0.4445	0.5242	2035	0.3791	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8667
0.3014	0.5255	2040	0.3816	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8667
0.3094	0.5268	2045	0.4108	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8638
0.3236	0.5281	2050	0.3884	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8633
0.4093	0.5294	2055	0.3760	0.8019	0.8780	0.8675	0.5652	0.5417	0.8727	0.5532	0.7163	0.8588
0.3514	0.5306	2060	0.3929	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8609
0.347	0.5319	2065	0.3846	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8559
0.4321	0.5332	2070	0.3770	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8601
0.2823	0.5345	2075	0.3931	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8559
0.4027	0.5358	2080	0.3843	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8588
0.2637	0.5371	2085	0.4116	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8630
0.4636	0.5384	2090	0.4114	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8649
0.3848	0.5397	2095	0.3693	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8612
0.2583	0.5409	2100	0.3630	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8625
0.3542	0.5422	2105	0.3848	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8601
0.4379	0.5435	2110	0.4011	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8622
0.3062	0.5448	2115	0.3659	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8583
0.3181	0.5461	2120	0.3646	0.8208	0.8902	0.8795	0.6087	0.5833	0.8848	0.5957	0.7441	0.8578
0.3141	0.5474	2125	0.3723	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8596
0.352	0.5487	2130	0.3738	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8630
0.3565	0.5500	2135	0.3782	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8669
0.3461	0.5513	2140	0.3741	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8609
0.3681	0.5525	2145	0.3741	0.8113	0.8706	0.8916	0.5217	0.5714	0.8810	0.5455	0.7067	0.8641
0.3291	0.5538	2150	0.3932	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8635
0.3096	0.5551	2155	0.3714	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8617
0.4049	0.5564	2160	0.3766	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8630
0.378	0.5577	2165	0.3979	0.8302	0.8652	0.9277	0.4783	0.6471	0.8953	0.55	0.7030	0.8683
0.3686	0.5590	2170	0.3800	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8662
0.3201	0.5603	2175	0.3686	0.8113	0.8706	0.8916	0.5217	0.5714	0.8810	0.5455	0.7067	0.8633
0.4344	0.5616	2180	0.3783	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8656
0.3911	0.5628	2185	0.4005	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8617
0.3033	0.5641	2190	0.3857	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8604
0.3469	0.5654	2195	0.3751	0.8113	0.8706	0.8916	0.5217	0.5714	0.8810	0.5455	0.7067	0.8594
0.3133	0.5667	2200	0.3731	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8588
0.325	0.5680	2205	0.3809	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8635
0.4481	0.5693	2210	0.3966	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8604
0.3264	0.5706	2215	0.3808	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8588
0.3644	0.5719	2220	0.3738	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8633
0.3197	0.5731	2225	0.3796	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8594
0.3829	0.5744	2230	0.3940	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8565
0.3284	0.5757	2235	0.3902	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8575
0.3922	0.5770	2240	0.3946	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8523
0.3295	0.5783	2245	0.4006	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8512
0.3484	0.5796	2250	0.3955	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8528
0.4155	0.5809	2255	0.3812	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8570
0.3749	0.5822	2260	0.3781	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8573
0.368	0.5835	2265	0.4030	0.8396	0.8667	0.9398	0.4783	0.6875	0.9017	0.5641	0.7090	0.8549
0.386	0.5847	2270	0.4194	0.8396	0.8667	0.9398	0.4783	0.6875	0.9017	0.5641	0.7090	0.8510
0.3571	0.5860	2275	0.3899	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8502
0.3465	0.5873	2280	0.3781	0.8302	0.8736	0.9157	0.5217	0.6316	0.8941	0.5714	0.7187	0.8554
0.3596	0.5886	2285	0.3818	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8559
0.3866	0.5899	2290	0.3909	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8601
0.4089	0.5912	2295	0.3815	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8638
0.3049	0.5925	2300	0.3549	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8646
0.3299	0.5938	2305	0.3506	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8654
0.3794	0.5950	2310	0.3498	0.8302	0.8916	0.8916	0.6087	0.6087	0.8916	0.6087	0.7501	0.8704
0.3436	0.5963	2315	0.3612	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8690
0.3243	0.5976	2320	0.3590	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8696
0.2859	0.5989	2325	0.3634	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8696
0.3778	0.6002	2330	0.3773	0.8585	0.8778	0.9518	0.5217	0.75	0.9133	0.6154	0.7368	0.8732
0.3405	0.6015	2335	0.3560	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8704
0.3815	0.6028	2340	0.3513	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8659
0.3316	0.6041	2345	0.3627	0.8208	0.8721	0.9036	0.5217	0.6	0.8876	0.5581	0.7127	0.8622
0.3666	0.6053	2350	0.3796	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8638
0.3383	0.6066	2355	0.3904	0.8396	0.8667	0.9398	0.4783	0.6875	0.9017	0.5641	0.7090	0.8575
0.2977	0.6079	2360	0.3845	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8528
0.338	0.6092	2365	0.3889	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8481
0.2856	0.6105	2370	0.4031	0.8113	0.8539	0.9157	0.4348	0.5882	0.8837	0.5	0.6752	0.8431
0.377	0.6118	2375	0.4336	0.8302	0.8571	0.9398	0.4348	0.6667	0.8966	0.5263	0.6873	0.8394
0.3363	0.6131	2380	0.4224	0.8302	0.8571	0.9398	0.4348	0.6667	0.8966	0.5263	0.6873	0.8434
0.3891	0.6144	2385	0.3949	0.8113	0.8621	0.9036	0.4783	0.5789	0.8824	0.5238	0.6909	0.8392
0.3405	0.6157	2390	0.4038	0.8302	0.8652	0.9277	0.4783	0.6471	0.8953	0.55	0.7030	0.8402
0.3433	0.6169	2395	0.4208	0.8302	0.8571	0.9398	0.4348	0.6667	0.8966	0.5263	0.6873	0.8394
0.3465	0.6182	2400	0.4336	0.8396	0.8587	0.9518	0.4348	0.7143	0.9029	0.5405	0.6933	0.8400
0.3185	0.6195	2405	0.4201	0.8396	0.8587	0.9518	0.4348	0.7143	0.9029	0.5405	0.6933	0.8442
0.3578	0.6208	2410	0.4000	0.8491	0.8681	0.9518	0.4783	0.7333	0.9080	0.5789	0.7150	0.8470
0.3382	0.6221	2415	0.3933	0.8302	0.8652	0.9277	0.4783	0.6471	0.8953	0.55	0.7030	0.8531
0.3768	0.6234	2420	0.3798	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8596
0.3073	0.6247	2425	0.3815	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8567
0.3273	0.6260	2430	0.3787	0.8208	0.8636	0.9157	0.4783	0.6111	0.8889	0.5366	0.6970	0.8601
0.2413	0.6272	2435	0.3718	0.8396	0.8667	0.9398	0.4783	0.6875	0.9017	0.5641	0.7090	0.8651
0.2826	0.6285	2440	0.3844	0.8585	0.8696	0.9639	0.4783	0.7857	0.9143	0.5946	0.7211	0.8743
0.3427	0.6298	2445	0.3750	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8774
0.2628	0.6311	2450	0.3538	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8795
0.2892	0.6324	2455	0.3533	0.8585	0.8778	0.9518	0.5217	0.75	0.9133	0.6154	0.7368	0.8866
0.2897	0.6337	2460	0.3626	0.8491	0.8681	0.9518	0.4783	0.7333	0.9080	0.5789	0.7150	0.8884
0.3011	0.6350	2465	0.3668	0.8491	0.8681	0.9518	0.4783	0.7333	0.9080	0.5789	0.7150	0.8908
0.3743	0.6363	2470	0.3669	0.8491	0.8681	0.9518	0.4783	0.7333	0.9080	0.5789	0.7150	0.8861
0.3917	0.6375	2475	0.3539	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8863
0.2568	0.6388	2480	0.3596	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8798
0.4075	0.6401	2485	0.3734	0.8302	0.8652	0.9277	0.4783	0.6471	0.8953	0.55	0.7030	0.8779
0.3179	0.6414	2490	0.3642	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8719
0.3516	0.6427	2495	0.3542	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8738
0.2655	0.6440	2500	0.3416	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8793
0.2999	0.6453	2505	0.3442	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8808
0.397	0.6466	2510	0.3348	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8866
0.2856	0.6479	2515	0.3209	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8861
0.4096	0.6491	2520	0.3218	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8887
0.3651	0.6504	2525	0.3244	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8897
0.2785	0.6517	2530	0.3348	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8874
0.3362	0.6530	2535	0.3436	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8871
0.3864	0.6543	2540	0.3411	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8858
0.3527	0.6556	2545	0.3303	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8819
0.3117	0.6569	2550	0.3317	0.8585	0.8953	0.9277	0.6087	0.7	0.9112	0.6512	0.7682	0.8811
0.2775	0.6582	2555	0.3315	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8832
0.3132	0.6594	2560	0.3460	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8832
0.2851	0.6607	2565	0.3255	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8871
0.3449	0.6620	2570	0.3227	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8861
0.3432	0.6633	2575	0.3256	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8897
0.3479	0.6646	2580	0.3271	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8874
0.3447	0.6659	2585	0.3356	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8858
0.3198	0.6672	2590	0.3364	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8910
0.3317	0.6685	2595	0.3372	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8916
0.2696	0.6697	2600	0.3448	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8939
0.3551	0.6710	2605	0.3303	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8965
0.3389	0.6723	2610	0.3231	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8955
0.3811	0.6736	2615	0.3184	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8931
0.2939	0.6749	2620	0.3204	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8926
0.3233	0.6762	2625	0.3313	0.8679	0.8791	0.9639	0.5217	0.8	0.9195	0.6316	0.7428	0.8944
0.2598	0.6775	2630	0.3367	0.8585	0.8778	0.9518	0.5217	0.75	0.9133	0.6154	0.7368	0.8897
0.2962	0.6788	2635	0.3350	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8892
0.3069	0.6801	2640	0.3217	0.8396	0.875	0.9277	0.5217	0.6667	0.9006	0.5854	0.7247	0.8866
0.2945	0.6813	2645	0.3209	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8871
0.325	0.6826	2650	0.3145	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8931
0.3437	0.6839	2655	0.3072	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8905
0.3764	0.6852	2660	0.3084	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8999
0.3309	0.6865	2665	0.3094	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.9031
0.287	0.6878	2670	0.3078	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.9034
0.314	0.6891	2675	0.2978	0.8491	0.8941	0.9157	0.6087	0.6667	0.9048	0.6364	0.7622	0.9044
0.2762	0.6904	2680	0.2989	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.9047
0.2767	0.6916	2685	0.3013	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.9057
0.3169	0.6929	2690	0.3011	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.9034
0.3732	0.6942	2695	0.3036	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.9044
0.3397	0.6955	2700	0.3038	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.9023
0.3578	0.6968	2705	0.3036	0.8585	0.8953	0.9277	0.6087	0.7	0.9112	0.6512	0.7682	0.9015
0.3601	0.6981	2710	0.3020	0.8585	0.8953	0.9277	0.6087	0.7	0.9112	0.6512	0.7682	0.9013
0.379	0.6994	2715	0.3085	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.9010
0.3188	0.7007	2720	0.3102	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8981
0.3211	0.7019	2725	0.3142	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8944
0.2895	0.7032	2730	0.3210	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8889
0.3349	0.7045	2735	0.3168	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8827
0.3331	0.7058	2740	0.3197	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8774
0.3342	0.7071	2745	0.3299	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8800
0.357	0.7084	2750	0.3353	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8795
0.2873	0.7097	2755	0.3327	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8790
0.3098	0.7110	2760	0.3285	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8766
0.377	0.7123	2765	0.3243	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8785
0.3254	0.7135	2770	0.3213	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8774
0.2932	0.7148	2775	0.3272	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8782
0.2667	0.7161	2780	0.3318	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8800
0.2902	0.7174	2785	0.3448	0.8774	0.8889	0.9639	0.5652	0.8125	0.9249	0.6667	0.7645	0.8866
0.3304	0.7187	2790	0.3504	0.8774	0.8889	0.9639	0.5652	0.8125	0.9249	0.6667	0.7645	0.8895
0.2649	0.7200	2795	0.3322	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8850
0.4551	0.7213	2800	0.3191	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8861
0.3036	0.7226	2805	0.3169	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8832
0.3181	0.7238	2810	0.3173	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8840
0.3811	0.7251	2815	0.3163	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8832
0.3117	0.7264	2820	0.3231	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8848
0.2588	0.7277	2825	0.3275	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8908
0.3206	0.7290	2830	0.3278	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8876
0.2556	0.7303	2835	0.3247	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8924
0.363	0.7316	2840	0.3263	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8905
0.3477	0.7329	2845	0.3257	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8937
0.4682	0.7341	2850	0.3281	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8924
0.3298	0.7354	2855	0.3247	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8955
0.4312	0.7367	2860	0.3182	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8944
0.2243	0.7380	2865	0.3202	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8908
0.3566	0.7393	2870	0.3267	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8913
0.3565	0.7406	2875	0.3372	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8882
0.3053	0.7419	2880	0.3382	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8900
0.3184	0.7432	2885	0.3290	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8905
0.355	0.7444	2890	0.3244	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8887
0.4111	0.7457	2895	0.3182	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8900
0.3215	0.7470	2900	0.3174	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8905
0.4032	0.7483	2905	0.3181	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8916
0.3235	0.7496	2910	0.3241	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8918
0.2664	0.7509	2915	0.3280	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8950
0.3667	0.7522	2920	0.3353	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8937
0.354	0.7535	2925	0.3332	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8892
0.3875	0.7548	2930	0.3289	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8892
0.3068	0.7560	2935	0.3265	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8869
0.2951	0.7573	2940	0.3272	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8850
0.296	0.7586	2945	0.3321	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8848
0.3036	0.7599	2950	0.3356	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8855
0.2838	0.7612	2955	0.3349	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8845
0.3022	0.7625	2960	0.3344	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8834
0.3094	0.7638	2965	0.3360	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8816
0.3199	0.7651	2970	0.3381	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8850
0.3841	0.7663	2975	0.3449	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8827
0.4193	0.7676	2980	0.3567	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8814
0.341	0.7689	2985	0.3625	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8811
0.3551	0.7702	2990	0.3676	0.8585	0.8778	0.9518	0.5217	0.75	0.9133	0.6154	0.7368	0.8803
0.294	0.7715	2995	0.3736	0.8585	0.8778	0.9518	0.5217	0.75	0.9133	0.6154	0.7368	0.8819
0.3366	0.7728	3000	0.3652	0.8491	0.8764	0.9398	0.5217	0.7059	0.9070	0.6	0.7307	0.8787
0.2738	0.7741	3005	0.3482	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8819
0.4343	0.7754	3010	0.3433	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8782
0.3214	0.7766	3015	0.3396	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8803
0.2924	0.7779	3020	0.3349	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8808
0.371	0.7792	3025	0.3374	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8821
0.3128	0.7805	3030	0.3386	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8863
0.3587	0.7818	3035	0.3404	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8855
0.3105	0.7831	3040	0.3363	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8863
0.3886	0.7844	3045	0.3309	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8821
0.3189	0.7857	3050	0.3292	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8840
0.3174	0.7870	3055	0.3319	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8850
0.358	0.7882	3060	0.3348	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8842
0.28	0.7895	3065	0.3338	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8850
0.3364	0.7908	3070	0.3294	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8840
0.2429	0.7921	3075	0.3262	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8850
0.3022	0.7934	3080	0.3253	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8855
0.3441	0.7947	3085	0.3257	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8842
0.287	0.7960	3090	0.3277	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8840
0.3424	0.7973	3095	0.3302	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8834
0.3639	0.7985	3100	0.3361	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8819
0.2834	0.7998	3105	0.3378	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8853
0.3266	0.8011	3110	0.3420	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8845
0.3232	0.8024	3115	0.3464	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8819
0.2542	0.8037	3120	0.3414	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8806
0.2871	0.8050	3125	0.3344	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8821
0.2927	0.8063	3130	0.3306	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8793
0.3634	0.8076	3135	0.3306	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8779
0.5215	0.8088	3140	0.3298	0.8208	0.8810	0.8916	0.5652	0.5909	0.8862	0.5778	0.7284	0.8777
0.3614	0.8101	3145	0.3326	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8774
0.4001	0.8114	3150	0.3320	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8814
0.3338	0.8127	3155	0.3339	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8832
0.3734	0.8140	3160	0.3338	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8848
0.3096	0.8153	3165	0.3343	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8824
0.3147	0.8166	3170	0.3353	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8879
0.2613	0.8179	3175	0.3372	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8871
0.2922	0.8192	3180	0.3329	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8858
0.4042	0.8204	3185	0.3287	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8871
0.3299	0.8217	3190	0.3251	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8874
0.407	0.8230	3195	0.3250	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8874
0.3315	0.8243	3200	0.3233	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8855
0.3402	0.8256	3205	0.3228	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8842
0.2778	0.8269	3210	0.3223	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8871
0.245	0.8282	3215	0.3251	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8845
0.3066	0.8295	3220	0.3265	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8876
0.3827	0.8307	3225	0.3333	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8845
0.3336	0.8320	3230	0.3358	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8814
0.3671	0.8333	3235	0.3370	0.8585	0.8864	0.9398	0.5652	0.7222	0.9123	0.6341	0.7525	0.8816
0.2703	0.8346	3240	0.3409	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8800
0.2795	0.8359	3245	0.3433	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8800
0.3502	0.8372	3250	0.3462	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8821
0.2922	0.8385	3255	0.3465	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8772
0.374	0.8398	3260	0.3442	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8785
0.2706	0.8410	3265	0.3412	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8785
0.2961	0.8423	3270	0.3406	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8790
0.3422	0.8436	3275	0.3406	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8772
0.2893	0.8449	3280	0.3395	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8785
0.3699	0.8462	3285	0.3358	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8782
0.3141	0.8475	3290	0.3365	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8800
0.3418	0.8488	3295	0.3338	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8811
0.2966	0.8501	3300	0.3344	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8790
0.2757	0.8514	3305	0.3351	0.8302	0.8824	0.9036	0.5652	0.6190	0.8929	0.5909	0.7344	0.8819
0.3715	0.8526	3310	0.3378	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8837
0.2946	0.8539	3315	0.3399	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8811
0.2893	0.8552	3320	0.3392	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8816
0.3125	0.8565	3325	0.3412	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8798
0.3769	0.8578	3330	0.3402	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8814
0.3503	0.8591	3335	0.3392	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8808
0.2575	0.8604	3340	0.3401	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8858
0.3653	0.8617	3345	0.3417	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8821
0.2973	0.8629	3350	0.3439	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8829
0.2872	0.8642	3355	0.3419	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8811
0.251	0.8655	3360	0.3405	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8827
0.377	0.8668	3365	0.3408	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8827
0.3355	0.8681	3370	0.3373	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8803
0.3121	0.8694	3375	0.3338	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8811
0.3279	0.8707	3380	0.3349	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8803
0.3237	0.8720	3385	0.3355	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8779
0.3347	0.8732	3390	0.3367	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8790
0.2821	0.8745	3395	0.3422	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8795
0.2977	0.8758	3400	0.3436	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8821
0.3077	0.8771	3405	0.3426	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8793
0.3448	0.8784	3410	0.3433	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8814
0.2824	0.8797	3415	0.3386	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8814
0.3484	0.8810	3420	0.3360	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8821
0.2562	0.8823	3425	0.3342	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8790
0.3337	0.8836	3430	0.3372	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8795
0.3367	0.8848	3435	0.3340	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8819
0.4324	0.8861	3440	0.3373	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8834
0.3044	0.8874	3445	0.3396	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8819
0.316	0.8887	3450	0.3392	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8806
0.3222	0.8900	3455	0.3362	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8850
0.3655	0.8913	3460	0.3419	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8824
0.3393	0.8926	3465	0.3385	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8848
0.278	0.8939	3470	0.3363	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8848
0.3475	0.8951	3475	0.3374	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8861
0.263	0.8964	3480	0.3376	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8848
0.3656	0.8977	3485	0.3364	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.3449	0.8990	3490	0.3353	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8858
0.2766	0.9003	3495	0.3365	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8842
0.3439	0.9016	3500	0.3333	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8848
0.3697	0.9029	3505	0.3346	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8848
0.3781	0.9042	3510	0.3337	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8861
0.3978	0.9054	3515	0.3340	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8858
0.3177	0.9067	3520	0.3346	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8832
0.3766	0.9080	3525	0.3321	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8869
0.2556	0.9093	3530	0.3324	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8858
0.3714	0.9106	3535	0.3334	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8861
0.425	0.9119	3540	0.3322	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8855
0.2542	0.9132	3545	0.3300	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8882
0.3575	0.9145	3550	0.3295	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8861
0.4028	0.9158	3555	0.3289	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8869
0.3116	0.9170	3560	0.3309	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8858
0.3175	0.9183	3565	0.3312	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8861
0.3083	0.9196	3570	0.3306	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8863
0.3399	0.9209	3575	0.3327	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8863
0.3876	0.9222	3580	0.3317	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.2752	0.9235	3585	0.3325	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8850
0.2981	0.9248	3590	0.3324	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8848
0.2946	0.9261	3595	0.3310	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.3568	0.9273	3600	0.3301	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8855
0.3326	0.9286	3605	0.3306	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8858
0.3633	0.9299	3610	0.3310	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8858
0.3136	0.9312	3615	0.3311	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8869
0.2585	0.9325	3620	0.3293	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8866
0.3148	0.9338	3625	0.3315	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8866
0.3251	0.9351	3630	0.3305	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8887
0.2887	0.9364	3635	0.3325	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8884
0.3785	0.9376	3640	0.3303	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.3284	0.9389	3645	0.3319	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8871
0.3662	0.9402	3650	0.3281	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8882
0.3163	0.9415	3655	0.3328	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8853
0.4627	0.9428	3660	0.3298	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8887
0.398	0.9441	3665	0.3338	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8863
0.2672	0.9454	3670	0.3306	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8869
0.4093	0.9467	3675	0.3309	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8879
0.3645	0.9479	3680	0.3315	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8863
0.2788	0.9492	3685	0.3296	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8866
0.3817	0.9505	3690	0.3314	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8871
0.2894	0.9518	3695	0.3315	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8863
0.2894	0.9531	3700	0.3317	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8869
0.3176	0.9544	3705	0.3291	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.3114	0.9557	3710	0.3309	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8874
0.3834	0.9570	3715	0.3281	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8869
0.3931	0.9583	3720	0.3290	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.311	0.9595	3725	0.3281	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8869
0.3791	0.9608	3730	0.3297	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8887
0.3646	0.9621	3735	0.3293	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8853
0.4257	0.9634	3740	0.3300	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8882
0.2983	0.9647	3745	0.3308	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8879
0.283	0.9660	3750	0.3319	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8884
0.2856	0.9673	3755	0.3296	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8887
0.3199	0.9686	3760	0.3337	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8858
0.3381	0.9698	3765	0.3321	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8855
0.3557	0.9711	3770	0.3307	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8879
0.3118	0.9724	3775	0.3307	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8879
0.375	0.9737	3780	0.3300	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8882
0.2593	0.9750	3785	0.3323	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8887
0.3242	0.9763	3790	0.3322	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8863
0.3827	0.9776	3795	0.3310	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.3279	0.9789	3800	0.3319	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8879
0.2307	0.9801	3805	0.3311	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8869
0.333	0.9814	3810	0.3325	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8876
0.3546	0.9827	3815	0.3323	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8876
0.2873	0.9840	3820	0.3321	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.4467	0.9853	3825	0.3331	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8850
0.3029	0.9866	3830	0.3327	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8879
0.3706	0.9879	3835	0.3324	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8876
0.2942	0.9892	3840	0.3319	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8855
0.3261	0.9905	3845	0.3322	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8871
0.3903	0.9917	3850	0.3330	0.8396	0.8837	0.9157	0.5652	0.65	0.8994	0.6047	0.7404	0.8855
0.2563	0.9930	3855	0.3319	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8882
0.3745	0.9943	3860	0.3333	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.2862	0.9956	3865	0.3323	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8858
0.3274	0.9969	3870	0.3324	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8869
0.2292	0.9982	3875	0.3321	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8874
0.3212	0.9995	3880	0.3303	0.8491	0.8851	0.9277	0.5652	0.6842	0.9059	0.6190	0.7465	0.8876

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: LlamaForCausalLM
Ревизия весов: bbef875

Характеристики

Ссылки

prm800k_llama_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 подходит5

Также подходит для

Карточка модели

prm800k_llama_fulltune

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Как запустить