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add route generation route
This commit is contained in:
ilia
parent
5115deef66
commit
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226
passfinder/events/api/consts.py
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226
passfinder/events/api/consts.py
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@ -0,0 +1,226 @@
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city_in_hotels = ['Абзаково',
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'Абрамовка',
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'Абрау-Дюрсо',
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'Адлер',
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'Азов',
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'Аксай',
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'Альметьевск',
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'Анапа',
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'Андрианово',
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'Арамиль',
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'Арзамас',
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'Арнеево',
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'Архипо-Осиповка',
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'Бабкино',
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'Базы отдыха ВТО',
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'Балашиха',
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'Батайск',
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'Беличье',
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'Белореченск',
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'Бердск',
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'Бердяш',
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'Березовка',
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'Бжид',
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'Битца',
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'Благовещенская',
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'Болтино',
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'Большой Сочи',
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'Бор, Нижегородская область',
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'Борисово',
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'Борносово',
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'Будённовск',
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'Вардане',
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'Васильево, Ленинградская область',
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'Васкелово',
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'Вербилки',
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'Веселовка, Краснодарский край',
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'Видное',
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'Витязево',
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'Владимировка',
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'Внуково',
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'Воскресенск',
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'Вотря',
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'Всеволожск',
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'Всходы',
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'Выборг',
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'Вырубово',
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'Гатчина',
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'Гвардейское',
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'Геленджик',
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'Голиково',
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'Головинка Краснодарский край',
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'Голубицкая',
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'Горки',
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'Городец',
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'Горячий ключ',
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'Григорчиково',
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'Гуамка',
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'Д/О Авангард',
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'Дагомыс',
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'Джемете',
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'Джубга',
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'Дзержинск',
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'Дивеево',
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'Дивногорье, Краснодарский край',
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'Дивноморское',
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'Дмитров',
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'Домодедово',
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'Дракино',
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'Дранишники',
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'Дубечино',
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'Егорьевск',
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'Ейск',
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'Екатеринбург',
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'Ершово',
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'Ессентуки',
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'Железноводск',
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'Жуковский',
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'За Родину',
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'Звенигород',
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'Зеленая поляна',
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'Ивантеевка',
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'Ильичево',
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'Иннолово ',
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'Иноземцево',
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'Исаково',
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'Истра',
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'Кабардинка',
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'Казань',
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'Каменск-Шахтинский',
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'Каневская',
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'Кингисепп',
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'Кисловодск',
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'Клин',
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'Коломна',
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'Коробицыно',
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'Королев',
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'Косулино',
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'Котельники',
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'Красная Горка',
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'Красная Поляна',
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'Красногорск',
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'Краснодар',
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'Красный Колос',
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'Кудряшовский',
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'Курово',
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'Кусимовского Рудника',
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'Кучугуры',
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'Лабинск',
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'Лазаревское',
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'Лермонтово',
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'Лесной городок',
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'Лодейное Поле',
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'Лоо',
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'Лосево',
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'Люберцы',
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'Магнитогорск',
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'Малые Решники',
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'Марьино, Ленинградская область',
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'Маяковского',
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'Мезмай',
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'Мещерино',
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'Миасс',
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'Минеральные Воды',
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'Мистолово',
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'Мишуткино',
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'Можайск',
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'Москва',
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'Мостовской',
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'Мытищи',
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'Набережные Челны',
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'Наро-Фоминск',
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'Нарынка',
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'Небуг',
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'Нестерово',
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'Нижний Новгород',
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'Нижний Тагил',
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'Новая',
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'Новоабзаково',
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'Нововолково',
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'Новомихайловский',
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'Новороссийск',
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'Новосибирск',
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'Новочеркасск',
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'Новый путь',
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'Ногинск',
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'Нурлат',
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'Овсяники',
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'Одинцово',
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'Озеры',
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'Оксино',
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'Октябрьский, Московская область',
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'Ольгинка',
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'Остров, Московская область',
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'Павловск',
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'Падиково',
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'Пересвет',
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'Платформа 69-й километр, Сосновское сельское поселение',
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'Подольск',
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'Подпорожье',
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'Полтавская',
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'Приморско-Ахтарск',
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'Приозерск',
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'Прохорово',
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'Пушкино',
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'Пятигорск',
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'Раменское',
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'Реутов',
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'Рождествено',
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'Роза Хутор',
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'Ростов-на-Дону',
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'Рощино',
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'Руза',
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'Санкт-Петербург',
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'Светлое',
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'Светлый',
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'Свирица',
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'Сергиев Посад',
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'Серпухов',
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'Симагино',
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'Сириус',
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'Скоково',
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'Снегири',
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'Солнечногорск',
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'Солохаул',
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'Сосново',
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'Сосновый Бор, Ленинградская область',
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'Сосновый Бор, Московская область',
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'Софрино',
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'Сочи',
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'Ставрополь',
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'Станица Динская',
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'Станица Должанская',
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'Старая Руза',
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'Степаньково',
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'Суйда',
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'Сукко',
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'Супсех',
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'Таганрог',
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'Тарасово',
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'Тимашевск',
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'Тихвин',
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'Тихорецк',
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'Тобольск',
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'Туапсе',
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'Тучково',
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'Тюмень',
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'Увильды ',
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'Углегорский',
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'Удельная',
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'Усть-Койсуг',
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'Усть-Лабинск',
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'Уфа',
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'Ушаки',
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'Фрязино',
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'Хадыженск',
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'Химки',
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'Хоста',
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'Чебаркуль',
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'Челябинск',
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'Чехов, Сахалинская область',
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'Чудская',
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'Шахты',
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'Широкая балка',
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'Щёлково',
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'Эсто-Садок',
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'Якорная щель']
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@ -1,7 +1,7 @@
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from rest_framework import serializers
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from rest_framework.generics import get_object_or_404
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from passfinder.events.models import Hotel, HotelPhone, City, Event, BasePoint, Region
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from passfinder.events.models import Hotel, HotelPhone, City, Event, BasePoint, Region, Restaurant
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class HotelPhoneSerializer(serializers.ModelSerializer):
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@ -49,7 +49,7 @@ class RouteSerializer(serializers.Serializer):
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class RouteInputSerializer(serializers.Serializer):
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date_from = serializers.DateField(required=False, allow_null=True)
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date_to = serializers.DateField(required=False, allow_null=True)
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region = serializers.CharField(
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city = serializers.CharField(
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min_length=24, max_length=24, required=False, allow_blank=True, allow_null=True
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)
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@ -106,3 +106,16 @@ def validate(self, data):
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class InputRouteSerializer(serializers.Serializer):
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points = serializers.ListSerializer(child=InputRoutePointSerializer())
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class ResaurantSerializer(serializers.ModelSerializer):
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class Meta:
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model = Restaurant
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exclude = ('phones', )
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class ObjectRouteSerializer(serializers.Serializer):
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lat = serializers.FloatField()
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lon = serializers.FloatField()
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title = serializers.CharField()
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description = serializers.CharField()
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@ -1,6 +1,12 @@
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from rest_framework.generics import GenericAPIView, ListAPIView, get_object_or_404
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from rest_framework.response import Response
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from drf_spectacular.utils import extend_schema
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from django.db.models import Count
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from random import choice
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from passfinder.recomendations.service.service import generate_tour
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from datetime import timedelta, datetime
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from .consts import *
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from passfinder.events.api.serializers import (
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PointSerializer,
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@ -46,34 +52,34 @@ def post(self, request):
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serializer = RouteInputSerializer(data=request.data)
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serializer.is_valid(raise_exception=True)
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data = serializer.data
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region = data["region"]
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routes = []
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if region:
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region = get_object_or_404(Region, oid=region)
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for _ in range(2):
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routes.append(
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{
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"name": "bebra",
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"date": data["date_from"],
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"description": "bebra bebra bebra",
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"points": PointSerializer(many=True).to_representation(
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region.points.all().order_by("?")[:10]
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),
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}
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)
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city_id = data["city"]
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start_date = datetime.strptime(data['date_from'], '%Y-%m-%d')
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end_date = datetime.strptime(data['date_to'], '%Y-%m-%d')
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region = None
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if city_id:
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region = get_object_or_404(City, oid=city_id)
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else:
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for _ in range(10):
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routes.append(
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{
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"name": "bebra",
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"date": data["date_from"],
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"description": "bebra bebra bebra",
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"points": PointSerializer(many=True).to_representation(
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BasePoint.objects.order_by("?")[:10]
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),
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}
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)
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return Response(data=routes)
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region = choice(City.objects.annotate(points_count=Count('points')).filter(title__in=city_in_hotels))
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if not start_date and end_date:
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tour_length = choice([timedelta(days=i) for i in range(1, 4)])
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start_date = end_date - tour_length
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if not end_date and start_date:
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tour_length = choice([timedelta(days=i) for i in range(1, 4)])
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end_date = end_date + tour_length
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if not end_date and not start_date:
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max_date = datetime.now() + timedelta(days=15)
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start_date = choice([max_date - timedelta(days=i) for i in range(1, 5)])
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tour_length = choice([timedelta(days=i) for i in range(1, 4)])
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end_date = start_date + tour_length
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print(request.user, region, start_date, end_date)
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tour = generate_tour(request.user, region, start_date, end_date)
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print(len(tour[1]))
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return Response(data=tour[0])
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class ListRegionApiView(ListAPIView):
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@ -0,0 +1,57 @@
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# Generated by Django 4.2.1 on 2023-05-24 15:57
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from django.db import migrations, models
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import django.db.models.deletion
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class Migration(migrations.Migration):
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dependencies = [
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("events", "0019_category_pointcategory_delete_tag"),
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("recomendations", "0005_userpreferences_prefferred_attractions_and_more"),
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]
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operations = [
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migrations.CreateModel(
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name="NearestRestaurantToHotel",
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fields=[
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(
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"id",
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models.BigAutoField(
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auto_created=True,
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primary_key=True,
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serialize=False,
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verbose_name="ID",
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),
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),
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(
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"hotel",
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models.ForeignKey(
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on_delete=django.db.models.deletion.CASCADE, to="events.hotel"
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),
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),
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("restaurants", models.ManyToManyField(to="events.restaurant")),
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],
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),
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migrations.CreateModel(
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name="NearestRestaurantToEvent",
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fields=[
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(
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"id",
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models.BigAutoField(
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auto_created=True,
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primary_key=True,
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serialize=False,
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verbose_name="ID",
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),
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),
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(
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"event",
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models.ForeignKey(
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on_delete=django.db.models.deletion.CASCADE, to="events.event"
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),
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),
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("restaurants", models.ManyToManyField(to="events.restaurant")),
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],
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),
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]
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@ -1,6 +1,6 @@
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from django.db import models
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from passfinder.users.models import User
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from passfinder.events.models import Event, Hotel
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from passfinder.events.models import Event, Hotel, Restaurant
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class UserPreferences(models.Model):
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@ -27,7 +27,36 @@ class NearestEvent(models.Model):
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event = models.ForeignKey(Event, on_delete=models.CASCADE, related_name='nearest_model_rel')
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nearest = models.ManyToManyField(Event, related_name='nearest_model_rev_rel')
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"""
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from passfinder.recomendations.service.service import generate_tour
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from passfinder.users.models import User
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from passfinder.events.models import City
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from datetime import datetime
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start_date = datetime(year=2023, month=6, day=10)
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end_date = datetime(year=2023, month=6, day=13)
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c = City.objects.get(title='Таганрог')
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u = User.objects.all()[0]
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generate_tour(u, c, start_date, end_date)
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"""
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class NearestHotel(models.Model):
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hotel = models.ForeignKey(Hotel, on_delete=models.CASCADE, related_name='nearest_hotel_rel')
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nearest_events = models.ManyToManyField(Event, related_name='nearest_hotel_rev_rel')
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class NearestRestaurantToEvent(models.Model):
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event = models.ForeignKey(Event, on_delete=models.CASCADE)
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restaurants = models.ManyToManyField(Restaurant)
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class NearestRestaurantToHotel(models.Model):
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hotel = models.ForeignKey(Hotel, on_delete=models.CASCADE)
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restaurants = models.ManyToManyField(Restaurant)
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@ -1,8 +1,9 @@
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from annoy import AnnoyIndex
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from .mapping.mapping import *
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from .models.models import *
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from passfinder.events.models import Event, Region, Hotel, BasePoint, City
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from passfinder.recomendations.models import UserPreferences, NearestEvent, NearestHotel
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from passfinder.events.models import Event, Region, Hotel, BasePoint, City, Restaurant
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from passfinder.events.api.serializers import HotelSerializer, EventSerializer, ResaurantSerializer, ObjectRouteSerializer
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from passfinder.recomendations.models import *
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from random import choice, sample
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from collections import Counter
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from passfinder.users.models import User
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@ -10,6 +11,7 @@
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from django.db.models import Q
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from geopy.distance import geodesic as GD
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from datetime import timedelta, time, datetime
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from gevent.pool import Pool
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def get_nearest_(instance_model, model_type, mapping, rev_mapping, nearest_n, ml_model):
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|
|
@ -250,14 +252,14 @@ def get_personal_movies_recommendation(user):
|
|||
|
||||
|
||||
def dist_func(event1: Event, event2: Event):
|
||||
# cords1 = [event1.lat, event1.lon]
|
||||
# cords2 = [event2.lat, event2.lon]
|
||||
# try:
|
||||
# dist = GD(cords1, cords2).km
|
||||
# return dist
|
||||
# except:
|
||||
# return 1000000
|
||||
return (event1.lon - event2.lon) ** 2 + (event1.lat - event2.lat) ** 2
|
||||
cords1 = [event1.lat, event1.lon]
|
||||
cords2 = [event2.lat, event2.lon]
|
||||
try:
|
||||
dist = GD(cords1, cords2).km
|
||||
return dist
|
||||
except:
|
||||
return 1000000
|
||||
#return (event1.lon - event2.lon) ** 2 + (event1.lat - event2.lat) ** 2
|
||||
|
||||
|
||||
def generate_nearest():
|
||||
|
|
@ -288,6 +290,26 @@ def generate_hotel_nearest():
|
|||
print(i)
|
||||
|
||||
|
||||
def generate_nearest_restaurants():
|
||||
rests = list(Restaurant.objects.all())
|
||||
for i, event in enumerate(Event.objects.all()):
|
||||
sorted_rests = list(sorted(rests.copy(), key=lambda x: dist_func(x, event)))
|
||||
nr = NearestRestaurantToEvent.objects.create(event=event)
|
||||
nr.restaurants.set(sorted_rests[0:20])
|
||||
nr.save()
|
||||
if i % 100 == 0:
|
||||
print(i)
|
||||
|
||||
for i, hotel in enumerate(Hotel.objects.all()):
|
||||
sorted_rests = list(sorted(rests.copy(), key=lambda x: dist_func(x, hotel)))
|
||||
nr = NearestRestaurantToHotel.objects.create(hotel=hotel)
|
||||
nr.restaurants.set(sorted_rests[0:20])
|
||||
nr.save()
|
||||
if i % 100 == 0:
|
||||
print(i)
|
||||
|
||||
|
||||
|
||||
def match_points():
|
||||
regions = list(City.objects.all())
|
||||
for i, point in enumerate(Event.objects.all()):
|
||||
|
|
@ -339,14 +361,18 @@ def calculate_favorite_metric(event: Event, user: User):
|
|||
def get_nearest_favorite(
|
||||
events: Iterable[Event], user: User, exclude_events: Iterable[Event] = []
|
||||
):
|
||||
print(events)
|
||||
first_event = None
|
||||
for candidate in events:
|
||||
if candidate not in exclude_events:
|
||||
first_event = candidate
|
||||
break
|
||||
|
||||
if first_event is None:
|
||||
result = events[0]
|
||||
else:
|
||||
result = first_event
|
||||
result_min = calculate_favorite_metric(result, user)
|
||||
result_min = 1000000
|
||||
for event in events:
|
||||
if event in exclude_events:
|
||||
continue
|
||||
|
|
@ -372,50 +398,142 @@ def generate_route(point1: BasePoint, point2: BasePoint):
|
|||
time = time_func(distance)
|
||||
return {
|
||||
"type": "transition",
|
||||
"from": point1,
|
||||
"to": point2,
|
||||
"distance": distance,
|
||||
"time": time,
|
||||
"time": time.seconds,
|
||||
}
|
||||
|
||||
|
||||
def generate_point(point: BasePoint):
|
||||
event_data = ObjectRouteSerializer(point).data
|
||||
return {
|
||||
"type": "point",
|
||||
"point": point,
|
||||
"point_type": "",
|
||||
"time": timedelta(minutes=90+choice(range(-10, 90, 10)))
|
||||
"point": event_data,
|
||||
"point_type": "point",
|
||||
"time": timedelta(minutes=90+choice(range(-10, 90, 10))).seconds
|
||||
}
|
||||
|
||||
def generate_path(region: Region, user: User):
|
||||
|
||||
def generate_restaurant(point: BasePoint):
|
||||
rest_data = ObjectRouteSerializer(point).data
|
||||
|
||||
return {
|
||||
"type": "point",
|
||||
"point": rest_data,
|
||||
"point_type": "restaurant",
|
||||
"time": timedelta(minutes=90+choice(range(-10, 90, 10))).seconds
|
||||
}
|
||||
|
||||
|
||||
def generate_multiple_tours(user: User, city: City, start_date: datetime.date, end_date: datetime.date):
|
||||
hotels = sample(list(Hotel.objects.filter(city=city)), 5)
|
||||
pool = Pool(5)
|
||||
return pool.map(generate_tour, [(user, start_date, end_date, hotel) for hotel in hotels])
|
||||
|
||||
|
||||
def generate_tour(user: User, city: City, start_date: datetime.date, end_date: datetime.date):
|
||||
print("start hotel")
|
||||
hotel = choice(list(Hotel.objects.filter(city=city)))
|
||||
print("end hotel")
|
||||
current_date = start_date
|
||||
paths, points = [], []
|
||||
|
||||
while current_date < end_date:
|
||||
print("start day gen")
|
||||
local_points, local_paths = generate_path(user, points, hotel)
|
||||
points.extend(local_points)
|
||||
paths.append(
|
||||
{
|
||||
'date': current_date,
|
||||
'paths': local_paths
|
||||
}
|
||||
)
|
||||
print("end day gen")
|
||||
|
||||
current_date += timedelta(days=1)
|
||||
|
||||
return paths, points
|
||||
|
||||
|
||||
def generate_hotel(hotel: Hotel):
|
||||
hotel_data = ObjectRouteSerializer(hotel).data
|
||||
return {
|
||||
"type": "point",
|
||||
"point": hotel_data,
|
||||
"point_type": "hotel",
|
||||
"time": timedelta(minutes=90+choice(range(-10, 90, 10))).seconds
|
||||
}
|
||||
|
||||
|
||||
def generate_path(user: User, disallowed_points: Iterable[BasePoint], hotel: Hotel):
|
||||
# region_events = Event.objects.filter(region=region)
|
||||
|
||||
hotel = filter_hotel(region, user, [])
|
||||
#candidates = NearestHotel.objects.get(hotel=hotel).nearest_events.all()
|
||||
allowed_types = ['museum', 'attraction']
|
||||
|
||||
candidates = NearestHotel.objects.get(hotel=hotel).nearest_events.all()
|
||||
|
||||
start_point = get_nearest_favorite(candidates, user, [])
|
||||
|
||||
candidates = NearestEvent.objects.get(event=start_point).nearest.all()
|
||||
print("start start point gen")
|
||||
start_point = NearestRestaurantToHotel.objects.get(hotel=hotel).restaurants.first()
|
||||
print("end start point gen")
|
||||
|
||||
print("start first cand gen")
|
||||
candidates = list(filter(lambda x: x.type in allowed_types, map(lambda x: x.event, start_point.nearestrestauranttoevent_set.all()[0:100])))
|
||||
print("end first cand gen")
|
||||
points = [start_point]
|
||||
|
||||
path = [generate_point(points[-1])]
|
||||
path = [
|
||||
generate_hotel(hotel),
|
||||
generate_route(start_point, hotel),
|
||||
generate_restaurant(points[-1])
|
||||
]
|
||||
|
||||
start_time = datetime.combine(datetime.now(), time(hour=10))
|
||||
|
||||
while start_time.hour < 22:
|
||||
candidates = NearestEvent.objects.get(event=points[-1]).nearest.all()
|
||||
points.append(get_nearest_favorite(candidates, user, points))
|
||||
how_many_eat = 1
|
||||
|
||||
|
||||
while start_time.hour < 22:
|
||||
print(start_time)
|
||||
if (start_time.hour > 13 and how_many_eat == 1) or (start_time.hour > 20 and how_many_eat == 2):
|
||||
print("start rest event gen")
|
||||
point = NearestRestaurantToEvent.objects.get(event=points[-1]).restaurants.all()[0]
|
||||
points.append(point)
|
||||
candidates = list(filter(lambda x: x.type in allowed_types, map(lambda x: x.event, point.nearestrestauranttoevent_set.all()[0:100])))
|
||||
if not len(candidates):
|
||||
candidates = list(map(lambda x: x.event, point.nearestrestauranttoevent_set.all()[0:100]))
|
||||
|
||||
path.append(generate_restaurant(points[-1]))
|
||||
start_time += timedelta(seconds=path[-1]['time'])
|
||||
how_many_eat += 1
|
||||
print("start rest event gen")
|
||||
continue
|
||||
|
||||
if start_time.hour > 17:
|
||||
allowed_types = ['play', 'concert', 'movie']
|
||||
|
||||
print("start events gen")
|
||||
if candidates is None:
|
||||
candidates = NearestEvent.objects.get(event=points[-1]).nearest.filter(type__in=allowed_types)
|
||||
if not len(candidates):
|
||||
candidates = NearestEvent.objects.get(event=points[-1]).nearest.all()
|
||||
print("end events gen")
|
||||
|
||||
print("start events select")
|
||||
try:
|
||||
print(points)
|
||||
points.append(get_nearest_favorite(candidates, user, points + disallowed_points))
|
||||
|
||||
except AttributeError:
|
||||
points.append(get_nearest_favorite(candidates, user, points))
|
||||
print("end events select")
|
||||
|
||||
print("start route gen")
|
||||
transition_route = generate_route(points[-1], points[-2])
|
||||
start_time += transition_route["time"]
|
||||
start_time += timedelta(seconds=transition_route["time"])
|
||||
|
||||
point_route = generate_point(points[-1])
|
||||
start_time += point_route["time"]
|
||||
start_time += timedelta(seconds=point_route["time"])
|
||||
path.extend([transition_route, point_route])
|
||||
|
||||
return hotel, points, path
|
||||
candidates = None
|
||||
print("end route gen")
|
||||
return points, path
|
||||
|
||||
|
||||
def calculate_distance(sample1: Event, samples: Iterable[Event], model: AnnoyIndex, rev_mapping):
|
||||
|
|
|
|||
Loading…
Reference in New Issue
Block a user