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Изворен канал @pythonotes · Post #402 · 22 дек.
Отдельно разберём TaskGroup, который пришел на замену gather в Python 3.11. Ключевые отличия ▫️create_task() возвращает объект asyncio.Task, у которого есть соответствюущие методы управления. То есть у нас больше контроля ▫️это контекстный менеджер, который гарантирует что все таски будут остановлены по выходу из контекста ▫️ошибка автоматически отменяет незавершенные задачи, ▫️except* передает нам ExceptionGroup, в котором каждую ошибку можно обработать отдельно import asyncio import random async def do_it() -> str: if random.random() < 0.1: raise ValueError('Oops') delay = random.uniform(0.5, 1.5) await asyncio.sleep(delay) return delay async def main(): try: async with asyncio.TaskGroup() as tg: for _ in range(10): tasks.append(tg.create_task(do_it())) for t in tasks: print(t.result()) except *ValueError as e: for err in e.exceptions: print(err) asyncio.run(main()) Рекомендую изучить страницу Coroutines and Tasks из документации, где представлено больше интересных примеров и механизмов - таймауты - отмена задач - создание задач из другого потока #async
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@ai_match_prediction · Post #11190 · 26.03.2026 г., 17:05
Paraguay Division Profesional - Apertura🇵🇾 2026-03-26 23:00 UTC Deportivo Recoleta vs. Rubio NU Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Deportivo Recoleta 1:0 #DeportivoRecoleta#RubioNU #Football#ParaguayDivisionProfesional
@ai_match_prediction · Post #11358 · 06.04.2026 г., 17:05
Paraguay Division Profesional - Apertura🇵🇾 2026-04-06 23:00 UTC Sportivo Trinidense vs. Rubio NU Predicted outcome: Sportivo Trinidense✅ Predicted score: 1:0 Actual: Sportivo Trinidense 4:0 #SportivoTrinidense#RubioNU #Football#ParaguayDivisionProfesional
@ai_match_prediction · Post #11486 · 12.04.2026 г., 17:05
Paraguay Division Profesional - Apertura🇵🇾 2026-04-12 21:15 UTC Rubio NU vs. Olimpia Predicted outcome: Olimpia✅ Predicted score: 0:1 Actual: Olimpia 0:2 #RubioNU#Olimpia 2026-04-12 23:30 UTC Libertad Asuncion vs. Sportivo Trinidense Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 1:1 #LibertadAsuncion#SportivoTrinidense #Football#ParaguayDivisionProfesional
@ai_match_prediction · Post #11241 · 01.04.2026 г., 17:05
Paraguay Division Profesional - Apertura🇵🇾 2026-04-01 21:30 UTC Rubio NU vs. Club Guarani Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Club Guarani 0:2 #RubioNU#ClubGuarani 2026-04-01 23:30 UTC Sportivo Trinidense vs. Olimpia Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Sportivo Trinidense 2:1 #SportivoTrinidense#Olimpia #Football#ParaguayDivisionProfesional
@ai_match_prediction · Post #11176 · 23.03.2026 г., 17:05
Paraguay Division Profesional - Apertura🇵🇾 2026-03-23 21:30 UTC Sportivo Trinidense vs. Deportivo Recoleta Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Sportivo Trinidense 3:2 #SportivoTrinidense#DeportivoRecoleta 2026-03-23 23:30 UTC Rubio NU vs. Sportivo Ameliano Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Sportivo Ameliano 1:2 #RubioNU#SportivoAmeliano #Football#ParaguayDivisionProfesional
@ai_match_prediction · Post #12000 · 09.05.2026 г., 13:06
Paraguay Division Profesional - Apertura🇵🇾 2026-05-09 20:45 UTC 2 de Mayo vs. Rubio NU Predicted outcome: Draw❌ Predicted score: 1:1 Actual: 2 de Mayo 2:0 #2deMayo#RubioNU 2026-05-09 23:00 UTC Nacional Asuncion vs. Sportivo Trinidense Predicted outcome: Nacional Asuncion✅ Predicted score: 2:1 Actual: Nacional Asuncion 2:1 #NacionalAsuncion#SportivoTrinidense #Football#ParaguayDivisionProfesional
@ai_match_prediction · Post #11773 · 26.04.2026 г., 13:06
Paraguay Division Profesional - Apertura🇵🇾 2026-04-26 20:45 UTC 2 de Mayo vs. Club Guarani Predicted outcome: Club Guarani❌ Predicted score: 1:2 Actual: Draw 2:2 #2deMayo#ClubGuarani 2026-04-26 23:00 UTC Club Sp. San Lorenzo vs. Rubio NU Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Rubio NU 0:1 #ClubSpSanLorenzo#RubioNU #Football#ParaguayDivisionProfesional
@ai_match_prediction · Post #12098 · 15.05.2026 г., 05:05
Paraguay Division Profesional - Apertura🇵🇾 2026-05-15 12:30 UTC Olimpia vs. Deportivo Recoleta Predicted outcome: Olimpia✅ Predicted score: 2:1 Actual: Olimpia 3:2 #Olimpia#DeportivoRecoleta 2026-05-15 20:00 UTC (in 34m) Rubio NU vs. Nacional Asuncion Predicted outcome: Nacional Asuncion Predicted score: 0:1 #RubioNU#NacionalAsuncion 2026-05-15 20:00 UTC (in 34m) Sportivo Trinidense vs. Cerro Porteno Predicted outcome: Cerro Porteno Predicted score: 1:2 #SportivoTrinidense#CerroPorteno #Football#ParaguayDivisionProfesional
@ai_match_prediction · Post #11871 · 02.05.2026 г., 17:05
Paraguay Division Profesional - Apertura🇵🇾 2026-05-02 23:00 UTC Rubio NU vs. Sportivo Luqueno Predicted outcome: Sportivo Luqueno❌ Predicted score: 1:2 Actual: Draw 0:0 #RubioNU#SportivoLuqueno 2026-05-03 12:30 UTC Deportivo Recoleta vs. Cerro Porteno Predicted outcome: Cerro Porteno❌ Predicted score: 1:2 Actual: Deportivo Recoleta 2:1 #DeportivoRecoleta#CerroPorteno 2026-05-03 12:30 UTC Olimpia vs. Sportivo Ameliano Predicted outcome: Olimpia❌ Predicted score: 2:1 Actual: Draw 1:1 #Olimpia#SportivoAmeliano #Football#ParaguayDivisionProfesional