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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 #11685 · 23.04.2026 г., 13:05
Peru Primera División🇵🇪 2026-04-23 20:00 UTC Club Deportivo Los Chankas vs. Cienciano Predicted outcome: Club Deportivo Los Chankas✅ Predicted score: 3:1 Actual: Club Deportivo Los Chankas 1:0 #ClubDeportivoLosChankas#Cienciano #Football#PeruPrimeraDivisión
@ai_match_prediction · Post #11253 · 03.04.2026 г., 09:05
Peru Primera División🇵🇪 2026-04-03 16:00 UTC Sporting Cristal vs. UCV Moquegua Predicted outcome: Sporting Cristal❌ Predicted score: 4:0 Actual: UCV Moquegua 1:2 #SportingCristal#UCVMoquegua 2026-04-03 20:00 UTC Alianza Atletico vs. Atletico Grau Predicted outcome: Alianza Atletico❌ Predicted score: 1:0 Actual: Draw 2:2 #AlianzaAtletico#AtleticoGrau 2026-04-03 23:15 UTC Cienciano vs. ADT Predicted outcome: Cienciano✅ Predicted score: 2:1 Actual: Cienciano 3:2 #Cienciano#ADT #Football#PeruPrimeraDivisión
@ai_match_prediction · Post #11998 · 09.05.2026 г., 13:06
Peru Primera División🇵🇪 2026-05-09 18:00 UTC UCV Moquegua vs. ADT Predicted outcome: UCV Moquegua❌ Predicted score: 2:1 Actual: Draw 2:2 #UCVMoquegua#ADT 2026-05-09 20:15 UTC Atletico Grau vs. Cienciano Predicted outcome: Cienciano✅ Predicted score: 1:2 Actual: Cienciano 1:2 #AtleticoGrau#Cienciano 2026-05-10 01:00 UTC Alianza Lima vs. Sporting Cristal Predicted outcome: Alianza Lima❌ Predicted score: 3:1 Actual: Draw 1:1 #AlianzaLima#SportingCristal #Football#PeruPrimeraDivisión
@ai_match_prediction · Post #11389 · 09.04.2026 г., 17:05
CONMEBOL Sudamericana🌎 2026-04-09 22:00 UTC Botafogo vs. Caracas FC Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 1:1 #Botafogo#CaracasFC 2026-04-09 22:00 UTC Juventud vs. Cienciano Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 1:1 #Juventud#Cienciano 2026-04-10 00:30 UTC Macara vs. America de Cali Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 1:1 #Macara#AmericadeCali 2026-04-10 00:30 UTC Carabobo FC vs. RB Bragantino Predicted outcome: RB Bragantino❌ Predicted score: 0:1 Actual: Carabobo FC 1:0 #CaraboboFC#RBBragantino #Football#CopaSudamericana
@ai_match_prediction · Post #11762 · 26.04.2026 г., 09:08
Peru Primera División🇵🇪 2026-04-26 16:00 UTC UTC Cajamarca vs. Cienciano Predicted outcome: Cienciano❌ Predicted score: 1:2 Actual: Draw 2:2 #UTCCajamarca#Cienciano 2026-04-26 18:15 UTC Cusco vs. Sport Huancayo Predicted outcome: Cusco✅ Predicted score: 2:1 Actual: Cusco 2:1 #Cusco#SportHuancayo 2026-04-26 20:30 UTC Atletico Grau vs. Alianza Lima Predicted outcome: Alianza Lima✅ Predicted score: 1:2 Actual: Alianza Lima 0:1 #AtleticoGrau#AlianzaLima 2026-04-26 23:00 UTC Universitario vs. Alianza Atletico Predicted outcome: Universitario❌ Predicted score: 2:0 Actual: Alianza Atletico 1:2 #Universitario#AlianzaAtletico #Football#PeruPrimeraDivisión
@ai_match_prediction · Post #11609 · 19.04.2026 г., 09:06
Peru Primera División🇵🇪 2026-04-19 16:00 UTC Sporting Cristal vs. UTC Cajamarca Predicted outcome: Sporting Cristal✅ Predicted score: 2:1 Actual: Sporting Cristal 3:2 #SportingCristal#UTCCajamarca 2026-04-19 20:00 UTC Alianza Atletico vs. Sport Boys Predicted outcome: Alianza Atletico❌ Predicted score: 1:0 Actual: Sport Boys 0:1 #AlianzaAtletico#SportBoys 2026-04-19 22:15 UTC FBC Melgar vs. Universitario Predicted outcome: Draw❌ Predicted score: 1:1 Actual: FBC Melgar 2:1 #FBCMelgar#Universitario 2026-04-20 00:30 UTC Cienciano vs. UCV Moquegua Predicted outcome: Cienciano✅ Predicted score: 3:1 Actual: Cienciano 2:1 #Cienciano#UCVMoquegua #Football#PeruPrimeraDivisión
@ai_match_prediction · Post #11868 · 02.05.2026 г., 13:06
Peru Primera División🇵🇪 2026-05-02 18:00 UTC FC Cajamarca vs. Sport Boys Predicted outcome: FC Cajamarca✅ Predicted score: 2:1 Actual: FC Cajamarca 3:2 #FCCajamarca#SportBoys 2026-05-02 20:15 UTC ADT vs. Atletico Grau Predicted outcome: ADT✅ Predicted score: 2:1 Actual: ADT 1:0 #ADT#AtleticoGrau 2026-05-02 22:30 UTC Cienciano vs. Comerciantes Unidos Predicted outcome: Cienciano✅ Predicted score: 2:1 Actual: Cienciano 1:0 #Cienciano#ComerciantesUnidos 2026-05-03 01:00 UTC Alianza Lima vs. UCV Moquegua Predicted outcome: Alianza Lima✅ Predicted score: 3:0 Actual: Alianza Lima 2:1 #AlianzaLima#UCVMoquegua #Football#PeruPrimeraDivisión
@ai_match_prediction · Post #11529 · 16.04.2026 г., 17:05
CONMEBOL Sudamericana🌎 2026-04-16 22:00 UTC Tigre vs. Macara Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Macara 0:1 #Tigre#Macara 2026-04-16 22:00 UTC Atletico-MG vs. Juventud Predicted outcome: Atletico-MG✅ Predicted score: 2:1 Actual: Atletico-MG 2:1 #AtleticoMG#Juventud 2026-04-17 00:30 UTC San Lorenzo vs. Deportivo Cuenca Predicted outcome: Deportivo Cuenca❌ Predicted score: 0:1 Actual: San Lorenzo 2:0 #SanLorenzo#DeportivoCuenca 2026-04-17 00:30 UTC RB Bragantino vs. Blooming Predicted outcome: Blooming❌ Predicted score: 0:1 Actual: RB Bragantino 3:2 #RBBragantino#Blooming 2026-04-17 02:00 UTC Cienciano vs. Puerto Cabello Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Cienciano 2:0 #Cienciano#PuertoCabello #Football#CopaSudamericana
@ai_match_prediction · Post #11813 · 29.04.2026 г., 17:05
CONMEBOL Sudamericana🌎 2026-04-29 22:00 UTC Deportivo Riestra vs. Atletico Torque Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Deportivo Riestra 2:1 #DeportivoRiestra#AtleticoTorque 2026-04-29 22:00 UTC Juventud vs. Puerto Cabello Predicted outcome: Juventud✅ Predicted score: 2:1 Actual: Juventud 4:0 #Juventud#PuertoCabello 2026-04-29 22:00 UTC Caracas FC vs. Racing Club Predicted outcome: Racing Club❌ Predicted score: 1:2 Actual: Draw 1:1 #CaracasFC#RacingClub 2026-04-30 00:30 UTC Palestino vs. Gremio Predicted outcome: Gremio❌ Predicted score: 1:2 Actual: Draw 0:0 #Palestino#Gremio 2026-04-30 00:30 UTC Cienciano vs. Atletico-MG Predicted outcome: Atletico-MG❌ Predicted score: 1:2 Actual: Cienciano 1:0 #Cienciano#AtleticoMG #Football#CopaSudamericana
@ai_match_prediction · Post #11934 · 05.05.2026 г., 17:05
CONMEBOL Sudamericana🌎 2026-05-05 22:00 UTC Deportivo Riestra vs. Gremio Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Gremio 0:3 #DeportivoRiestra#Gremio 2026-05-05 22:00 UTC Juventud vs. Atletico-MG Predicted outcome: Juventud❌ Predicted score: 2:1 Actual: Draw 2:2 #Juventud#AtleticoMG 2026-05-05 22:00 UTC Independiente Petrolero vs. Caracas FC Predicted outcome: Caracas FC✅ Predicted score: 0:1 Actual: Caracas FC 2:3 #IndependientePetrolero#CaracasFC 2026-05-06 00:30 UTC Puerto Cabello vs. Cienciano Predicted outcome: Cienciano❌ Predicted score: 1:2 Actual: Puerto Cabello 3:0 #PuertoCabello#Cienciano 2026-05-06 00:30 UTC Deportivo Recoleta vs. Santos Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 1:1 #DeportivoRecoleta#Santos 2026-05-06 02:00 UTC Deportivo Cuenca vs. San Lorenzo Predicted outcome: Deportivo Cuenca❌ Predicted score: 2:1 Actual: Draw 0:0 #DeportivoCuenca#SanLorenzo #Football#CopaSudamericana