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Изворен канал @pythonotes · Post #396 · 9 окт.

7.09.2025 состоялся релизPithon 3.14! На фоне хайпа про NoGIL всё позабыли про другие фичи. Особенно про Multiple Interpreters, который обещает изоляцию процессов но с эффективностью потоков! На сколько действительно это будет эффективно мы узнаем позже, потому что сейчас это лишь первый релиз с ограничениями и недоработками. Но что там про NoGIL? Теперь этот режим не экспериментальный, а официально поддерживаемый, но опциональный. Чтобы запустить без GIL нужна специальная сборка. И перед стартом нужно объявить переменную PYTHON_GIL=0 Для вас я собрал готовый репозиторий где достаточно запустить скрпит, который всё сделает: ▫️ соберет релизный Python 3.14 в новый Docker-образ ▫️ запустит тесты в контейнере (GIL, NoGIL, MultiInterpreter) ▫️ распечатает результаты Тест очень простой, усложняйте сами) Вот какие результаты у меня: === Running ThreadPoolExecutor GIL ON TOTAL TIME: 45.48 seconds === Running ThreadPoolExecutor GIL OFF TOTAL TIME: 6.14 seconds === Running basic Thread GIL ON TOTAL TIME: 45.54 seconds === Running basic Thread GIL OFF TOTAL TIME: 4.74 seconds === Running with Multi Interpreter TOTAL TIME: 18.30 seconds Если сравнивать GIL и NoGIL, то на мои 32 ядра прирост х7-x10 (почему не х32? 🤷). При этом нам обещают что скорости будут расти с новыми релизами. Режим без GIL похож (визуально) на async, тоже параллельно, тоже не по порядку. Но это не IO! и от того некоторый диссонанс в голове 😵‍💫, нас учили не так! Интересно, что чистый Thread работает быстрей чем ThreadPoolExecutor без GIL. Ну и где-то плачет один адепт мульти-интерпретаторов😭 Теперь нужно искать где они могут пригодиться с такой-то скоростью. Скорее всего своя область применения найдется. Отдельно я затестил память и вот что вышло на 32 потока: ThreadPoolExecutor GIL ON 305.228 MB ThreadPoolExecutor GIL OFF 500.176 MB basic Thread GIL ON 90.668 MB basic Thread GIL OFF 472.444 MB with Multi Interpreter 1267.788 MB Пока не знаю как к этому относиться) В целом - радует направление развития! #release

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AI match predictions

@ai_match_prediction · Post #11299 · 04.04.2026 г., 13:05

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Peru Primera División🇵🇪 2026-04-04 18:15 UTC Deportivo Garcilaso vs. Sport Boys Predicted outcome: Deportivo Garcilaso✅ Predicted score: 1:0 Actual: Deportivo Garcilaso 3:2 #DeportivoGarcilaso#SportBoys 2026-04-04 20:30 UTC FBC Melgar vs. Cusco Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Cusco 1:3 #FBCMelgar#Cusco 2026-04-05 01:00 UTC Universitario vs. Alianza Lima Predicted outcome: Universitario✅ Predicted score: 1:0 Actual: Universitario 1:0 #Universitario#AlianzaLima #Football#PeruPrimeraDivisión

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#deportivogarcilaso #sportboys #fbcmelgar #cusco #universitario #alianzalima #football #peruprimeradivisión

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@ai_match_prediction · Post #12033 · 10.05.2026 г., 13:06

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Peru Primera División🇵🇪 2026-05-10 18:00 UTC Sport Huancayo vs. Juan Pablo II College Predicted outcome: Sport Huancayo✅ Predicted score: 3:1 Actual: Sport Huancayo 2:1 #SportHuancayo#JuanPabloIICollege 2026-05-10 20:15 UTC Comerciantes Unidos vs. FBC Melgar Predicted outcome: FBC Melgar❌ Predicted score: 1:2 Actual: Draw 1:1 #ComerciantesUnidos#FBCMelgar 2026-05-10 22:30 UTC Cusco vs. Club Deportivo Los Chankas Predicted outcome: Cusco❌ Predicted score: 2:1 Actual: Draw 1:1 #Cusco#ClubDeportivoLosChankas #Football#PeruPrimeraDivisión

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#sporthuancayo #juanpabloiicollege #comerciantesunidos #fbcmelgar #cusco #clubdeportivoloschankas #football #peruprimeradivisión

AI match predictions

@ai_match_prediction · Post #11821 · 30.04.2026 г., 17:05

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CONMEBOL Libertadores🌎 2026-04-30 22:00 UTC Independ. Rivadavia vs. Deportivo La Guaira Predicted outcome: Independ. Rivadavia✅ Predicted score: 2:1 Actual: Independ. Rivadavia 4:1 #IndependienteRivadavia#DeportivoLaGuaira 2026-04-30 22:00 UTC Bolívar vs. Fluminense Predicted outcome: Fluminense❌ Predicted score: 1:2 Actual: Bolívar 2:0 #Bolvar#Fluminense 2026-05-01 00:00 UTC Corinthians vs. Penarol Predicted outcome: Corinthians✅ Predicted score: 2:1 Actual: Corinthians 2:0 #Corinthians#Penarol 2026-05-01 02:00 UTC Independiente Medellin vs. Cusco Predicted outcome: Independiente Medellin✅ Predicted score: 2:0 Actual: Independiente Medellin 1:0 #IndependienteMedellin#Cusco #Football#CopaLibertadores

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#independienterivadavia #deportivolaguaira #bolvar #fluminense #corinthians #penarol #independientemedellin #cusco #football #copalibertadores

AI match predictions

@ai_match_prediction · Post #11668 · 22.04.2026 г., 13:05

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Peru Primera División🇵🇪 2026-04-22 18:00 UTC Comerciantes Unidos vs. Alianza Atletico Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Comerciantes Unidos 1:0 #ComerciantesUnidos#AlianzaAtletico 2026-04-22 20:15 UTC Atletico Grau vs. Sporting Cristal Predicted outcome: Sporting Cristal❌ Predicted score: 1:2 Actual: Atletico Grau 4:1 #AtleticoGrau#SportingCristal 2026-04-22 23:00 UTC Cusco vs. FC Cajamarca Predicted outcome: Cusco✅ Predicted score: 2:1 Actual: Cusco 1:0 #Cusco#FCCajamarca 2026-04-23 01:30 UTC Universitario vs. Deportivo Garcilaso Predicted outcome: Universitario✅ Predicted score: 2:0 Actual: Universitario 4:1 #Universitario#DeportivoGarcilaso #Football#PeruPrimeraDivisión

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#comerciantesunidos #alianzaatletico #atleticograu #sportingcristal #cusco #fccajamarca #universitario #deportivogarcilaso #football #peruprimeradivisión

AI match predictions

@ai_match_prediction · Post #11762 · 26.04.2026 г., 09:08

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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

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#utccajamarca #cienciano #cusco #sporthuancayo #atleticograu #alianzalima #universitario #alianzaatletico #football #peruprimeradivisión

AI match predictions

@ai_match_prediction · Post #11895 · 03.05.2026 г., 09:06

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Peru Primera División🇵🇪 2026-05-03 16:00 UTC Sporting Cristal vs. Cusco Predicted outcome: Sporting Cristal❌ Predicted score: 2:1 Actual: Draw 2:2 #SportingCristal#Cusco 2026-05-03 18:15 UTC Juan Pablo II College vs. Universitario Predicted outcome: Universitario✅ Predicted score: 1:2 Actual: Universitario 1:4 #JuanPabloIICollege#Universitario 2026-05-03 20:30 UTC Alianza Atletico vs. Sport Huancayo Predicted outcome: Alianza Atletico✅ Predicted score: 2:1 Actual: Alianza Atletico 4:1 #AlianzaAtletico#SportHuancayo 2026-05-03 23:00 UTC FBC Melgar vs. UTC Cajamarca Predicted outcome: FBC Melgar✅ Predicted score: 2:1 Actual: FBC Melgar 2:0 #FBCMelgar#UTCCajamarca #Football#PeruPrimeraDivisión

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#sportingcristal #cusco #juanpabloiicollege #universitario #alianzaatletico #sporthuancayo #fbcmelgar #utccajamarca #football #peruprimeradivisión

AI match predictions

@ai_match_prediction · Post #11126 · 21.03.2026 г., 09:06

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Peru Primera División🇵🇪 2026-03-21 16:00 UTC UCV Moquegua vs. Cusco Predicted outcome: Draw❌ Predicted score: 2:2 Actual: Cusco 1:2 #UCVMoquegua#Cusco 2026-03-21 18:15 UTC Comerciantes Unidos vs. Universitario Predicted outcome: Universitario❌ Predicted score: 1:2 Actual: Draw 0:0 #ComerciantesUnidos#Universitario 2026-03-21 20:30 UTC Club Deportivo Los Chankas vs. Sporting Cristal Predicted outcome: Club Deportivo Los Chankas✅ Predicted score: 3:2 Actual: Club Deportivo Los Chankas 3:2 #ClubDeportivoLosChankas#SportingCristal 2026-03-21 23:30 UTC Alianza Lima vs. Juan Pablo II College Predicted outcome: Alianza Lima✅ Predicted score: 3:1 Actual: Alianza Lima 2:0 #AlianzaLima#JuanPabloIICollege #Football#PeruPrimeraDivisión

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#ucvmoquegua #cusco #comerciantesunidos #universitario #clubdeportivoloschankas #sportingcristal #alianzalima #juanpabloiicollege #football #peruprimeradivisión

AI match predictions

@ai_match_prediction · Post #11578 · 18.04.2026 г., 13:06

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Peru Primera División🇵🇪 2026-04-18 18:00 UTC FC Cajamarca vs. ADT Predicted outcome: FC Cajamarca❌ Predicted score: 2:1 Actual: Draw 2:2 #FCCajamarca#ADT 2026-04-18 20:15 UTC Juan Pablo II College vs. Comerciantes Unidos Predicted outcome: Draw✅ Predicted score: 2:2 Actual: Draw 2:2 #JuanPabloIICollege#ComerciantesUnidos 2026-04-18 22:30 UTC Sport Huancayo vs. Deportivo Garcilaso Predicted outcome: Sport Huancayo✅ Predicted score: 2:1 Actual: Sport Huancayo 2:1 #SportHuancayo#DeportivoGarcilaso 2026-04-19 01:00 UTC Alianza Lima vs. Cusco Predicted outcome: Alianza Lima✅ Predicted score: 1:0 Actual: Alianza Lima 8:0 #AlianzaLima#Cusco #Football#PeruPrimeraDivisión

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#fccajamarca #adt #juanpabloiicollege #comerciantesunidos #sporthuancayo #deportivogarcilaso #alianzalima #cusco #football #peruprimeradivisión

AI match predictions

@ai_match_prediction · Post #11946 · 06.05.2026 г., 17:05

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CONMEBOL Libertadores🌎 2026-05-06 22:00 UTC Deportivo La Guaira vs. Bolívar Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 1:1 #DeportivoLaGuaira#Bolvar 2026-05-06 22:00 UTC Cusco vs. Estudiantes L.P. Predicted outcome: Estudiantes L.P.❌ Predicted score: 0:2 Actual: Draw 1:1 #Cusco#EstudiantesLP 2026-05-07 00:30 UTC Independ. Rivadavia vs. Fluminense Predicted outcome: Independ. Rivadavia❌ Predicted score: 3:0 Actual: Draw 1:1 #IndependienteRivadavia#Fluminense 2026-05-07 00:30 UTC Santa Fe vs. Corinthians Predicted outcome: Corinthians❌ Predicted score: 0:2 Actual: Draw 1:1 #SantaFe#Corinthians 2026-05-07 02:00 UTC Deportes Tolima vs. Club Nacional Predicted outcome: Deportes Tolima✅ Predicted score: 3:1 Actual: Deportes Tolima 3:0 #DeportesTolima#ClubNacional 2026-05-07 02:00 UTC U. Catolica vs. Cruzeiro Predicted outcome: Cruzeiro❌ Predicted score: 1:2 Actual: Draw 0:0 #UCatolica#Cruzeiro #Football#CopaLibertadores

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#deportivolaguaira #bolvar #cusco #estudianteslp #independienterivadavia #fluminense #santafe #corinthians #deportestolima #clubnacional #ucatolica #cruzeiro #football #copalibertadores

AI match predictions

@ai_match_prediction · Post #11379 · 08.04.2026 г., 17:05

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CONMEBOL Libertadores🌎 2026-04-08 22:00 UTC Coquimbo Unido vs. Club Nacional Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 1:1 #CoquimboUnido#ClubNacional 2026-04-08 22:00 UTC Mirassol vs. Lanus Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Mirassol 1:0 #Mirassol#Lanus 2026-04-09 00:00 UTC Independiente Medellin vs. Estudiantes L.P. Predicted outcome: Estudiantes L.P.❌ Predicted score: 0:1 Actual: Draw 1:1 #IndependienteMedellin#EstudiantesLP 2026-04-09 00:30 UTC Junior vs. Palmeiras Predicted outcome: Palmeiras❌ Predicted score: 1:3 Actual: Draw 1:1 #Junior#Palmeiras 2026-04-09 00:30 UTC Cusco vs. Flamengo Predicted outcome: Flamengo✅ Predicted score: 0:1 Actual: Flamengo 0:2 #Cusco#Flamengo 2026-04-09 02:00 UTC Sporting Cristal vs. Cerro Porteno Predicted outcome: Cerro Porteno❌ Predicted score: 0:1 Actual: Sporting Cristal 1:0 #SportingCristal#CerroPorteno #Football#CopaLibertadores

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#coquimbounido #clubnacional #mirassol #lanus #independientemedellin #estudianteslp #junior #palmeiras #cusco #flamengo #sportingcristal #cerroporteno #football #copalibertadores

AI match predictions

@ai_match_prediction · Post #11511 · 14.04.2026 г., 17:05

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CONMEBOL Libertadores🌎 2026-04-14 22:00 UTC Estudiantes L.P. vs. Cusco Predicted outcome: Estudiantes L.P.✅ Predicted score: 2:1 Actual: Estudiantes L.P. 2:1 #EstudiantesLP#Cusco 2026-04-14 22:00 UTC Cerro Porteno vs. Junior Predicted outcome: Junior❌ Predicted score: 0:1 Actual: Cerro Porteno 1:0 #CerroPorteno#Junior 2026-04-14 22:00 UTC Club Nacional vs. Deportes Tolima Predicted outcome: Deportes Tolima❌ Predicted score: 0:1 Actual: Club Nacional 3:1 #ClubNacional#DeportesTolima 2026-04-15 00:00 UTC Boca Juniors vs. Barcelona SC Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Boca Juniors 3:0 #BocaJuniors#BarcelonaSC 2026-04-15 00:00 UTC Bolívar vs. Deportivo La Guaira Predicted outcome: Bolívar❌ Predicted score: 2:1 Actual: Draw 1:1 #Bolvar#DeportivoLaGuaira 2026-04-15 02:00 UTC LDU de Quito vs. Mirassol Predicted outcome: LDU de Quito✅ Predicted score: 3:1 Actual: LDU de Quito 2:0 #LDUdeQuito#Mirassol 2026-04-15 02:00 UTC Universitario vs. Coquimbo Unido Predicted outcome: Draw❌ Predicted score: 0:0 Actual: Coquimbo Unido 0:2 #Universitario#CoquimboUnido #Football#CopaLibertadores

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#estudianteslp #cusco #cerroporteno #junior #clubnacional #deportestolima #bocajuniors #barcelonasc #bolvar #deportivolaguaira #ldudequito #mirassol #universitario #coquimbounido #football #copalibertadores