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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 & Law

@ai_and_law · Post #195 · 20.12.2023 г., 08:04

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US: Financial Regulators Issue First Warning on AI Risks to the System Hello everyone! The Financial Stability Oversight Council (FSOC), a consortium of leading regulators in the US, in its annual report officially designated AI as an "emerging vulnerability." AI's surge in popularity, especially sophisticated models, has triggered concerns about potential hazards if not properly controlled. FSOC emphasized the need for thoughtful implementation and supervision to manage risks associated with AI in financial services. The council highlighted various risks, including cybersecurity threats, compliance challenges, and privacy issues arising from the use of AI. FSOC expressed specific concerns related to generative AI models like ChatGPT, citing potential risks in data security, consumer protection, and privacy. The report underlined the challenge of "explainability," emphasizing that the inner workings of some AI models are like black boxes, making it difficult to assess their reliability. The opacity of these models raises questions about their suitability and the potential for biased or inaccurate results, impacting fair lending and consumer protection. This warning follows President Joe Biden's recent executive order instructing federal agencies to ensure the responsible development of AI. FSOC's move underscores the need for vigilance from developers, financial firms, and regulators as AI complexity increases. #AIinFinance#FSOCWarning#AIrisks#FinancialRegulation#ChatGPT

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