""" Slide 15: async + config -- полный контроль Section 1: LangChain 1.0 Source: slides/section1-chains/slide-15.js Сгенерировано автоматически из slide-NN.js / sectionN.pptx. Паттерн провайдера скопирован из bro-js/agents/teacher/assistant/src/angry_teacher/llm.py. Запуск: cd langchain-evolution-deck cp .env.example .env # заполни OPENAI_API_KEY python examples/slide-015/script.py """ import os from dotenv import load_dotenv from langchain_openai import ChatOpenAI load_dotenv() llm = ChatOpenAI( # model="openrouter/free", # model="qwen/qwen3.5-35b-a3b", model="openai/gpt-oss-20b", # model="nvidia/nemotron-3-nano", # model="qwen/qwen3.5-9b", base_url="https://llm.brojs.ru/v1", # base_url="https://api.minimax.io/v1", # base_url="http://0.0.0.0:8090/v1", # base_url="https://openrouter.ai/api/v1", # api_key=os.getenv("MINIMAX_API_KEY"), api_key=(os.getenv("OPENAI_API_KEY") or "").strip() or None, temperature=0.7, stream_usage=True, ) # === Code from slide 15 === import asyncio from langchain_core.runnables import ConfigurableField # Любой Runnable имеет ainvoke / astream / abatch async def main(): # Один async-вызов result = await chain.ainvoke({"language": "French", "text": "Hi"}) # Async stream async for chunk in chain.astream({"language": "French", "text": "Hi"}): print(chunk, end="", flush=True) asyncio.run(main()) # configurable_fields -- параметры, которые можно переопределять # на лету через config={"configurable": {...}} configurable_chain = init_chat_model("openai:gpt-4.1-mini", temperature=0.7).configurable_fields( temperature=ConfigurableField(id="temperature"), ) # configurable_chain.invoke(messages, config={"configurable": {"temperature": 0.0}})