python.langchain.com/en/latest/modules/chains/generic/async_chain.html
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Async API for Chain
LangChain provides async support for Chains by leveraging the asyncio library. Async methods are currently supported in LLMChain (through arun, apredict, acall) and LLMMathChain (through arun and acall), ChatVectorDBChain, and QA chains. Async support for other chains is on the roadmap.
async def async_generate(chain): resp = await chain.arun(product="toothpaste") print(resp)
chain = LLMChain(llm=llm, prompt=prompt) tasks = [async_generate(chain) for _ in range(5)] await asyncio.gather(*tasks)
async def generate_concurrently():
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