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诸位告辞了口干舌燥总是喝水不解渴咋办?
最后一只龙鳄也死了LangChain Expression Language (LCEL) is a declarative way to easily compose chains together in LangChain. It was designed from day 1 to support putting prototypes in production with no code changes, from the simplest "prompt + LLM" chain to complex chains with hundreds of steps. Some reasons why one might want to use LCEL include streaming support (allowing for the best possible time-to-first-token), async support (enabling use in both synchronous and asynchronous APIs), optimized parallel execution (automatically executing parallel steps with the smallest possible latency), retries and fallbacks (a great way to make chains more reliable at scale), access to intermediate results (useful for letting end-users know something is happening or debugging), input and output schemas (providing Pydantic and JSONSchema schemas inferred from chain structure for validation), seamless LangSmith tracing integration (maximum observability and debuggability), and seamless LangServe deployment integration (easy chain deployment).
2025-06-01 08:09:16
