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Which pattern best ensures modularity, validation, and async integration?

hard📝 Application Q15 of 15
LangChain - Production Deployment
You want to build a FastAPI app integrating LangChain that validates input text length before calling the AI model asynchronously. Which pattern best ensures modularity, validation, and async integration?
ASkip input validation and call chain.arun directly in a blocking route.
BWrite all logic inside the route function synchronously without validation.
CUse Pydantic models for input validation, async route functions, and separate LangChain call in a helper async function.
DUse global variables for input data and call chain.run synchronously.
Step-by-Step Solution
Solution:
  1. Step 1: Identify best practice for input validation

    Pydantic models provide clear, reusable input validation in FastAPI.
  2. Step 2: Combine async route with modular LangChain call

    Async route with a separate async helper function keeps code clean and non-blocking.
  3. Final Answer:

    Use Pydantic models for input validation, async route functions, and separate LangChain call in a helper async function. -> Option C
  4. Quick Check:

    Validation + async + modular code = Use Pydantic models for input validation, async route functions, and separate LangChain call in a helper async function. [OK]
Quick Trick: Validate input with Pydantic, keep async calls modular [OK]
Common Mistakes:
MISTAKES
  • Putting all logic in one blocking function
  • Ignoring input validation
  • Using synchronous calls in async routes

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