Posted on:
June 12th, 2025
Tips and Tricks #128: Implement Retry Logic for LLM API Calls
Handle rate limits and transient failures gracefully with exponential backoff.
Handle rate limits and transient failures gracefully with exponential backoff.
Implement semantic caching to avoid redundant LLM calls and reduce API costs.
Switch to PyArrow-backed DataFrames for faster operations and lower memory usage.
Process large datasets without loading everything into memory using Python generators.
Use FrozenDictionary and FrozenSet for immutable, highly-optimized read-only collections.
Replace Task with ValueTask in frequently-called async methods that often complete synchronously.