dspy-async

Installation
SKILL.md

Run DSPy Modules Asynchronously

Guide the user through running DSPy modules with async/await for non-blocking execution in web frameworks, concurrent processing, and high-throughput applications.

What is async in DSPy

Every DSPy module supports async execution via aforward() and acall(). These return awaitable coroutines instead of blocking the event loop, making DSPy compatible with async web frameworks (FastAPI, Starlette, aiohttp) and enabling concurrent LM calls with asyncio.gather().

When to use async

Use async when... Use sync when...
Serving DSPy behind FastAPI/Starlette Running scripts or notebooks
Making concurrent LM calls Processing one input at a time
Building real-time APIs Running optimization/evaluation
Combining with async streaming Simple CLI tools
Integrating with async databases/caches No event loop in your application

Step 1: Basic async execution

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