dspy-production

Community

Optimize DSPy for high-throughput inference in production.

Authorhung-phan
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill addresses the challenge of deploying DSPy modules to production services with the right settings, ensuring efficient memory usage and high throughput.

Core Features & Use Cases

  • Production Settings: Configures DSPy for serving by disabling caches, history, and traces, and maximizing async workers.
  • Cache Management: Disables disk and memory caching to prevent memory leaks and maximize performance.
  • Concurrency Tuning: Allows for configuring the number of async workers to match service concurrency.
  • Use Case: When deploying a DSPy module to a production service or tuning it for high-throughput inference, this Skill ensures optimal performance and resource management.

Quick Start

Optimize your DSPy module for production by disabling caches and setting the number of async workers to 32.

Dependency Matrix

Required Modules

None required

Components

scriptsreferences

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: dspy-production
Download link: https://github.com/hung-phan/ml-skills/archive/main.zip#dspy-production

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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