Outlines

Outlines is a Python library for structured text generation from LLMs, enabling guaranteed valid outputs like JSON, regex patterns, and context-free grammars. It uses finite-state machine-based guided generation to constrain token sampling at inference time, ensuring 100% valid outputs without retries. Best suited for local LLM deployments requiring reliable structured data extraction and function calling.