Popular GitHub Repositories for Outlines

Dockerized LLM inference server with constrained output (JSON mode), built on top of vLLM and outlines. Faster, cheaper and without rate limits. Compare the quality and latency to your current LLM API provider.

A curated list of resources related to structured generation ?

Structured Generation Evals

Setting up a local inference environment with llama.cpp and pytorch, with CUDA support . Using huggingface transformers and outlines for structured generation.

This repository demonstrates how to use outlines and llama-cpp-python for structured JSON generation with streaming output, integrating llama.cpp for local model inference and outlines for schema-based text generation.