LMOps

Why we included this project

LMOps is Microsoft's research home for the mechanics of prompting, useful if you want to understand how prompts work rather than just consume an API. The most polished piece is Promptist, a reinforcement-learning-trained model that rewrites text-to-image prompts into phrasing Stable Diffusion handles better, with pretrained weights available directly on Hugging Face. The rest of the repo is a collection of research artifacts: structured prompting to extend in-context learning to longer context, extensible prompts that go beyond natural language, a lossless inference accelerator that reuses text spans from references to speed up generation, plus work on alignment and in-context learning. Researchers and grad students will find reproducible code tied to each paper, though this is research-grade material, not a turnkey product, so expect to adapt the pieces for your own pipeline.