ProjectDMX/DMI
- Source
- GitHub
- First trending
- Category
- Model inference
- GitHub stars
- 56
- Main language
- Python
This page introduces an external open-source repository. It is not an HDATF product.

What it does
A decoupled, asynchronous observability backend for LLM inference and training that exposes internal model states. It is a research preview with HuggingFace, vLLM and Megatron-LM integrations, and its APIs may change.
How it helps ATF
LabChin could reference its internal-state observation approach when planning model interpretability or hallucination analysis experiments. Research-preview API stability would need checking before adoption.
License
Apache-2.0 Permissive, with a patent grant. Commercial use is allowed; keep the notices and state your changes.
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Only repositories in the ranked Trendshift lists are included, and the lists are used only to find candidates. We do not copy their ranks. Descriptions, licenses and star counts come from each GitHub repository. The notes are our own reading. We have not tested these projects, and a place on a trending list does not prove quality.