hugging-face-trackio

Trackio is an experiment tracking library for ML training. It logs metrics via a Python API, fires structured alerts for diagnostic conditions, and exposes a CLI for querying logged data. Metrics sync to a Hugging Face Space for real-time dashboard monitoring. Unlike manually printing metrics to stdout or parsing log files, Trackio stores metrics in a queryable database and exposes them via CLI with JSON output, so automated agents and scripts can read training state without parsing unstructured text.