Orbit: 217 Ns/token CPU memory query, 236.9 vs. 317.1 ppl on WikiText-2 [pdf]
Description and use
Orbit is a tool that measures CPU time and memory usage per token, aiding in the optimization of NLP models. To adopt it, first integrate it into a prototype, validate compatibility with your pipeline, and then perform manual performance checks. It is production‑ready for prototypes and internal workflows, though dependencies and maintenance should be verified before full deployment.
Use in a workflow
Orbit: 217 Ns/token CPU memory query, 236.9 vs. 317.1 ppl on WikiText-2 [pdf] may be useful when its README and activity match a concrete workflow.
Limitations and review notes
Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.
- Source: hackernews
- Record date: 2026-09-11T02:23:56.000Z