mlcommons / mlcommons/endpoints
[Feature]: Inline accuracy check of performance runs
Open
Nobody has claimed this yet.
status: needs-triage
type: feature
- Dominant language
- Python
- Stars
- 21
- Forks
- 28
- Avg merge
- 3d 17h
- Merged PRs (30d)
- 13
Description
Motivation
Multi-turn benchmarking benefits from inline accuracy check of performance run outputs.
Proposed Solution
- Allow collecting outputs during performance run for multi-turn datasets (or in general)
- Add accuracy tests for performance run outputs.
Alternatives Considered
No response
Additional Context
No response
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by locating the performance-run implementation and the multi-turn dataset handling described in the proposal. Trace how run outputs are currently processed, then identify the existing accuracy-test entry points; done means outputs can be collected during performance runs and accuracy checks cover those outputs.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- performance, testing
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Quiet
- Clarity
- Mostly clear
- Newbie friendliness
- 52/100