mlcommons / mlcommons/inference

Update logging to use color logging and loguru

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Dominant language
Python
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Forks
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Avg merge
1d 22h
Merged PRs (30d)
6

Description

The submission checker currently emits plain-text logs, making it difficult for users to quickly distinguish between informational messages and actionable issues. Log levels such as INFO, DEBUG, WARNING, ERROR, and CRITICAL appear identical in formatting, which reduces readability and slows down debugging.

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start at the submission checker and locate its logging setup and entry points. Check how INFO, DEBUG, WARNING, ERROR, and CRITICAL are currently emitted; the work is done when the checker uses loguru and color formatting makes these levels distinguishable.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
tooling
Issue type
Feature
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
35/100

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