lincc-frameworks / lincc-frameworks/hyrax
Use Pydantic to validate split/balance/augmentation configs
Nobody has claimed this yet.
- Dominant language
- Python
- Stars
- 41
- Forks
- 7
- Avg merge
- 5d 1h
- Merged PRs (30d)
- 8
Description
Feature request
PR #941 implements dataset splitting and balancing and emits several warnings and runtime errors to the user when the configuration isn't set correctly.
For configuration errors like these, we should present the user with a clean message, not a stack trace. Pydantic is already being used to validate data_request, we should do the same for split, balance and augmentation.
Contributor guide
No contributing guide indexed for this repository
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
Read the existing Pydantic validation for data_request and inspect PR #941, which implements dataset splitting and balancing. Trace how split, balance, and augmentation configuration errors currently become warnings or runtime errors; done means invalid configurations produce clean user-facing messages instead of stack traces.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- machine-learning
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Quiet
- Clarity
- Mostly clear
- Newbie friendliness
- 55/100