mlfoundations / mlfoundations/datacomp
Pretraining dataset
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- Dominant language
- Python
- Stars
- 792
- Forks
- 65
- PR merge metrics
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Description
Thank you for your excellent work. I'm currently training my own CLIP model and have a question. If I use LAION-2B, COYO-700M, and Datacomp datasets simultaneously for training, will it yield better results? Should I perform data deduplication?
Contributor guide
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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
No file, test, or entry point is named in the issue. Treat it as an unanswered research question: determine how combined LAION-2B, COYO-700M, and DataComp datasets should be evaluated and whether deduplication is required, then document the evidence and recommendation.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- data, machine-learning
- Issue type
- Documentation
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 15/100