MaartenGr / MaartenGr/BERTopic
Bertopic on multiple GPU
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- Dominant language
- Python
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- Avg merge
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- Merged PRs (30d)
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Description
With from `cuml.cluster import HDBSCAN` and `from cuml.manifold import UMAP` I can use Bertopic on a single GPU. My question now is whether it is also possible to use` import UMAP from cuml.dask.manifold`. In other words, to run umap over several GPUs? Unfortunately, my previous attempts in this direction have failed.
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 reviewing the existing single-GPU path using cuml.cluster.HDBSCAN and cuml.manifold.UMAP, then compare it with cuml.dask.manifold.UMAP and reproduce the reported failed attempts. Done means determining whether multi-GPU UMAP is supported in BERTopic and documenting or implementing the required integration.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- machine-learning
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 20/100