[FEA] Evaluate Prefetch for Batched Kmeans
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feature request
- Dominant language
- Cuda
- Stars
- 854
- Forks
- 236
- Avg merge
- 3d 3h
- Merged PRs (30d)
- 62
Description
#1886 adds batching to Kmeans to stream host data to device. Evaluate perf when prefetching of batches is enabled with a stream pool. Currently prefetching is not enabled in #1886
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 with the batched Kmeans work in #1886, then identify its host-to-device batch path and the existing stream-pool usage. Compare performance with prefetching enabled versus the current configuration, and document whether the measurements justify enabling it.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- machine-learning
- Domain
- machine-learning, performance
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100