Enable random subsampling#122
Merged
rapids-bot[bot] merged 22 commits intorapidsai:branch-24.08from Aug 1, 2024
Merged
Conversation
…nable_subsampling
cjnolet
approved these changes
Jul 30, 2024
Contributor
Author
|
/merge |
divyegala
pushed a commit
to divyegala/cuvs
that referenced
this pull request
Aug 7, 2024
Random sampling of training set for IVF methods was reverted in rapidsai/raft#2144 due to the large memory usage of the subsample method. Since then, PR rapidsai/raft#2155 has implemented a new random sampling method with improved memory utilization. Using that we can now enable random sampling of IVF methods (rapidsai/raft#2052 and rapidsai/raft#2077). Random subsampling has measurable overhead for IVF-Flat, therefore it is only enabled for IVF-PQ. Authors: - Tamas Bela Feher (https://github.com/tfeher) - Corey J. Nolet (https://github.com/cjnolet) Approvers: - Corey J. Nolet (https://github.com/cjnolet) URL: rapidsai#122
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Random sampling of training set for IVF methods was reverted in rapidsai/raft#2144 due to the large memory usage of the subsample method.
Since then, PR rapidsai/raft#2155 has implemented a new random sampling method with improved memory utilization. Using that we can now enable random sampling of IVF methods (rapidsai/raft#2052 and rapidsai/raft#2077).
Random subsampling has measurable overhead for IVF-Flat, therefore it is only enabled for IVF-PQ.