fix: handle NaN and Infinity in embedding normalization#36
Open
fix: handle NaN and Infinity in embedding normalization#36
Conversation
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Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be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.
This PR fixes a bug where NaN and Infinity values in embeddings would propagate silently, causing undefined behavior in similarity scores and sort ordering.
The
normalizefunction now checks for NaN or Infinity in the input vector. If detected, it returns a zero vector instead of propagating the invalid values. It also handles cases where the magnitude calculation results in NaN or Infinity.Fixes issue #150.