Feature: improve relationship builders for better async and reduced memory utilization #2077
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ahgraber
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Jun 13, 2025
ahgraber
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- CosineSimilarityBuilder now uses a sharded/chunked similarity calculation to significantly reduce memory requirements
- CosineSimilarityBuilder and JaccardSimilarityBuilder now leverage generate_execution_plan to support async iteration over tasks (for potential future multithreading or improved concurrency)
- Added unit tests
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…methods - Refactored the JaccardSimilarityBuilder to use async methods for finding similar embedding pairs. - Introduced a new method `generate_execution_plan` to generate coroutines of comparisons for better tracking and potential concurrency - Updated the `transform` method to utilize the new async functionality. - Added comprehensive test coverage for the new features in the JaccardSimilarityBuilder.
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- Improved logic for generating similar and dissimilar sets based on input constraints.
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