Cuvs-Lucene-139: Fix GPU OOMs && Java Heap OOMs#141
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nvzm123 wants to merge 2 commits into
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April 28, 2026 21:13
…onversion from CAGRA to HNSW
without loading the full set of data on the Java Heap, but instead allows us to stream the set of data to the Java Heap.
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GPU OOM fix:
Replaced usage of CuVSMatrix.deviceBuilder with usage of CuVSMatrix.hostBuilder instead. deviceBuilder was eagerly loading the full dataset to GPU. using hostBuilder gives responsibility to CAGRA as to how to optimally stream data from host memory to GPU.
Java Heap OOM fix:
Stream subsets of data during HNSW graph construction instead of trying to load the full dataset onto the Java Heap.
Note: this PR also includes the commit from cuvs-lucene-137 (#137)