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perf: use hnsw for memtable vector index
- #6701
#6701
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May 7, 2026
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perf: use hnsw for memtable vector index
#6701
jackye1995
merged 27 commits into
lance-format:main
lance-format/lance:main
from
touch-of-grey:mem-wal-hnsw
touch-of-grey/lance:mem-wal-hnsw
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Commits on May 5, 2026
feat(mem-wal): replace in-memory IVF-PQ with online HNSW
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bench: add focused mem_wal_vector LSM bench
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bench: use Float32Array for indexed base-table query
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fix(mem-wal): coerce single-row FSL query to Float32 in LsmVectorSearchPlanner
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fix(mem-wal): make flushed HNSW index actually loadable and queryable
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fix(mem-wal): close concurrency races in HnswMemIndex storage and search
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Commits on May 6, 2026
bench: add MemTable index microbench (write/query/flush)
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bench: route mem_wal_index_micro write phase through ShardWriter
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bench: bump recursion_limit on mem_wal_index_micro for Linux rustc
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bench: measure wall time including WAL/index catchup, not just put()
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bench: tighten max_wal_flush_interval so the last batch isn't stranded
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bench: heartbeat dummy puts to drain final batch through WAL pipeline
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perf: zero-copy in-memory HNSW storage and SQ8 on-disk flush
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chore(bench): report RSS at checkpoints and on-disk bytes after flush
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chore(bench): add DATASET_PREFIX and BENCH_DURABLE_WRITE env support to mem_wal_index_micro
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fix: address CI clippy/rustdoc/lockfile failures
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fix: drop dead ivf_index_partition_capacity_safety_factor binding
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chore: remove stale IVF-PQ memtable references in docs and comments
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chore(mem-wal): clean up flush.rs SQ metadata path
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fix: address review-round-1 P1 findings on mem_wal hnsw
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chore(bench): add mem_wal_recall_hnsw recall benchmark
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chore(bench): coerce parquet openai column to FixedSizeList<Float32, 1536>
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chore(bench): mem_wal_recall_hnsw runs checkpoints [100k, 500k, 1M]
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chore(bench): retry transient HF shard downloads with exponential backoff
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chore(bench): clamp checkpoints to dataset rows minus query reserve
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chore(bench): use non-zero base-table vectors for IVF/PQ training
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chore(bench): print per-checkpoint recall + per-25-query progress, flush stdout
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