Distributed vector search#613
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jasonstack merged 3 commits intodatastax:cep-vsearchfrom May 15, 2023
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query all replicas selected by consistency level at once with full request range from
ReadCommandfilter top-K results at coordinator in
QueryPlan#postProcessorusingPriorityQueueand discard rows with the lowest scores when exceeding limitfail vector search if limit exceeds MAX_TOP_K (default 1000) to avoid overflow HNSW data structure or OOM in
QueryPlan#postProcessorskip short-read-protection, read repair and replica filtering protection because replica response will be top-k. Data mismatch may be caused by top-k filtering instead of actual data inconsistency.
paging will result in lower recall, because coordinator resumes from last returned row's partition
TODO: replica should return top-k result to coordinator