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v0.6.1
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hnsw-entry
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569fd36396 | ||
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62350b1589 | ||
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dd57309281 |
@@ -1,3 +1,7 @@
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## 0.6.2 (unreleased)
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- Reduced lock contention with parallel HNSW index builds
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## 0.6.1 (2024-03-04)
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## 0.6.1 (2024-03-04)
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- Fixed error with `ANALYZE` and vectors with different dimensions
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- Fixed error with `ANALYZE` and vectors with different dimensions
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@@ -581,6 +581,10 @@ or choose to store vectors inline:
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ALTER TABLE items ALTER COLUMN embedding SET STORAGE PLAIN;
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ALTER TABLE items ALTER COLUMN embedding SET STORAGE PLAIN;
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```
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```
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#### Why are there less results for a query after adding an HNSW index?
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Results are limited by the size of the dynamic candidate list (`hnsw.ef_search`). There may be even less results due to dead tuples or filtering conditions in the query. We recommend setting `hnsw.ef_search` to at least twice the `LIMIT` of the query. If you need more than 500 results, use an IVFFlat index instead.
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#### Why are there less results for a query after adding an IVFFlat index?
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#### Why are there less results for a query after adding an IVFFlat index?
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The index was likely created with too little data for the number of lists. Drop the index until the table has more data.
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The index was likely created with too little data for the number of lists. Drop the index until the table has more data.
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@@ -589,6 +593,8 @@ The index was likely created with too little data for the number of lists. Drop
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DROP INDEX index_name;
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DROP INDEX index_name;
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```
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```
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Results can also be limited by the number of probes (`ivfflat.probes`).
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## Reference
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## Reference
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### Vector Type
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### Vector Type
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@@ -185,6 +185,7 @@ typedef struct HnswGraph
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/* Entry state */
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/* Entry state */
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LWLock entryLock;
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LWLock entryLock;
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LWLock entryWaitLock;
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HnswElementPtr entryPoint;
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HnswElementPtr entryPoint;
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/* Allocations state */
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/* Allocations state */
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@@ -431,10 +431,15 @@ InsertTupleInMemory(HnswBuildState * buildstate, HnswElement element)
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HnswGraph *graph = buildstate->graph;
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HnswGraph *graph = buildstate->graph;
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HnswElement entryPoint;
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HnswElement entryPoint;
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LWLock *entryLock = &graph->entryLock;
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LWLock *entryLock = &graph->entryLock;
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LWLock *entryWaitLock = &graph->entryWaitLock;
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int efConstruction = buildstate->efConstruction;
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int efConstruction = buildstate->efConstruction;
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int m = buildstate->m;
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int m = buildstate->m;
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char *base = buildstate->hnswarea;
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char *base = buildstate->hnswarea;
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/* Wait if another process needs exclusive lock */
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if (LWLockAcquireOrWait(entryWaitLock, LW_EXCLUSIVE))
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LWLockRelease(entryWaitLock);
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/* Get entry point */
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/* Get entry point */
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LWLockAcquire(entryLock, LW_SHARED);
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LWLockAcquire(entryLock, LW_SHARED);
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entryPoint = HnswPtrAccess(base, graph->entryPoint);
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entryPoint = HnswPtrAccess(base, graph->entryPoint);
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@@ -446,7 +451,9 @@ InsertTupleInMemory(HnswBuildState * buildstate, HnswElement element)
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LWLockRelease(entryLock);
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LWLockRelease(entryLock);
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/* Get exclusive lock */
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/* Get exclusive lock */
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LWLockAcquire(entryWaitLock, LW_EXCLUSIVE);
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LWLockAcquire(entryLock, LW_EXCLUSIVE);
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LWLockAcquire(entryLock, LW_EXCLUSIVE);
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LWLockRelease(entryWaitLock);
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/* Get latest entry point after lock is acquired */
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/* Get latest entry point after lock is acquired */
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entryPoint = HnswPtrAccess(base, graph->entryPoint);
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entryPoint = HnswPtrAccess(base, graph->entryPoint);
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@@ -612,6 +619,7 @@ InitGraph(HnswGraph * graph, char *base, long memoryTotal)
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graph->indtuples = 0;
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graph->indtuples = 0;
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SpinLockInit(&graph->lock);
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SpinLockInit(&graph->lock);
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LWLockInitialize(&graph->entryLock, hnsw_lock_tranche_id);
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LWLockInitialize(&graph->entryLock, hnsw_lock_tranche_id);
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LWLockInitialize(&graph->entryWaitLock, hnsw_lock_tranche_id);
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LWLockInitialize(&graph->allocatorLock, hnsw_lock_tranche_id);
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LWLockInitialize(&graph->allocatorLock, hnsw_lock_tranche_id);
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LWLockInitialize(&graph->flushLock, hnsw_lock_tranche_id);
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LWLockInitialize(&graph->flushLock, hnsw_lock_tranche_id);
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}
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}
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