akhilesh-k commented on code in PR #15070:
URL: https://github.com/apache/lucene/pull/15070#discussion_r2296664373


##########
lucene/core/src/java/org/apache/lucene/search/AbstractKnnVectorQuery.java:
##########
@@ -200,17 +202,17 @@ private TopDocs getLeafResults(
     if (scorer == null) {
       return NO_RESULTS;
     }
-
-    BitSet acceptDocs = createBitSet(scorer.iterator(), liveDocs, 
reader.maxDoc());
+    int documentSize = reader.maxDoc();
+    BitSet acceptDocs = createBitSet(scorer.iterator(), liveDocs, 
documentSize);
     final int cost = acceptDocs.cardinality();
     QueryTimeout queryTimeout = 
timeLimitingKnnCollectorManager.getQueryTimeout();
-
-    float leafProportion = ctx.reader().maxDoc() / (float) 
ctx.parent.reader().maxDoc();
+    float leafProportion = documentSize / (float) ctx.parent.reader().maxDoc();
     int perLeafTopK = perLeafTopKCalculation(k, leafProportion);
-
-    if (cost <= perLeafTopK) {
-      // If there are <= perLeafTopK possible matches, short-circuit and 
perform exact search, since
-      // HNSW must always visit at least perLeafTopK documents
+    int expectedVisitedNodesEstimate = expectedVisitedNodes(perLeafTopK, 
documentSize);
+    if (cost <= expectedVisitedNodesEstimate) {
+      // If there are <= expectedVisitedNodes possible matches, short-circuit 
and perform exact
+      // search, since
+      // HNSW must always visit at least expectedVisitedNodes documents

Review Comment:
   Yes makes sense, have updated the PR to address this.



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