kaivalnp commented on code in PR #12820:
URL: https://github.com/apache/lucene/pull/12820#discussion_r1399829461


##########
lucene/core/src/java/org/apache/lucene/search/AbstractKnnVectorQuery.java:
##########
@@ -171,33 +181,23 @@ protected TopDocs exactSearch(LeafReaderContext context, 
DocIdSetIterator accept
     }
 
     VectorScorer vectorScorer = createVectorScorer(context, fi);
-    HitQueue queue = new HitQueue(k, true);
-    ScoreDoc topDoc = queue.top();
     int doc;
     while ((doc = acceptIterator.nextDoc()) != DocIdSetIterator.NO_MORE_DOCS) {
+      if (collector.getVisited(doc)) {
+        continue;
+      }
+
       boolean advanced = vectorScorer.advanceExact(doc);
       assert advanced;
 
       float score = vectorScorer.score();
-      if (score > topDoc.score) {
-        topDoc.score = score;
-        topDoc.doc = doc;
-        topDoc = queue.updateTop();
+      if (score > collector.minCompetitiveSimilarity()) {
+        collector.collect(doc, score);
       }
     }
 
-    // Remove any remaining sentinel values
-    while (queue.size() > 0 && queue.top().score < 0) {
-      queue.pop();
-    }
-
-    ScoreDoc[] topScoreDocs = new ScoreDoc[queue.size()];
-    for (int i = topScoreDocs.length - 1; i >= 0; i--) {
-      topScoreDocs[i] = queue.pop();
-    }
-
     TotalHits totalHits = new TotalHits(acceptIterator.cost(), 
TotalHits.Relation.EQUAL_TO);
-    return new TopDocs(totalHits, topScoreDocs);
+    return new TopDocs(totalHits, collector.topDocs().scoreDocs);

Review Comment:
   Yes, we do not want the relation to be `GREATER_THAN_OR_EQUAL_TO`



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