kaivalnp commented on code in PR #12820:
URL: https://github.com/apache/lucene/pull/12820#discussion_r1399829328


##########
lucene/core/src/java/org/apache/lucene/search/AbstractKnnVectorQuery.java:
##########
@@ -155,14 +159,20 @@ protected boolean match(int doc) {
     }
   }
 
-  protected abstract TopDocs approximateSearch(
-      LeafReaderContext context, Bits acceptDocs, int visitedLimit) throws 
IOException;
+  protected KnnCollector getCollector(LeafReaderContext context, int 
visitLimit)

Review Comment:
   Agreed, perhaps we can modify the functions a bit to make it cleaner



##########
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()) {

Review Comment:
   Interesting! Using all available information (like higher scores from some 
other segment's results) should be beneficial



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