mayya-sharipova commented on code in PR #14094:
URL: https://github.com/apache/lucene/pull/14094#discussion_r1902157051


##########
lucene/core/src/java/org/apache/lucene/search/HnswQueueSaturationCollector.java:
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@@ -0,0 +1,119 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.lucene.search;
+
+/**
+ * A {@link HnswKnnCollector} that early exits when nearest neighbor queue 
keeps saturating beyond a
+ * 'patience' parameter.
+ */
+public class HnswQueueSaturationCollector implements HnswKnnCollector {
+
+  private static final double DEFAULT_SATURATION_THRESHOLD = 0.995d;
+
+  private final KnnCollector delegate;
+  private double saturationThreshold;
+  private int patience;
+  private boolean patienceFinished;
+  private int countSaturated;
+  private int previousQueueSize;
+  private int currentQueueSize;
+
+  public HnswQueueSaturationCollector(
+      KnnCollector delegate, double saturationThreshold, int patience) {
+    this.delegate = delegate;
+    this.previousQueueSize = 0;
+    this.currentQueueSize = 0;
+    this.countSaturated = 0;
+    this.patienceFinished = false;
+    this.saturationThreshold = saturationThreshold;
+    this.patience = patience;
+  }
+
+  public HnswQueueSaturationCollector(KnnCollector delegate) {
+    this.delegate = delegate;
+    this.previousQueueSize = 0;
+    this.currentQueueSize = 0;
+    this.countSaturated = 0;
+    this.patienceFinished = false;
+    this.saturationThreshold = DEFAULT_SATURATION_THRESHOLD;
+    this.patience = defaultPatience();
+  }
+
+  private int defaultPatience() {
+    return Math.max(7, (int) (k() * 0.3));
+  }
+
+  @Override
+  public boolean earlyTerminated() {
+    return delegate.earlyTerminated() || patienceFinished;

Review Comment:
   In case of filtered knn Search we also use `earlyTerminated` to signal that 
we terminated approximate search and we need to rerun exact search with filter. 
   
   How can we indicate filtered search that we don't need to rerun exact search 
in this case?



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