Introduce ApproximateRangeQuery and ApproximateQuery (#13788) (#15586) (

#15700)

This introduces a basic "approximation" framework that improves
query performance by modifying the query in a way that should be
functionally equivalent.

To start, we can reduce the bounds of a range query in order to
satisfy the `track_total_hits` value (which defaults to 10,000).

---------




(cherry picked from commit 2e9db40)
(cherry picked from commit 3ddb199)

Signed-off-by: Harsha Vamsi Kalluri <harshavamsi096@gmail.com>
Signed-off-by: Michael Froh <froh@amazon.com>
Signed-off-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Michael Froh <froh@amazon.com>

CHANGELOG.md

@@ -36,6 +36,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 - Add runAs to Subject interface and introduce IdentityAwarePlugin extension point ([#14630](https://github.com/opensearch-project/OpenSearch/pull/14630))
 - [Workload Management] Add rejection logic for co-ordinator and shard level requests ([#15428](https://github.com/opensearch-project/OpenSearch/pull/15428)))
 - Adding translog durability validation in index templates ([#15494](https://github.com/opensearch-project/OpenSearch/pull/15494))
+- [Range Queries] Add new approximateable query framework to short-circuit range queries ([#13788](https://github.com/opensearch-project/OpenSearch/pull/13788))
 - [Workload Management] Add query group level failure tracking ([#15227](https://github.com/opensearch-project/OpenSearch/pull/15527))
 - [Reader Writer Separation] Add searchOnly replica routing configuration ([#15410](https://github.com/opensearch-project/OpenSearch/pull/15410))
 - Add index creation using the context field ([#15290](https://github.com/opensearch-project/OpenSearch/pull/15290))

rest-api-spec/src/main/resources/rest-api-spec/test/search/370_approximate_range.yml

@@ -0,0 +1,72 @@
+---
+"search with approximate range":
+  - do:
+      indices.create:
+        index: test
+        body:
+          mappings:
+            properties:
+              date:
+                type: date
+                index: true
+                doc_values: true
+
+  - do:
+      bulk:
+        index: test
+        refresh: true
+        body:
+          - '{"index": {"_index": "test", "_id": "1" }}'
+          - '{ "date": "2018-10-29T12:12:12.987Z" }'
+          - '{ "index": { "_index": "test", "_id": "2" }}'
+          - '{ "date": "2020-10-29T12:12:12.987Z" }'
+          - '{ "index": { "_index": "test", "_id": "3" } }'
+          - '{ "date": "2024-10-29T12:12:12.987Z" }'
+
+  - do:
+      search:
+        rest_total_hits_as_int: true
+        index: test
+        body:
+          query:
+            range: {
+              date: {
+                gte: "2018-10-29T12:12:12.987Z"
+              },
+            }
+
+  - match: { hits.total: 3 }
+
+  - do:
+      search:
+        rest_total_hits_as_int: true
+        index: test
+        body:
+          sort: [{ date: asc }]
+          query:
+            range: {
+              date: {
+                gte: "2018-10-29T12:12:12.987Z"
+              },
+            }
+
+
+  - match: { hits.total: 3 }
+  - match: { hits.hits.0._id: "1" }
+
+  - do:
+      search:
+        rest_total_hits_as_int: true
+        index: test
+        body:
+          sort: [{ date: desc }]
+          query:
+            range: {
+              date: {
+                gte: "2018-10-29T12:12:12.987Z",
+                lte: "2020-10-29T12:12:12.987Z"
+              },
+            }
+
+  - match: { hits.total: 2 }
+  - match: { hits.hits.0._id: "2" }

server/src/main/java/org/opensearch/common/util/FeatureFlags.java

@@ -125,6 +125,16 @@ public class FeatureFlags {
     public static final String STAR_TREE_INDEX = "opensearch.experimental.feature.composite_index.star_tree.enabled";
     public static final Setting<Boolean> STAR_TREE_INDEX_SETTING = Setting.boolSetting(STAR_TREE_INDEX, false, Property.NodeScope);
 
+    /**
+     * Gates the functionality of ApproximatePointRangeQuery where we approximate query results.
+     */
+    public static final String APPROXIMATE_POINT_RANGE_QUERY = "opensearch.experimental.feature.approximate_point_range_query.enabled";
+    public static final Setting<Boolean> APPROXIMATE_POINT_RANGE_QUERY_SETTING = Setting.boolSetting(
+        APPROXIMATE_POINT_RANGE_QUERY,
+        false,
+        Property.NodeScope
+    );
+
     private static final List<Setting<Boolean>> ALL_FEATURE_FLAG_SETTINGS = List.of(
         REMOTE_STORE_MIGRATION_EXPERIMENTAL_SETTING,
         EXTENSIONS_SETTING,

server/src/main/java/org/opensearch/index/mapper/DateFieldMapper.java

@@ -62,6 +62,8 @@
 import org.opensearch.index.query.QueryRewriteContext;
 import org.opensearch.index.query.QueryShardContext;
 import org.opensearch.search.DocValueFormat;
+import org.opensearch.search.approximate.ApproximateIndexOrDocValuesQuery;
+import org.opensearch.search.approximate.ApproximatePointRangeQuery;
 import org.opensearch.search.lookup.SearchLookup;
 
 import java.io.IOException;
@@ -81,6 +83,7 @@
 import java.util.function.Supplier;
 
 import static org.opensearch.common.time.DateUtils.toLong;
+import static org.apache.lucene.document.LongPoint.pack;
 
 /**
  * A {@link FieldMapper} for dates.
@@ -109,6 +112,21 @@ public static DateFormatter getDefaultDateTimeFormatter() {
             : LEGACY_DEFAULT_DATE_TIME_FORMATTER;
     }
 
+    public static Query getDefaultQuery(Query pointRangeQuery, Query dvQuery, String name, long l, long u) {
+        return FeatureFlags.isEnabled(FeatureFlags.APPROXIMATE_POINT_RANGE_QUERY_SETTING)
+            ? new ApproximateIndexOrDocValuesQuery(
+                pointRangeQuery,
+                new ApproximatePointRangeQuery(name, pack(new long[] { l }).bytes, pack(new long[] { u }).bytes, new long[] { l }.length) {
+                    @Override
+                    protected String toString(int dimension, byte[] value) {
+                        return Long.toString(LongPoint.decodeDimension(value, 0));
+                    }
+                },
+                dvQuery
+            )
+            : new IndexOrDocValuesQuery(pointRangeQuery, dvQuery);
+    }
+
     /**
      * Resolution of the date time
      *
@@ -468,24 +486,22 @@ public Query rangeQuery(
             }
             DateMathParser parser = forcedDateParser == null ? dateMathParser : forcedDateParser;
             return dateRangeQuery(lowerTerm, upperTerm, includeLower, includeUpper, timeZone, parser, context, resolution, (l, u) -> {
+                Query pointRangeQuery = isSearchable() ? LongPoint.newRangeQuery(name(), l, u) : null;
+                Query dvQuery = hasDocValues() ? SortedNumericDocValuesField.newSlowRangeQuery(name(), l, u) : null;
                 if (isSearchable() && hasDocValues()) {
-                    Query query = LongPoint.newRangeQuery(name(), l, u);
-                    Query dvQuery = SortedNumericDocValuesField.newSlowRangeQuery(name(), l, u);
-                    query = new IndexOrDocValuesQuery(query, dvQuery);
-
+                    Query query = getDefaultQuery(pointRangeQuery, dvQuery, name(), l, u);
                     if (context.indexSortedOnField(name())) {
                         query = new IndexSortSortedNumericDocValuesRangeQuery(name(), l, u, query);
                     }
                     return query;
                 }
                 if (hasDocValues()) {
-                    Query query = SortedNumericDocValuesField.newSlowRangeQuery(name(), l, u);
                     if (context.indexSortedOnField(name())) {
-                        query = new IndexSortSortedNumericDocValuesRangeQuery(name(), l, u, query);
+                        dvQuery = new IndexSortSortedNumericDocValuesRangeQuery(name(), l, u, dvQuery);
                     }
-                    return query;
+                    return dvQuery;
                 }
-                return LongPoint.newRangeQuery(name(), l, u);
+                return pointRangeQuery;
             });
         }
 

server/src/main/java/org/opensearch/search/aggregations/bucket/filterrewrite/Helper.java

@@ -23,6 +23,7 @@
 import org.opensearch.common.lucene.search.function.FunctionScoreQuery;
 import org.opensearch.index.mapper.DateFieldMapper;
 import org.opensearch.index.query.DateRangeIncludingNowQuery;
+import org.opensearch.search.approximate.ApproximateIndexOrDocValuesQuery;
 import org.opensearch.search.internal.SearchContext;
 
 import java.io.IOException;
@@ -54,6 +55,7 @@ private Helper() {}
         queryWrappers.put(FunctionScoreQuery.class, q -> ((FunctionScoreQuery) q).getSubQuery());
         queryWrappers.put(DateRangeIncludingNowQuery.class, q -> ((DateRangeIncludingNowQuery) q).getQuery());
         queryWrappers.put(IndexOrDocValuesQuery.class, q -> ((IndexOrDocValuesQuery) q).getIndexQuery());
+        queryWrappers.put(ApproximateIndexOrDocValuesQuery.class, q -> ((ApproximateIndexOrDocValuesQuery) q).getOriginalQuery());
     }
 
     /**

server/src/main/java/org/opensearch/search/approximate/ApproximateIndexOrDocValuesQuery.java

@@ -0,0 +1,62 @@
+/*
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * The OpenSearch Contributors require contributions made to
+ * this file be licensed under the Apache-2.0 license or a
+ * compatible open source license.
+ */
+
+package org.opensearch.search.approximate;
+
+import org.apache.lucene.search.IndexOrDocValuesQuery;
+import org.apache.lucene.search.Query;
+import org.apache.lucene.search.QueryVisitor;
+
+/**
+ * A wrapper around {@link IndexOrDocValuesQuery} that can be used to run approximate queries.
+ * It delegates to either {@link ApproximateQuery} or {@link IndexOrDocValuesQuery} based on whether the query can be approximated or not.
+ * @see ApproximateQuery
+ */
+public final class ApproximateIndexOrDocValuesQuery extends ApproximateScoreQuery {
+
+    private final ApproximateQuery approximateIndexQuery;
+    private final IndexOrDocValuesQuery indexOrDocValuesQuery;
+
+    public ApproximateIndexOrDocValuesQuery(Query indexQuery, ApproximateQuery approximateIndexQuery, Query dvQuery) {
+        super(new IndexOrDocValuesQuery(indexQuery, dvQuery), approximateIndexQuery);
+        this.approximateIndexQuery = approximateIndexQuery;
+        this.indexOrDocValuesQuery = new IndexOrDocValuesQuery(indexQuery, dvQuery);
+    }
+
+    @Override
+    public String toString(String field) {
+        return "ApproximateIndexOrDocValuesQuery(indexQuery="
+            + indexOrDocValuesQuery.getIndexQuery().toString(field)
+            + ", approximateIndexQuery="
+            + approximateIndexQuery.toString(field)
+            + ", dvQuery="
+            + indexOrDocValuesQuery.getRandomAccessQuery().toString(field)
+            + ")";
+    }
+
+    @Override
+    public void visit(QueryVisitor visitor) {
+        indexOrDocValuesQuery.visit(visitor);
+    }
+
+    @Override
+    public boolean equals(Object obj) {
+        if (sameClassAs(obj) == false) {
+            return false;
+        }
+        return true;
+    }
+
+    @Override
+    public int hashCode() {
+        int h = classHash();
+        h = 31 * h + indexOrDocValuesQuery.getIndexQuery().hashCode();
+        h = 31 * h + indexOrDocValuesQuery.getRandomAccessQuery().hashCode();
+        return h;
+    }
+}