Time series based workload desc order optimization through reverse se…

…gment read (opensearch-project#7244) This commit changes the EngineConfig for timeseries indexes only (e.g., indexes that use the @timestamp metadata field) so that a descending LeafSorter comparator is used to visit segments in order of most newest to oldest. For the more infrequent case that a user chooses to sort query results by ASC time, this would cause a search regression so the ContextIndexSearcher is updated to inspect the sort order from the search request and reverse the comparator so segments are visited in ascending order. LeafSorter behavior for non-timeseries indexes is left the same. Signed-off-by: gashutos <[email protected]> Signed-off-by: Chaitanya Gohel <[email protected]>
gaiksaya · Apr 26, 2023 · 4c98b3d · 4c98b3d
1 parent dd05edd
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diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -82,6 +82,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 ## [Unreleased 2.x]
 ### Added
 - [Extensions] Moving Extensions APIs to protobuf serialization. ([#6960](https://github.com/opensearch-project/OpenSearch/pull/6960))
+- Add descending order search optimization through reverse segment read. ([#7244](https://github.com/opensearch-project/OpenSearch/pull/7244))
 
 ### Dependencies
 - Bump `jackson` from 2.14.2 to 2.15.0 ([#7286](https://github.com/opensearch-project/OpenSearch/pull/7286)

diff --git a/server/src/main/java/org/opensearch/cluster/metadata/DataStream.java b/server/src/main/java/org/opensearch/cluster/metadata/DataStream.java
@@ -31,6 +31,10 @@
 
 package org.opensearch.cluster.metadata;
 
+import org.apache.lucene.document.LongPoint;
+import org.apache.lucene.index.LeafReader;
+import org.apache.lucene.index.PointValues;
+import org.opensearch.OpenSearchException;
 import org.opensearch.cluster.AbstractDiffable;
 import org.opensearch.cluster.Diff;
 import org.opensearch.core.ParseField;
@@ -46,6 +50,7 @@
 import java.io.IOException;
 import java.util.ArrayList;
 import java.util.Collections;
+import java.util.Comparator;
 import java.util.List;
 import java.util.Locale;
 import java.util.Map;
@@ -59,6 +64,24 @@
 public final class DataStream extends AbstractDiffable<DataStream> implements ToXContentObject {
 
     public static final String BACKING_INDEX_PREFIX = ".ds-";
+    public static final String TIMESERIES_FIELDNAME = "@timestamp";
+    public static final Comparator<LeafReader> TIMESERIES_LEAF_SORTER = Comparator.comparingLong((LeafReader r) -> {
+        try {
+            PointValues points = r.getPointValues(TIMESERIES_FIELDNAME);
+            if (points != null) {
+                // could be a multipoint (probably not) but get the maximum time value anyway
+                byte[] sortValue = points.getMaxPackedValue();
+                // decode the first dimension because this should not be a multi dimension field
+                // it's a bug in the date field if it is
+                return LongPoint.decodeDimension(sortValue, 0);
+            } else {
+                // segment does not have a timestamp field, just return the minimum value
+                return Long.MIN_VALUE;
+            }
+        } catch (IOException e) {
+            throw new OpenSearchException("Not a timeseries Index! Field [{}] not found!", TIMESERIES_FIELDNAME);
+        }
+    }).reversed();
 
     private final String name;
     private final TimestampField timeStampField;

diff --git a/server/src/main/java/org/opensearch/index/IndexSettings.java b/server/src/main/java/org/opensearch/index/IndexSettings.java
@@ -653,6 +653,7 @@ private void setRetentionLeaseMillis(final TimeValue retentionLease) {
     private volatile long mappingTotalFieldsLimit;
     private volatile long mappingDepthLimit;
     private volatile long mappingFieldNameLengthLimit;
+    private volatile boolean searchSegmentOrderReversed;
 
     /**
      * The maximum number of refresh listeners allows on this shard.
@@ -897,6 +898,10 @@ public IndexSettings(final IndexMetadata indexMetadata, final Settings nodeSetti
         scopedSettings.addSettingsUpdateConsumer(INDEX_MERGE_ON_FLUSH_POLICY, this::setMergeOnFlushPolicy);
     }
 
+    private void setSearchSegmentOrderReversed(boolean reversed) {
+        this.searchSegmentOrderReversed = reversed;
+    }
+
     private void setSearchIdleAfter(TimeValue searchIdleAfter) {
         this.searchIdleAfter = searchIdleAfter;
     }
@@ -1068,6 +1073,13 @@ public Settings getNodeSettings() {
         return nodeSettings;
     }
 
+    /**
+     * Returns true if index level setting for leaf reverse order search optimization is enabled
+     */
+    public boolean getSearchSegmentOrderReversed() {
+        return this.searchSegmentOrderReversed;
+    }
+
     /**
      * Updates the settings and index metadata and notifies all registered settings consumers with the new settings iff at least one
      * setting has changed.

diff --git a/server/src/main/java/org/opensearch/index/engine/EngineConfig.java b/server/src/main/java/org/opensearch/index/engine/EngineConfig.java
@@ -33,6 +33,7 @@
 
 import org.apache.lucene.analysis.Analyzer;
 import org.apache.lucene.codecs.Codec;
+import org.apache.lucene.index.LeafReader;
 import org.apache.lucene.index.MergePolicy;
 import org.apache.lucene.search.QueryCache;
 import org.apache.lucene.search.QueryCachingPolicy;
@@ -59,6 +60,7 @@
 import org.opensearch.indices.breaker.CircuitBreakerService;
 import org.opensearch.threadpool.ThreadPool;
 
+import java.util.Comparator;
 import java.util.List;
 import java.util.Objects;
 import java.util.function.BooleanSupplier;
@@ -102,6 +104,7 @@ public final class EngineConfig {
     private final Supplier<RetentionLeases> retentionLeasesSupplier;
     private final boolean isReadOnlyReplica;
     private final BooleanSupplier primaryModeSupplier;
+    private final Comparator<LeafReader> leafSorter;
 
     /**
      * A supplier of the outstanding retention leases. This is used during merged operations to determine which operations that have been
@@ -204,6 +207,7 @@ private EngineConfig(Builder builder) {
         this.isReadOnlyReplica = builder.isReadOnlyReplica;
         this.primaryModeSupplier = builder.primaryModeSupplier;
         this.translogFactory = builder.translogFactory;
+        this.leafSorter = builder.leafSorter;
     }
 
     /**
@@ -451,6 +455,15 @@ public TranslogDeletionPolicyFactory getCustomTranslogDeletionPolicyFactory() {
         return translogDeletionPolicyFactory;
     }
 
+    /**
+     * Returns subReaderSorter for org.apache.lucene.index.BaseCompositeReader.
+     * This gets used in lucene IndexReader and decides order of segment read.
+     * @return comparator
+     */
+    public Comparator<LeafReader> getLeafSorter() {
+        return this.leafSorter;
+    }
+
     /**
      * Builder for EngineConfig class
      *
@@ -483,6 +496,7 @@ public static class Builder {
         private boolean isReadOnlyReplica;
         private BooleanSupplier primaryModeSupplier;
         private TranslogFactory translogFactory = new InternalTranslogFactory();
+        Comparator<LeafReader> leafSorter;
 
         public Builder shardId(ShardId shardId) {
             this.shardId = shardId;
@@ -614,6 +628,11 @@ public Builder translogFactory(TranslogFactory translogFactory) {
             return this;
         }
 
+        public Builder leafSorter(Comparator<LeafReader> leafSorter) {
+            this.leafSorter = leafSorter;
+            return this;
+        }
+
         public EngineConfig build() {
             return new EngineConfig(this);
         }

diff --git a/server/src/main/java/org/opensearch/index/engine/EngineConfigFactory.java b/server/src/main/java/org/opensearch/index/engine/EngineConfigFactory.java
@@ -10,6 +10,7 @@
 
 import org.apache.logging.log4j.Logger;
 import org.apache.lucene.analysis.Analyzer;
+import org.apache.lucene.index.LeafReader;
 import org.apache.lucene.index.MergePolicy;
 import org.apache.lucene.search.QueryCache;
 import org.apache.lucene.search.QueryCachingPolicy;
@@ -36,6 +37,7 @@
 
 import java.util.Collection;
 import java.util.Collections;
+import java.util.Comparator;
 import java.util.List;
 import java.util.Optional;
 import java.util.function.BooleanSupplier;
@@ -151,7 +153,8 @@ public EngineConfig newEngineConfig(
         EngineConfig.TombstoneDocSupplier tombstoneDocSupplier,
         boolean isReadOnlyReplica,
         BooleanSupplier primaryModeSupplier,
-        TranslogFactory translogFactory
+        TranslogFactory translogFactory,
+        Comparator<LeafReader> leafSorter
     ) {
         CodecService codecServiceToUse = codecService;
         if (codecService == null && this.codecServiceFactory != null) {
@@ -184,6 +187,7 @@ public EngineConfig newEngineConfig(
             .readOnlyReplica(isReadOnlyReplica)
             .primaryModeSupplier(primaryModeSupplier)
             .translogFactory(translogFactory)
+            .leafSorter(leafSorter)
             .build();
     }
 

diff --git a/server/src/main/java/org/opensearch/index/engine/InternalEngine.java b/server/src/main/java/org/opensearch/index/engine/InternalEngine.java
@@ -2322,6 +2322,9 @@ private IndexWriterConfig getIndexWriterConfig() {
         if (config().getIndexSort() != null) {
             iwc.setIndexSort(config().getIndexSort());
         }
+        if (config().getLeafSorter() != null) {
+            iwc.setLeafSorter(config().getLeafSorter()); // The default segment search order
+        }
         return iwc;
     }
 

diff --git a/server/src/main/java/org/opensearch/index/mapper/MappingLookup.java b/server/src/main/java/org/opensearch/index/mapper/MappingLookup.java
@@ -33,6 +33,7 @@
 package org.opensearch.index.mapper;
 
 import org.apache.lucene.analysis.Analyzer;
+import org.opensearch.cluster.metadata.DataStream;
 import org.opensearch.index.IndexSettings;
 import org.opensearch.index.analysis.FieldNameAnalyzer;
 
@@ -261,6 +262,15 @@ public String getNestedScope(String path) {
         return null;
     }
 
+    /**
+     * If this index contains @timestamp field with Date type, it will return true
+     * @return true or false based on above condition
+     */
+    public boolean containsTimeStampField() {
+        MappedFieldType timeSeriesFieldType = this.fieldTypeLookup.get(DataStream.TIMESERIES_FIELDNAME);
+        return timeSeriesFieldType != null && timeSeriesFieldType instanceof DateFieldMapper.DateFieldType; // has to be Date field type
+    }
+
     private static String parentObject(String field) {
         int lastDot = field.lastIndexOf('.');
         if (lastDot == -1) {

diff --git a/server/src/main/java/org/opensearch/index/shard/IndexShard.java b/server/src/main/java/org/opensearch/index/shard/IndexShard.java
@@ -56,6 +56,7 @@
 import org.apache.lucene.store.IOContext;
 import org.apache.lucene.store.IndexInput;
 import org.apache.lucene.util.ThreadInterruptedException;
+import org.opensearch.cluster.metadata.DataStream;
 import org.opensearch.core.Assertions;
 import org.opensearch.ExceptionsHelper;
 import org.opensearch.OpenSearchException;
@@ -326,6 +327,8 @@ Runnable getGlobalCheckpointSyncer() {
     private final Store remoteStore;
     private final BiFunction<IndexSettings, ShardRouting, TranslogFactory> translogFactorySupplier;
 
+    private final boolean isTimeSeriesIndex;
+
     public IndexShard(
         final ShardRouting shardRouting,
         final IndexSettings indexSettings,
@@ -441,6 +444,9 @@ public boolean shouldCache(Query query) {
         this.checkpointPublisher = checkpointPublisher;
         this.remoteStore = remoteStore;
         this.translogFactorySupplier = translogFactorySupplier;
+        this.isTimeSeriesIndex = (mapperService == null || mapperService.documentMapper() == null)
+            ? false
+            : mapperService.documentMapper().mappers().containsTimeStampField();
     }
 
     public ThreadPool getThreadPool() {
@@ -3580,7 +3586,8 @@ private EngineConfig newEngineConfig(LongSupplier globalCheckpointSupplier) thro
             tombstoneDocSupplier(),
             isReadOnlyReplica,
             replicationTracker::isPrimaryMode,
-            translogFactorySupplier.apply(indexSettings, shardRouting)
+            translogFactorySupplier.apply(indexSettings, shardRouting),
+            isTimeSeriesIndex ? DataStream.TIMESERIES_LEAF_SORTER : null // DESC @timestamp default order for timeseries
         );
     }
 
@@ -4594,4 +4601,12 @@ RetentionLeaseSyncer getRetentionLeaseSyncer() {
     public GatedCloseable<SegmentInfos> getSegmentInfosSnapshot() {
         return getEngine().getSegmentInfosSnapshot();
     }
+
+    /**
+     * If index is time series (if it contains @timestamp field)
+     * @return true or false based on above condition
+     */
+    public boolean isTimeSeriesIndex() {
+        return this.isTimeSeriesIndex;
+    }
 }
diff --git a/server/src/main/java/org/opensearch/search/DefaultSearchContext.java b/server/src/main/java/org/opensearch/search/DefaultSearchContext.java
@@ -89,6 +89,7 @@
 import org.opensearch.search.rescore.RescoreContext;
 import org.opensearch.search.slice.SliceBuilder;
 import org.opensearch.search.sort.SortAndFormats;
+import org.opensearch.search.sort.SortOrder;
 import org.opensearch.search.suggest.SuggestionSearchContext;
 
 import java.io.IOException;
@@ -210,7 +211,8 @@ final class DefaultSearchContext extends SearchContext {
             engineSearcher.getQueryCache(),
             engineSearcher.getQueryCachingPolicy(),
             lowLevelCancellation,
-            executor
+            executor,
+            shouldReverseLeafReaderContexts()
         );
         this.relativeTimeSupplier = relativeTimeSupplier;
         this.timeout = timeout;
@@ -885,4 +887,22 @@ public boolean isCancelled() {
     public ReaderContext readerContext() {
         return readerContext;
     }
+
+    private boolean shouldReverseLeafReaderContexts() {
+        // Time series based workload by default traverses segments in desc order i.e. latest to the oldest order.
+        // This is actually beneficial for search queries to start search on latest segments first for time series workload.
+        // That can slow down ASC order queries on timestamp workload. So to avoid that slowdown, we will reverse leaf
+        // reader order here.
+        if (this.indexShard.isTimeSeriesIndex()) {
+            // Only reverse order for asc order sort queries
+            if (request != null
+                && request.source() != null
+                && request.source().sorts() != null
+                && request.source().sorts().size() > 0
+                && request.source().sorts().get(0).order() == SortOrder.ASC) {
+                return true;
+            }
+        }
+        return false;
+    }
 }
diff --git a/server/src/main/java/org/opensearch/search/internal/ContextIndexSearcher.java b/server/src/main/java/org/opensearch/search/internal/ContextIndexSearcher.java
@@ -98,6 +98,12 @@ public class ContextIndexSearcher extends IndexSearcher implements Releasable {
     private QueryProfiler profiler;
     private MutableQueryTimeout cancellable;
 
+    /**
+     * Certain queries can benefit if we reverse the segment read order,
+     * for example time series based queries if searched for desc sort order
+     */
+    private final boolean reverseLeafReaderContexts;
+
     public ContextIndexSearcher(
         IndexReader reader,
         Similarity similarity,
@@ -106,7 +112,37 @@ public ContextIndexSearcher(
         boolean wrapWithExitableDirectoryReader,
         Executor executor
     ) throws IOException {
-        this(reader, similarity, queryCache, queryCachingPolicy, new MutableQueryTimeout(), wrapWithExitableDirectoryReader, executor);
+        this(
+            reader,
+            similarity,
+            queryCache,
+            queryCachingPolicy,
+            new MutableQueryTimeout(),
+            wrapWithExitableDirectoryReader,
+            executor,
+            false
+        );
+    }
+
+    public ContextIndexSearcher(
+        IndexReader reader,
+        Similarity similarity,
+        QueryCache queryCache,
+        QueryCachingPolicy queryCachingPolicy,
+        boolean wrapWithExitableDirectoryReader,
+        Executor executor,
+        boolean reverseLeafReaderContexts
+    ) throws IOException {
+        this(
+            reader,
+            similarity,
+            queryCache,
+            queryCachingPolicy,
+            new MutableQueryTimeout(),
+            wrapWithExitableDirectoryReader,
+            executor,
+            reverseLeafReaderContexts
+        );
     }
 
     private ContextIndexSearcher(
@@ -116,13 +152,15 @@ private ContextIndexSearcher(
         QueryCachingPolicy queryCachingPolicy,
         MutableQueryTimeout cancellable,
         boolean wrapWithExitableDirectoryReader,
-        Executor executor
+        Executor executor,
+        boolean reverseLeafReaderContexts
     ) throws IOException {
         super(wrapWithExitableDirectoryReader ? new ExitableDirectoryReader((DirectoryReader) reader, cancellable) : reader, executor);
         setSimilarity(similarity);
         setQueryCache(queryCache);
         setQueryCachingPolicy(queryCachingPolicy);
         this.cancellable = cancellable;
+        this.reverseLeafReaderContexts = reverseLeafReaderContexts;
     }
 
     public void setProfiler(QueryProfiler profiler) {
@@ -246,8 +284,15 @@ public void search(
 
     @Override
     protected void search(List<LeafReaderContext> leaves, Weight weight, Collector collector) throws IOException {
-        for (LeafReaderContext ctx : leaves) { // search each subreader
-            searchLeaf(ctx, weight, collector);
+        if (reverseLeafReaderContexts) {
+            // reverse the segment search order if this flag is true.
+            for (int i = leaves.size() - 1; i >= 0; i--) {
+                searchLeaf(leaves.get(i), weight, collector);
+            }
+        } else {
+            for (int i = 0; i < leaves.size(); i++) {
+                searchLeaf(leaves.get(i), weight, collector);
+            }
         }
     }