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[Star Tree] [Search] Support for metric aggregations with/without ter…
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…m query (#15289)


---------

Signed-off-by: Sandesh Kumar <[email protected]>
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sandeshkr419 authored Oct 21, 2024
1 parent 322bdc4 commit 456ca97
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1 change: 1 addition & 0 deletions CHANGELOG.md
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Expand Up @@ -27,6 +27,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
- Latency and Memory allocation improvements to Multi Term Aggregation queries ([#14993](https://github.com/opensearch-project/OpenSearch/pull/14993))
- Flat object field use IndexOrDocValuesQuery to optimize query ([#14383](https://github.com/opensearch-project/OpenSearch/issues/14383))
- Add method to return dynamic SecureTransportParameters from SecureTransportSettingsProvider interface ([#16387](https://github.com/opensearch-project/OpenSearch/pull/16387)
- [Star Tree - Search] Add support for metric aggregations with/without term query ([15289](https://github.com/opensearch-project/OpenSearch/pull/15289))

### Dependencies
- Bump `com.azure:azure-identity` from 1.13.0 to 1.13.2 ([#15578](https://github.com/opensearch-project/OpenSearch/pull/15578))
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package org.opensearch.index.compositeindex.datacube;

import org.apache.lucene.index.DocValuesType;
import org.opensearch.common.Rounding;
import org.opensearch.common.annotation.ExperimentalApi;
import org.opensearch.common.time.DateUtils;
Expand Down Expand Up @@ -169,4 +170,8 @@ public int compare(DateTimeUnitRounding unit1, DateTimeUnitRounding unit2) {
public static List<DateTimeUnitRounding> getSortedDateTimeUnits(List<DateTimeUnitRounding> dateTimeUnits) {
return dateTimeUnits.stream().sorted(new DateTimeUnitComparator()).collect(Collectors.toList());
}

public DocValuesType getDocValuesType() {
return DocValuesType.SORTED_NUMERIC;
}
}
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package org.opensearch.index.compositeindex.datacube;

import org.apache.lucene.index.DocValuesType;
import org.opensearch.common.annotation.ExperimentalApi;
import org.opensearch.core.xcontent.ToXContent;

Expand Down Expand Up @@ -42,4 +43,6 @@ public interface Dimension extends ToXContent {
* Returns the list of dimension fields that represent the dimension
*/
List<String> getSubDimensionNames();

DocValuesType getDocValuesType();
}
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package org.opensearch.index.compositeindex.datacube;

import org.apache.lucene.index.DocValuesType;
import org.opensearch.common.annotation.ExperimentalApi;
import org.opensearch.core.xcontent.XContentBuilder;
import org.opensearch.index.mapper.CompositeDataCubeFieldType;
Expand Down Expand Up @@ -71,4 +72,9 @@ public boolean equals(Object o) {
public int hashCode() {
return Objects.hash(field);
}

@Override
public DocValuesType getDocValuesType() {
return DocValuesType.SORTED_NUMERIC;
}
}
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package org.opensearch.index.compositeindex.datacube;

import org.apache.lucene.index.DocValuesType;
import org.opensearch.core.xcontent.XContentBuilder;
import org.opensearch.index.mapper.CompositeDataCubeFieldType;

Expand Down Expand Up @@ -69,4 +70,9 @@ public boolean equals(Object o) {
public int hashCode() {
return Objects.hash(field);
}

@Override
public DocValuesType getDocValuesType() {
return DocValuesType.SORTED_NUMERIC;
}
}
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/*
* 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.index.compositeindex.datacube.startree.utils;

import org.apache.lucene.index.DocValuesType;
import org.apache.lucene.index.LeafReaderContext;
import org.apache.lucene.index.SegmentReader;
import org.apache.lucene.search.CollectionTerminatedException;
import org.apache.lucene.search.DocIdSetIterator;
import org.apache.lucene.util.FixedBitSet;
import org.opensearch.common.lucene.Lucene;
import org.opensearch.index.codec.composite.CompositeIndexFieldInfo;
import org.opensearch.index.codec.composite.CompositeIndexReader;
import org.opensearch.index.compositeindex.datacube.Dimension;
import org.opensearch.index.compositeindex.datacube.Metric;
import org.opensearch.index.compositeindex.datacube.MetricStat;
import org.opensearch.index.compositeindex.datacube.startree.index.StarTreeValues;
import org.opensearch.index.compositeindex.datacube.startree.utils.iterator.SortedNumericStarTreeValuesIterator;
import org.opensearch.index.mapper.CompositeDataCubeFieldType;
import org.opensearch.index.query.MatchAllQueryBuilder;
import org.opensearch.index.query.QueryBuilder;
import org.opensearch.index.query.TermQueryBuilder;
import org.opensearch.search.aggregations.AggregatorFactory;
import org.opensearch.search.aggregations.LeafBucketCollector;
import org.opensearch.search.aggregations.LeafBucketCollectorBase;
import org.opensearch.search.aggregations.metrics.MetricAggregatorFactory;
import org.opensearch.search.aggregations.support.ValuesSource;
import org.opensearch.search.builder.SearchSourceBuilder;
import org.opensearch.search.internal.SearchContext;
import org.opensearch.search.startree.StarTreeFilter;
import org.opensearch.search.startree.StarTreeQueryContext;

import java.io.IOException;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.function.Consumer;
import java.util.stream.Collectors;

/**
* Helper class for building star-tree query
*
* @opensearch.internal
* @opensearch.experimental
*/
public class StarTreeQueryHelper {

/**
* Checks if the search context can be supported by star-tree
*/
public static boolean isStarTreeSupported(SearchContext context) {
return context.aggregations() != null && context.mapperService().isCompositeIndexPresent() && context.parsedPostFilter() == null;
}

/**
* Gets StarTreeQueryContext from the search context and source builder.
* Returns null if the query and aggregation cannot be supported.
*/
public static StarTreeQueryContext getStarTreeQueryContext(SearchContext context, SearchSourceBuilder source) throws IOException {
// Current implementation assumes only single star-tree is supported
CompositeDataCubeFieldType compositeMappedFieldType = (CompositeDataCubeFieldType) context.mapperService()
.getCompositeFieldTypes()
.iterator()
.next();
CompositeIndexFieldInfo starTree = new CompositeIndexFieldInfo(
compositeMappedFieldType.name(),
compositeMappedFieldType.getCompositeIndexType()
);

for (AggregatorFactory aggregatorFactory : context.aggregations().factories().getFactories()) {
MetricStat metricStat = validateStarTreeMetricSupport(compositeMappedFieldType, aggregatorFactory);
if (metricStat == null) {
return null;
}
}

// need to cache star tree values only for multiple aggregations
boolean cacheStarTreeValues = context.aggregations().factories().getFactories().length > 1;
int cacheSize = cacheStarTreeValues ? context.indexShard().segments(false).size() : -1;

return StarTreeQueryHelper.tryCreateStarTreeQueryContext(starTree, compositeMappedFieldType, source.query(), cacheSize);
}

/**
* Uses query builder and composite index info to form star-tree query context
*/
private static StarTreeQueryContext tryCreateStarTreeQueryContext(
CompositeIndexFieldInfo compositeIndexFieldInfo,
CompositeDataCubeFieldType compositeFieldType,
QueryBuilder queryBuilder,
int cacheStarTreeValuesSize
) {
Map<String, Long> queryMap;
if (queryBuilder == null || queryBuilder instanceof MatchAllQueryBuilder) {
queryMap = null;
} else if (queryBuilder instanceof TermQueryBuilder) {
// TODO: Add support for keyword fields
if (compositeFieldType.getDimensions().stream().anyMatch(d -> d.getDocValuesType() != DocValuesType.SORTED_NUMERIC)) {
// return null for non-numeric fields
return null;
}

List<String> supportedDimensions = compositeFieldType.getDimensions()
.stream()
.map(Dimension::getField)
.collect(Collectors.toList());
queryMap = getStarTreePredicates(queryBuilder, supportedDimensions);
if (queryMap == null) {
return null;
}
} else {
return null;
}
return new StarTreeQueryContext(compositeIndexFieldInfo, queryMap, cacheStarTreeValuesSize);
}

/**
* Parse query body to star-tree predicates
* @param queryBuilder to match star-tree supported query shape
* @return predicates to match
*/
private static Map<String, Long> getStarTreePredicates(QueryBuilder queryBuilder, List<String> supportedDimensions) {
TermQueryBuilder tq = (TermQueryBuilder) queryBuilder;
String field = tq.fieldName();
if (!supportedDimensions.contains(field)) {
return null;
}
long inputQueryVal = Long.parseLong(tq.value().toString());

// Create a map with the field and the value
Map<String, Long> predicateMap = new HashMap<>();
predicateMap.put(field, inputQueryVal);
return predicateMap;
}

private static MetricStat validateStarTreeMetricSupport(
CompositeDataCubeFieldType compositeIndexFieldInfo,
AggregatorFactory aggregatorFactory
) {
if (aggregatorFactory instanceof MetricAggregatorFactory && aggregatorFactory.getSubFactories().getFactories().length == 0) {
String field;
Map<String, List<MetricStat>> supportedMetrics = compositeIndexFieldInfo.getMetrics()
.stream()
.collect(Collectors.toMap(Metric::getField, Metric::getMetrics));

MetricStat metricStat = ((MetricAggregatorFactory) aggregatorFactory).getMetricStat();
field = ((MetricAggregatorFactory) aggregatorFactory).getField();

if (supportedMetrics.containsKey(field) && supportedMetrics.get(field).contains(metricStat)) {
return metricStat;
}
}
return null;
}

public static CompositeIndexFieldInfo getSupportedStarTree(SearchContext context) {
StarTreeQueryContext starTreeQueryContext = context.getStarTreeQueryContext();
return (starTreeQueryContext != null) ? starTreeQueryContext.getStarTree() : null;
}

public static StarTreeValues getStarTreeValues(LeafReaderContext context, CompositeIndexFieldInfo starTree) throws IOException {
SegmentReader reader = Lucene.segmentReader(context.reader());
if (!(reader.getDocValuesReader() instanceof CompositeIndexReader)) {
return null;
}
CompositeIndexReader starTreeDocValuesReader = (CompositeIndexReader) reader.getDocValuesReader();
return (StarTreeValues) starTreeDocValuesReader.getCompositeIndexValues(starTree);
}

/**
* Get the star-tree leaf collector
* This collector computes the aggregation prematurely and invokes an early termination collector
*/
public static LeafBucketCollector getStarTreeLeafCollector(
SearchContext context,
ValuesSource.Numeric valuesSource,
LeafReaderContext ctx,
LeafBucketCollector sub,
CompositeIndexFieldInfo starTree,
String metric,
Consumer<Long> valueConsumer,
Runnable finalConsumer
) throws IOException {
StarTreeValues starTreeValues = getStarTreeValues(ctx, starTree);
assert starTreeValues != null;
String fieldName = ((ValuesSource.Numeric.FieldData) valuesSource).getIndexFieldName();
String metricName = StarTreeUtils.fullyQualifiedFieldNameForStarTreeMetricsDocValues(starTree.getField(), fieldName, metric);

assert starTreeValues != null;
SortedNumericStarTreeValuesIterator valuesIterator = (SortedNumericStarTreeValuesIterator) starTreeValues.getMetricValuesIterator(
metricName
);
// Obtain a FixedBitSet of matched star tree document IDs
FixedBitSet filteredValues = getStarTreeFilteredValues(context, ctx, starTreeValues);
assert filteredValues != null;

int numBits = filteredValues.length(); // Get the number of the filtered values (matching docs)
if (numBits > 0) {
// Iterate over the filtered values
for (int bit = filteredValues.nextSetBit(0); bit != DocIdSetIterator.NO_MORE_DOCS; bit = (bit + 1 < numBits)
? filteredValues.nextSetBit(bit + 1)
: DocIdSetIterator.NO_MORE_DOCS) {
// Advance to the entryId in the valuesIterator
if (valuesIterator.advanceExact(bit) == false) {
continue; // Skip if no more entries
}

// Iterate over the values for the current entryId
for (int i = 0, count = valuesIterator.entryValueCount(); i < count; i++) {
long value = valuesIterator.nextValue();
valueConsumer.accept(value); // Apply the consumer operation (e.g., max, sum)
}
}
}

// Call the final consumer after processing all entries
finalConsumer.run();

// Return a LeafBucketCollector that terminates collection
return new LeafBucketCollectorBase(sub, valuesSource.doubleValues(ctx)) {
@Override
public void collect(int doc, long bucket) {
throw new CollectionTerminatedException();
}
};
}

/**
* Get the filtered values for the star-tree query
* Cache the results in case of multiple aggregations (if cache is initialized)
* @return FixedBitSet of matched document IDs
*/
public static FixedBitSet getStarTreeFilteredValues(SearchContext context, LeafReaderContext ctx, StarTreeValues starTreeValues)
throws IOException {
FixedBitSet result = context.getStarTreeQueryContext().getStarTreeValues(ctx);
if (result == null) {
result = StarTreeFilter.getStarTreeResult(starTreeValues, context.getStarTreeQueryContext().getQueryMap());
context.getStarTreeQueryContext().setStarTreeValues(ctx, result);
}
return result;
}
}
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Expand Up @@ -29,4 +29,12 @@ public SortedNumericStarTreeValuesIterator(DocIdSetIterator docIdSetIterator) {
public long nextValue() throws IOException {
return ((SortedNumericDocValues) docIdSetIterator).nextValue();
}

public int entryValueCount() throws IOException {
return ((SortedNumericDocValues) docIdSetIterator).docValueCount();
}

public boolean advanceExact(int target) throws IOException {
return ((SortedNumericDocValues) docIdSetIterator).advanceExact(target);
}
}
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