Aggregations: Adds cumulative sum aggregation

This adds a new pipeline aggregation, the cumulative sum aggregation. This is a parent aggregation which must be specified as a sub-aggregation to a histogram or date_histogram aggregation. It will add a new aggregation to each bucket containing the sum of a specified metrics over this and all previous buckets.
This commit is contained in:
Colin Goodheart-Smithe 2015-06-22 16:30:42 +01:00
parent 8e8526c746
commit f21924ae0d
9 changed files with 573 additions and 0 deletions

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@ -61,6 +61,7 @@ import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.avg.AvgBucke
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.max.MaxBucketParser;
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.min.MinBucketParser;
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.sum.SumBucketParser;
import org.elasticsearch.search.aggregations.pipeline.cumulativesum.CumulativeSumParser;
import org.elasticsearch.search.aggregations.pipeline.bucketscript.BucketScriptParser;
import org.elasticsearch.search.aggregations.pipeline.derivative.DerivativeParser;
import org.elasticsearch.search.aggregations.pipeline.movavg.MovAvgParser;
@ -115,6 +116,7 @@ public class AggregationModule extends AbstractModule implements SpawnModules{
pipelineAggParsers.add(AvgBucketParser.class);
pipelineAggParsers.add(SumBucketParser.class);
pipelineAggParsers.add(MovAvgParser.class);
pipelineAggParsers.add(CumulativeSumParser.class);
pipelineAggParsers.add(BucketScriptParser.class);
}

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@ -65,6 +65,7 @@ import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.avg.AvgBucke
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.max.MaxBucketPipelineAggregator;
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.min.MinBucketPipelineAggregator;
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.sum.SumBucketPipelineAggregator;
import org.elasticsearch.search.aggregations.pipeline.cumulativesum.CumulativeSumPipelineAggregator;
import org.elasticsearch.search.aggregations.pipeline.bucketscript.BucketScriptPipelineAggregator;
import org.elasticsearch.search.aggregations.pipeline.derivative.DerivativePipelineAggregator;
import org.elasticsearch.search.aggregations.pipeline.derivative.InternalDerivative;
@ -128,6 +129,7 @@ public class TransportAggregationModule extends AbstractModule implements SpawnM
AvgBucketPipelineAggregator.registerStreams();
SumBucketPipelineAggregator.registerStreams();
MovAvgPipelineAggregator.registerStreams();
CumulativeSumPipelineAggregator.registerStreams();
BucketScriptPipelineAggregator.registerStreams();
}

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@ -23,6 +23,7 @@ import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.avg.AvgBucke
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.max.MaxBucketBuilder;
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.min.MinBucketBuilder;
import org.elasticsearch.search.aggregations.pipeline.bucketmetrics.sum.SumBucketBuilder;
import org.elasticsearch.search.aggregations.pipeline.cumulativesum.CumulativeSumBuilder;
import org.elasticsearch.search.aggregations.pipeline.bucketscript.BucketScriptBuilder;
import org.elasticsearch.search.aggregations.pipeline.derivative.DerivativeBuilder;
import org.elasticsearch.search.aggregations.pipeline.movavg.MovAvgBuilder;
@ -59,4 +60,8 @@ public final class PipelineAggregatorBuilders {
public static final BucketScriptBuilder seriesArithmetic(String name) {
return new BucketScriptBuilder(name);
}
public static final CumulativeSumBuilder cumulativeSum(String name) {
return new CumulativeSumBuilder(name);
}
}

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@ -0,0 +1,48 @@
/*
* Licensed to Elasticsearch under one or more contributor
* license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright
* ownership. Elasticsearch 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.elasticsearch.search.aggregations.pipeline.cumulativesum;
import org.elasticsearch.common.xcontent.XContentBuilder;
import org.elasticsearch.search.aggregations.pipeline.PipelineAggregatorBuilder;
import java.io.IOException;
public class CumulativeSumBuilder extends PipelineAggregatorBuilder<CumulativeSumBuilder> {
private String format;
public CumulativeSumBuilder(String name) {
super(name, CumulativeSumPipelineAggregator.TYPE.name());
}
public CumulativeSumBuilder format(String format) {
this.format = format;
return this;
}
@Override
protected XContentBuilder internalXContent(XContentBuilder builder, Params params) throws IOException {
if (format != null) {
builder.field(CumulativeSumParser.FORMAT.getPreferredName(), format);
}
return builder;
}
}

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@ -0,0 +1,96 @@
/*
* Licensed to Elasticsearch under one or more contributor
* license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright
* ownership. Elasticsearch 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.elasticsearch.search.aggregations.pipeline.cumulativesum;
import org.elasticsearch.common.ParseField;
import org.elasticsearch.common.xcontent.XContentParser;
import org.elasticsearch.search.SearchParseException;
import org.elasticsearch.search.aggregations.pipeline.PipelineAggregator;
import org.elasticsearch.search.aggregations.pipeline.PipelineAggregatorFactory;
import org.elasticsearch.search.aggregations.support.format.ValueFormat;
import org.elasticsearch.search.aggregations.support.format.ValueFormatter;
import org.elasticsearch.search.internal.SearchContext;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;
public class CumulativeSumParser implements PipelineAggregator.Parser {
public static final ParseField FORMAT = new ParseField("format");
public static final ParseField GAP_POLICY = new ParseField("gap_policy");
public static final ParseField UNIT = new ParseField("unit");
@Override
public String type() {
return CumulativeSumPipelineAggregator.TYPE.name();
}
@Override
public PipelineAggregatorFactory parse(String pipelineAggregatorName, XContentParser parser, SearchContext context) throws IOException {
XContentParser.Token token;
String currentFieldName = null;
String[] bucketsPaths = null;
String format = null;
while ((token = parser.nextToken()) != XContentParser.Token.END_OBJECT) {
if (token == XContentParser.Token.FIELD_NAME) {
currentFieldName = parser.currentName();
} else if (token == XContentParser.Token.VALUE_STRING) {
if (FORMAT.match(currentFieldName)) {
format = parser.text();
} else if (BUCKETS_PATH.match(currentFieldName)) {
bucketsPaths = new String[] { parser.text() };
} else {
throw new SearchParseException(context, "Unknown key for a " + token + " in [" + pipelineAggregatorName + "]: ["
+ currentFieldName + "].", parser.getTokenLocation());
}
} else if (token == XContentParser.Token.START_ARRAY) {
if (BUCKETS_PATH.match(currentFieldName)) {
List<String> paths = new ArrayList<>();
while ((token = parser.nextToken()) != XContentParser.Token.END_ARRAY) {
String path = parser.text();
paths.add(path);
}
bucketsPaths = paths.toArray(new String[paths.size()]);
} else {
throw new SearchParseException(context, "Unknown key for a " + token + " in [" + pipelineAggregatorName + "]: ["
+ currentFieldName + "].", parser.getTokenLocation());
}
} else {
throw new SearchParseException(context, "Unexpected token " + token + " in [" + pipelineAggregatorName + "].",
parser.getTokenLocation());
}
}
if (bucketsPaths == null) {
throw new SearchParseException(context, "Missing required field [" + BUCKETS_PATH.getPreferredName()
+ "] for derivative aggregation [" + pipelineAggregatorName + "]", parser.getTokenLocation());
}
ValueFormatter formatter = null;
if (format != null) {
formatter = ValueFormat.Patternable.Number.format(format).formatter();
}
return new CumulativeSumPipelineAggregator.Factory(pipelineAggregatorName, bucketsPaths, formatter);
}
}

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@ -0,0 +1,146 @@
/*
* Licensed to Elasticsearch under one or more contributor
* license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright
* ownership. Elasticsearch 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.elasticsearch.search.aggregations.pipeline.cumulativesum;
import com.google.common.collect.Lists;
import org.elasticsearch.common.Nullable;
import org.elasticsearch.common.io.stream.StreamInput;
import org.elasticsearch.common.io.stream.StreamOutput;
import org.elasticsearch.search.aggregations.AggregatorFactory;
import org.elasticsearch.search.aggregations.InternalAggregation;
import org.elasticsearch.search.aggregations.InternalAggregation.ReduceContext;
import org.elasticsearch.search.aggregations.InternalAggregation.Type;
import org.elasticsearch.search.aggregations.InternalAggregations;
import org.elasticsearch.search.aggregations.bucket.histogram.HistogramAggregator;
import org.elasticsearch.search.aggregations.bucket.histogram.InternalHistogram;
import org.elasticsearch.search.aggregations.pipeline.BucketHelpers.GapPolicy;
import org.elasticsearch.search.aggregations.pipeline.InternalSimpleValue;
import org.elasticsearch.search.aggregations.pipeline.PipelineAggregator;
import org.elasticsearch.search.aggregations.pipeline.PipelineAggregatorFactory;
import org.elasticsearch.search.aggregations.pipeline.PipelineAggregatorStreams;
import org.elasticsearch.search.aggregations.support.format.ValueFormatter;
import org.elasticsearch.search.aggregations.support.format.ValueFormatterStreams;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;
import java.util.Map;
import static org.elasticsearch.search.aggregations.pipeline.BucketHelpers.resolveBucketValue;
public class CumulativeSumPipelineAggregator extends PipelineAggregator {
public final static Type TYPE = new Type("cumulative_sum");
public final static PipelineAggregatorStreams.Stream STREAM = new PipelineAggregatorStreams.Stream() {
@Override
public CumulativeSumPipelineAggregator readResult(StreamInput in) throws IOException {
CumulativeSumPipelineAggregator result = new CumulativeSumPipelineAggregator();
result.readFrom(in);
return result;
}
};
public static void registerStreams() {
PipelineAggregatorStreams.registerStream(STREAM, TYPE.stream());
}
private ValueFormatter formatter;
public CumulativeSumPipelineAggregator() {
}
public CumulativeSumPipelineAggregator(String name, String[] bucketsPaths, @Nullable ValueFormatter formatter,
Map<String, Object> metadata) {
super(name, bucketsPaths, metadata);
this.formatter = formatter;
}
@Override
public Type type() {
return TYPE;
}
@Override
public InternalAggregation reduce(InternalAggregation aggregation, ReduceContext reduceContext) {
InternalHistogram histo = (InternalHistogram) aggregation;
List<? extends InternalHistogram.Bucket> buckets = histo.getBuckets();
InternalHistogram.Factory<? extends InternalHistogram.Bucket> factory = histo.getFactory();
List newBuckets = new ArrayList<>();
double sum = 0;
for (InternalHistogram.Bucket bucket : buckets) {
Double thisBucketValue = resolveBucketValue(histo, bucket, bucketsPaths()[0], GapPolicy.INSERT_ZEROS);
sum += thisBucketValue;
List<InternalAggregation> aggs = new ArrayList<>(Lists.transform(bucket.getAggregations().asList(),
AGGREGATION_TRANFORM_FUNCTION));
aggs.add(new InternalSimpleValue(name(), sum, formatter, new ArrayList<PipelineAggregator>(), metaData()));
InternalHistogram.Bucket newBucket = factory.createBucket(bucket.getKey(), bucket.getDocCount(),
new InternalAggregations(aggs), bucket.getKeyed(), bucket.getFormatter());
newBuckets.add(newBucket);
}
return factory.create(newBuckets, histo);
}
@Override
public void doReadFrom(StreamInput in) throws IOException {
formatter = ValueFormatterStreams.readOptional(in);
}
@Override
public void doWriteTo(StreamOutput out) throws IOException {
ValueFormatterStreams.writeOptional(formatter, out);
}
public static class Factory extends PipelineAggregatorFactory {
private final ValueFormatter formatter;
public Factory(String name, String[] bucketsPaths, @Nullable ValueFormatter formatter) {
super(name, TYPE.name(), bucketsPaths);
this.formatter = formatter;
}
@Override
protected PipelineAggregator createInternal(Map<String, Object> metaData) throws IOException {
return new CumulativeSumPipelineAggregator(name, bucketsPaths, formatter, metaData);
}
@Override
public void doValidate(AggregatorFactory parent, AggregatorFactory[] aggFactories, List<PipelineAggregatorFactory> pipelineAggregatorFactories) {
if (bucketsPaths.length != 1) {
throw new IllegalStateException(PipelineAggregator.Parser.BUCKETS_PATH.getPreferredName()
+ " must contain a single entry for aggregation [" + name + "]");
}
if (!(parent instanceof HistogramAggregator.Factory)) {
throw new IllegalStateException("cumulative sum aggregation [" + name
+ "] must have a histogram or date_histogram as parent");
} else {
HistogramAggregator.Factory histoParent = (HistogramAggregator.Factory) parent;
if (histoParent.minDocCount() != 0) {
throw new IllegalStateException("parent histogram of cumulative sum aggregation [" + name
+ "] must have min_doc_count of 0");
}
}
}
}
}

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@ -0,0 +1,169 @@
/*
* Licensed to Elasticsearch under one or more contributor
* license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright
* ownership. Elasticsearch 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.elasticsearch.search.aggregations.pipeline;
import org.elasticsearch.action.index.IndexRequestBuilder;
import org.elasticsearch.action.search.SearchResponse;
import org.elasticsearch.search.aggregations.bucket.histogram.Histogram;
import org.elasticsearch.search.aggregations.bucket.histogram.Histogram.Bucket;
import org.elasticsearch.search.aggregations.metrics.sum.Sum;
import org.elasticsearch.test.ElasticsearchIntegrationTest;
import org.junit.Test;
import java.util.ArrayList;
import java.util.List;
import static org.elasticsearch.common.xcontent.XContentFactory.jsonBuilder;
import static org.elasticsearch.index.query.QueryBuilders.rangeQuery;
import static org.elasticsearch.search.aggregations.AggregationBuilders.histogram;
import static org.elasticsearch.search.aggregations.AggregationBuilders.sum;
import static org.elasticsearch.search.aggregations.pipeline.PipelineAggregatorBuilders.cumulativeSum;
import static org.elasticsearch.test.hamcrest.ElasticsearchAssertions.assertAcked;
import static org.elasticsearch.test.hamcrest.ElasticsearchAssertions.assertSearchResponse;
import static org.hamcrest.Matchers.equalTo;
import static org.hamcrest.core.IsNull.notNullValue;
@ElasticsearchIntegrationTest.SuiteScopeTest
public class CumulativeSumTests extends ElasticsearchIntegrationTest {
private static final String SINGLE_VALUED_FIELD_NAME = "l_value";
static int numDocs;
static int interval;
static int minRandomValue;
static int maxRandomValue;
static int numValueBuckets;
static long[] valueCounts;
@Override
public void setupSuiteScopeCluster() throws Exception {
createIndex("idx");
createIndex("idx_unmapped");
numDocs = randomIntBetween(6, 20);
interval = randomIntBetween(2, 5);
minRandomValue = 0;
maxRandomValue = 20;
numValueBuckets = ((maxRandomValue - minRandomValue) / interval) + 1;
valueCounts = new long[numValueBuckets];
List<IndexRequestBuilder> builders = new ArrayList<>();
for (int i = 0; i < numDocs; i++) {
int fieldValue = randomIntBetween(minRandomValue, maxRandomValue);
builders.add(client().prepareIndex("idx", "type").setSource(
jsonBuilder().startObject().field(SINGLE_VALUED_FIELD_NAME, fieldValue).field("tag", "tag" + (i % interval))
.endObject()));
final int bucket = (fieldValue / interval); // + (fieldValue < 0 ? -1 : 0) - (minRandomValue / interval - 1);
valueCounts[bucket]++;
}
assertAcked(prepareCreate("empty_bucket_idx").addMapping("type", SINGLE_VALUED_FIELD_NAME, "type=integer"));
for (int i = 0; i < 2; i++) {
builders.add(client().prepareIndex("empty_bucket_idx", "type", "" + i).setSource(
jsonBuilder().startObject().field(SINGLE_VALUED_FIELD_NAME, i * 2).endObject()));
}
indexRandom(true, builders);
ensureSearchable();
}
@Test
public void testDocCount() throws Exception {
SearchResponse response = client().prepareSearch("idx")
.addAggregation(histogram("histo").field(SINGLE_VALUED_FIELD_NAME).interval(interval)
.extendedBounds((long) minRandomValue, (long) maxRandomValue)
.subAggregation(cumulativeSum("cumulative_sum").setBucketsPaths("_count"))).execute().actionGet();
assertSearchResponse(response);
Histogram histo = response.getAggregations().get("histo");
assertThat(histo, notNullValue());
assertThat(histo.getName(), equalTo("histo"));
List<? extends Bucket> buckets = histo.getBuckets();
assertThat(buckets.size(), equalTo(numValueBuckets));
double sum = 0;
for (int i = 0; i < numValueBuckets; ++i) {
Histogram.Bucket bucket = buckets.get(i);
assertThat(bucket, notNullValue());
assertThat(((Number) bucket.getKey()).longValue(), equalTo((long) i * interval));
assertThat(bucket.getDocCount(), equalTo(valueCounts[i]));
sum += bucket.getDocCount();
InternalSimpleValue cumulativeSumValue = bucket.getAggregations().get("cumulative_sum");
assertThat(cumulativeSumValue, notNullValue());
assertThat(cumulativeSumValue.getName(), equalTo("cumulative_sum"));
assertThat(cumulativeSumValue.value(), equalTo(sum));
}
}
@Test
public void testMetric() throws Exception {
SearchResponse response = client()
.prepareSearch("idx")
.addAggregation(
histogram("histo").field(SINGLE_VALUED_FIELD_NAME).interval(interval)
.subAggregation(sum("sum").field(SINGLE_VALUED_FIELD_NAME))
.subAggregation(cumulativeSum("cumulative_sum").setBucketsPaths("sum"))).execute().actionGet();
assertSearchResponse(response);
Histogram histo = response.getAggregations().get("histo");
assertThat(histo, notNullValue());
assertThat(histo.getName(), equalTo("histo"));
List<? extends Bucket> buckets = histo.getBuckets();
double bucketSum = 0;
for (int i = 0; i < buckets.size(); ++i) {
Bucket bucket = buckets.get(i);
assertThat(bucket, notNullValue());
assertThat(((Number) bucket.getKey()).longValue(), equalTo((long) i * interval));
Sum sum = bucket.getAggregations().get("sum");
assertThat(sum, notNullValue());
bucketSum += sum.value();
InternalSimpleValue sumBucketValue = bucket.getAggregations().get("cumulative_sum");
assertThat(sumBucketValue, notNullValue());
assertThat(sumBucketValue.getName(), equalTo("cumulative_sum"));
assertThat(sumBucketValue.value(), equalTo(bucketSum));
}
}
@Test
public void testNoBuckets() throws Exception {
SearchResponse response = client()
.prepareSearch("idx")
.setQuery(rangeQuery(SINGLE_VALUED_FIELD_NAME).lt(minRandomValue))
.addAggregation(
histogram("histo").field(SINGLE_VALUED_FIELD_NAME).interval(interval)
.subAggregation(sum("sum").field(SINGLE_VALUED_FIELD_NAME))
.subAggregation(cumulativeSum("cumulative_sum").setBucketsPaths("sum"))).execute().actionGet();
assertSearchResponse(response);
Histogram histo = response.getAggregations().get("histo");
assertThat(histo, notNullValue());
assertThat(histo.getName(), equalTo("histo"));
List<? extends Bucket> buckets = histo.getBuckets();
assertThat(buckets.size(), equalTo(0));
}
}

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@ -160,4 +160,5 @@ include::pipeline/max-bucket-aggregation.asciidoc[]
include::pipeline/min-bucket-aggregation.asciidoc[]
include::pipeline/sum-bucket-aggregation.asciidoc[]
include::pipeline/movavg-aggregation.asciidoc[]
include::pipeline/cumulative-sum-aggregation.asciidoc[]
include::pipeline/bucket-script-aggregation.asciidoc[]

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@ -0,0 +1,104 @@
[[search-aggregations-pipeline-cumulative-sum-aggregation]]
=== Cumulative Sum Aggregation
A parent pipeline aggregation which calculates the cumulative sum of a specified metric in a parent histogram (or date_histogram)
aggregation. The specified metric must be numeric and the enclosing histogram must have `min_doc_count` set to `0` (default
for `histogram` aggregations).
==== Syntax
A `cumulative_sum` aggregation looks like this in isolation:
[source,js]
--------------------------------------------------
{
"cumulative_sum": {
"buckets_path": "the_sum"
}
}
--------------------------------------------------
.`cumulative_sum` Parameters
|===
|Parameter Name |Description |Required |Default Value
|`buckets_path` |The path to the buckets we wish to find the cumulative sum for (see <<bucket-path-syntax>> for more
details) |Required |
|`format` |format to apply to the output value of this aggregation |Optional, defaults to `null` |
|===
The following snippet calculates the cumulative sum of the total monthly `sales`:
[source,js]
--------------------------------------------------
{
"aggs" : {
"sales_per_month" : {
"date_histogram" : {
"field" : "date",
"interval" : "month"
},
"aggs": {
"sales": {
"sum": {
"field": "price"
}
},
"cumulative_sales": {
"cumulative_sum": {
"buckets_paths": "sales" <1>
}
}
}
}
}
}
--------------------------------------------------
<1> `bucket_paths` instructs this cumulative sum aggregation to use the output of the `sales` aggregation for the cumulative sum
And the following may be the response:
[source,js]
--------------------------------------------------
{
"aggregations": {
"sales_per_month": {
"buckets": [
{
"key_as_string": "2015/01/01 00:00:00",
"key": 1420070400000,
"doc_count": 3,
"sales": {
"value": 550
},
"cumulative_sales": {
"value": 550
}
},
{
"key_as_string": "2015/02/01 00:00:00",
"key": 1422748800000,
"doc_count": 2,
"sales": {
"value": 60
},
"cumulative_sales": {
"value": 610
}
},
{
"key_as_string": "2015/03/01 00:00:00",
"key": 1425168000000,
"doc_count": 2,
"sales": {
"value": 375
},
"cumulative_sales": {
"value": 985
}
}
]
}
}
}
--------------------------------------------------