fix moment sketch null handling (#9075)

This commit is contained in:
Clint Wylie 2020-01-07 12:15:59 -08:00 committed by Jonathan Wei
parent 7af85250cb
commit c248e00984
7 changed files with 480 additions and 419 deletions

View File

@ -31,7 +31,6 @@ import org.apache.druid.query.aggregation.BufferAggregator;
import org.apache.druid.query.aggregation.momentsketch.MomentSketchWrapper;
import org.apache.druid.query.cache.CacheKeyBuilder;
import org.apache.druid.segment.ColumnSelectorFactory;
import org.apache.druid.segment.ColumnValueSelector;
import org.apache.druid.segment.column.ColumnCapabilities;
import org.apache.druid.segment.column.ValueType;
@ -110,11 +109,9 @@ public class MomentSketchAggregatorFactory extends AggregatorFactory
{
ColumnCapabilities cap = metricFactory.getColumnCapabilities(fieldName);
if (cap == null || ValueType.isNumeric(cap.getType())) {
final ColumnValueSelector<Double> selector = metricFactory.makeColumnValueSelector(fieldName);
return new MomentSketchBuildAggregator(selector, k, getCompress());
return new MomentSketchBuildAggregator(metricFactory.makeColumnValueSelector(fieldName), k, getCompress());
} else {
final ColumnValueSelector<MomentSketchWrapper> selector = metricFactory.makeColumnValueSelector(fieldName);
return new MomentSketchMergeAggregator(selector, k, getCompress());
return new MomentSketchMergeAggregator(metricFactory.makeColumnValueSelector(fieldName), k, getCompress());
}
}
@ -123,11 +120,9 @@ public class MomentSketchAggregatorFactory extends AggregatorFactory
{
ColumnCapabilities cap = metricFactory.getColumnCapabilities(fieldName);
if (cap == null || ValueType.isNumeric(cap.getType())) {
final ColumnValueSelector<Double> selector = metricFactory.makeColumnValueSelector(fieldName);
return new MomentSketchBuildBufferAggregator(selector, k, getCompress());
return new MomentSketchBuildBufferAggregator(metricFactory.makeColumnValueSelector(fieldName), k, getCompress());
} else {
final ColumnValueSelector<MomentSketchWrapper> selector = metricFactory.makeColumnValueSelector(fieldName);
return new MomentSketchMergeBufferAggregator(selector, k, getCompress());
return new MomentSketchMergeBufferAggregator(metricFactory.makeColumnValueSelector(fieldName), k, getCompress());
}
}

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@ -47,6 +47,9 @@ public class MomentSketchBuildAggregator implements Aggregator
@Override
public void aggregate()
{
if (valueSelector.isNull()) {
return;
}
momentsSketch.add(valueSelector.getDouble());
}

View File

@ -56,6 +56,9 @@ public class MomentSketchBuildBufferAggregator implements BufferAggregator
@Override
public synchronized void aggregate(final ByteBuffer buffer, final int position)
{
if (selector.isNull()) {
return;
}
ByteBuffer mutationBuffer = buffer.duplicate();
mutationBuffer.position(position);

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@ -0,0 +1,44 @@
/*
* 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.druid.query.aggregation.momentsketch.aggregator;
import com.fasterxml.jackson.databind.ObjectMapper;
import org.apache.druid.jackson.DefaultObjectMapper;
import org.junit.Assert;
import org.junit.Test;
public class MomentSketchAggregatorFactorySerdeTest
{
@Test
public void serializeDeserializeFactoryWithFieldName() throws Exception
{
ObjectMapper objectMapper = new DefaultObjectMapper();
MomentSketchAggregatorFactory factory = new MomentSketchAggregatorFactory(
"name", "fieldName", 128, true
);
MomentSketchAggregatorFactory other = objectMapper.readValue(
objectMapper.writeValueAsString(factory),
MomentSketchAggregatorFactory.class
);
Assert.assertEquals(factory, other);
}
}

View File

@ -20,9 +20,8 @@
package org.apache.druid.query.aggregation.momentsketch.aggregator;
import com.fasterxml.jackson.databind.ObjectMapper;
import org.apache.druid.common.config.NullHandling;
import org.apache.druid.initialization.DruidModule;
import org.apache.druid.jackson.DefaultObjectMapper;
import org.apache.druid.java.util.common.granularity.Granularities;
import org.apache.druid.java.util.common.guava.Sequence;
import org.apache.druid.query.aggregation.AggregationTestHelper;
@ -47,6 +46,7 @@ import java.util.List;
@RunWith(Parameterized.class)
public class MomentsSketchAggregatorTest extends InitializedNullHandlingTest
{
private final boolean hasNulls = !NullHandling.replaceWithDefault();
private final AggregationTestHelper helper;
@Rule
@ -70,23 +70,6 @@ public class MomentsSketchAggregatorTest extends InitializedNullHandlingTest
return constructors;
}
// this is to test Json properties and equals
@Test
public void serializeDeserializeFactoryWithFieldName() throws Exception
{
ObjectMapper objectMapper = new DefaultObjectMapper();
MomentSketchAggregatorFactory factory = new MomentSketchAggregatorFactory(
"name", "fieldName", 128, true
);
MomentSketchAggregatorFactory other = objectMapper.readValue(
objectMapper.writeValueAsString(factory),
MomentSketchAggregatorFactory.class
);
Assert.assertEquals(factory, other);
}
@Test
public void buildingSketchesAtIngestionTime() throws Exception
{
@ -104,11 +87,14 @@ public class MomentsSketchAggregatorTest extends InitializedNullHandlingTest
" \"dimensionExclusions\": [ \"sequenceNumber\"],",
" \"spatialDimensions\": []",
" },",
" \"columns\": [\"timestamp\", \"sequenceNumber\", \"product\", \"value\"]",
" \"columns\": [\"timestamp\", \"sequenceNumber\", \"product\", \"value\", \"valueWithNulls\"]",
" }",
"}"
),
"[{\"type\": \"momentSketch\", \"name\": \"sketch\", \"fieldName\": \"value\", \"k\": 10, \"compress\": true}]",
"["
+ "{\"type\": \"momentSketch\", \"name\": \"sketch\", \"fieldName\": \"value\", \"k\": 10, \"compress\": true},"
+ "{\"type\": \"momentSketch\", \"name\": \"sketchWithNulls\", \"fieldName\": \"valueWithNulls\", \"k\": 10, \"compress\": true}"
+ "]",
0,
// minTimestamp
Granularities.NONE,
@ -122,12 +108,16 @@ public class MomentsSketchAggregatorTest extends InitializedNullHandlingTest
" \"granularity\": \"ALL\",",
" \"dimensions\": [],",
" \"aggregations\": [",
" {\"type\": \"momentSketchMerge\", \"name\": \"sketch\", \"fieldName\": \"sketch\", \"k\": 10, \"compress\": true}",
" {\"type\": \"momentSketchMerge\", \"name\": \"sketch\", \"fieldName\": \"sketch\", \"k\": 10, \"compress\": true},",
" {\"type\": \"momentSketchMerge\", \"name\": \"sketchWithNulls\", \"fieldName\": \"sketchWithNulls\", \"k\": 10, \"compress\": true}",
" ],",
" \"postAggregations\": [",
" {\"type\": \"momentSketchSolveQuantiles\", \"name\": \"quantiles\", \"fractions\": [0, 0.5, 1], \"field\": {\"type\": \"fieldAccess\", \"fieldName\": \"sketch\"}},",
" {\"type\": \"momentSketchMin\", \"name\": \"min\", \"field\": {\"type\": \"fieldAccess\", \"fieldName\": \"sketch\"}},",
" {\"type\": \"momentSketchMax\", \"name\": \"max\", \"field\": {\"type\": \"fieldAccess\", \"fieldName\": \"sketch\"}}",
" {\"type\": \"momentSketchMax\", \"name\": \"max\", \"field\": {\"type\": \"fieldAccess\", \"fieldName\": \"sketch\"}},",
" {\"type\": \"momentSketchSolveQuantiles\", \"name\": \"quantilesWithNulls\", \"fractions\": [0, 0.5, 1], \"field\": {\"type\": \"fieldAccess\", \"fieldName\": \"sketchWithNulls\"}},",
" {\"type\": \"momentSketchMin\", \"name\": \"minWithNulls\", \"field\": {\"type\": \"fieldAccess\", \"fieldName\": \"sketchWithNulls\"}},",
" {\"type\": \"momentSketchMax\", \"name\": \"maxWithNulls\", \"field\": {\"type\": \"fieldAccess\", \"fieldName\": \"sketchWithNulls\"}}",
" ],",
" \"intervals\": [\"2016-01-01T00:00:00.000Z/2016-01-31T00:00:00.000Z\"]",
"}"
@ -136,19 +126,36 @@ public class MomentsSketchAggregatorTest extends InitializedNullHandlingTest
List<ResultRow> results = seq.toList();
Assert.assertEquals(1, results.size());
ResultRow row = results.get(0);
double[] quantilesArray = (double[]) row.get(1); // "quantiles"
MomentSketchWrapper sketchObject = (MomentSketchWrapper) row.get(0); // "sketch"
// 400 total products since this is pre-rollup
Assert.assertEquals(400.0, sketchObject.getPowerSums()[0], 1e-10);
MomentSketchWrapper sketchObjectWithNulls = (MomentSketchWrapper) row.get(1); // "sketchWithNulls"
// 23 null values, nulls at ingestion time are not replaced with default values for complex metrics inputs
Assert.assertEquals(377.0, sketchObjectWithNulls.getPowerSums()[0], 1e-10);
double[] quantilesArray = (double[]) row.get(2); // "quantiles"
Assert.assertEquals(0, quantilesArray[0], 0.05);
Assert.assertEquals(.5, quantilesArray[1], 0.05);
Assert.assertEquals(1.0, quantilesArray[2], 0.05);
Double minValue = (Double) row.get(2); // "min"
Double minValue = (Double) row.get(3); // "min"
Assert.assertEquals(0.0011, minValue, 0.0001);
Double maxValue = (Double) row.get(3); // "max"
Double maxValue = (Double) row.get(4); // "max"
Assert.assertEquals(0.9969, maxValue, 0.0001);
MomentSketchWrapper sketchObject = (MomentSketchWrapper) row.get(0); // "sketch"
Assert.assertEquals(400.0, sketchObject.getPowerSums()[0], 1e-10);
double[] quantilesArrayWithNulls = (double[]) row.get(5); // "quantilesWithNulls"
Assert.assertEquals(5.0, quantilesArrayWithNulls[0], 0.05);
Assert.assertEquals(7.57, quantilesArrayWithNulls[1], 0.05);
Assert.assertEquals(10.0, quantilesArrayWithNulls[2], 0.05);
Double minValueWithNulls = (Double) row.get(6); // "minWithNulls"
Assert.assertEquals(5.0164, minValueWithNulls, 0.0001);
Double maxValueWithNulls = (Double) row.get(7); // "maxWithNulls"
Assert.assertEquals(9.9788, maxValueWithNulls, 0.0001);
}
@Test
@ -164,11 +171,11 @@ public class MomentsSketchAggregatorTest extends InitializedNullHandlingTest
" \"format\": \"tsv\",",
" \"timestampSpec\": {\"column\": \"timestamp\", \"format\": \"yyyyMMddHH\"},",
" \"dimensionsSpec\": {",
" \"dimensions\": [ \"product\"],",
" \"dimensions\": [ \"product\", {\"name\":\"valueWithNulls\", \"type\":\"double\"}],",
" \"dimensionExclusions\": [\"sequenceNumber\"],",
" \"spatialDimensions\": []",
" },",
" \"columns\": [\"timestamp\", \"sequenceNumber\", \"product\", \"value\"]",
" \"columns\": [\"timestamp\", \"sequenceNumber\", \"product\", \"value\", \"valueWithNulls\"]",
" }",
"}"
),
@ -184,7 +191,8 @@ public class MomentsSketchAggregatorTest extends InitializedNullHandlingTest
" \"granularity\": \"ALL\",",
" \"dimensions\": [],",
" \"aggregations\": [",
" {\"type\": \"momentSketch\", \"name\": \"sketch\", \"fieldName\": \"value\", \"k\": 10}",
" {\"type\": \"momentSketch\", \"name\": \"sketch\", \"fieldName\": \"value\", \"k\": 10},",
" {\"type\": \"momentSketch\", \"name\": \"sketchWithNulls\", \"fieldName\": \"valueWithNulls\", \"k\": 10}",
" ],",
" \"intervals\": [\"2016-01-01T00:00:00.000Z/2016-01-31T00:00:00.000Z\"]",
"}"
@ -196,8 +204,14 @@ public class MomentsSketchAggregatorTest extends InitializedNullHandlingTest
ResultRow row = results.get(0);
MomentSketchWrapper sketchObject = (MomentSketchWrapper) row.get(0); // "sketch"
// 9 total products since we pre-sum the values.
Assert.assertEquals(9.0, sketchObject.getPowerSums()[0], 1e-10);
// 385 total products since roll-up limited by valueWithNulls column
Assert.assertEquals(385.0, sketchObject.getPowerSums()[0], 1e-10);
MomentSketchWrapper sketchObjectWithNulls = (MomentSketchWrapper) row.get(1); // "sketchWithNulls"
// in default mode, all 385 rows have a number value so will be computed, but only 377 rows have actual values in
// sql null mode
Assert.assertEquals(hasNulls ? 377.0 : 385.0, sketchObjectWithNulls.getPowerSums()[0], 1e-10);
}
}

View File

@ -1,400 +1,400 @@
2016010101 0 0 0.6529403005319299
2016010101 1 0 0.9270214958987323
2016010101 2 0 0.6383273609981486
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2016010101 4 0 0.8163864917598281
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2016010101 115 1 0.9655188575577313
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2016010101 118 1 0.9406914128003497
2016010101 119 1 0.03264873659277656
2016010101 120 6 0.004852543443656487
2016010101 121 6 0.11161194329252788
2016010101 122 6 0.9403527002796559
2016010101 123 6 0.8951866979503953
2016010101 124 6 0.07629846897033454
2016010101 116 1 0.6074995164352884 9.0669
2016010101 117 1 0.5501887988201414 5.2207
2016010101 118 1 0.9406914128003497 7.7406
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@ -438,6 +438,7 @@ public class AggregationTestHelper implements Closeable
.setIndexSchema(
new IncrementalIndexSchema.Builder()
.withMinTimestamp(minTimestamp)
.withDimensionsSpec(parser.getParseSpec().getDimensionsSpec())
.withQueryGranularity(gran)
.withMetrics(metrics)
.withRollup(rollup)
@ -458,6 +459,7 @@ public class AggregationTestHelper implements Closeable
.setIndexSchema(
new IncrementalIndexSchema.Builder()
.withMinTimestamp(minTimestamp)
.withDimensionsSpec(parser.getParseSpec().getDimensionsSpec())
.withQueryGranularity(gran)
.withMetrics(metrics)
.withRollup(rollup)