diff --git a/docs/content/development/datasketches-aggregators.md b/docs/content/development/datasketches-aggregators.md new file mode 100644 index 000000000000..c82a4349c060 --- /dev/null +++ b/docs/content/development/datasketches-aggregators.md @@ -0,0 +1,140 @@ +--- +layout: doc_page +--- + +## DataSketches aggregator +Druid aggregators based on [datasketches]()http://datasketches.github.io/) library. Note that sketch algorithms are approxiate, see details in the "Accuracy" section of the datasketches doc. +At ingestion time, this aggregator creates the theta sketch objects which get stored in Druid segments. Logically speaking, a theta sketch object can be thought of as a Set data structure. At query time, sketches are read and aggregated(set unioned) together. In the end, by default, you receive the estimate of number of unique entries in the sketch object. Also, You can use post aggregators to do union, intersection or difference on sketch columns in the same row. + +### Aggregators + +```json +{ + "type" : "thetaSketch", + "name" : , + "fieldName" : , + + //following boolean field is optional. This should only be used at + //indexing time if your input data contains theta sketch objects. + //that would be the case if you use datasketches library outside of Druid, + //say with Pig/Hive, to produce the data that you are ingesting into Druid + "isInputThetaSketch": false + + //following field is optional, default = 16384. must be a power of 2. + //Internally, size refers to the maximum number + //of entries sketch object will retain, higher size would mean higher + //accuracy but higher space needed to store those sketches. + //note that after you index with a particular size, druid will persist sketch in segments + //and you will use size greater or equal to that at query time. + //See [theta-size](http://datasketches.github.io/docs/ThetaSize.html) for details. + //In general, We recommend just sticking to default size, which has worked well. + "size": 16384 + } +``` + +### Post Aggregators + +#### Sketch Estimator +```json +{ "type" : "thetaSketchEstimate", "name": , "fieldName" : } +``` + +#### Sketch Operations +```json +{ "type" : "thetaSketchSetOp", "name": , "func": , "fields" : } +``` + +### Examples + +Assuming, you have a dataset containing (timestamp, product, user_id). You want to answer questions like + +How many unique users visited product A? +How many unique users visited both product A and product B? + +to answer above questions, you would index your data using following aggregator. + +```json +{ "type": "thetaSketch", "name": "user_id_sketch", "fieldName": "user_id" } +``` + +then, sample query for, How many unique users visited product A? +```json +{ + "queryType": "groupBy", + "dataSource": "test_datasource", + "granularity": "ALL", + "dimensions": [], + "aggregations": [ + { "type": "thetaSketch", "name": "unique_users", "fieldName": "user_id_sketch" } + ], + "filter": { "type": "selector", "dimension": "product", "value": "A" }, + "intervals": [ "2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z" ] +} +``` + +sample query for, How many unique users visited both product A and B? + +```json +{ + "queryType": "groupBy", + "dataSource": "test_datasource", + "granularity": "ALL", + "dimensions": [], + "filter": { + "type": "or", + "fields": [ + {"type": "selector", "dimension": "product", "value": "A"}, + {"type": "selector", "dimension": "product", "value": "B"} + ] + }, + "aggregations": [ + { + "type" : "filtered", + "filter" : { + "type" : "selector", + "dimension" : "product", + "value" : "A" + }, + "aggregator" : { + "type": "thetaSketch", "name": "A_unique_users", "fieldName": "user_id_sketch" + } + }, + { + "type" : "filtered", + "filter" : { + "type" : "selector", + "dimension" : "product", + "value" : "B" + }, + "aggregator" : { + "type": "thetaSketch", "name": "B_unique_users", "fieldName": "user_id_sketch" + } + } + ], + "postAggregations": [ + { + "type": "thetaSketchEstimate", + "name": "final_unique_users", + "field": + { + "type": "thetaSketchSetOp", + "name": "final_unique_users_sketch", + "func": "INTERSECT", + "fields": [ + { + "type": "fieldAccess", + "fieldName": "A_unique_users" + }, + { + "type": "fieldAccess", + "fieldName": "B_unique_users" + } + ] + } + } + ], + "intervals": [ + "2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z" + ] +} +``` diff --git a/docs/content/toc.textile b/docs/content/toc.textile index 6e158fa401e3..3e695048006a 100644 --- a/docs/content/toc.textile +++ b/docs/content/toc.textile @@ -89,6 +89,7 @@ h2. Development ** "Geographic Queries":../development/geo.html ** "Select Query":../development/select-query.html ** "Approximate Histograms and Quantiles":../development/approximate-histograms.html +** "Datasketches based Aggregators":../development/datasketches-aggregators.html ** "Router node":../development/router.html ** "New Kafka Firehose":../development/kafka-simple-consumer-firehose.html diff --git a/extensions/datasketches/README.md b/extensions/datasketches/README.md new file mode 100644 index 000000000000..a934b622ec21 --- /dev/null +++ b/extensions/datasketches/README.md @@ -0,0 +1,9 @@ +This module provides druid aggregators based on http://datasketches.github.io/ . + +Credits: This module is a result of feedback and work done by following people. + +https://github.com/cheddar +https://github.com/himanshug +https://github.com/leerho +https://github.com/will-lauer + diff --git a/extensions/datasketches/pom.xml b/extensions/datasketches/pom.xml new file mode 100644 index 000000000000..30a375f6a45a --- /dev/null +++ b/extensions/datasketches/pom.xml @@ -0,0 +1,119 @@ + + + + + 4.0.0 + + io.druid.extensions + druid-datasketches + druid-datasketches + Druid Aggregators based on datasketches lib http://datasketches.github.io/ + + + io.druid + druid + 0.9.0-SNAPSHOT + ../../pom.xml + + + + + com.yahoo.datasketches + sketches-core + 0.1.1 + + + io.druid + druid-api + ${druid.api.version} + provided + + + io.druid + druid-processing + ${project.parent.version} + provided + + + + com.fasterxml.jackson.core + jackson-annotations + ${jackson.version} + provided + + + com.fasterxml.jackson.core + jackson-core + ${jackson.version} + provided + + + com.fasterxml.jackson.core + jackson-databind + ${jackson.version} + provided + + + com.fasterxml.jackson.datatype + jackson-datatype-guava + ${jackson.version} + provided + + + com.fasterxml.jackson.datatype + jackson-datatype-joda + ${jackson.version} + provided + + + com.fasterxml.jackson.dataformat + jackson-dataformat-smile + ${jackson.version} + provided + + + com.fasterxml.jackson.jaxrs + jackson-jaxrs-json-provider + ${jackson.version} + provided + + + com.fasterxml.jackson.jaxrs + jackson-jaxrs-smile-provider + ${jackson.version} + provided + + + + + junit + junit + test + + + io.druid + druid-processing + ${project.parent.version} + test-jar + test + + + + diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/EmptySketchAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/EmptySketchAggregator.java new file mode 100644 index 000000000000..19ee610b53b1 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/EmptySketchAggregator.java @@ -0,0 +1,71 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import io.druid.query.aggregation.Aggregator; + +public class EmptySketchAggregator implements Aggregator +{ + private final String name; + + public EmptySketchAggregator(String name) + { + this.name = name; + } + + @Override + public void aggregate() + { + } + + @Override + public void reset() + { + } + + @Override + public Object get() + { + return SketchOperations.EMPTY_SKETCH; + } + + @Override + public float getFloat() + { + throw new UnsupportedOperationException("Not implemented"); + } + + @Override + public long getLong() + { + throw new UnsupportedOperationException("Not implemented"); + } + + @Override + public String getName() + { + return name; + } + + @Override + public void close() + { + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/EmptySketchBufferAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/EmptySketchBufferAggregator.java new file mode 100644 index 000000000000..160cc5f60b38 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/EmptySketchBufferAggregator.java @@ -0,0 +1,64 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import io.druid.query.aggregation.BufferAggregator; + +import java.nio.ByteBuffer; + +public class EmptySketchBufferAggregator implements BufferAggregator +{ + public EmptySketchBufferAggregator() + { + } + + @Override + public void init(ByteBuffer buf, int position) + { + } + + @Override + public void aggregate(ByteBuffer buf, int position) + { + } + + @Override + public Object get(ByteBuffer buf, int position) + { + return SketchOperations.EMPTY_SKETCH; + } + + @Override + public float getFloat(ByteBuffer buf, int position) + { + throw new UnsupportedOperationException("Not implemented"); + } + + @Override + public long getLong(ByteBuffer buf, int position) + { + throw new UnsupportedOperationException("Not implemented"); + } + + @Override + public void close() + { + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchAggregator.java new file mode 100644 index 000000000000..3b8a9cc1f66c --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchAggregator.java @@ -0,0 +1,108 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.yahoo.sketches.Family; +import com.yahoo.sketches.memory.Memory; +import com.yahoo.sketches.theta.SetOpReturnState; +import com.yahoo.sketches.theta.SetOperation; +import com.yahoo.sketches.theta.Sketch; +import com.yahoo.sketches.theta.Union; +import io.druid.query.aggregation.Aggregator; +import io.druid.segment.ObjectColumnSelector; + +public class SketchAggregator implements Aggregator +{ + private final ObjectColumnSelector selector; + private final String name; + private final int size; + + private Union union; + + public SketchAggregator(String name, ObjectColumnSelector selector, int size) + { + this.name = name; + this.selector = selector; + this.size = size; + union = new SynchronizedUnion((Union) SetOperation.builder().build(size, Family.UNION)); + } + + @Override + public void aggregate() + { + Object update = selector.get(); + + if(update == null) { + return; + } + + SetOpReturnState success; + if (update instanceof Memory) { + success = union.update((Memory) update); + } else { + success = union.update((Sketch) update); + } + + if(success != SetOpReturnState.Success) { + throw new IllegalStateException("Sketch Aggregation failed with state " + success); + } + } + + @Override + public void reset() + { + union.reset(); + } + + @Override + public Object get() + { + //in the code below, I am returning SetOp.getResult(true, null) + //"true" returns an ordered sketch but slower to compute than unordered sketch. + //however, advantage of ordered sketch is that they are faster to "union" later + //given that results from the aggregator will be combined further, it is better + //to return the ordered sketch here + return union.getResult(true, null); + } + + @Override + public float getFloat() + { + throw new UnsupportedOperationException("Not implemented"); + } + + @Override + public long getLong() + { + throw new UnsupportedOperationException("Not implemented"); + } + + @Override + public String getName() + { + return name; + } + + @Override + public void close() + { + union = null; + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchAggregatorFactory.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchAggregatorFactory.java new file mode 100644 index 000000000000..7fd551026bcc --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchAggregatorFactory.java @@ -0,0 +1,220 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.fasterxml.jackson.annotation.JsonProperty; +import com.google.common.base.Preconditions; +import com.google.common.primitives.Doubles; +import com.metamx.common.IAE; +import com.yahoo.sketches.Family; +import com.yahoo.sketches.Util; +import com.yahoo.sketches.memory.Memory; +import com.yahoo.sketches.theta.SetOperation; +import com.yahoo.sketches.theta.Sketch; +import com.yahoo.sketches.theta.Sketches; +import com.yahoo.sketches.theta.Union; +import io.druid.query.aggregation.Aggregator; +import io.druid.query.aggregation.AggregatorFactory; +import io.druid.query.aggregation.BufferAggregator; +import io.druid.segment.ColumnSelectorFactory; +import io.druid.segment.ObjectColumnSelector; + +import java.nio.ByteBuffer; +import java.util.Collections; +import java.util.Comparator; +import java.util.List; + +public abstract class SketchAggregatorFactory implements AggregatorFactory +{ + public static final int DEFAULT_MAX_SKETCH_SIZE = 16384; + + protected final String name; + protected final String fieldName; + protected final int size; + private final byte cacheId; + + public static final Comparator COMPARATOR = new Comparator() + { + @Override + public int compare(Sketch o, Sketch o1) + { + return Doubles.compare(o.getEstimate(), o1.getEstimate()); + } + }; + + public SketchAggregatorFactory(String name, String fieldName, Integer size, byte cacheId) + { + this.name = Preconditions.checkNotNull(name, "Must have a valid, non-null aggregator name"); + this.fieldName = Preconditions.checkNotNull(fieldName, "Must have a valid, non-null fieldName"); + + this.size = size == null ? DEFAULT_MAX_SKETCH_SIZE : size; + Util.checkIfPowerOf2(this.size, "size"); + + this.cacheId = cacheId; + } + + @SuppressWarnings("unchecked") + @Override + public Aggregator factorize(ColumnSelectorFactory metricFactory) + { + ObjectColumnSelector selector = metricFactory.makeObjectColumnSelector(fieldName); + if (selector == null) { + return new EmptySketchAggregator(name); + } else { + return new SketchAggregator(name, selector, size); + } + } + + @SuppressWarnings("unchecked") + @Override + public BufferAggregator factorizeBuffered(ColumnSelectorFactory metricFactory) + { + ObjectColumnSelector selector = metricFactory.makeObjectColumnSelector(fieldName); + if (selector == null) { + return new EmptySketchBufferAggregator(); + } else { + return new SketchBufferAggregator(selector, size, getMaxIntermediateSize()); + } + } + + @Override + public Object deserialize(Object object) + { + return SketchOperations.deserialize(object); + } + + @Override + public Comparator getComparator() + { + return COMPARATOR; + } + + @Override + public Object combine(Object lhs, Object rhs) + { + Union union = (Union) SetOperation.builder().build(size, Family.UNION); + updateUnion(union, lhs); + updateUnion(union, rhs); + return union.getResult(false, null); + } + + private void updateUnion(Union union, Object obj) + { + if (obj == null) { + return; + } else if (obj instanceof Memory) { + union.update((Memory) obj); + } else if (obj instanceof Sketch) { + union.update((Sketch) obj); + } else { + throw new IAE("Object of type [%s] can not be unioned", obj.getClass().getName()); + } + } + + @Override + @JsonProperty + public String getName() + { + return name; + } + + @JsonProperty + public String getFieldName() + { + return fieldName; + } + + @JsonProperty + public int getSize() + { + return size; + } + + @Override + public int getMaxIntermediateSize() + { + return SetOperation.getMaxUnionBytes(size); + } + + @Override + public Object getAggregatorStartValue() + { + return Sketches.updateSketchBuilder().build(size); + } + + @Override + public List requiredFields() + { + return Collections.singletonList(fieldName); + } + + @Override + public byte[] getCacheKey() + { + byte[] fieldNameBytes = fieldName.getBytes(); + return ByteBuffer.allocate(1 + fieldNameBytes.length).put(cacheId).put(fieldNameBytes).array(); + } + + @Override + public String toString() + { + return getClass().getSimpleName() + "{" + + "fieldName='" + fieldName + '\'' + + ", name='" + name + '\'' + + ", size=" + size + + '}'; + } + + + @Override + public boolean equals(Object o) + { + if (this == o) { + return true; + } + if (o == null || getClass() != o.getClass()) { + return false; + } + + SketchAggregatorFactory that = (SketchAggregatorFactory) o; + + if (size != that.size) { + return false; + } + if (cacheId != that.cacheId) { + return false; + } + if (!name.equals(that.name)) { + return false; + } + return fieldName.equals(that.fieldName); + + } + + @Override + public int hashCode() + { + int result = name.hashCode(); + result = 31 * result + fieldName.hashCode(); + result = 31 * result + size; + result = 31 * result + (int) cacheId; + return result; + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchBufferAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchBufferAggregator.java new file mode 100644 index 000000000000..849a8722175f --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchBufferAggregator.java @@ -0,0 +1,126 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.yahoo.sketches.Family; +import com.yahoo.sketches.memory.Memory; +import com.yahoo.sketches.memory.MemoryRegion; +import com.yahoo.sketches.memory.NativeMemory; +import com.yahoo.sketches.theta.SetOpReturnState; +import com.yahoo.sketches.theta.SetOperation; +import com.yahoo.sketches.theta.Sketch; +import com.yahoo.sketches.theta.Union; +import io.druid.query.aggregation.BufferAggregator; +import io.druid.segment.ObjectColumnSelector; + +import java.nio.ByteBuffer; +import java.util.HashMap; +import java.util.Map; + +public class SketchBufferAggregator implements BufferAggregator +{ + private final ObjectColumnSelector selector; + private final int size; + private final int maxIntermediateSize; + + private NativeMemory nm; + + private final Map unions = new HashMap<>(); //position in BB -> Union Object + + public SketchBufferAggregator(ObjectColumnSelector selector, int size, int maxIntermediateSize) + { + this.selector = selector; + this.size = size; + this.maxIntermediateSize = maxIntermediateSize; + } + + @Override + public void init(ByteBuffer buf, int position) + { + if (nm == null) { + nm = new NativeMemory(buf); + } + + Memory mem = new MemoryRegion(nm, position, maxIntermediateSize); + unions.put(position, (Union) SetOperation.builder().setMemory(mem).build(size, Family.UNION)); + } + + @Override + public void aggregate(ByteBuffer buf, int position) + { + Object update = selector.get(); + if(update == null) { + return; + } + + Union union = getUnion(buf, position); + SetOpReturnState success; + if (update instanceof Memory) { + success = union.update((Memory) update); + } else { + success = union.update((Sketch) update); + } + + if(success != SetOpReturnState.Success) { + throw new IllegalStateException("Sketch Buffer Aggregation failed with state " + update); + } + } + + @Override + public Object get(ByteBuffer buf, int position) + { + //in the code below, I am returning SetOp.getResult(true, null) + //"true" returns an ordered sketch but slower to compute than unordered sketch. + //however, advantage of ordered sketch is that they are faster to "union" later + //given that results from the aggregator will be combined further, it is better + //to return the ordered sketch here + return getUnion(buf, position).getResult(true, null); + } + + //Note that this is not threadsafe and I don't think it needs to be + private Union getUnion(ByteBuffer buf, int position) + { + Union union = unions.get(position); + if(union == null) { + Memory mem = new MemoryRegion(nm, position, maxIntermediateSize); + union = (Union) SetOperation.wrap(mem); + unions.put(position, union); + } + return union; + } + + @Override + public float getFloat(ByteBuffer buf, int position) + { + throw new UnsupportedOperationException("Not implemented"); + } + + @Override + public long getLong(ByteBuffer buf, int position) + { + throw new UnsupportedOperationException("Not implemented"); + } + + @Override + public void close() { + unions.clear(); + } + +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchBuildComplexMetricSerde.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchBuildComplexMetricSerde.java new file mode 100644 index 000000000000..1b82c1118b53 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchBuildComplexMetricSerde.java @@ -0,0 +1,81 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.metamx.common.IAE; +import com.yahoo.sketches.memory.Memory; +import com.yahoo.sketches.theta.Sketch; +import com.yahoo.sketches.theta.Sketches; +import com.yahoo.sketches.theta.UpdateSketch; +import io.druid.data.input.InputRow; +import io.druid.segment.serde.ComplexMetricExtractor; + +import java.util.List; + +/** + */ +public class SketchBuildComplexMetricSerde extends SketchMergeComplexMetricSerde +{ + @Override + public ComplexMetricExtractor getExtractor() + { + return new ComplexMetricExtractor() + { + + @Override + public Class extractedClass() + { + return Object.class; + } + + @Override + public Object extractValue(InputRow inputRow, String metricName) + { + Object obj = inputRow.getRaw(metricName); + if (obj == null || obj instanceof Sketch || obj instanceof Memory) { + return obj; + } + + UpdateSketch sketch = Sketches.updateSketchBuilder().build(4096); + if (obj instanceof String) { + sketch.update((String) obj); + } else if (obj instanceof byte[]) { + sketch.update((byte[]) obj); + } else if (obj instanceof Double) { + sketch.update(((Double) obj)); + } else if (obj instanceof Integer || obj instanceof Long) { + sketch.update(((Number) obj).longValue()); + } else if (obj instanceof int[]) { + sketch.update((int[]) obj); + } else if (obj instanceof long[]) { + sketch.update((long[]) obj); + } else if (obj instanceof List) { + for (Object entry : (List) obj) { + sketch.update(entry.toString()); + } + } else { + throw new IAE("Unknown object type[%s] received for ingestion.", obj.getClass()); + } + + return sketch; + } + }; + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchEstimatePostAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchEstimatePostAggregator.java new file mode 100644 index 000000000000..b34203f2545b --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchEstimatePostAggregator.java @@ -0,0 +1,118 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.fasterxml.jackson.annotation.JsonCreator; +import com.fasterxml.jackson.annotation.JsonProperty; +import com.google.common.base.Preconditions; +import com.google.common.collect.Sets; +import com.yahoo.sketches.theta.Sketch; +import io.druid.query.aggregation.PostAggregator; + +import java.util.Comparator; +import java.util.Map; +import java.util.Set; + +public class SketchEstimatePostAggregator implements PostAggregator +{ + + private final String name; + private final PostAggregator field; + + @JsonCreator + public SketchEstimatePostAggregator( + @JsonProperty("name") String name, + @JsonProperty("field") PostAggregator field + ) + { + this.name = Preconditions.checkNotNull(name, "name is null"); + this.field = Preconditions.checkNotNull(field, "field is null"); + } + + @Override + public Set getDependentFields() + { + Set dependentFields = Sets.newHashSet(); + dependentFields.addAll(field.getDependentFields()); + return dependentFields; + } + + @Override + public Comparator getComparator() + { + return SketchAggregatorFactory.COMPARATOR; + } + + @Override + public Object compute(Map combinedAggregators) + { + Sketch sketch = (Sketch) field.compute(combinedAggregators); + return sketch.getEstimate(); + } + + @Override + @JsonProperty + public String getName() + { + return name; + } + + @JsonProperty + public PostAggregator getField() + { + return field; + } + + @Override + public String toString() + { + return "SketchEstimatePostAggregator{" + + "name='" + name + '\'' + + ", field=" + field + + "}"; + } + + @Override + public boolean equals(Object o) + { + if (this == o) { + return true; + } + if (o == null || getClass() != o.getClass()) { + return false; + } + + SketchEstimatePostAggregator that = (SketchEstimatePostAggregator) o; + + if (!name.equals(that.name)) { + return false; + } + return field.equals(that.field); + + } + + @Override + public int hashCode() + { + int result = name.hashCode(); + result = 31 * result + field.hashCode(); + return result; + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchJsonSerializer.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchJsonSerializer.java new file mode 100644 index 000000000000..b28c44b00305 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchJsonSerializer.java @@ -0,0 +1,37 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.fasterxml.jackson.core.JsonGenerator; +import com.fasterxml.jackson.core.JsonProcessingException; +import com.fasterxml.jackson.databind.JsonSerializer; +import com.fasterxml.jackson.databind.SerializerProvider; +import com.yahoo.sketches.theta.Sketch; + +import java.io.IOException; + +public class SketchJsonSerializer extends JsonSerializer +{ + @Override + public void serialize(Sketch sketch, JsonGenerator jgen, SerializerProvider provider) throws IOException, JsonProcessingException + { + jgen.writeBinary(sketch.toByteArray()); + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchMergeAggregatorFactory.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchMergeAggregatorFactory.java new file mode 100644 index 000000000000..dadb1ca15fec --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchMergeAggregatorFactory.java @@ -0,0 +1,153 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.fasterxml.jackson.annotation.JsonCreator; +import com.fasterxml.jackson.annotation.JsonProperty; +import com.yahoo.sketches.theta.Sketch; +import io.druid.query.aggregation.AggregatorFactory; + +import java.util.Collections; +import java.util.List; + +public class SketchMergeAggregatorFactory extends SketchAggregatorFactory +{ + + private static final byte CACHE_TYPE_ID = 15; + + private final boolean shouldFinalize; + private final boolean isInputThetaSketch; + + @JsonCreator + public SketchMergeAggregatorFactory( + @JsonProperty("name") String name, + @JsonProperty("fieldName") String fieldName, + @JsonProperty("size") Integer size, + @JsonProperty("shouldFinalize") Boolean shouldFinalize, + @JsonProperty("isInputThetaSketch") Boolean isInputThetaSketch + ) + { + super(name, fieldName, size, CACHE_TYPE_ID); + this.shouldFinalize = (shouldFinalize == null) ? true : shouldFinalize.booleanValue(); + this.isInputThetaSketch = (isInputThetaSketch == null) ? false : isInputThetaSketch.booleanValue(); + } + + @Override + public List getRequiredColumns() + { + return Collections.singletonList( + new SketchMergeAggregatorFactory( + fieldName, + fieldName, + size, + shouldFinalize, + isInputThetaSketch + ) + ); + } + + @Override + public AggregatorFactory getCombiningFactory() + { + return new SketchMergeAggregatorFactory(name, name, size, shouldFinalize, isInputThetaSketch); + } + + @JsonProperty + public boolean getShouldFinalize() + { + return shouldFinalize; + } + + @JsonProperty + public boolean getIsInputThetaSketch() + { + return isInputThetaSketch; + } + + /** + * Finalize the computation on sketch object and returns estimate from underlying + * sketch. + * + * @param object the sketch object + * @return sketch object + */ + @Override + public Object finalizeComputation(Object object) + { + if (shouldFinalize) { + return ((Sketch) object).getEstimate(); + } else { + return object; + } + } + + @Override + public String getTypeName() + { + if (isInputThetaSketch) { + return SketchModule.THETA_SKETCH_MERGE_AGG; + } else { + return SketchModule.THETA_SKETCH_BUILD_AGG; + } + } + + @Override + public boolean equals(Object o) + { + if (this == o) { + return true; + } + if (o == null || getClass() != o.getClass()) { + return false; + } + if (!super.equals(o)) { + return false; + } + + SketchMergeAggregatorFactory that = (SketchMergeAggregatorFactory) o; + + if (shouldFinalize != that.shouldFinalize) { + return false; + } + return isInputThetaSketch == that.isInputThetaSketch; + + } + + @Override + public int hashCode() + { + int result = super.hashCode(); + result = 31 * result + (shouldFinalize ? 1 : 0); + result = 31 * result + (isInputThetaSketch ? 1 : 0); + return result; + } + + @Override + public String toString() + { + return "SketchMergeAggregatorFactory{" + + "fieldName=" + fieldName + + ", name=" + name + + ", size=" + size + + ",shouldFinalize=" + shouldFinalize + + ", isInputThetaSketch=" + isInputThetaSketch + + "}"; + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchMergeComplexMetricSerde.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchMergeComplexMetricSerde.java new file mode 100644 index 000000000000..e67c07f4abf7 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchMergeComplexMetricSerde.java @@ -0,0 +1,83 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.yahoo.sketches.memory.Memory; +import com.yahoo.sketches.theta.Sketch; +import io.druid.data.input.InputRow; +import io.druid.segment.column.ColumnBuilder; +import io.druid.segment.data.GenericIndexed; +import io.druid.segment.data.ObjectStrategy; +import io.druid.segment.serde.ColumnPartSerde; +import io.druid.segment.serde.ComplexColumnPartSerde; +import io.druid.segment.serde.ComplexColumnPartSupplier; +import io.druid.segment.serde.ComplexMetricExtractor; +import io.druid.segment.serde.ComplexMetricSerde; + +import java.nio.ByteBuffer; + +public class SketchMergeComplexMetricSerde extends ComplexMetricSerde +{ + private SketchObjectStrategy strategy = new SketchObjectStrategy(); + + @Override + public String getTypeName() + { + return SketchModule.THETA_SKETCH; + } + + @Override + public ComplexMetricExtractor getExtractor() + { + return new ComplexMetricExtractor() + { + @Override + public Class extractedClass() + { + return Sketch.class; + } + + @Override + public Object extractValue(InputRow inputRow, String metricName) + { + final Object object = inputRow.getRaw(metricName); + if (object == null || object instanceof Sketch || object instanceof Memory) { + return object; + } + return SketchOperations.deserialize(object); + } + }; + } + + @Override + public ColumnPartSerde deserializeColumn(ByteBuffer buffer, ColumnBuilder builder) + { + GenericIndexed ge = GenericIndexed.read(buffer, strategy); + builder.setComplexColumn(new ComplexColumnPartSupplier(getTypeName(), ge)); + return new ComplexColumnPartSerde(ge, getTypeName()); + } + + @Override + public ObjectStrategy getObjectStrategy() + { + return strategy; + } + +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchModule.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchModule.java new file mode 100644 index 000000000000..333b7f8a8b48 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchModule.java @@ -0,0 +1,72 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.fasterxml.jackson.databind.Module; +import com.fasterxml.jackson.databind.jsontype.NamedType; +import com.fasterxml.jackson.databind.module.SimpleModule; +import com.google.inject.Binder; +import com.yahoo.sketches.theta.Sketch; +import io.druid.initialization.DruidModule; +import io.druid.segment.serde.ComplexMetrics; + +import java.util.Arrays; +import java.util.List; + +public class SketchModule implements DruidModule +{ + public static final String THETA_SKETCH = "thetaSketch"; + + public static final String THETA_SKETCH_MERGE_AGG = "thetaSketchMerge"; + public static final String THETA_SKETCH_BUILD_AGG = "thetaSketchBuild"; + + public static final String THETA_SKETCH_ESTIMATE_POST_AGG = "thetaSketchEstimate"; + public static final String THETA_SKETCH_SET_OP_POST_AGG = "thetaSketchSetOp"; + + @Override + public void configure(Binder binder) + { + if (ComplexMetrics.getSerdeForType(THETA_SKETCH) == null) { + ComplexMetrics.registerSerde(THETA_SKETCH, new SketchMergeComplexMetricSerde()); + } + + if (ComplexMetrics.getSerdeForType(THETA_SKETCH_MERGE_AGG) == null) { + ComplexMetrics.registerSerde(THETA_SKETCH_MERGE_AGG, new SketchMergeComplexMetricSerde()); + } + + if (ComplexMetrics.getSerdeForType(THETA_SKETCH_BUILD_AGG) == null) { + ComplexMetrics.registerSerde(THETA_SKETCH_BUILD_AGG, new SketchBuildComplexMetricSerde()); + } + } + + @Override + public List getJacksonModules() + { + return Arrays.asList( + new SimpleModule("ThetaSketchModule") + .registerSubtypes( + new NamedType(SketchMergeAggregatorFactory.class, THETA_SKETCH), + new NamedType(SketchEstimatePostAggregator.class, THETA_SKETCH_ESTIMATE_POST_AGG), + new NamedType(SketchSetPostAggregator.class, THETA_SKETCH_SET_OP_POST_AGG) + ) + .addSerializer(Sketch.class, new SketchJsonSerializer()) + ); + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchObjectStrategy.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchObjectStrategy.java new file mode 100644 index 000000000000..c8ef75bb1222 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchObjectStrategy.java @@ -0,0 +1,107 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.google.common.primitives.Longs; +import com.metamx.common.IAE; +import com.yahoo.sketches.memory.Memory; +import com.yahoo.sketches.memory.MemoryRegion; +import com.yahoo.sketches.memory.NativeMemory; +import com.yahoo.sketches.theta.Sketch; +import com.yahoo.sketches.theta.Sketches; +import io.druid.segment.data.ObjectStrategy; + +import java.nio.ByteBuffer; + +public class SketchObjectStrategy implements ObjectStrategy +{ + + private static final byte[] EMPTY_BYTES = new byte[]{}; + private static final Sketch EMPTY_SKETCH = Sketches.updateSketchBuilder().build().compact(true, null); + + @Override + public int compare(Object s1, Object s2) + { + if (s1 instanceof Sketch) { + if (s2 instanceof Sketch) { + return SketchAggregatorFactory.COMPARATOR.compare((Sketch) s1, (Sketch) s2); + } else { + return -1; + } + } + if (s1 instanceof Memory) { + if (s2 instanceof Memory) { + Memory s1Mem = (Memory) s1; + Memory s2Mem = (Memory) s2; + + // We have two Ordered Compact sketches, so just compare their last entry if they have the size. + // This is to produce a deterministic ordering, though it might not match the actual estimate + // ordering, but that's ok because this comparator is only used by GenericIndexed + int retVal = Longs.compare(s1Mem.getCapacity(), s2Mem.getCapacity()); + if (retVal == 0) { + retVal = Longs.compare(s1Mem.getLong(s1Mem.getCapacity() - 8), s2Mem.getLong(s2Mem.getCapacity() - 8)); + } + + return retVal; + } else { + return 1; + } + } + throw new IAE("Unknwon class[%s], toString[%s]", s1.getClass(), s1); + + } + + @Override + public Class getClazz() + { + return Sketch.class; + } + + @Override + public Object fromByteBuffer(ByteBuffer buffer, int numBytes) + { + if (numBytes == 0) { + return EMPTY_SKETCH; + } + + return new MemoryRegion(new NativeMemory(buffer), buffer.position(), numBytes); + } + + @Override + public byte[] toBytes(Object obj) + { + if (obj instanceof Sketch) { + Sketch sketch = (Sketch) obj; + if (sketch.isEmpty()) { + return EMPTY_BYTES; + } + return sketch.toByteArray(); + } else if (obj instanceof Memory) { + Memory mem = (Memory) obj; + byte[] retVal = new byte[(int) mem.getCapacity()]; + mem.getByteArray(0, retVal, 0, (int) mem.getCapacity()); + return retVal; + } else if (obj == null) { + return EMPTY_BYTES; + } else { + throw new IAE("Unknown class[%s], toString[%s]", obj.getClass(), obj); + } + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchOperations.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchOperations.java new file mode 100644 index 000000000000..f2d5867e21fb --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchOperations.java @@ -0,0 +1,129 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.google.common.base.Charsets; +import com.metamx.common.logger.Logger; +import com.yahoo.sketches.Family; +import com.yahoo.sketches.memory.NativeMemory; +import com.yahoo.sketches.theta.AnotB; +import com.yahoo.sketches.theta.Intersection; +import com.yahoo.sketches.theta.SetOpReturnState; +import com.yahoo.sketches.theta.SetOperation; +import com.yahoo.sketches.theta.Sketch; +import com.yahoo.sketches.theta.Sketches; +import com.yahoo.sketches.theta.Union; +import org.apache.commons.codec.binary.Base64; + +public class SketchOperations +{ + + private static final Logger LOG = new Logger(SketchOperations.class); + + public static final Sketch EMPTY_SKETCH = Sketches.updateSketchBuilder().build().compact(true, null); + + public static enum Func + { + UNION, + INTERSECT, + NOT; + } + + public static Sketch deserialize(Object serializedSketch) + { + if (serializedSketch instanceof String) { + return deserializeFromBase64EncodedString((String) serializedSketch); + } else if (serializedSketch instanceof byte[]) { + return deserializeFromByteArray((byte[]) serializedSketch); + } else if (serializedSketch instanceof Sketch) { + return (Sketch) serializedSketch; + } + + throw new IllegalStateException( + "Object is not of a type that can deserialize to sketch: " + + serializedSketch.getClass() + ); + } + + public static Sketch deserializeFromBase64EncodedString(String str) + { + return deserializeFromByteArray( + Base64.decodeBase64( + str.getBytes(Charsets.UTF_8) + ) + ); + } + + public static Sketch deserializeFromByteArray(byte[] data) + { + NativeMemory mem = new NativeMemory(data); + if(Sketch.getSerializationVersion(mem) < 3) { + return Sketches.heapifySketch(mem); + } else { + return Sketches.wrapSketch(mem); + } + } + + public static Sketch sketchSetOperation(Func func, int sketchSize, Sketch... sketches) + { + //in the code below, I am returning SetOp.getResult(false, null) + //"false" gets us an unordered sketch which is faster to build + //"true" returns an ordered sketch but slower to compute. advantage of ordered sketch + //is that they are faster to "union" later but given that this method is used in + //the final stages of query processing, ordered sketch would be of no use. + switch (func) { + case UNION: + Union union = (Union) SetOperation.builder().build(sketchSize, Family.UNION); + for(Sketch sketch : sketches) { + SetOpReturnState success = union.update(sketch); + if(success != SetOpReturnState.Success) { + throw new IllegalStateException("Sketch operation failed " + func); + } + } + return union.getResult(false, null); + case INTERSECT: + Intersection intersection = (Intersection) SetOperation.builder().build(sketchSize, Family.INTERSECTION); + for(Sketch sketch : sketches) { + SetOpReturnState success = intersection.update(sketch); + if(success != SetOpReturnState.Success) { + throw new IllegalStateException("Sketch operation failed " + func); + } + } + return intersection.getResult(false, null); + case NOT: + if(sketches.length < 2) { + throw new IllegalArgumentException("A-Not-B requires atleast 2 sketches"); + } + + Sketch result = sketches[0]; + for (int i = 1; i < sketches.length; i++) { + AnotB anotb = (AnotB) SetOperation.builder().build(sketchSize, Family.A_NOT_B); + SetOpReturnState success = anotb.update(result, sketches[i]); + if(success != SetOpReturnState.Success) { + throw new IllegalStateException("Sketch operation failed " + func); + } + result = anotb.getResult(false, null); + } + return result; + default: + throw new IllegalArgumentException("Unknown sketch operation " + func); + } + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchSetPostAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchSetPostAggregator.java new file mode 100644 index 000000000000..d0c866db90dc --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SketchSetPostAggregator.java @@ -0,0 +1,158 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.fasterxml.jackson.annotation.JsonCreator; +import com.fasterxml.jackson.annotation.JsonProperty; +import com.google.common.collect.Sets; +import com.metamx.common.IAE; +import com.metamx.common.logger.Logger; + +import com.yahoo.sketches.Util; +import com.yahoo.sketches.theta.Sketch; +import io.druid.query.aggregation.PostAggregator; + +import java.util.Comparator; +import java.util.List; +import java.util.Map; +import java.util.Set; + +public class SketchSetPostAggregator implements PostAggregator +{ + + private static final Logger LOG = new Logger(SketchSetPostAggregator.class); + + private final String name; + private final List fields; + private final SketchOperations.Func func; + private final int maxSketchSize; + + @JsonCreator + public SketchSetPostAggregator( + @JsonProperty("name") String name, + @JsonProperty("func") String func, + @JsonProperty("size") Integer maxSize, + @JsonProperty("fields") List fields + ) + { + this.name = name; + this.fields = fields; + this.func = SketchOperations.Func.valueOf(func); + this.maxSketchSize = maxSize == null ? SketchAggregatorFactory.DEFAULT_MAX_SKETCH_SIZE : maxSize; + Util.checkIfPowerOf2(this.maxSketchSize, "size"); + + if (fields.size() <= 1) { + throw new IAE("Illegal number of fields[%s], must be > 1", fields.size()); + } + } + + @Override + public Set getDependentFields() + { + Set dependentFields = Sets.newLinkedHashSet(); + for (PostAggregator field : fields) { + dependentFields.addAll(field.getDependentFields()); + } + return dependentFields; + } + + @Override + public Comparator getComparator() + { + return SketchAggregatorFactory.COMPARATOR; + } + + @Override + public Object compute(final Map combinedAggregators) + { + Sketch[] sketches = new Sketch[fields.size()]; + for (int i = 0; i < sketches.length; i++) { + sketches[i] = (Sketch) fields.get(i).compute(combinedAggregators); + } + + return SketchOperations.sketchSetOperation(func, maxSketchSize, sketches); + } + + @Override + @JsonProperty + public String getName() + { + return name; + } + + @JsonProperty + public String getFunc() + { + return func.toString(); + } + + @JsonProperty + public List getFields() + { + return fields; + } + + @JsonProperty + public int getSize() + { + return maxSketchSize; + } + + @Override + public String toString() + { + return "SketchSetPostAggregator{" + "name='" + name + '\'' + ", fields=" + fields + ", func=" + func + ", size=" + maxSketchSize +"}"; + } + + @Override + public boolean equals(Object o) + { + if (this == o) { + return true; + } + if (o == null || getClass() != o.getClass()) { + return false; + } + + SketchSetPostAggregator that = (SketchSetPostAggregator) o; + + if (maxSketchSize != that.maxSketchSize) { + return false; + } + if (!name.equals(that.name)) { + return false; + } + if (!fields.equals(that.fields)) { + return false; + } + return func == that.func; + + } + + @Override + public int hashCode() + { + int result = name.hashCode(); + result = 31 * result + fields.hashCode(); + result = 31 * result + func.hashCode(); + result = 31 * result + maxSketchSize; + return result; + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SynchronizedUnion.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SynchronizedUnion.java new file mode 100644 index 000000000000..bd343b0ee208 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/SynchronizedUnion.java @@ -0,0 +1,68 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.yahoo.sketches.memory.Memory; +import com.yahoo.sketches.theta.CompactSketch; +import com.yahoo.sketches.theta.SetOpReturnState; +import com.yahoo.sketches.theta.Sketch; +import com.yahoo.sketches.theta.Union; + +/** + */ +public class SynchronizedUnion implements Union +{ + private final Union delegate; + + public SynchronizedUnion(Union delegate) + { + this.delegate = delegate; + } + + @Override + public synchronized SetOpReturnState update(Sketch sketch) + { + return delegate.update(sketch); + } + + @Override + public synchronized SetOpReturnState update(Memory memory) + { + return delegate.update(memory); + } + + @Override + public synchronized CompactSketch getResult(boolean b, Memory memory) + { + return delegate.getResult(b, memory); + } + + @Override + public synchronized byte[] toByteArray() + { + return delegate.toByteArray(); + } + + @Override + public synchronized void reset() + { + delegate.reset(); + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldApiSketchModule.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldApiSketchModule.java new file mode 100644 index 000000000000..816f3967c92f --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldApiSketchModule.java @@ -0,0 +1,87 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta.oldapi; + +import com.fasterxml.jackson.databind.Module; +import com.fasterxml.jackson.databind.jsontype.NamedType; +import com.fasterxml.jackson.databind.module.SimpleModule; +import com.google.inject.Binder; + +import com.yahoo.sketches.theta.Sketch; +import io.druid.initialization.DruidModule; +import io.druid.query.aggregation.datasketches.theta.SketchBuildComplexMetricSerde; +import io.druid.query.aggregation.datasketches.theta.SketchJsonSerializer; +import io.druid.query.aggregation.datasketches.theta.SketchMergeComplexMetricSerde; +import io.druid.query.aggregation.datasketches.theta.SketchModule; +import io.druid.segment.serde.ComplexMetrics; + +import java.util.Arrays; +import java.util.List; + +public class OldApiSketchModule implements DruidModule +{ + + public static final String SET_SKETCH = "setSketch"; + public static final String SKETCH_BUILD = "sketchBuild"; + public static final String SKETCH_MERGE = "sketchMerge"; + + @Override + public void configure(Binder binder) + { + if (ComplexMetrics.getSerdeForType(SKETCH_BUILD) == null) { + ComplexMetrics.registerSerde(SKETCH_BUILD, new SketchBuildComplexMetricSerde()); + } + + if (ComplexMetrics.getSerdeForType(SET_SKETCH) == null) { + ComplexMetrics.registerSerde(SET_SKETCH, new SketchMergeComplexMetricSerde()); + } + + if (ComplexMetrics.getSerdeForType(SKETCH_MERGE) == null) { + ComplexMetrics.registerSerde(SKETCH_MERGE, new SketchMergeComplexMetricSerde()); + } + + if (ComplexMetrics.getSerdeForType(SketchModule.THETA_SKETCH) == null) { + ComplexMetrics.registerSerde(SketchModule.THETA_SKETCH, new SketchMergeComplexMetricSerde()); + } + + if (ComplexMetrics.getSerdeForType(SketchModule.THETA_SKETCH_MERGE_AGG) == null) { + ComplexMetrics.registerSerde(SketchModule.THETA_SKETCH_MERGE_AGG, new SketchMergeComplexMetricSerde()); + } + + if (ComplexMetrics.getSerdeForType(SketchModule.THETA_SKETCH_BUILD_AGG) == null) { + ComplexMetrics.registerSerde(SketchModule.THETA_SKETCH_BUILD_AGG, new SketchBuildComplexMetricSerde()); + } + } + + @Override + public List getJacksonModules() + { + return Arrays.asList( + new SimpleModule("OldThetaSketchModule") + .registerSubtypes( + new NamedType(OldSketchBuildAggregatorFactory.class, SKETCH_BUILD), + new NamedType(OldSketchMergeAggregatorFactory.class, SKETCH_MERGE), + new NamedType(OldSketchEstimatePostAggregator.class, "sketchEstimate"), + new NamedType(OldSketchSetPostAggregator.class, "sketchSetOper") + ) + .addSerializer(Sketch.class, new SketchJsonSerializer()) + ); + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchBuildAggregatorFactory.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchBuildAggregatorFactory.java new file mode 100644 index 000000000000..5b5bc3346994 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchBuildAggregatorFactory.java @@ -0,0 +1,39 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta.oldapi; + +import com.fasterxml.jackson.annotation.JsonCreator; +import com.fasterxml.jackson.annotation.JsonProperty; +import io.druid.query.aggregation.datasketches.theta.SketchMergeAggregatorFactory; + +/** + */ +public class OldSketchBuildAggregatorFactory extends SketchMergeAggregatorFactory +{ + @JsonCreator + public OldSketchBuildAggregatorFactory( + @JsonProperty("name") String name, + @JsonProperty("fieldName") String fieldName, + @JsonProperty("size") Integer size + ) + { + super(name, fieldName, size, true, false); + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchEstimatePostAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchEstimatePostAggregator.java new file mode 100644 index 000000000000..1f0fa58ffbb7 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchEstimatePostAggregator.java @@ -0,0 +1,39 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta.oldapi; + +import com.fasterxml.jackson.annotation.JsonCreator; +import com.fasterxml.jackson.annotation.JsonProperty; +import io.druid.query.aggregation.PostAggregator; +import io.druid.query.aggregation.datasketches.theta.SketchEstimatePostAggregator; + +/** + */ +public class OldSketchEstimatePostAggregator extends SketchEstimatePostAggregator +{ + @JsonCreator + public OldSketchEstimatePostAggregator( + @JsonProperty("name") String name, + @JsonProperty("field") PostAggregator field + ) + { + super(name, field); + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchMergeAggregatorFactory.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchMergeAggregatorFactory.java new file mode 100644 index 000000000000..82beb7a35373 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchMergeAggregatorFactory.java @@ -0,0 +1,40 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta.oldapi; + +import com.fasterxml.jackson.annotation.JsonCreator; +import com.fasterxml.jackson.annotation.JsonProperty; +import io.druid.query.aggregation.datasketches.theta.SketchMergeAggregatorFactory; + +/** + */ +public class OldSketchMergeAggregatorFactory extends SketchMergeAggregatorFactory +{ + @JsonCreator + public OldSketchMergeAggregatorFactory( + @JsonProperty("name") String name, + @JsonProperty("fieldName") String fieldName, + @JsonProperty("size") Integer size, + @JsonProperty("shouldFinalize") Boolean shouldFinalize + ) + { + super(name, fieldName, size, shouldFinalize, true); + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchSetPostAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchSetPostAggregator.java new file mode 100644 index 000000000000..dee6a5cccbc5 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldSketchSetPostAggregator.java @@ -0,0 +1,43 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta.oldapi; + +import com.fasterxml.jackson.annotation.JsonCreator; +import com.fasterxml.jackson.annotation.JsonProperty; +import io.druid.query.aggregation.PostAggregator; +import io.druid.query.aggregation.datasketches.theta.SketchSetPostAggregator; + +import java.util.List; + +/** + */ +public class OldSketchSetPostAggregator extends SketchSetPostAggregator +{ + @JsonCreator + public OldSketchSetPostAggregator( + @JsonProperty("name") String name, + @JsonProperty("func") String func, + @JsonProperty("size") Integer maxSize, + @JsonProperty("fields") List fields + ) + { + super(name, func, maxSize, fields); + } +} diff --git a/extensions/datasketches/src/main/resources/META-INF/services/io.druid.initialization.DruidModule b/extensions/datasketches/src/main/resources/META-INF/services/io.druid.initialization.DruidModule new file mode 100644 index 000000000000..efd10f3a7e78 --- /dev/null +++ b/extensions/datasketches/src/main/resources/META-INF/services/io.druid.initialization.DruidModule @@ -0,0 +1,2 @@ +io.druid.query.aggregation.datasketches.theta.SketchModule +io.druid.query.aggregation.datasketches.theta.oldapi.OldApiSketchModule diff --git a/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/theta/SketchAggregationTest.java b/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/theta/SketchAggregationTest.java new file mode 100644 index 000000000000..913854064076 --- /dev/null +++ b/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/theta/SketchAggregationTest.java @@ -0,0 +1,203 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta; + +import com.google.common.collect.ImmutableMap; +import com.google.common.collect.Lists; +import com.google.common.io.Files; +import com.metamx.common.guava.Sequence; +import com.metamx.common.guava.Sequences; +import com.yahoo.sketches.theta.Sketch; +import com.yahoo.sketches.theta.Sketches; +import io.druid.data.input.MapBasedRow; +import io.druid.granularity.QueryGranularity; +import io.druid.query.aggregation.AggregationTestHelper; +import io.druid.query.aggregation.AggregatorFactory; +import io.druid.query.aggregation.PostAggregator; +import io.druid.query.aggregation.post.FieldAccessPostAggregator; +import org.joda.time.DateTime; +import org.junit.Assert; +import org.junit.Rule; +import org.junit.Test; +import org.junit.rules.TemporaryFolder; + +import java.io.File; +import java.io.IOException; +import java.nio.charset.Charset; +import java.util.List; + +/** + */ +public class SketchAggregationTest +{ + private final AggregationTestHelper helper; + + @Rule + public final TemporaryFolder tempFolder = new TemporaryFolder(); + + public SketchAggregationTest() + { + SketchModule sm = new SketchModule(); + sm.configure(null); + helper = new AggregationTestHelper(sm.getJacksonModules(), tempFolder); + } + + @Test + public void testSimpleDataIngestAndQuery() throws Exception + { + Sequence seq = helper.createIndexAndRunQueryOnSegment( + new File(this.getClass().getClassLoader().getResource("simple_test_data.tsv").getFile()), + readFileFromClasspathAsString("simple_test_data_record_parser.json"), + readFileFromClasspathAsString("simple_test_data_aggregators.json"), + 0, + QueryGranularity.NONE, + 5, + readFileFromClasspathAsString("simple_test_data_group_by_query.json") + ); + + List results = Sequences.toList(seq, Lists.newArrayList()); + Assert.assertEquals(1, results.size()); + Assert.assertEquals( + new MapBasedRow( + DateTime.parse("2014-10-19T00:00:00.000Z"), + ImmutableMap + .builder() + .put("sketch_count", 50.0) + .put("sketchEstimatePostAgg", 50.0) + .put("sketchUnionPostAggEstimate", 50.0) + .put("sketchIntersectionPostAggEstimate", 50.0) + .put("sketchAnotBPostAggEstimate", 0.0) + .put("non_existing_col_validation", 0.0) + .build() + ), + results.get(0) + ); + } + + @Test + public void testSketchDataIngestAndQuery() throws Exception + { + Sequence seq = helper.createIndexAndRunQueryOnSegment( + new File(SketchAggregationTest.class.getClassLoader().getResource("sketch_test_data.tsv").getFile()), + readFileFromClasspathAsString("sketch_test_data_record_parser.json"), + readFileFromClasspathAsString("sketch_test_data_aggregators.json"), + 0, + QueryGranularity.NONE, + 5, + readFileFromClasspathAsString("sketch_test_data_group_by_query.json") + ); + + List results = Sequences.toList(seq, Lists.newArrayList()); + Assert.assertEquals(1, results.size()); + Assert.assertEquals( + new MapBasedRow( + DateTime.parse("2014-10-19T00:00:00.000Z"), + ImmutableMap + .builder() + .put("sids_sketch_count", 50.0) + .put("sketchEstimatePostAgg", 50.0) + .put("sketchUnionPostAggEstimate", 50.0) + .put("sketchIntersectionPostAggEstimate", 50.0) + .put("sketchAnotBPostAggEstimate", 0.0) + .put("non_existing_col_validation", 0.0) + .build() + ), + results.get(0) + ); + } + + @Test + public void testSketchMergeAggregatorFactorySerde() throws Exception + { + assertAggregatorFactorySerde(new SketchMergeAggregatorFactory("name", "fieldName", 16, null, null)); + assertAggregatorFactorySerde(new SketchMergeAggregatorFactory("name", "fieldName", 16, false, true)); + assertAggregatorFactorySerde(new SketchMergeAggregatorFactory("name", "fieldName", 16, true, false)); + } + + @Test + public void testSketchMergeFinalization() throws Exception + { + Sketch sketch = Sketches.updateSketchBuilder().build(128); + + SketchMergeAggregatorFactory agg = new SketchMergeAggregatorFactory("name", "fieldName", 16, null, null); + Assert.assertEquals(0.0, ((Double) agg.finalizeComputation(sketch)).doubleValue(), 0.0001); + + agg = new SketchMergeAggregatorFactory("name", "fieldName", 16, true, null); + Assert.assertEquals(0.0, ((Double) agg.finalizeComputation(sketch)).doubleValue(), 0.0001); + + agg = new SketchMergeAggregatorFactory("name", "fieldName", 16, false, null); + Assert.assertEquals(sketch, agg.finalizeComputation(sketch)); + } + + private void assertAggregatorFactorySerde(AggregatorFactory agg) throws Exception{ + Assert.assertEquals( + agg, + helper.getObjectMapper().readValue( + helper.getObjectMapper().writeValueAsString(agg), + AggregatorFactory.class + ) + ); + } + + @Test + public void testSketchEstimatePostAggregatorSerde() throws Exception + { + assertPostAggregatorSerde( + new SketchEstimatePostAggregator( + "name", + new FieldAccessPostAggregator("name", "fieldName") + ) + ); + } + + @Test + public void testSketchSetPostAggregatorSerde() throws Exception + { + assertPostAggregatorSerde( + new SketchSetPostAggregator( + "name", + "INTERSECT", + null, + Lists.newArrayList( + new FieldAccessPostAggregator("name1", "fieldName1"), + new FieldAccessPostAggregator("name2", "fieldName2") + ) + ) + ); + } + + private void assertPostAggregatorSerde(PostAggregator agg) throws Exception{ + Assert.assertEquals( + agg, + helper.getObjectMapper().readValue( + helper.getObjectMapper().writeValueAsString(agg), + PostAggregator.class + ) + ); + } + + public final static String readFileFromClasspathAsString(String fileName) throws IOException + { + return Files.asCharSource( + new File(SketchAggregationTest.class.getClassLoader().getResource(fileName).getFile()), + Charset.forName("UTF-8") + ).read(); + } +} diff --git a/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldApiSketchAggregationTest.java b/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldApiSketchAggregationTest.java new file mode 100644 index 000000000000..3469d61332d3 --- /dev/null +++ b/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/theta/oldapi/OldApiSketchAggregationTest.java @@ -0,0 +1,196 @@ +/* +* Licensed to Metamarkets Group Inc. (Metamarkets) under one +* or more contributor license agreements. See the NOTICE file +* distributed with this work for additional information +* regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.theta.oldapi; + +import com.google.common.collect.ImmutableMap; +import com.google.common.collect.Lists; +import com.google.common.io.Files; +import com.metamx.common.guava.Sequence; +import com.metamx.common.guava.Sequences; +import io.druid.data.input.MapBasedRow; +import io.druid.granularity.QueryGranularity; +import io.druid.query.aggregation.AggregationTestHelper; +import io.druid.query.aggregation.AggregatorFactory; +import io.druid.query.aggregation.PostAggregator; +import io.druid.query.aggregation.post.FieldAccessPostAggregator; +import org.joda.time.DateTime; +import org.junit.Assert; +import org.junit.Rule; +import org.junit.Test; +import org.junit.rules.TemporaryFolder; + +import java.io.File; +import java.io.IOException; +import java.nio.charset.Charset; +import java.util.List; + +/** + */ +public class OldApiSketchAggregationTest +{ + private final AggregationTestHelper helper; + + @Rule + public final TemporaryFolder tempFolder = new TemporaryFolder(); + + public OldApiSketchAggregationTest() + { + OldApiSketchModule sm = new OldApiSketchModule(); + sm.configure(null); + + helper = new AggregationTestHelper( + sm.getJacksonModules(), + tempFolder + ); + } + + @Test + public void testSimpleDataIngestAndQuery() throws Exception + { + Sequence seq = helper.createIndexAndRunQueryOnSegment( + new File(this.getClass().getClassLoader().getResource("simple_test_data.tsv").getFile()), + readFileFromClasspathAsString("simple_test_data_record_parser.json"), + readFileFromClasspathAsString("oldapi/old_simple_test_data_aggregators.json"), + 0, + QueryGranularity.NONE, + 5, + readFileFromClasspathAsString("oldapi/old_simple_test_data_group_by_query.json") + ); + + List results = Sequences.toList(seq, Lists.newArrayList()); + Assert.assertEquals(1, results.size()); + Assert.assertEquals( + new MapBasedRow( + DateTime.parse("2014-10-19T00:00:00.000Z"), + ImmutableMap + .builder() + .put("sketch_count", 50.0) + .put("sketchEstimatePostAgg", 50.0) + .put("sketchUnionPostAggEstimate", 50.0) + .put("sketchIntersectionPostAggEstimate", 50.0) + .put("sketchAnotBPostAggEstimate", 0.0) + .put("non_existing_col_validation", 0.0) + .build() + ), + results.get(0) + ); + } + + @Test + public void testSketchDataIngestAndQuery() throws Exception + { + Sequence seq = helper.createIndexAndRunQueryOnSegment( + new File(OldApiSketchAggregationTest.class.getClassLoader().getResource("sketch_test_data.tsv").getFile()), + readFileFromClasspathAsString("sketch_test_data_record_parser.json"), + readFileFromClasspathAsString("oldapi/old_sketch_test_data_aggregators.json"), + 0, + QueryGranularity.NONE, + 5, + readFileFromClasspathAsString("oldapi/old_sketch_test_data_group_by_query.json") + ); + + List results = Sequences.toList(seq, Lists.newArrayList()); + Assert.assertEquals(1, results.size()); + Assert.assertEquals( + new MapBasedRow( + DateTime.parse("2014-10-19T00:00:00.000Z"), + ImmutableMap + .builder() + .put("sids_sketch_count", 50.0) + .put("sketchEstimatePostAgg", 50.0) + .put("sketchUnionPostAggEstimate", 50.0) + .put("sketchIntersectionPostAggEstimate", 50.0) + .put("sketchAnotBPostAggEstimate", 0.0) + .put("non_existing_col_validation", 0.0) + .build() + ), + results.get(0) + ); + } + + @Test + public void testSketchMergeAggregatorFactorySerde() throws Exception + { + assertAggregatorFactorySerde(new OldSketchMergeAggregatorFactory("name", "fieldName", 16, null)); + assertAggregatorFactorySerde(new OldSketchMergeAggregatorFactory("name", "fieldName", 16, false)); + assertAggregatorFactorySerde(new OldSketchMergeAggregatorFactory("name", "fieldName", 16, true)); + } + + @Test + public void testSketchBuildAggregatorFactorySerde() throws Exception + { + assertAggregatorFactorySerde(new OldSketchBuildAggregatorFactory("name", "fieldName", 16)); + } + + private void assertAggregatorFactorySerde(AggregatorFactory agg) throws Exception{ + Assert.assertEquals( + agg, + helper.getObjectMapper().readValue( + helper.getObjectMapper().writeValueAsString(agg), + AggregatorFactory.class + ) + ); + } + + @Test + public void testSketchEstimatePostAggregatorSerde() throws Exception + { + assertPostAggregatorSerde( + new OldSketchEstimatePostAggregator( + "name", + new FieldAccessPostAggregator("name", "fieldName") + ) + ); + } + + @Test + public void testSketchSetPostAggregatorSerde() throws Exception + { + assertPostAggregatorSerde( + new OldSketchSetPostAggregator( + "name", + "INTERSECT", + null, + Lists.newArrayList( + new FieldAccessPostAggregator("name1", "fieldName1"), + new FieldAccessPostAggregator("name2", "fieldName2") + ) + ) + ); + } + + private void assertPostAggregatorSerde(PostAggregator agg) throws Exception{ + Assert.assertEquals( + agg, + helper.getObjectMapper().readValue( + helper.getObjectMapper().writeValueAsString(agg), + PostAggregator.class + ) + ); + } + + public final static String readFileFromClasspathAsString(String fileName) throws IOException + { + return Files.asCharSource( + new File(OldApiSketchAggregationTest.class.getClassLoader().getResource(fileName).getFile()), + Charset.forName("UTF-8") + ).read(); + } +} diff --git a/extensions/datasketches/src/test/resources/oldapi/old_simple_test_data_aggregators.json b/extensions/datasketches/src/test/resources/oldapi/old_simple_test_data_aggregators.json new file mode 100644 index 000000000000..fbefe20e2d24 --- /dev/null +++ b/extensions/datasketches/src/test/resources/oldapi/old_simple_test_data_aggregators.json @@ -0,0 +1,12 @@ +[ + { + "type": "sketchBuild", + "name": "pty_country", + "fieldName": "pty_country" + }, + { + "type": "sketchBuild", + "name": "non_existing_col_validation", + "fieldName": "non_existing_col" + } +] diff --git a/extensions/datasketches/src/test/resources/oldapi/old_simple_test_data_group_by_query.json b/extensions/datasketches/src/test/resources/oldapi/old_simple_test_data_group_by_query.json new file mode 100644 index 000000000000..5339421e37f2 --- /dev/null +++ b/extensions/datasketches/src/test/resources/oldapi/old_simple_test_data_group_by_query.json @@ -0,0 +1,84 @@ +{ + "queryType": "groupBy", + "dataSource": "test_datasource", + "granularity": "ALL", + "dimensions": [], + "aggregations": [ + { "type": "sketchMerge", "name": "sketch_count", "fieldName": "pty_country", "size": 16384 }, + { "type": "sketchMerge", "name": "non_existing_col_validation", "fieldName": "non_existing_col", "size": 16384 } + ], + "postAggregations": [ + { + "type": "sketchEstimate", + "name": "sketchEstimatePostAgg", + "field": { + "type": "fieldAccess", + "fieldName": "sketch_count" + } + }, + { + "type": "sketchEstimate", + "name": "sketchIntersectionPostAggEstimate", + "field": + { + "type": "sketchSetOper", + "name": "sketchIntersectionPostAgg", + "func": "INTERSECT", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sketch_count" + } + ] + } + }, + { + "type": "sketchEstimate", + "name": "sketchAnotBPostAggEstimate", + "field": + { + "type": "sketchSetOper", + "name": "sketchAnotBUnionPostAgg", + "func": "NOT", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sketch_count" + } + ] + } + }, + { + "type": "sketchEstimate", + "name": "sketchUnionPostAggEstimate", + "field": + { + "type": "sketchSetOper", + "name": "sketchUnionPostAgg", + "func": "UNION", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sketch_count" + } + ] + } + } + ], + "intervals": [ "2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z" ] +} diff --git a/extensions/datasketches/src/test/resources/oldapi/old_sketch_test_data_aggregators.json b/extensions/datasketches/src/test/resources/oldapi/old_sketch_test_data_aggregators.json new file mode 100644 index 000000000000..7cd10e17678d --- /dev/null +++ b/extensions/datasketches/src/test/resources/oldapi/old_sketch_test_data_aggregators.json @@ -0,0 +1,14 @@ +[ + { + "type": "sketchMerge", + "name": "sids_sketch", + "fieldName": "sketch", + "size": 16384 + }, + { + "type": "sketchMerge", + "name": "non_existing_col_validation", + "fieldName": "non_existing_col", + "size": 16384 + } +] diff --git a/extensions/datasketches/src/test/resources/oldapi/old_sketch_test_data_group_by_query.json b/extensions/datasketches/src/test/resources/oldapi/old_sketch_test_data_group_by_query.json new file mode 100644 index 000000000000..5af6e3093208 --- /dev/null +++ b/extensions/datasketches/src/test/resources/oldapi/old_sketch_test_data_group_by_query.json @@ -0,0 +1,83 @@ +{ + "queryType": "groupBy", + "dataSource": "test_datasource", + "granularity": "ALL", + "dimensions": [], + "aggregations": [ + { "type": "sketchMerge", "name": "sids_sketch_count", "fieldName": "sids_sketch", "size": 16384 }, + { "type": "sketchMerge", "name": "non_existing_col_validation", "fieldName": "non_existing_col", "size": 16384 } + ], + "postAggregations": [ + { + "type": "sketchEstimate", + "name": "sketchEstimatePostAgg", + "field": { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + } + }, + { + "type": "sketchEstimate", + "name": "sketchIntersectionPostAggEstimate", + "field": + { + "type": "sketchSetOper", + "name": "sketchIntersectionPostAgg", + "func": "INTERSECT", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + } + ] + } + }, + { + "type": "sketchEstimate", + "name": "sketchAnotBPostAggEstimate", + "field": + { + "type": "sketchSetOper", + "name": "sketchAnotBUnionPostAgg", + "func": "NOT", + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + } + ] + } + }, + { + "type": "sketchEstimate", + "name": "sketchUnionPostAggEstimate", + "field": + { + "type": "sketchSetOper", + "name": "sketchUnionPostAgg", + "func": "UNION", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + } + ] + } + } + ], + "intervals": [ "2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z" ] +} diff --git a/extensions/datasketches/src/test/resources/simple_test_data.tsv b/extensions/datasketches/src/test/resources/simple_test_data.tsv new file mode 100644 index 000000000000..361f350905d7 --- /dev/null +++ b/extensions/datasketches/src/test/resources/simple_test_data.tsv @@ -0,0 +1,3360 @@ +2014102000 product_1 pty_country_34 +2014102000 product_14 pty_country_8 +2014102000 product_10 pty_country_39 +2014102000 product_7 pty_country_6 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"fieldAccess", + "fieldName": "sketch_count" + } + }, + { + "type": "thetaSketchEstimate", + "name": "sketchIntersectionPostAggEstimate", + "field": + { + "type": "thetaSketchSetOp", + "name": "sketchIntersectionPostAgg", + "func": "INTERSECT", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sketch_count" + } + ] + } + }, + { + "type": "thetaSketchEstimate", + "name": "sketchAnotBPostAggEstimate", + "field": + { + "type": "thetaSketchSetOp", + "name": "sketchAnotBUnionPostAgg", + "func": "NOT", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sketch_count" + } + ] + } + }, + { + "type": "thetaSketchEstimate", + "name": "sketchUnionPostAggEstimate", + "field": + { + "type": "thetaSketchSetOp", + "name": "sketchUnionPostAgg", + "func": "UNION", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sketch_count" + } + ] + } + } + ], + "intervals": [ "2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z" ] +} diff --git a/extensions/datasketches/src/test/resources/simple_test_data_record_parser.json b/extensions/datasketches/src/test/resources/simple_test_data_record_parser.json new file mode 100644 index 000000000000..fbe1cd6f04ad --- /dev/null +++ b/extensions/datasketches/src/test/resources/simple_test_data_record_parser.json @@ -0,0 +1,16 @@ +{ + "type" : "string", + "parseSpec" : { + "format" : "tsv", + "timestampSpec" : { + "column" : "timestamp", + "format" : "yyyyMMddHH" + }, + "dimensionsSpec" : { + "dimensions": ["product"], + "dimensionExclusions" : [], + "spatialDimensions" : [] + }, + "columns": ["timestamp", "product", "pty_country"] + } +} diff --git a/extensions/datasketches/src/test/resources/sketch_test_data.tsv b/extensions/datasketches/src/test/resources/sketch_test_data.tsv new file 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a/extensions/datasketches/src/test/resources/sketch_test_data_aggregators.json b/extensions/datasketches/src/test/resources/sketch_test_data_aggregators.json new file mode 100644 index 000000000000..05cd0baa59bb --- /dev/null +++ b/extensions/datasketches/src/test/resources/sketch_test_data_aggregators.json @@ -0,0 +1,16 @@ +[ + { + "type": "thetaSketch", + "name": "sids_sketch", + "fieldName": "sketch", + "isInputThetaSketch": true, + "size": 16384 + }, + { + "type": "thetaSketch", + "name": "non_existing_col_validation", + "fieldName": "non_existing_col", + "isInputThetaSketch": true, + "size": 16384 + } +] diff --git a/extensions/datasketches/src/test/resources/sketch_test_data_group_by_query.json b/extensions/datasketches/src/test/resources/sketch_test_data_group_by_query.json new file mode 100644 index 000000000000..2a7251ef6db8 --- /dev/null +++ b/extensions/datasketches/src/test/resources/sketch_test_data_group_by_query.json @@ -0,0 +1,83 @@ +{ + "queryType": "groupBy", + "dataSource": "test_datasource", + "granularity": "ALL", + "dimensions": [], + "aggregations": [ + { "type": "thetaSketch", "name": "sids_sketch_count", "fieldName": "sids_sketch", "size": 16384 }, + { "type": "thetaSketch", "name": "non_existing_col_validation", "fieldName": "non_existing_col", "size": 16384 } + ], + "postAggregations": [ + { + "type": "thetaSketchEstimate", + "name": "sketchEstimatePostAgg", + "field": { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + } + }, + { + "type": "thetaSketchEstimate", + "name": "sketchIntersectionPostAggEstimate", + "field": + { + "type": "thetaSketchSetOp", + "name": "sketchIntersectionPostAgg", + "func": "INTERSECT", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + } + ] + } + }, + { + "type": "thetaSketchEstimate", + "name": "sketchAnotBPostAggEstimate", + "field": + { + "type": "thetaSketchSetOp", + "name": "sketchAnotBUnionPostAgg", + "func": "NOT", + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + } + ] + } + }, + { + "type": "thetaSketchEstimate", + "name": "sketchUnionPostAggEstimate", + "field": + { + "type": "thetaSketchSetOp", + "name": "sketchUnionPostAgg", + "func": "UNION", + "size": 16384, + "fields": [ + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + }, + { + "type": "fieldAccess", + "fieldName": "sids_sketch_count" + } + ] + } + } + ], + "intervals": [ "2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z" ] +} diff --git a/extensions/datasketches/src/test/resources/sketch_test_data_record_parser.json b/extensions/datasketches/src/test/resources/sketch_test_data_record_parser.json new file mode 100644 index 000000000000..f485cb29261b --- /dev/null +++ b/extensions/datasketches/src/test/resources/sketch_test_data_record_parser.json @@ -0,0 +1,16 @@ +{ + "type" : "string", + "parseSpec" : { + "format" : "tsv", + "timestampSpec" : { + "column" : "timestamp", + "format" : "yyyyMMddHH" + }, + "dimensionsSpec" : { + "dimensions": ["product"], + "dimensionExclusions" : [], + "spatialDimensions" : [] + }, + "columns": ["timestamp", "product", "sketch"] + } +} diff --git a/pom.xml b/pom.xml index 5ac8122ff201..05ac8f819390 100644 --- a/pom.xml +++ b/pom.xml @@ -105,6 +105,8 @@ extensions/namespace-lookup extensions/kafka-extraction-namespace extensions/cloudfiles-extensions + extensions/datasketches + distribution