From 817cf41f5c090d9ab0d898b2c3bdabf362329819 Mon Sep 17 00:00:00 2001 From: Himanshu Gupta Date: Fri, 30 Oct 2015 13:10:08 -0500 Subject: [PATCH] druid aggregators based on datasketches lib http://datasketches.github.io/ --- extensions/datasketches/README.md | 9 + extensions/datasketches/pom.xml | 119 + .../datasketches/EmptySketchAggregator.java | 71 + .../EmptySketchBufferAggregator.java | 64 + .../datasketches/SketchAggregator.java | 108 + .../datasketches/SketchAggregatorFactory.java | 220 ++ .../datasketches/SketchBufferAggregator.java | 126 + .../SketchBuildAggregatorFactory.java | 69 + .../SketchBuildComplexMetricSerde.java | 81 + .../SketchEstimatePostAggregator.java | 118 + .../datasketches/SketchJsonSerializer.java | 37 + .../SketchMergeAggregatorFactory.java | 127 + .../SketchMergeComplexMetricSerde.java | 83 + .../datasketches/SketchModule.java | 68 + .../datasketches/SketchObjectStrategy.java | 107 + .../datasketches/SketchOperations.java | 129 + .../datasketches/SketchSetPostAggregator.java | 160 + .../datasketches/SynchronizedUnion.java | 68 + .../io.druid.initialization.DruidModule | 1 + .../datasketches/SketchAggregationTest.java | 209 + .../src/test/resources/simple_test_data.tsv | 3360 ++++++++++++++++ .../simple_test_data_aggregators.json | 12 + .../simple_test_data_group_by_query.json | 84 + .../simple_test_data_record_parser.json | 16 + .../src/test/resources/sketch_test_data.tsv | 3361 +++++++++++++++++ .../sketch_test_data_aggregators.json | 14 + .../sketch_test_data_group_by_query.json | 83 + .../sketch_test_data_record_parser.json | 16 + 28 files changed, 8920 insertions(+) create mode 100644 extensions/datasketches/README.md create mode 100644 extensions/datasketches/pom.xml create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/EmptySketchAggregator.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/EmptySketchBufferAggregator.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchAggregator.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchAggregatorFactory.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchBufferAggregator.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchBuildAggregatorFactory.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchBuildComplexMetricSerde.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchEstimatePostAggregator.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchJsonSerializer.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchMergeAggregatorFactory.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchMergeComplexMetricSerde.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchModule.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchObjectStrategy.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchOperations.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchSetPostAggregator.java create mode 100644 extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SynchronizedUnion.java create mode 100644 extensions/datasketches/src/main/resources/META-INF/services/io.druid.initialization.DruidModule create mode 100644 extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/SketchAggregationTest.java create mode 100644 extensions/datasketches/src/test/resources/simple_test_data.tsv create mode 100644 extensions/datasketches/src/test/resources/simple_test_data_aggregators.json create mode 100644 extensions/datasketches/src/test/resources/simple_test_data_group_by_query.json create mode 100644 extensions/datasketches/src/test/resources/simple_test_data_record_parser.json create mode 100644 extensions/datasketches/src/test/resources/sketch_test_data.tsv create mode 100644 extensions/datasketches/src/test/resources/sketch_test_data_aggregators.json create mode 100644 extensions/datasketches/src/test/resources/sketch_test_data_group_by_query.json create mode 100644 extensions/datasketches/src/test/resources/sketch_test_data_record_parser.json diff --git a/extensions/datasketches/README.md b/extensions/datasketches/README.md new file mode 100644 index 00000000000..a934b622ec2 --- /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 00000000000..30a375f6a45 --- /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/EmptySketchAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/EmptySketchAggregator.java new file mode 100644 index 00000000000..0b469d70132 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/EmptySketchBufferAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/EmptySketchBufferAggregator.java new file mode 100644 index 00000000000..21be7ccb39d --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchAggregator.java new file mode 100644 index 00000000000..54aaec1eb8a --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchAggregatorFactory.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchAggregatorFactory.java new file mode 100644 index 00000000000..cb1aab16ead --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchBufferAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchBufferAggregator.java new file mode 100644 index 00000000000..6607deff9a2 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchBuildAggregatorFactory.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchBuildAggregatorFactory.java new file mode 100644 index 00000000000..22cc3f2a422 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchBuildAggregatorFactory.java @@ -0,0 +1,69 @@ +/* +* 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; + +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.Arrays; +import java.util.List; + +/** + */ +public class SketchBuildAggregatorFactory extends SketchAggregatorFactory +{ + private static final byte CACHE_TYPE_ID = 17; + + @JsonCreator + public SketchBuildAggregatorFactory( + @JsonProperty("name") String name, + @JsonProperty("fieldName") String fieldName, + @JsonProperty("size") Integer size + ) + { + super(name, fieldName, size, CACHE_TYPE_ID); + } + + @Override + public AggregatorFactory getCombiningFactory() + { + return new SketchBuildAggregatorFactory(name, name, size); + } + + @Override + public Object finalizeComputation(Object object) + { + return ((Sketch) object).getEstimate(); + } + + @Override + public List getRequiredColumns() + { + return Arrays.asList(new SketchBuildAggregatorFactory(fieldName, fieldName, size)); + } + + @Override + public String getTypeName() + { + return SketchModule.SKETCH_BUILD; + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchBuildComplexMetricSerde.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchBuildComplexMetricSerde.java new file mode 100644 index 00000000000..8cedeef63d8 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchEstimatePostAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchEstimatePostAggregator.java new file mode 100644 index 00000000000..b2881d5788f --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchJsonSerializer.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchJsonSerializer.java new file mode 100644 index 00000000000..02038b024e3 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchMergeAggregatorFactory.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchMergeAggregatorFactory.java new file mode 100644 index 00000000000..6ce64824409 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchMergeAggregatorFactory.java @@ -0,0 +1,127 @@ +/* +* 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; + +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; + + @JsonCreator + public SketchMergeAggregatorFactory( + @JsonProperty("name") String name, + @JsonProperty("fieldName") String fieldName, + @JsonProperty("size") Integer size, + @JsonProperty("shouldFinalize") Boolean shouldFinalize + ) + { + super(name, fieldName, size, CACHE_TYPE_ID); + this.shouldFinalize = (shouldFinalize == null) ? true : shouldFinalize.booleanValue(); + } + + @Override + public List getRequiredColumns() + { + return Collections.singletonList(new SketchMergeAggregatorFactory(fieldName, fieldName, size, shouldFinalize)); + } + + @Override + public AggregatorFactory getCombiningFactory() + { + return new SketchMergeAggregatorFactory(name, name, size, shouldFinalize); + } + + @JsonProperty + public boolean getShouldFinalize() + { + return shouldFinalize; + } + + /** + * 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() + { + return SketchModule.SET_SKETCH; + } + + @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; + + return shouldFinalize == that.shouldFinalize; + + } + + @Override + public int hashCode() + { + int result = super.hashCode(); + result = 31 * result + (shouldFinalize ? 1 : 0); + return result; + } + + @Override + public String toString() + { + return getClass().getSimpleName() + "{" + + "fieldName='" + fieldName + '\'' + + ", name='" + name + '\'' + + ", size=" + size + '\'' + + ", shouldFinalize=" + shouldFinalize + + + '}'; + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchMergeComplexMetricSerde.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchMergeComplexMetricSerde.java new file mode 100644 index 00000000000..83556e5734d --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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.SET_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/SketchModule.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchModule.java new file mode 100644 index 00000000000..ea34259adce --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchModule.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; + +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 SET_SKETCH = "setSketch"; + public static final String SKETCH_BUILD = "sketchBuild"; + + @Override + public void configure(Binder binder) + { + //gives the extractor to ingest non-sketch input data + if (ComplexMetrics.getSerdeForType(SKETCH_BUILD) == null) { + ComplexMetrics.registerSerde(SKETCH_BUILD, new SketchBuildComplexMetricSerde()); + } + + //gives the extractor to ingest sketch input data + if (ComplexMetrics.getSerdeForType(SET_SKETCH) == null) { + ComplexMetrics.registerSerde(SET_SKETCH, new SketchMergeComplexMetricSerde()); + } + } + + @Override + public List getJacksonModules() + { + return Arrays.asList( + new SimpleModule("SketchModule") + .registerSubtypes( + new NamedType(SketchBuildAggregatorFactory.class, "sketchBuild"), + new NamedType(SketchMergeAggregatorFactory.class, "sketchMerge"), + new NamedType(SketchEstimatePostAggregator.class, "sketchEstimate"), + new NamedType(SketchSetPostAggregator.class, "sketchSetOper") + ) + .addSerializer(Sketch.class, new SketchJsonSerializer()) + ); + } +} diff --git a/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchObjectStrategy.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchObjectStrategy.java new file mode 100644 index 00000000000..9ac21ebfd85 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchOperations.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchOperations.java new file mode 100644 index 00000000000..5df8ba1fd08 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/SketchSetPostAggregator.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchSetPostAggregator.java new file mode 100644 index 00000000000..50152070b81 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SketchSetPostAggregator.java @@ -0,0 +1,160 @@ +/* +* 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; + +import io.druid.query.aggregation.datasketches.SketchOperations.Func; + +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 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/SynchronizedUnion.java b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/SynchronizedUnion.java new file mode 100644 index 00000000000..37dad2071c6 --- /dev/null +++ b/extensions/datasketches/src/main/java/io/druid/query/aggregation/datasketches/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; + +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/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 00000000000..3c66dca1cdb --- /dev/null +++ b/extensions/datasketches/src/main/resources/META-INF/services/io.druid.initialization.DruidModule @@ -0,0 +1 @@ +io.druid.query.aggregation.datasketches.SketchModule diff --git a/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/SketchAggregationTest.java b/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/SketchAggregationTest.java new file mode 100644 index 00000000000..5313e80b6e5 --- /dev/null +++ b/extensions/datasketches/src/test/java/io/druid/query/aggregation/datasketches/SketchAggregationTest.java @@ -0,0 +1,209 @@ +/* +* 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; + +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)); + assertAggregatorFactorySerde(new SketchMergeAggregatorFactory("name", "fieldName", 16, false)); + assertAggregatorFactorySerde(new SketchMergeAggregatorFactory("name", "fieldName", 16, true)); + } + + @Test + public void testSketchMergeFinalization() throws Exception + { + Sketch sketch = Sketches.updateSketchBuilder().build(128); + + SketchMergeAggregatorFactory agg = new SketchMergeAggregatorFactory("name", "fieldName", 16, null); + Assert.assertEquals(0.0, ((Double) agg.finalizeComputation(sketch)).doubleValue(), 0.0001); + + agg = new SketchMergeAggregatorFactory("name", "fieldName", 16, true); + Assert.assertEquals(0.0, ((Double) agg.finalizeComputation(sketch)).doubleValue(), 0.0001); + + agg = new SketchMergeAggregatorFactory("name", "fieldName", 16, false); + Assert.assertEquals(sketch, agg.finalizeComputation(sketch)); + } + + @Test + public void testSketchBuildAggregatorFactorySerde() throws Exception + { + assertAggregatorFactorySerde(new SketchBuildAggregatorFactory("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 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 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"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/simple_test_data_record_parser.json b/extensions/datasketches/src/test/resources/simple_test_data_record_parser.json new file mode 100644 index 00000000000..fbe1cd6f04a --- /dev/null +++ b/extensions/datasketches/src/test/resources/simple_test_data_record_parser.json @@ -0,0 +1,16 @@ +{ + "type" : "string", + "parseSpec" : { + "format" : 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"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 00000000000..5af6e309320 --- /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": "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/sketch_test_data_record_parser.json b/extensions/datasketches/src/test/resources/sketch_test_data_record_parser.json new file mode 100644 index 00000000000..f485cb29261 --- /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"] + } +}