| /* |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you under the Apache License, Version 2.0 (the |
| * "License"); you may not use this file except in compliance |
| * with the License. You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, |
| * software distributed under the License is distributed on an |
| * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| * KIND, either express or implied. See the License for the |
| * specific language governing permissions and limitations |
| * under the License. |
| */ |
| |
| package org.apache.datasketches.hive.theta; |
| |
| import static org.apache.datasketches.Util.DEFAULT_UPDATE_SEED; |
| |
| import java.util.Arrays; |
| |
| import org.apache.datasketches.hive.common.BytesWritableHelper; |
| import org.apache.datasketches.memory.Memory; |
| import org.apache.datasketches.theta.Intersection; |
| import org.apache.datasketches.theta.SetOperation; |
| import org.apache.datasketches.theta.Sketch; |
| import org.apache.datasketches.theta.Sketches; |
| import org.apache.hadoop.hive.ql.exec.Description; |
| import org.apache.hadoop.hive.ql.exec.UDFArgumentException; |
| import org.apache.hadoop.hive.ql.exec.UDFArgumentTypeException; |
| import org.apache.hadoop.hive.ql.metadata.HiveException; |
| import org.apache.hadoop.hive.ql.parse.SemanticException; |
| import org.apache.hadoop.hive.ql.udf.generic.AbstractGenericUDAFResolver; |
| import org.apache.hadoop.hive.ql.udf.generic.GenericUDAFEvaluator; |
| import org.apache.hadoop.hive.ql.udf.generic.GenericUDAFParameterInfo; |
| import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector; |
| import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspectorFactory; |
| import org.apache.hadoop.hive.serde2.objectinspector.PrimitiveObjectInspector; |
| import org.apache.hadoop.hive.serde2.objectinspector.PrimitiveObjectInspector.PrimitiveCategory; |
| import org.apache.hadoop.hive.serde2.objectinspector.StandardStructObjectInspector; |
| import org.apache.hadoop.hive.serde2.objectinspector.StructObjectInspector; |
| import org.apache.hadoop.hive.serde2.objectinspector.primitive.PrimitiveObjectInspectorFactory; |
| import org.apache.hadoop.hive.serde2.objectinspector.primitive.PrimitiveObjectInspectorUtils; |
| import org.apache.hadoop.io.BytesWritable; |
| import org.apache.hadoop.io.LongWritable; |
| |
| @Description( |
| name = "intersectSketch", |
| value = "_FUNC_(sketch, seed) - Compute the intersection of sketches", |
| extended = "Example:\n" |
| + "> SELECT intersectSketch(sketch) FROM src;\n" |
| + "The return value is a binary blob that contains a compact sketch, which can " |
| + "be operated on by the other sketch-related functions. " |
| + "The seed is optional, " |
| + "and using it is not recommended unless you really know why you need it.") |
| @SuppressWarnings("javadoc") |
| public class IntersectSketchUDAF extends AbstractGenericUDAFResolver { |
| |
| @Override |
| public GenericUDAFEvaluator getEvaluator(final GenericUDAFParameterInfo info) |
| throws SemanticException { |
| final ObjectInspector[] inspectors = info.getParameterObjectInspectors(); |
| if (inspectors.length < 1) { |
| throw new UDFArgumentException("Please specify at least 1 argument"); |
| } |
| if (inspectors.length > 2) { |
| throw new |
| UDFArgumentTypeException(inspectors.length - 1, "Please specify no more than 2 arguments"); |
| } |
| ObjectInspectorValidator.validateGivenPrimitiveCategory(inspectors[0], 0, |
| PrimitiveCategory.BINARY); |
| if (inspectors.length > 1) { |
| ObjectInspectorValidator.validateIntegralParameter(inspectors[1], 1); |
| } |
| return new IntersectSketchUDAFEvaluator(); |
| } |
| |
| static class IntersectSketchUDAFEvaluator extends GenericUDAFEvaluator { |
| protected static final String SEED_FIELD = "seed"; |
| protected static final String SKETCH_FIELD = "sketch"; |
| |
| // FOR PARTIAL1 and COMPLETE modes: ObjectInspectors for original data |
| private transient PrimitiveObjectInspector inputObjectInspector; |
| protected transient PrimitiveObjectInspector seedObjectInspector; |
| |
| // FOR PARTIAL2 and FINAL modes: ObjectInspectors for partial aggregations |
| protected transient StructObjectInspector intermediateObjectInspector; |
| |
| @Override |
| public ObjectInspector init(final Mode mode, final ObjectInspector[] parameters) throws HiveException { |
| super.init(mode, parameters); |
| if (mode == Mode.PARTIAL1 || mode == Mode.COMPLETE) { |
| this.inputObjectInspector = (PrimitiveObjectInspector) parameters[0]; |
| if (parameters.length > 1) { |
| this.seedObjectInspector = (PrimitiveObjectInspector) parameters[1]; |
| } |
| } else { |
| this.intermediateObjectInspector = (StandardStructObjectInspector) parameters[0]; |
| } |
| |
| if (mode == Mode.PARTIAL1 || mode == Mode.PARTIAL2) { |
| // intermediate results need to include the seed |
| return ObjectInspectorFactory.getStandardStructObjectInspector( |
| Arrays.asList(SEED_FIELD, SKETCH_FIELD), |
| Arrays.asList( |
| PrimitiveObjectInspectorFactory |
| .getPrimitiveWritableObjectInspector(PrimitiveCategory.LONG), |
| PrimitiveObjectInspectorFactory |
| .getPrimitiveWritableObjectInspector(PrimitiveCategory.BINARY) |
| ) |
| ); |
| } |
| // final results include just the sketch |
| return PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.BINARY); |
| } |
| |
| @Override |
| public void iterate(final @SuppressWarnings("deprecation") AggregationBuffer buf, |
| final Object[] data) throws HiveException { |
| if (data[0] == null) { return; } |
| final IntersectionState state = (IntersectionState) buf; |
| if (!state.isInitialized()) { |
| long seed = DEFAULT_UPDATE_SEED; |
| if (this.seedObjectInspector != null) { |
| seed = PrimitiveObjectInspectorUtils.getLong(data[1], this.seedObjectInspector); |
| } |
| state.init(seed); |
| } |
| final byte[] serializedSketch = (byte[]) this.inputObjectInspector.getPrimitiveJavaObject(data[0]); |
| if (serializedSketch == null) { return; } |
| state.update(Memory.wrap(serializedSketch)); |
| } |
| |
| @Override |
| public Object terminatePartial(final @SuppressWarnings("deprecation") AggregationBuffer buf) |
| throws HiveException { |
| final IntersectionState state = (IntersectionState) buf; |
| final Sketch intermediate = state.getResult(); |
| if (intermediate == null) { return null; } |
| final byte[] bytes = intermediate.toByteArray(); |
| return Arrays.asList( |
| new LongWritable(state.getSeed()), |
| new BytesWritable(bytes) |
| ); |
| } |
| |
| @Override |
| public void merge(final @SuppressWarnings("deprecation") AggregationBuffer buf, |
| final Object data) throws HiveException { |
| if (data == null) { return; } |
| final IntersectionState state = (IntersectionState) buf; |
| if (!state.isInitialized()) { |
| final long seed = ((LongWritable) this.intermediateObjectInspector.getStructFieldData( |
| data, this.intermediateObjectInspector.getStructFieldRef(SEED_FIELD))).get(); |
| state.init(seed); |
| } |
| |
| final Memory serializedSketch = BytesWritableHelper.wrapAsMemory( |
| (BytesWritable) this.intermediateObjectInspector.getStructFieldData( |
| data, this.intermediateObjectInspector.getStructFieldRef(SKETCH_FIELD))); |
| state.update(serializedSketch); |
| } |
| |
| @Override |
| public Object terminate(final @SuppressWarnings("deprecation") AggregationBuffer buf) |
| throws HiveException { |
| final IntersectionState state = (IntersectionState) buf; |
| final Sketch resultSketch = state.getResult(); |
| if (resultSketch == null) { return null; } |
| return new BytesWritable(resultSketch.toByteArray()); |
| } |
| |
| @SuppressWarnings("deprecation") |
| @Override |
| public AggregationBuffer getNewAggregationBuffer() throws HiveException { |
| return new IntersectionState(); |
| } |
| |
| @Override |
| public void reset(final @SuppressWarnings("deprecation") AggregationBuffer buf) |
| throws HiveException { |
| final IntersectionState state = (IntersectionState) buf; |
| state.reset(); |
| } |
| |
| static class IntersectionState extends AbstractAggregationBuffer { |
| private long seed_; |
| private Intersection intersection_; |
| |
| boolean isInitialized() { |
| return this.intersection_ != null; |
| } |
| |
| void init(final long seed) { |
| this.seed_ = seed; |
| this.intersection_ = SetOperation.builder().setSeed(seed).buildIntersection(); |
| } |
| |
| long getSeed() { |
| return this.seed_; |
| } |
| |
| void update(final Memory serializedSketch) { |
| this.intersection_.intersect(Sketches.wrapSketch(serializedSketch, this.seed_)); |
| } |
| |
| Sketch getResult() { |
| if (this.intersection_ == null) { return null; } |
| return this.intersection_.getResult(); |
| } |
| |
| void reset() { |
| this.intersection_ = null; |
| } |
| } |
| } |
| } |