blob: a984db452948c697a5cd143ac0754fdf46dc40d9 [file] [log] [blame]
/*
* 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.pig.hll;
import static org.apache.datasketches.pig.hll.DataToSketch.DEFAULT_HLL_TYPE;
import static org.apache.datasketches.pig.hll.DataToSketch.DEFAULT_LG_K;
import java.io.IOException;
import org.apache.datasketches.hll.HllSketch;
import org.apache.datasketches.hll.TgtHllType;
import org.apache.datasketches.hll.Union;
import org.apache.datasketches.memory.Memory;
import org.apache.log4j.Logger;
import org.apache.pig.Accumulator;
import org.apache.pig.Algebraic;
import org.apache.pig.EvalFunc;
import org.apache.pig.backend.executionengine.ExecException;
import org.apache.pig.data.DataBag;
import org.apache.pig.data.DataByteArray;
import org.apache.pig.data.DataType;
import org.apache.pig.data.Tuple;
/**
* This is a Pig UDF that performs the Union operation on HllSketches.
* This class implements both the <i>Accumulator</i> and <i>Algebraic</i> interfaces.
*
* @author Alexander Saydakov
*/
public class UnionSketch extends EvalFunc<DataByteArray> implements Accumulator<DataByteArray>, Algebraic {
private DataByteArray emptySketch_; // this is to cash an empty sketch
private final int lgK_;
private final TgtHllType tgtHllType_;
private Union accumUnion_;
private boolean isFirstCall_;
/**
* Constructor with default lgK and target HLL type
*/
public UnionSketch() {
this(DEFAULT_LG_K, DEFAULT_HLL_TYPE);
}
/**
* Constructor with given lgK as string and default target HLL type.
*
* @param lgK in a form of a String
*/
public UnionSketch(final String lgK) {
this(Integer.parseInt(lgK), DEFAULT_HLL_TYPE);
}
/**
* Constructor with given lgK and target HLL type as strings
*
* @param lgK in a form of a String
* @param tgtHllType in a form of a String
*/
public UnionSketch(final String lgK, final String tgtHllType) {
this(Integer.parseInt(lgK), TgtHllType.valueOf(tgtHllType));
}
/**
* Base constructor.
*
* @param lgK parameter controlling the sketch size and accuracy
* @param tgtHllType HLL type of the resulting sketch
*/
public UnionSketch(final int lgK, final TgtHllType tgtHllType) {
super();
lgK_ = lgK;
tgtHllType_ = tgtHllType;
}
/**
* Top-level exec function.
* This method accepts an input Tuple containing a Bag of one or more inner <b>Sketch Tuples</b>
* and returns a single serialized HllSketch as a DataByteArray.
*
* <b>Sketch Tuple</b> is a Tuple containing a single DataByteArray (BYTEARRAY in Pig), which
* is a serialized HllSketch.
*
* @param inputTuple A tuple containing a single bag, containing Sketch Tuples.
* @return serialized HllSketch
* @see "org.apache.pig.EvalFunc.exec(org.apache.pig.data.Tuple)"
* @throws IOException from Pig.
*/
@Override
public DataByteArray exec(final Tuple inputTuple) throws IOException {
if (isFirstCall_) {
Logger.getLogger(getClass()).info("Exec was used");
isFirstCall_ = false;
}
if (inputTuple == null || inputTuple.size() == 0) {
if (emptySketch_ == null) {
emptySketch_ = new DataByteArray(new HllSketch(lgK_, tgtHllType_).toCompactByteArray());
}
return emptySketch_;
}
final Union union = new Union(lgK_);
final DataBag bag = (DataBag) inputTuple.get(0);
updateUnion(bag, union);
return new DataByteArray(union.getResult(tgtHllType_).toCompactByteArray());
}
/**
* An <i>Accumulator</i> version of the standard <i>exec()</i> method. Like <i>exec()</i>,
* accumulator is called with a bag of Sketch Tuples. Unlike <i>exec()</i>, it doesn't serialize the
* result at the end. Instead, it can be called multiple times, each time with another bag of
* Sketch Tuples to be input to the union.
*
* @param inputTuple A tuple containing a single bag, containing Sketch Tuples.
* @see #exec
* @see "org.apache.pig.Accumulator.accumulate(org.apache.pig.data.Tuple)"
* @throws IOException by Pig
*/
@Override
public void accumulate(final Tuple inputTuple) throws IOException {
if (isFirstCall_) {
Logger.getLogger(getClass()).info("Accumulator was used");
isFirstCall_ = false;
}
if (inputTuple == null || inputTuple.size() == 0) { return; }
final DataBag bag = (DataBag) inputTuple.get(0);
if (bag == null) { return; }
if (accumUnion_ == null) {
accumUnion_ = new Union(lgK_);
}
updateUnion(bag, accumUnion_);
}
/**
* Returns the sketch that has been built up by multiple calls to {@link #accumulate}.
*
* @return Sketch Tuple. (see {@link #exec} for return tuple format)
* @see "org.apache.pig.Accumulator.getValue()"
*/
@Override
public DataByteArray getValue() {
if (accumUnion_ == null) {
if (emptySketch_ == null) {
emptySketch_ = new DataByteArray(
new HllSketch(lgK_, tgtHllType_).toCompactByteArray());
}
return emptySketch_;
}
return new DataByteArray(
accumUnion_.getResult(tgtHllType_).toCompactByteArray());
}
/**
* Cleans up the UDF state after being called using the {@link Accumulator} interface.
*
* @see "org.apache.pig.Accumulator.cleanup()"
*/
@Override
public void cleanup() {
accumUnion_ = null;
}
@Override
public String getInitial() {
return AlgebraicInitial.class.getName();
}
@Override
public String getIntermed() {
return UnionSketchAlgebraicIntermediate.class.getName();
}
@Override
public String getFinal() {
return UnionSketchAlgebraicFinal.class.getName();
}
static void updateUnion(final DataBag bag, final Union union) throws ExecException {
// Bag is not empty. process each innerTuple in the bag
for (final Tuple innerTuple : bag) {
final Object f0 = innerTuple.get(0); // consider only field 0
if (f0 == null) {
continue;
}
final byte type = innerTuple.getType(0);
if (type == DataType.BYTEARRAY) {
final DataByteArray dba = (DataByteArray) f0;
union.update(HllSketch.wrap(Memory.wrap(dba.get())));
} else {
throw new IllegalArgumentException("Field type was not DataType.BYTEARRAY: " + type);
}
}
}
}