com.yahoo.sketches.pig.tuple.DataToArrayOfDoublesSketchAlgebraicIntermediateFinal Maven / Gradle / Ivy
/*
* Copyright 2016, Yahoo! Inc.
* Licensed under the terms of the Apache License 2.0. See LICENSE file at the project root for terms.
*/
package com.yahoo.sketches.pig.tuple;
import static com.yahoo.sketches.Util.DEFAULT_NOMINAL_ENTRIES;
import java.io.IOException;
import org.apache.log4j.Logger;
import org.apache.pig.EvalFunc;
import org.apache.pig.data.DataBag;
import org.apache.pig.data.DataByteArray;
import org.apache.pig.data.Tuple;
import com.yahoo.memory.Memory;
import com.yahoo.sketches.tuple.ArrayOfDoublesSetOperationBuilder;
import com.yahoo.sketches.tuple.ArrayOfDoublesSketches;
import com.yahoo.sketches.tuple.ArrayOfDoublesUnion;
import com.yahoo.sketches.tuple.ArrayOfDoublesUpdatableSketch;
import com.yahoo.sketches.tuple.ArrayOfDoublesUpdatableSketchBuilder;
/**
* Class used to calculate the intermediate pass (combiner) or the final pass
* (reducer) of an Algebraic sketch operation. This may be called multiple times
* (from the mapper and from the reducer). It will receive a bag of values
* returned by either the Intermediate stage or the Initial stages, so
* it needs to be able to differentiate between and interpret both types.
*/
abstract class DataToArrayOfDoublesSketchAlgebraicIntermediateFinal extends EvalFunc {
private final int sketchSize_;
private final float samplingProbability_;
private final int numValues_;
private boolean isFirstCall_ = true;
DataToArrayOfDoublesSketchAlgebraicIntermediateFinal() {
this(DEFAULT_NOMINAL_ENTRIES, 1);
}
DataToArrayOfDoublesSketchAlgebraicIntermediateFinal(final int numValues) {
this(DEFAULT_NOMINAL_ENTRIES, numValues);
}
DataToArrayOfDoublesSketchAlgebraicIntermediateFinal(final int sketchSize, final int numValues) {
this(sketchSize, 1f, numValues);
}
DataToArrayOfDoublesSketchAlgebraicIntermediateFinal(
final int sketchSize, final float samplingProbability, final int numValues) {
sketchSize_ = sketchSize;
samplingProbability_ = samplingProbability;
numValues_ = numValues;
}
@Override
public Tuple exec(final Tuple inputTuple) throws IOException {
if (isFirstCall_) {
// this is to see in the log which way was used by Pig
Logger.getLogger(getClass()).info("algebraic is used");
isFirstCall_ = false;
}
final ArrayOfDoublesUnion union =
new ArrayOfDoublesSetOperationBuilder().setNominalEntries(sketchSize_)
.setNumberOfValues(numValues_).buildUnion();
final DataBag bag = (DataBag) inputTuple.get(0);
if (bag == null) {
throw new IllegalArgumentException("InputTuple.Field0: Bag may not be null");
}
for (final Tuple dataTuple: bag) {
final Object item = dataTuple.get(0);
if (item instanceof DataBag) {
// this is a bag from the Initial function.
// just insert each item of the tuple into the sketch
final ArrayOfDoublesUpdatableSketch sketch =
new ArrayOfDoublesUpdatableSketchBuilder().setNominalEntries(sketchSize_)
.setSamplingProbability(samplingProbability_).setNumberOfValues(numValues_).build();
DataToArrayOfDoublesSketchBase.updateSketch((DataBag) item, sketch, numValues_);
union.update(sketch);
} else if (item instanceof DataByteArray) {
// This is a sketch from a prior call to the
// Intermediate function. merge it with the
// current sketch.
final DataByteArray dba = (DataByteArray) item;
union.update(ArrayOfDoublesSketches.wrapSketch(Memory.wrap(dba.get())));
} else {
// we should never get here.
throw new IllegalArgumentException("InputTuple.Field0: Bag contains unrecognized types: "
+ item.getClass().getName());
}
}
return Util.tupleFactory.newTuple(new DataByteArray(union.getResult().toByteArray()));
}
}