blob: 222f9bf6fcaa50ac4c7c7f404c68676b3558a602 [file] [log] [blame]
/*
* 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.quantiles;
import java.io.IOException;
import org.apache.pig.EvalFunc;
import org.apache.pig.data.DataByteArray;
import org.apache.pig.data.Tuple;
import com.yahoo.memory.Memory;
import com.yahoo.sketches.quantiles.DoublesSketch;
/**
* This UDF is to get an approximation to the Probability Mass Function (PMF) of the input stream
* given a sketch and a set of split points - an array of <i>m</i> unique, monotonically increasing
* double values that divide the real number line into <i>m+1</i> consecutive disjoint intervals.
* The function returns an array of m+1 doubles each of which is an approximation to the fraction
* of the input stream values that fell into one of those intervals. Intervals are inclusive of
* the left split point and exclusive of the right split point.
*/
public class GetPmfFromDoublesSketch extends EvalFunc<Tuple> {
@Override
public Tuple exec(final Tuple input) throws IOException {
if (input.size() < 2) {
throw new IllegalArgumentException(
"expected two or more inputs: sketch and list of split points");
}
if (!(input.get(0) instanceof DataByteArray)) {
throw new IllegalArgumentException("expected a DataByteArray as a sketch, got "
+ input.get(0).getClass().getSimpleName());
}
final DataByteArray dba = (DataByteArray) input.get(0);
final DoublesSketch sketch = DoublesSketch.wrap(Memory.wrap(dba.get()));
final double[] splitPoints = new double[input.size() - 1];
for (int i = 1; i < input.size(); i++) {
if (!(input.get(i) instanceof Double)) {
throw new IllegalArgumentException("expected a double value as a split point, got "
+ input.get(i).getClass().getSimpleName());
}
splitPoints[i - 1] = (double) input.get(i);
}
final double[] pmf = sketch.getPMF(splitPoints);
if (pmf == null) { return null; }
return Util.doubleArrayToTuple(pmf);
}
}