blob: bb6ab803a5270f3ee65c3c243458ecf739a3fd74 [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 java.util.Arrays;
import org.apache.pig.EvalFunc;
import org.apache.pig.data.DataByteArray;
import org.apache.pig.data.Tuple;
import org.apache.pig.data.TupleFactory;
import com.yahoo.memory.Memory;
import com.yahoo.sketches.quantiles.DoublesSketch;
/**
* This UDF is to get a list of quantile values from an DoublesSketch given a list of
* fractions or a number of evenly spaced intervals. The fractions represent normalized ranks and
* must be from 0 to 1 inclusive. For example, the fraction of 0.5 corresponds to 50th percentile,
* which is the median value of the distribution (the number separating the higher half
* of the probability distribution from the lower half).
*/
public class GetQuantilesFromDoublesSketch 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 fractions");
}
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()));
if (input.size() == 2) {
final Object arg = input.get(1);
if (arg instanceof Integer) { // number of evenly spaced intervals
return Util.doubleArrayToTuple(sketch.getQuantiles((int) arg));
} else if (arg instanceof Double) { // just one fraction
return TupleFactory.getInstance().newTuple(Arrays.asList(sketch.getQuantile((double) arg)));
} else {
throw new IllegalArgumentException("expected a double value as a fraction or an integer value"
+ " as a number of evenly spaced intervals, got " + arg.getClass().getSimpleName());
}
}
// more than one number - must be double fractions
final double[] fractions = 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 fraction, got "
+ input.get(i).getClass().getSimpleName());
}
fractions[i - 1] = (double) input.get(i);
}
return Util.doubleArrayToTuple(sketch.getQuantiles(fractions));
}
}