/* | |
* 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.sketches.memory.NativeMemory; | |
import com.yahoo.sketches.quantiles.QuantilesSketch; | |
/** | |
* This UDF is to get a list of quantile values from a QuantileSketch given a list of fractions. | |
* 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 GetQuantiles 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 QuantilesSketch sketch = QuantilesSketch.heapify(new NativeMemory(dba.get())); | |
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)); | |
} | |
} |