com.yahoo.sketches.pig.quantiles.GetPmfFromDoublesSketch Maven / Gradle / Ivy

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/*
 * 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 m unique, monotonically increasing
 * double values that divide the real number line into m+1 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 {

  @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);
  }

}