blob: 1fee7868ada81948b6039f6e1801318e45ea8584 [file] [log] [blame]
/*
* Copyright 2018, Oath Inc.
* Licensed under the terms of the Apache License 2.0. See LICENSE file at the project root for terms.
*/
package com.yahoo.sketches.hive.kll;
import java.util.List;
import org.apache.hadoop.hive.ql.exec.Description;
import org.apache.hadoop.hive.ql.exec.UDF;
import org.apache.hadoop.io.BytesWritable;
import com.yahoo.memory.Memory;
import com.yahoo.sketches.kll.KllFloatsSketch;
@Description(
name = "GetQuantiles",
value = "_FUNC_(sketch, fractions...)",
extended = "Returns quantile values from a given KllFloatsSketch based on a given list of fractions."
+ " The fractions represent normalized ranks, and must be from 0 to 1 inclusive."
+ " For example, a 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 GetQuantilesUDF extends UDF {
/**
* Returns a list of quantile values from a given sketch
* @param serializedSketch serialized sketch
* @param fractions list of values from 0 to 1 inclusive
* @return list of quantile values
*/
public List<Float> evaluate(final BytesWritable serializedSketch, final Double... fractions) {
if (serializedSketch == null) { return null; }
final KllFloatsSketch sketch = KllFloatsSketch.heapify(Memory.wrap(serializedSketch.getBytes()));
return Util.primitivesToList(sketch.getQuantiles(Util.objectsToPrimitives(fractions)));
}
}