blob: 951e777e514bab6fb4bbd9f9090728f8d9b91eb6 [file] [log] [blame]
/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
package org.apache.datasketches.hive.kll;
import java.util.List;
import org.apache.datasketches.kll.KllFloatsSketch;
import org.apache.datasketches.memory.Memory;
import org.apache.hadoop.hive.ql.exec.Description;
import org.apache.hadoop.hive.ql.exec.UDF;
import org.apache.hadoop.io.BytesWritable;
@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).")
@SuppressWarnings("javadoc")
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)));
}
}