| /* |
| * 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.quantiles; |
| |
| import java.util.Comparator; |
| import java.util.List; |
| |
| import org.apache.datasketches.ArrayOfStringsSerDe; |
| import org.apache.datasketches.memory.Memory; |
| import org.apache.datasketches.quantiles.ItemsSketch; |
| import org.apache.hadoop.hive.ql.exec.Description; |
| import org.apache.hadoop.hive.ql.exec.UDF; |
| import org.apache.hadoop.io.BytesWritable; |
| |
| @Description( |
| name = "GetPMF", |
| value = "_FUNC_(sketch, split points...)", |
| extended = "Returns an approximation to the Probability Mass Function (PMF)" |
| + " from a sketch given a set of split points (values)." |
| + " Split points are an array of M unique, monotonically increasing values" |
| + " that divide the domain 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 values that fell into one of those intervals." |
| + " The definition of an interval is inclusive of the left split point and exclusive" |
| + " of the right split point") |
| @SuppressWarnings("javadoc") |
| public class GetPmfFromStringsSketchUDF extends UDF { |
| |
| /** |
| * Returns a list of fractions (PMF) from a given sketch |
| * @param serializedSketch serialized sketch |
| * @param splitPoints list of unique and monotonically increasing values |
| * @return list of fractions from 0 to 1 |
| */ |
| public List<Double> evaluate(final BytesWritable serializedSketch, final String... splitPoints) { |
| if (serializedSketch == null) { return null; } |
| final ItemsSketch<String> sketch = ItemsSketch.getInstance( |
| Memory.wrap(serializedSketch.getBytes()), |
| Comparator.naturalOrder(), |
| new ArrayOfStringsSerDe() |
| ); |
| final double[] pmf = sketch.getPMF(splitPoints); |
| if (pmf == null) { return null; } |
| return Util.primitivesToList(pmf); |
| } |
| |
| } |