| /* |
| * 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.tuple; |
| |
| import java.util.Arrays; |
| import java.util.List; |
| |
| import org.apache.datasketches.memory.Memory; |
| import org.apache.datasketches.tuple.Sketch; |
| import org.apache.datasketches.tuple.SketchIterator; |
| import org.apache.datasketches.tuple.Sketches; |
| import org.apache.datasketches.tuple.SummaryDeserializer; |
| import org.apache.datasketches.tuple.adouble.DoubleSummary; |
| import org.apache.datasketches.tuple.adouble.DoubleSummaryDeserializer; |
| import org.apache.hadoop.hive.ql.exec.Description; |
| import org.apache.hadoop.hive.ql.exec.UDF; |
| import org.apache.hadoop.io.BytesWritable; |
| |
| @Description( |
| name = "DoubleSummarySketchToEstimates", |
| value = "_FUNC_(sketch)", |
| extended = "Returns a list of estimates from a given Sketch<DoubleSummary>." |
| + " The result will be two double values." |
| + " The first estimate is the estimate of the number of unique keys in the" |
| + " original population. Next there is an estimate of the sum of the parameter in the" |
| + " original population (sum of the values in the sketch scaled to the original population." |
| + " This estimate assumes that the DoubleSummary was used in the Sum mode.)") |
| @SuppressWarnings("javadoc") |
| public class DoubleSummarySketchToEstimatesUDF extends UDF { |
| |
| private static final SummaryDeserializer<DoubleSummary> SUMMARY_DESERIALIZER = |
| new DoubleSummaryDeserializer(); |
| |
| /** |
| * Get estimates from a given Sketch<DoubleSummary> |
| * @param serializedSketch DoubleSummarySketch in a serialized binary form |
| * @return list of estimates |
| */ |
| public List<Double> evaluate(final BytesWritable serializedSketch) { |
| if (serializedSketch == null) { return null; } |
| final Sketch<DoubleSummary> sketch = |
| Sketches.heapifySketch(Memory.wrap(serializedSketch.getBytes()), SUMMARY_DESERIALIZER); |
| double sum = 0; |
| final SketchIterator<DoubleSummary> it = sketch.iterator(); |
| while (it.next()) { |
| sum += it.getSummary().getValue(); |
| } |
| return Arrays.asList( |
| sketch.getEstimate(), |
| sum / sketch.getTheta() |
| ); |
| } |
| |
| } |