| /* |
| * 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.ArrayList; |
| import java.util.List; |
| |
| import org.apache.datasketches.memory.Memory; |
| import org.apache.datasketches.tuple.ArrayOfDoublesSketch; |
| import org.apache.datasketches.tuple.ArrayOfDoublesSketchIterator; |
| import org.apache.datasketches.tuple.ArrayOfDoublesSketches; |
| import org.apache.hadoop.hive.ql.exec.Description; |
| import org.apache.hadoop.hive.ql.exec.UDF; |
| import org.apache.hadoop.io.BytesWritable; |
| |
| @Description( |
| name = "ArrayOfDoublesSketchToEstimates", |
| value = "_FUNC_(sketch)", |
| extended = "Returns a list of estimates from a given ArrayOfDoublesSketch." |
| + " The result will be N+1 double values, where N is the number of double values kept in the" |
| + " sketch per key. The first estimate is the estimate of the number of unique keys in the" |
| + " original population. Next there are N estimates of the sums of the parameters in the" |
| + " original population (sums of the values in the sketch scaled to the original population)") |
| @SuppressWarnings("javadoc") |
| public class ArrayOfDoublesSketchToEstimatesUDF extends UDF { |
| |
| /** |
| * Get estimates from a given ArrayOfDoublesSketch |
| * @param serializedSketch ArrayOfDoublesSketch in as serialized binary |
| * @return list of estimates |
| */ |
| public List<Double> evaluate(final BytesWritable serializedSketch) { |
| if (serializedSketch == null) { return null; } |
| final ArrayOfDoublesSketch sketch = ArrayOfDoublesSketches.wrapSketch( |
| Memory.wrap(serializedSketch.getBytes())); |
| final double[] sums = new double[sketch.getNumValues()]; |
| final ArrayOfDoublesSketchIterator it = sketch.iterator(); |
| while (it.next()) { |
| final double[] values = it.getValues(); |
| for (int i = 0; i < sketch.getNumValues(); i++) { |
| sums[i] += values[i]; |
| } |
| } |
| final List<Double> estimates = new ArrayList<>(sketch.getNumValues() + 1); |
| estimates.add(sketch.getEstimate()); |
| for (int i = 0; i < sums.length; i++) { |
| estimates.add(sums[i] / sketch.getTheta()); |
| } |
| return estimates; |
| } |
| |
| } |