| /* |
| * 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.pig.tuple; |
| |
| import java.io.IOException; |
| |
| 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.pig.EvalFunc; |
| import org.apache.pig.data.DataByteArray; |
| import org.apache.pig.data.Tuple; |
| |
| /** |
| * This UDF converts an ArrayOfDoubles sketch to estimates. |
| * The result will be a tuple with 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). |
| */ |
| public class ArrayOfDoublesSketchToEstimates extends EvalFunc<Tuple> { |
| |
| @Override |
| public Tuple exec(final Tuple input) throws IOException { |
| if ((input == null) || (input.size() == 0)) { |
| return null; |
| } |
| |
| final DataByteArray dba = (DataByteArray) input.get(0); |
| final ArrayOfDoublesSketch sketch = ArrayOfDoublesSketches.wrapSketch(Memory.wrap(dba.get())); |
| |
| final double[] estimates = new double[sketch.getNumValues() + 1]; |
| estimates[0] = sketch.getEstimate(); |
| if (sketch.getRetainedEntries() > 0) { // remove unnecessary check when version of sketches-core > 0.4.0 |
| final ArrayOfDoublesSketchIterator it = sketch.iterator(); |
| while (it.next()) { |
| final double[] values = it.getValues(); |
| for (int i = 0; i < sketch.getNumValues(); i++) { |
| estimates[i + 1] += values[i]; |
| } |
| } |
| for (int i = 0; i < sketch.getNumValues(); i++) { |
| estimates[i + 1] /= sketch.getTheta(); |
| } |
| } |
| return Util.doubleArrayToTuple(estimates); |
| } |
| } |