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/*
* 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.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.pig.EvalFunc;
import org.apache.pig.data.DataByteArray;
import org.apache.pig.data.Tuple;
import org.apache.pig.data.TupleFactory;
/**
* This UDF converts a Sketch<DoubleSummary> to estimates.
* The first estimate is the estimate of the number of unique
* keys in the original population.
* The second is the estimate of the sum of the parameter
* in the original population (sums of the values in the sketch
* scaled to the original population). This estimate assumes
* that the DoubleSummary was used in the Sum mode.
*/
public class DoubleSummarySketchToEstimates extends EvalFunc<Tuple> {
private static final SummaryDeserializer<DoubleSummary> SUMMARY_DESERIALIZER =
new DoubleSummaryDeserializer();
@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 Sketch<DoubleSummary> sketch = Sketches.heapifySketch(
Memory.wrap(dba.get()), SUMMARY_DESERIALIZER);
final Tuple output = TupleFactory.getInstance().newTuple(2);
output.set(0, sketch.getEstimate());
double sum = 0;
final SketchIterator<DoubleSummary> it = sketch.iterator();
while (it.next()) {
sum += it.getSummary().getValue();
}
output.set(1, sum / sketch.getTheta());
return output;
}
}