blob: 54819bf7e5bfc7cce71c02f9fd5fc7af18f38df8 [file] [log] [blame]
/*
* 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&lt;DoubleSummary&gt;
* @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()
);
}
}