blob: 8813bcc664737a013e0dc4a5840ecfcf60c1209d [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.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;
}
}