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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.hive.tuple;
import java.util.ArrayList;
import java.util.List;
import org.apache.commons.math3.stat.descriptive.SummaryStatistics;
import org.apache.datasketches.memory.Memory;
import org.apache.datasketches.tuple.ArrayOfDoublesSketch;
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 = "ArrayOfDoublesSketchToVariances",
value = "_FUNC_(sketch)",
extended = "Returns a list of variance values from a given ArrayOfDoublesSketch."
+ " The result will be N double values, where N is the number of double values kept in the"
+ " sketch per key.")
@SuppressWarnings("javadoc")
public class ArrayOfDoublesSketchToVariancesUDF extends UDF {
/**
* Get variances from a given ArrayOfDoublesSketch
* @param serializedSketch ArrayOfDoublesSketch in as serialized binary
* @return list of variances
*/
public List<Double> evaluate(final BytesWritable serializedSketch) {
if (serializedSketch == null) { return null; }
final ArrayOfDoublesSketch sketch = ArrayOfDoublesSketches.wrapSketch(
Memory.wrap(serializedSketch.getBytes()));
if (sketch.getRetainedEntries() < 1) {
return null;
}
final SummaryStatistics[] summaries = ArrayOfDoublesSketchStats.sketchToSummaryStatistics(sketch);
final List<Double> variances = new ArrayList<>(sketch.getNumValues());
for (int i = 0; i < sketch.getNumValues(); i++) {
variances.add(summaries[i].getVariance());
}
return variances;
}
}