blob: 905aaa96896b946dabb666ca564309cb890fe0d8 [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.hll;
import java.util.Arrays;
import java.util.List;
import org.apache.datasketches.hll.HllSketch;
import org.apache.datasketches.memory.Memory;
import org.apache.hadoop.hive.ql.exec.Description;
import org.apache.hadoop.hive.ql.exec.UDF;
import org.apache.hadoop.io.BytesWritable;
@Description(
name = "SketchToEstimateAndErrorBounds",
value = "_FUNC_(sketch, kappa)",
extended = "Returns an estimate of distinct count and error bounds from a given HllSketch."
+ " Optional kappa is a number of standard deviations from the mean: 1, 2 or 3 (default 2)."
+ " The result is three double values: estimate, lower bound and upper bound.")
@SuppressWarnings("javadoc")
public class SketchToEstimateAndErrorBoundsUDF extends UDF {
private static final int DEFAULT_KAPPA = 2;
/**
* Get an estimate and error bounds from a given HllSketch with default kappa
* @param serializedSketch HllSketch in a serialized binary form
* @return estimate and bounds
*/
public List<Double> evaluate(final BytesWritable serializedSketch) {
return evaluate(serializedSketch, DEFAULT_KAPPA);
}
/**
* Get an estimate and error bounds from a given HllSketch with explicit kappa
* @param serializedSketch HllSketch in a serialized binary form
* @param kappa given number of standard deviations from the mean: 1, 2 or 3
* @return estimate and bounds
*/
public List<Double> evaluate(final BytesWritable serializedSketch, final int kappa) {
if (serializedSketch == null) { return null; }
final HllSketch sketch = HllSketch.wrap(Memory.wrap(serializedSketch.getBytes()));
return Arrays.asList(sketch.getEstimate(), sketch.getLowerBound(kappa), sketch.getUpperBound(kappa));
}
}