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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.cpc;
import static org.apache.datasketches.Util.DEFAULT_UPDATE_SEED;
import java.util.Arrays;
import java.util.List;
import org.apache.datasketches.cpc.CpcSketch;
import org.apache.datasketches.hive.common.BytesWritableHelper;
import org.apache.hadoop.hive.ql.exec.Description;
import org.apache.hadoop.hive.ql.exec.UDF;
import org.apache.hadoop.io.BytesWritable;
@Description(
name = "GetEstimateAndBounds",
value = "_FUNC_(sketch, kappa, seed)",
extended = "Returns an estimate and bounds of unique count from a given CpcSketch."
+ " The result is three double values: estimate, lower bound and upper bound."
+ " Optional kappa is a number of standard deviations from the mean: 1, 2 or 3 (default 2)."
+ " The seed is optional. It is needed if the sketch was created with a custom seed.")
@SuppressWarnings("javadoc")
public class GetEstimateAndErrorBoundsUDF extends UDF {
private static final int DEFAULT_KAPPA = 2;
/**
* Get an estimate from a given CpcSketch using the default seed and kappa
* @param serializedSketch CpcSketch in a serialized binary form
* @return estimate of unique count
*/
public List<Double> evaluate(final BytesWritable serializedSketch) {
return evaluate(serializedSketch, DEFAULT_KAPPA, DEFAULT_UPDATE_SEED);
}
/**
* Get an estimate and bounds from a given CpcSketch with default seed
* @param serializedSketch CpcSketch in a serialized binary form
* @param kappa given number of standard deviations from the mean: 1, 2 or 3
* @return estimate, lower and upper bound
*/
public List<Double> evaluate(final BytesWritable serializedSketch, final int kappa) {
return evaluate(serializedSketch, kappa, DEFAULT_UPDATE_SEED);
}
/**
* Get an estimate and bounds from a given CpcSketch with explicit seed
* @param serializedSketch CpcSketch in a serialized binary form
* @param kappa given number of standard deviations from the mean: 1, 2 or 3
* @param seed update seed
* @return estimate, lower and upper bound
*/
public List<Double> evaluate(final BytesWritable serializedSketch, final int kappa, final long seed) {
if (serializedSketch == null) { return null; }
final CpcSketch sketch = CpcSketch.heapify(BytesWritableHelper.wrapAsMemory(serializedSketch), seed);
return Arrays.asList(sketch.getEstimate(), sketch.getLowerBound(kappa), sketch.getUpperBound(kappa));
}
}