blob: 4c5922cacd7d060b1033ab88b09771605e28136a [file] [log] [blame]
/*
* Copyright 2019, Verizon Media.
* Licensed under the terms of the Apache License 2.0. See LICENSE file at the project root for terms.
*/
package com.yahoo.sketches.hive.cpc;
import static com.yahoo.sketches.Util.DEFAULT_UPDATE_SEED;
import java.util.Arrays;
import java.util.List;
import org.apache.hadoop.hive.ql.exec.Description;
import org.apache.hadoop.hive.ql.exec.UDF;
import org.apache.hadoop.io.BytesWritable;
import com.yahoo.memory.Memory;
import com.yahoo.sketches.cpc.CpcSketch;
@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(Memory.wrap(serializedSketch.getBytes()), seed);
return Arrays.asList(sketch.getEstimate(), sketch.getLowerBound(kappa), sketch.getUpperBound(kappa));
}
}