| /* |
| * 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)); |
| } |
| |
| } |