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/*
 * 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.pig.cpc;

import static com.yahoo.sketches.Util.DEFAULT_UPDATE_SEED;

import java.io.IOException;

import org.apache.pig.EvalFunc;
import org.apache.pig.data.DataByteArray;
import org.apache.pig.data.DataType;
import org.apache.pig.data.Tuple;
import org.apache.pig.data.TupleFactory;
import org.apache.pig.impl.logicalLayer.FrontendException;
import org.apache.pig.impl.logicalLayer.schema.Schema;

import com.yahoo.sketches.cpc.CpcSketch;

/**
 * This is a User Defined Function (UDF) for obtaining the distinct count estimate
 * along with a lower and upper bound from a given CpcSketch.
 *
 * 

The result is a tuple with three double values: estimate, lower bound and upper bound. * The bounds are best estimates for the confidence interval given kappa, which represents * the number of standard deviations from the mean (1, 2 or 3). * * @author Alexander Saydakov */ public class GetEstimateAndErrorBounds extends EvalFunc { private static int DEFAULT_KAPPA = 2; private final int kappa_; private final long seed_; /** * Constructor with default kappa and seed */ public GetEstimateAndErrorBounds() { this(DEFAULT_KAPPA, DEFAULT_UPDATE_SEED); } /** * Constructor with given kappa and default seed * @param kappa in a form of a String */ public GetEstimateAndErrorBounds(final String kappa) { this(Integer.parseInt(kappa), DEFAULT_UPDATE_SEED); } /** * Constructor with given kappa and seed * @param kappa in a form of a String * @param seed in a form of a String */ public GetEstimateAndErrorBounds(final String kappa, final String seed) { this(Integer.parseInt(kappa), Long.parseLong(seed)); } /** * Base constructor * @param kappa the given number of standard deviations from the mean: 1, 2 or 3 * @param seed parameter for the hash function */ GetEstimateAndErrorBounds(final int kappa, final long seed) { kappa_ = kappa; seed_ = seed; } @Override public Tuple exec(final Tuple sketchTuple) throws IOException { if ((sketchTuple == null) || (sketchTuple.size() == 0)) { return null; } final DataByteArray dba = (DataByteArray) sketchTuple.get(0); final CpcSketch sketch = CpcSketch.heapify(dba.get(), seed_); final Tuple outputTuple = TupleFactory.getInstance().newTuple(3); outputTuple.set(0, Double.valueOf(sketch.getEstimate())); outputTuple.set(1, Double.valueOf(sketch.getLowerBound(kappa_))); outputTuple.set(2, Double.valueOf(sketch.getUpperBound(kappa_))); return outputTuple; } /** * The output is a Sketch Result Tuple Schema. */ @Override public Schema outputSchema(final Schema input) { if (input == null) { return null; } try { final Schema tupleSchema = new Schema(); tupleSchema.add(new Schema.FieldSchema("Estimate", DataType.DOUBLE)); tupleSchema.add(new Schema.FieldSchema("LowerBound", DataType.DOUBLE)); tupleSchema.add(new Schema.FieldSchema("UpperBound", DataType.DOUBLE)); return new Schema(new Schema.FieldSchema(getSchemaName(this .getClass().getName().toLowerCase(), input), tupleSchema, DataType.TUPLE)); } catch (final FrontendException e) { throw new RuntimeException(e); } } }





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