com.yahoo.sketches.pig.theta.ErrorBounds Maven / Gradle / Ivy
/*
* Copyright 2016, Yahoo! Inc.
* Licensed under the terms of the Apache License 2.0. See LICENSE file at the project root for terms.
*/
package com.yahoo.sketches.pig.theta;
import static com.yahoo.sketches.pig.theta.PigUtil.tupleToSketch;
import java.io.IOException;
import org.apache.pig.EvalFunc;
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.Util;
import com.yahoo.sketches.theta.Sketch;
//@formatter:off
/**
* This is a User Defined Function (UDF) for returning the Double value result along with a lower and
* upper bound. Refer to {@link DataToSketch#exec(Tuple)} for the definition of a Sketch Tuple.
*
*
* Sketch Result Tuple
*
*
* - Tuple: TUPLE (Contains 3 fields)
*
* - index 0: Double: DOUBLE: The Estimation Result
* - index 1: Double: DOUBLE: The Upper Bound of the Estimation Result at 95.4% confidence.
* - index 2: Double: DOUBLE: The Lower Bound of the Estimation Result at 95.4% confidence.
*
*
*
*
* @author Lee Rhodes
*/
//@formatter:on
public class ErrorBounds extends EvalFunc {
private static final TupleFactory tupleFactory = TupleFactory.getInstance();
private final long seed_;
/**
* Constructs with the DEFAULT_UPDATE_SEED used when deserializing the sketch.
*/
public ErrorBounds() {
this(Util.DEFAULT_UPDATE_SEED);
}
/**
* Constructs with the given seed.
* @param seedStr the string seed used when deserializing the sketch.
*/
public ErrorBounds(final String seedStr) {
this(Long.parseLong(seedStr));
}
/**
* Constructs with the given seed.
* @param seed used when deserializing the sketch.
*/
public ErrorBounds(final long seed) {
super();
seed_ = seed;
}
@Override
public Tuple exec(final Tuple sketchTuple) throws IOException { //throws is in API
if ((sketchTuple == null) || (sketchTuple.size() == 0)) {
return null;
}
final Sketch sketch = tupleToSketch(sketchTuple, seed_);
final Tuple outputTuple = tupleFactory.newTuple(3);
outputTuple.set(0, Double.valueOf(sketch.getEstimate()));
outputTuple.set(1, Double.valueOf(sketch.getUpperBound(2)));
outputTuple.set(2, Double.valueOf(sketch.getLowerBound(2)));
return outputTuple;
}
/**
* The output is a Sketch Result Tuple Schema.
*/
@Override
public Schema outputSchema(final Schema input) {
if (input != null) {
try {
final Schema tupleSchema = new Schema();
tupleSchema.add(new Schema.FieldSchema("Estimate", DataType.DOUBLE));
tupleSchema.add(new Schema.FieldSchema("UpperBound", DataType.DOUBLE));
tupleSchema.add(new Schema.FieldSchema("LowerBound", DataType.DOUBLE));
return new Schema(new Schema.FieldSchema(getSchemaName(this
.getClass().getName().toLowerCase(), input), tupleSchema, DataType.TUPLE));
}
catch (final FrontendException e) {
// fall through
}
}
return null;
}
}