blob: 4e4225ca5118d4cb0488dc047a77993535a90dee [file] [log] [blame]
/*
* 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.pig.theta;
import static org.apache.datasketches.pig.theta.PigUtil.tupleToSketch;
import java.io.IOException;
import org.apache.datasketches.Util;
import org.apache.datasketches.theta.Sketch;
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;
//@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.
*
* <p>
* <b>Sketch Result Tuple</b>
* </p>
* <ul>
* <li>Tuple: TUPLE (Contains 3 fields)
* <ul>
* <li>index 0: Double: DOUBLE: The Estimation Result</li>
* <li>index 1: Double: DOUBLE: The Upper Bound of the Estimation Result at 95.4% confidence.</li>
* <li>index 2: Double: DOUBLE: The Lower Bound of the Estimation Result at 95.4% confidence.</li>
* </ul>
* </li>
* </ul>
*/
//@formatter:on
public class ErrorBounds extends EvalFunc<Tuple> {
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;
}
}