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* 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
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*/
package org.apache.datasketches.pig.tuple;
import static org.apache.datasketches.Util.DEFAULT_NOMINAL_ENTRIES;
import java.io.IOException;
import org.apache.datasketches.tuple.ArrayOfDoublesUpdatableSketch;
import org.apache.datasketches.tuple.ArrayOfDoublesUpdatableSketchBuilder;
import org.apache.log4j.Logger;
import org.apache.pig.Accumulator;
import org.apache.pig.EvalFunc;
import org.apache.pig.backend.executionengine.ExecException;
import org.apache.pig.data.DataBag;
import org.apache.pig.data.DataByteArray;
import org.apache.pig.data.DataType;
import org.apache.pig.data.Tuple;
abstract class DataToArrayOfDoublesSketchBase extends EvalFunc<Tuple> implements Accumulator<Tuple> {
private final int sketchSize_;
private final float samplingProbability_;
private final int numValues_;
private ArrayOfDoublesUpdatableSketch accumSketch_;
private boolean isFirstCall_ = true;
DataToArrayOfDoublesSketchBase() {
this(DEFAULT_NOMINAL_ENTRIES, 1f, 1);
}
DataToArrayOfDoublesSketchBase(final int numValues) {
this(DEFAULT_NOMINAL_ENTRIES, 1f, numValues);
}
DataToArrayOfDoublesSketchBase(final int sketchSize, final int numValues) {
this(sketchSize, 1f, numValues);
}
DataToArrayOfDoublesSketchBase(final int sketchSize, final float samplingProbability, final int numValues) {
super();
sketchSize_ = sketchSize;
samplingProbability_ = samplingProbability;
numValues_ = numValues;
}
@Override
public void accumulate(final Tuple inputTuple) throws IOException {
if (isFirstCall_) {
// this is to see in the log which way was used by Pig
Logger.getLogger(getClass()).info("accumulate is used");
isFirstCall_ = false;
}
if (accumSketch_ == null) {
accumSketch_ =
new ArrayOfDoublesUpdatableSketchBuilder().setNominalEntries(sketchSize_)
.setSamplingProbability(samplingProbability_).setNumberOfValues(numValues_).build();
}
if (inputTuple.size() != 1) {
throw new IllegalArgumentException("Input tuple must have 1 bag");
}
final DataBag bag = (DataBag) inputTuple.get(0);
updateSketch(bag, accumSketch_, numValues_);
}
@Override
public void cleanup() {
accumSketch_ = null;
}
@Override
public Tuple getValue() {
if (accumSketch_ == null) {
accumSketch_ =
new ArrayOfDoublesUpdatableSketchBuilder().setNominalEntries(sketchSize_)
.setSamplingProbability(samplingProbability_).setNumberOfValues(numValues_).build();
}
return Util.tupleFactory.newTuple(new DataByteArray(accumSketch_.compact().toByteArray()));
}
@Override
public Tuple exec(final Tuple inputTuple) throws IOException {
if (isFirstCall_) {
// this is to see in the log which way was used by Pig
Logger.getLogger(getClass()).info("exec is used");
isFirstCall_ = false;
}
if ((inputTuple == null) || (inputTuple.size() == 0)) {
return null;
}
if (inputTuple.size() != 1) {
throw new IllegalArgumentException("Input tuple must have 1 bag");
}
final ArrayOfDoublesUpdatableSketch sketch =
new ArrayOfDoublesUpdatableSketchBuilder().setNominalEntries(sketchSize_)
.setSamplingProbability(samplingProbability_).setNumberOfValues(numValues_).build();
final DataBag bag = (DataBag) inputTuple.get(0);
updateSketch(bag, sketch, numValues_);
return Util.tupleFactory.newTuple(new DataByteArray(sketch.compact().toByteArray()));
}
static void updateSketch(
final DataBag bag, final ArrayOfDoublesUpdatableSketch sketch, final int numValues)
throws ExecException {
if (bag == null) {
throw new IllegalArgumentException("InputTuple.Field0: Bag may not be null");
}
final double[] values = new double[numValues];
for (final Tuple tuple: bag) {
if (tuple.size() != numValues + 1) {
throw new IllegalArgumentException("Inner tuple of input bag must have " + (numValues + 1)
+ " fields.");
}
final Object key = tuple.get(0);
if (key == null) { continue; }
for (int i = 0; i < numValues; i++) {
values[i] = (Double) tuple.get(i + 1);
}
switch (tuple.getType(0)) {
case DataType.BYTE:
sketch.update(((Byte) key).longValue(), values);
break;
case DataType.INTEGER:
sketch.update(((Integer) key).longValue(), values);
break;
case DataType.LONG:
sketch.update((Long) key, values);
break;
case DataType.FLOAT:
sketch.update((Float) key, values);
break;
case DataType.DOUBLE:
sketch.update((Double) key, values);
break;
case DataType.BYTEARRAY:
final DataByteArray dba = (DataByteArray) key;
if (dba.size() != 0) {
sketch.update(dba.get(), values);
}
break;
case DataType.CHARARRAY:
final String s = key.toString();
if (!s.isEmpty()) {
sketch.update(s, values);
}
break;
default:
throw new IllegalArgumentException("Field 0 must be one of "
+ "NULL, BYTE, INTEGER, LONG, FLOAT, DOUBLE, BYTEARRAY or CHARARRAY. " + "Type = "
+ DataType.findTypeName(tuple.getType(0)) + ", Object = " + key.toString());
}
}
}
}