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/*
* 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.frequencies;
import java.io.IOException;
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.Tuple;
import com.yahoo.sketches.ArrayOfItemsSerDe;
import com.yahoo.sketches.frequencies.ItemsSketch;
/**
* This is a generic implementation to be specialized in concrete UDFs
* @param <T> type of item
*/
public abstract class DataToFrequentItemsSketch<T> extends EvalFunc<Tuple> implements Accumulator<Tuple> {
private final int sketchSize_;
private ItemsSketch<T> accumSketch_;
private final ArrayOfItemsSerDe<T> serDe_;
private boolean isFirstCall_ = true;
/**
* Constructs a function given a sketch size and serde
* @param sketchSize parameter controlling the size of the sketch and the accuracy
* @param serDe an instance of ArrayOfItemsSerDe to serialize and deserialize arrays of items
*/
public DataToFrequentItemsSketch(final int sketchSize, final ArrayOfItemsSerDe<T> serDe) {
super();
sketchSize_ = sketchSize;
serDe_ = serDe;
}
@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 was used");
isFirstCall_ = false;
}
if (accumSketch_ == null) {
accumSketch_ = new ItemsSketch<T>(sketchSize_);
}
if (inputTuple.size() != 1) {
throw new IllegalArgumentException("Input tuple must have 1 bag");
}
final DataBag bag = (DataBag) inputTuple.get(0);
updateSketch(bag, accumSketch_);
}
@Override
public void cleanup() {
accumSketch_ = null;
}
@Override
public Tuple getValue() {
if (accumSketch_ == null) {
accumSketch_ = new ItemsSketch<T>(sketchSize_);
}
final Tuple outputTuple;
try {
outputTuple = Util.serializeSketchToTuple(accumSketch_, serDe_);
} catch (final ExecException ex) {
throw new RuntimeException("Pig Error: " + ex.getMessage(), ex);
}
return outputTuple;
}
@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 was used");
isFirstCall_ = false;
}
if ((inputTuple == null) || (inputTuple.size() == 0)) {
return null;
}
accumulate(inputTuple);
final Tuple outputTuple = getValue();
cleanup();
return outputTuple;
}
static <T> void updateSketch(final DataBag bag, final ItemsSketch<T> sketch) throws ExecException {
if (bag == null) {
throw new IllegalArgumentException("InputTuple.Field0: Bag may not be null");
}
for (final Tuple tuple: bag) {
if (tuple.size() != 1 && tuple.size() != 2) {
throw new IllegalArgumentException("Inner tuple of input bag must have 1 or 2 fields.");
}
@SuppressWarnings("unchecked")
final T key = (T) tuple.get(0);
if (key == null) { continue; }
final long value = tuple.size() == 2 ? (long) tuple.get(1) : 1;
sketch.update(key, value);
}
}
}