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Gobblin Ingestion Framework
/*
* Copyright (C) 2014-2016 LinkedIn Corp. All rights reserved.
*
* Licensed 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.
*/
package gobblin.source.extractor.watermark;
import java.math.RoundingMode;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Calendar;
import java.util.Date;
import java.util.HashMap;
import java.util.concurrent.TimeUnit;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.google.common.base.Preconditions;
import com.google.common.math.DoubleMath;
import com.google.common.primitives.Ints;
import gobblin.source.extractor.extract.QueryBasedExtractor;
public class DateWatermark implements Watermark {
private static final Logger LOG = LoggerFactory.getLogger(DateWatermark.class);
// default water mark format(input format) example: 20140301050505
private static final String INPUTFORMAT = "yyyyMMddHHmmss";
// output format of date water mark example: 20140301
private static final String OUTPUTFORMAT = "yyyyMMdd";
private static final SimpleDateFormat INPUTFORMATPARSER = new SimpleDateFormat(INPUTFORMAT);
private static final int deltaForNextWatermark = 24 * 60 * 60;
private String watermarkColumn;
private String watermarkFormat;
public DateWatermark(String watermarkColumn, String watermarkFormat) {
this.watermarkColumn = watermarkColumn;
this.watermarkFormat = watermarkFormat;
}
@Override
public String getWatermarkCondition(QueryBasedExtractor extractor, long watermarkValue, String operator) {
return extractor.getDatePredicateCondition(this.watermarkColumn, watermarkValue, this.watermarkFormat, operator);
}
@Override
public int getDeltaNumForNextWatermark() {
return deltaForNextWatermark;
}
@Override
synchronized public HashMap getIntervals(long lowWatermarkValue, long highWatermarkValue,
long partitionIntervalInHours, int maxIntervals) {
Preconditions.checkArgument(maxIntervals > 0, "Invalid value for maxIntervals, positive value expected.");
Preconditions.checkArgument(partitionIntervalInHours >= 24,
"Invalid value for partitionInterval, should be at least 24 hrs.");
HashMap intervalMap = new HashMap();
if (lowWatermarkValue > highWatermarkValue) {
LOG.warn("The low water mark is greater than the high water mark, empty intervals are returned");
return intervalMap;
}
final Calendar calendar = Calendar.getInstance();
Date nextTime;
Date lowWatermarkDate = this.extractFromTimestamp(Long.toString(lowWatermarkValue));
Date highWatermarkDate = this.extractFromTimestamp(Long.toString(highWatermarkValue));
final long lowWatermark = lowWatermarkDate.getTime();
final long highWatermark = highWatermarkDate.getTime();
int interval = this.getInterval(highWatermark - lowWatermark, partitionIntervalInHours, maxIntervals);
LOG.info("Recalculated partition interval:" + interval + " days");
Date startTime = new Date(lowWatermark);
Date endTime = new Date(highWatermark);
LOG.debug("Start time:" + startTime + "; End time:" + endTime);
long lwm;
long hwm;
while (startTime.getTime() <= endTime.getTime()) {
lwm = Long.parseLong(INPUTFORMATPARSER.format(startTime));
calendar.setTime(startTime);
calendar.add(Calendar.DATE, interval - 1);
nextTime = calendar.getTime();
hwm = Long.parseLong(INPUTFORMATPARSER.format(nextTime.getTime() <= endTime.getTime() ? nextTime : endTime));
intervalMap.put(lwm, hwm);
LOG.debug("Partition - low:" + lwm + "; high:" + hwm);
calendar.add(Calendar.SECOND, deltaForNextWatermark);
startTime = calendar.getTime();
}
return intervalMap;
}
/**
* recalculate interval(in hours) if total number of partitions greater than maximum number of allowed partitions
*
* @param difference in range
* @param hour interval (ex: 4 hours)
* @param Maximum number of allowed partitions
* @return calculated interval in days
*/
private int getInterval(long diffInMilliSecs, long hourInterval, int maxIntervals) {
long dayInterval = TimeUnit.HOURS.toDays(hourInterval);
int totalHours = DoubleMath.roundToInt((double) diffInMilliSecs / (60 * 60 * 1000), RoundingMode.CEILING);
int totalIntervals = DoubleMath.roundToInt((double) totalHours / (dayInterval * 24), RoundingMode.CEILING);
if (totalIntervals > maxIntervals) {
hourInterval = DoubleMath.roundToInt((double) totalHours / maxIntervals, RoundingMode.CEILING);
dayInterval = TimeUnit.HOURS.toDays(hourInterval);
}
return Ints.checkedCast(dayInterval) + 1;
}
/**
* Convert timestamp to date (yyyymmddHHmmss to yyyymmdd)
*
* @param watermark value
* @return value in date format
*/
synchronized private Date extractFromTimestamp(String watermark) {
final SimpleDateFormat inputFormat = new SimpleDateFormat(INPUTFORMAT);
final SimpleDateFormat outputFormat = new SimpleDateFormat(OUTPUTFORMAT);
Date outDate = null;
try {
Date date = inputFormat.parse(watermark);
String dateStr = outputFormat.format(date);
outDate = outputFormat.parse(dateStr);
} catch (ParseException e) {
LOG.error(e.getMessage(), e);
}
return outDate;
}
}
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