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Learning Apache Apex

You're reading from   Learning Apache Apex Real-time streaming applications with Apex

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Product type Paperback
Published in Nov 2017
Publisher
ISBN-13 9781788296403
Length 290 pages
Edition 1st Edition
Languages
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Authors (5):
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Munagala V. Ramanath Munagala V. Ramanath
Author Profile Icon Munagala V. Ramanath
Munagala V. Ramanath
David Yan David Yan
Author Profile Icon David Yan
David Yan
Ananth Gundabattula Ananth Gundabattula
Author Profile Icon Ananth Gundabattula
Ananth Gundabattula
Thomas Weise Thomas Weise
Author Profile Icon Thomas Weise
Thomas Weise
Kenneth Knowles Kenneth Knowles
Author Profile Icon Kenneth Knowles
Kenneth Knowles
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Toc

Table of Contents (11) Chapters Close

Preface 1. Introduction to Apex FREE CHAPTER 2. Getting Started with Application Development 3. The Apex Library 4. Scalability, Low Latency, and Performance 5. Fault Tolerance and Reliability 6. Example Project – Real-Time Aggregation and Visualization 7. Example Project – Real-Time Ride Service Data Processing 8. Example Project – ETL Using SQL 9. Introduction to Apache Beam 10. The Future of Stream Processing

Windowed operator configuration


Because we are developing an application for a taxi driver looking for passengers, we are only interested in the last few minutes of data, to have a good advice for the driver where to look. We are accumulating the data in 5-minute sliding windows that slide by 1 minute so that we always use the data from the past 5 minutes for our service. In Application.java:

KeyedWindowedOperatorImpl<String, Double, MutableDouble, Double> windowedOperator 
  = new KeyedWindowedOperatorImpl<>();
    
// 5-minute windows slide by 1 minute
windowedOperator.setWindowOption(new WindowOption.TimeWindows(Duration.standardMinutes(5)).slideBy(Duration
  .standardMinutes(1)));
    
// Because we only care about the last 5 minutes, lateness horizon 
// is set to 4 minutes since the watermark is set to one minute before 
// the latest timestamp.
windowedOperator.setAllowedLateness(Duration.standardMinutes(4));  

We are now setting the accumulation to be a SumDouble, which...

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