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Hands-On Big Data Analytics with PySpark
book

Hands-On Big Data Analytics with PySpark

by Rudy Lai, Bartłomiej Potaczek
March 2019
Beginner to intermediate
182 pages
4h 6m
English
Packt Publishing
Content preview from Hands-On Big Data Analytics with PySpark

Summary

In this chapter, we first learned how to separate logic from the Spark engine. We then looked at a component that was well-tested in separation without the Spark engine, and we carried out integration testing using SparkSession. For this, we created a SparkSession test by reusing the component that was already well-tested. By doing that, we did not have to cover all edge cases in the integration test and our test was much faster. We then learned how to leverage partial functions to supply mocked data that's provided at the testing phase. We also covered ScalaCheck for property-based testing. By the end of this chapter, we had tested our code in different versions of Spark and learned how to change our DataFrame mock test to RDD.

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Publisher Resources

ISBN: 9781838644130