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General Tech QA/Testing 2 years ago
Posted on 16 Aug 2022, this text provides information on QA/Testing related to General Tech. Please note that while accuracy is prioritized, the data presented might not be entirely correct or up-to-date. This information is offered for general knowledge and informational purposes only, and should not be considered as a substitute for professional advice.
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I am exploring on how to write unit tests for my spark scala code. I came across spark-testing-base and upon trying to run a few standard examples i get an error
import org.scalatest.FunSuite import com.holdenkarau.spark.testing.{SharedSparkContext} class AppTest extends FunSuite with SharedSparkContext { test("test initializing spark context") { val list = List(1, 2, 3, 4) val rdd = sc.parallelize(list) assert(rdd.count === list.length) } }
The error is as follows:
Class 'AppTest' must either be declared abstract or implement abstract member 'withFixture(test:Any):Outcome' in 'org.scalatest.SuiteMixin'
I am using IntelliJ IDEA for the same and my build.sbt looks as follows
name := "" version := "1.0" scalaVersion := "2.11.8" fork in Test := true libraryDependencies ++= Seq("org.apache.spark" %% "spark-core" % "2.0.0", "org.apache.spark" %% "spark-mllib" % "2.0.0", "org.apache.spark" %% "spark-sql" % "2.0.0", "org.scalatest" %% "scalatest" % "1.9.1" % "test", "com.holdenkarau" %% "spark-testing-base" % "0.7.2" % "test" ) parallelExecution in Test := false
I have never done unit testing before. I would appreciate any help with this issue
I suggest not using spark-testing-base. Instead you can use the built in capability of SparkContext to be started in the running unit test process.
Example:
import org.scalatest.FunSuite class AppTest extends FunSuite { test("test initializing spark context") { val myLocalInProcessSession = SparkSession .builder .master("local[*]") //This is the key config change to make it a local in process spark session. .appName("myApp") .getOrCreate() val list = List(1, 2, 3, 4) val rdd = myLocalInProcessSession.sparkContext.parallelize(list) assert(rdd.count === list.length) myLocalInProcessSession.close() } }
You can generalize the creation of the local spark testing session with the tools in FunSuite.
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