Kotlintest and property based testing
I was very happy to see that Kotlintest, a port of the excellent scalatest in Kotlin, supports property based testing.
I was introduced to property based testing through the excellent “Functional programming in Scala” book.
The idea behind property based testing is simple – the behavior of a program is described as a property and the testing framework generates random data to validate the property. This is best illustrated with an example using the excellent scalacheck library:
import org.scalacheck.Prop.forAll import org.scalacheck.Properties object ListSpecification extends Properties("List") { property("reversing a list twice should return the list") = forAll { (a: List[Int]) => a.reverse.reverse == a } }
scalacheck would generate a random list(of integer) of varying sizes and would validate that this property holds for the lists. A similar specification expressed through Kotlintest looks like this:
import io.kotlintest.properties.forAll import io.kotlintest.specs.StringSpec class ListSpecification : StringSpec({ "reversing a list twice should return the list" { forAll{ list: List<Int> -> list.reversed().reversed().toList() == list } } })
If the generators have to be a little more constrained, say if we wanted to test this behavior on lists of integer in the range 1 to 1000 then an explicit generator can be passed in the following way, again starting with scalacheck:
import org.scalacheck.Prop.forAll import org.scalacheck.{Gen, Properties} object ListSpecification extends Properties("List") { val intList = Gen.listOf(Gen.choose(1, 1000)) property("reversing a list twice should return the list") = forAll(intList) { (a: List[Int]) => a.reverse.reverse == a } }
and an equivalent kotlintest code:
import io.kotlintest.properties.Gen import io.kotlintest.properties.forAll import io.kotlintest.specs.StringSpec class BehaviorOfListSpecs : StringSpec({ "reversing a list twice should return the list" { val intList = Gen.list(Gen.choose(1, 1000)) forAll(intList) { list -> list.reversed().reversed().toList() == list } } })
Given this let me now jump onto another example from the scalacheck site, this time to illustrate a failure:
import org.scalacheck.Prop.forAll import org.scalacheck.Properties object StringSpecification extends Properties("String") { property("startsWith") = forAll { (a: String, b: String) => (a + b).startsWith(a) } property("concatenate") = forAll { (a: String, b: String) => (a + b).length > a.length && (a + b).length > b.length } property("substring") = forAll { (a: String, b: String, c: String) => (a + b + c).substring(a.length, a.length + b.length) == b } }
the second property described above is wrong – if two strings are concatenated together they are ALWAYS larger than each of the parts, this is not true if one of the strings is blank. If I were to run this test using scalacheck it correctly catches this wrongly specified behavior:
+ String.startsWith: OK, passed 100 tests. ! String.concatenate: Falsified after 0 passed tests. > ARG_0: "" > ARG_1: "" + String.substring: OK, passed 100 tests. Found 1 failing properties.
An equivalent kotlintest is the following:
import io.kotlintest.properties.forAll import io.kotlintest.specs.StringSpec class StringSpecification : StringSpec({ "startsWith" { forAll { a: String, b: String -> (a + b).startsWith(a) } } "concatenate" { forAll { a: String, b: String -> (a + b).length > a.length && (a + b).length > b.length } } "substring" { forAll { a: String, b: String, c: String -> (a + b + c).substring(a.length, a.length + b.length) == b } } })
on running, it correctly catches the issue with concatenate and produces the following result:
java.lang.AssertionError: Property failed for Y{_DZ<vGnzLQHf9|3$i|UE,;!%8^SRF;JX%EH+<5d:p`Y7dxAd;I+J5LB/:O) at io.kotlintest.properties.PropertyTestingKt.forAll(PropertyTesting.kt:27)
However there is an issue here, scalacheck found a simpler failure case, it does this by a process called “Test Case minimization” where in case of a failure it tries to find the smallest test case that can fail, something that the Kotlintest can learn from.
There are other features where Kotlintest lags with respect to scalacheck, a big one being able to combine generators:
case class Person(name: String, age: Int) val genPerson = for { name <- Gen.alphaStr age <- Gen.choose(1, 50) } yield Person(name, age) genPerson.sample
However all in all, I have found the DSL of Kotlintest and its support for property based testing to be a good start so far and look forward to how this library evolves over time.
If you want to play with these samples a little more, it is available in my github repo here – https://github.com/bijukunjummen/kotlintest-scalacheck-sample
Reference: | Kotlintest and property based testing from our JCG partner Biju Kunjummen at the all and sundry blog. |