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Day 17: Design one test that has the impact of thousands.

How could we design one test that has the impact of thousands?

We can use Property-Based Testing. Here we choose to use the library vavr-test(you may use alternatives like junit quickcheck for example).

When we use this technique, we need to think in terms of property. Here are some Use Cases that may inspire you during this kind of reflection :

  • Verify idempotence
    • f(f(x)) == f(x)
    • ex : UpperCase, Create / Delete
  • Verify round-tripping
    • from(to(x)) == x
    • ex : Serialization, PUT / GET, Reverse, Negate
  • Check invariants (universal properties)
    • invariant(f(x)) == invariant(x)
    • ex : Reverse, Map
  • Check commutativity
    • f(x, y) == f(y, x)
    • ex : Addition, Min, Max
  • Verify re-writing / refactoring
    • f(x) == new_f(x)
    • When rewriting, optimizing or refactoring an implementation
  • To upgrade parameterized tests
    • To replace hardcoded values / discover new test cases (edge cases)

Property list

  • Think about what could go wrong:
for all (invalidInput)
such that convert(invalidInput) is none
  • At least one character for a valid input
    • The input itself
    • Or in a given list: "Fizz", "Buzz", "FizzBuzz"
for all (validInput)
such that convert(validInput) is a string looking matching one item from the list: validInput, "Fizz", "Buzz", "FizzBuzz"

Be careful when designing properties to not leaking implementation in your test (typically have the modulo logic duplicated in a property).

Write a first property

We use the discoverability of the library to start implementing it.

Discover lib

  • Create input Generate input

  • We use Arbitrary class to generate invalidInput

// A classic Unit Test
@Test
void returns_none_for_invalid_input(){
    Arbitrary<Integer> invalidInput=Arbitrary.integer().filter(x->x< 1||x>100);

    // Define a property
    Property.def("None for numbers out of range")
            .forAll(invalidInput)
            // Define the predicate
            .suchThat(x->FizzBuzz.convert(x).isEmpty())
            .check()
            // Necessary fo asserting -> junit
            .assertIsSatisfied();
}
  • Our property is green
    • Never trust a test that have not seen failed
    • Let's make it fail by not filtering the Integer for example

Failing property

  • It fails after 2 runs with value: 21

    • If we run it again, it will fail for another value
    • Never rerun a property on failure: isolate the identified sample in a Unit Test
  • We refactor it a little bit (import static, use constants)

@Test
void parse_fail_for_numbers_out_of_range(){
    def("None for numbers out of range")
        .forAll(integer().filter(x->x<MIN ||x>MAX))
        .suchThat(x->FizzBuzz.convert(x).isEmpty())
        .check()
        .assertIsSatisfied();
}
  • We can now delete the non passing test (it is covered by our property)
public static Stream<Arguments> invalidInputs(){
    return Stream.of(
        Arguments.of(0),
        Arguments.of(-1),
        Arguments.of(101)
    );
}

@ParameterizedTest
@MethodSource("invalidInputs")
void parse_fail_for_numbers_out_of_range(int input){
      assertThat(FizzBuzz.convert(input).isEmpty())
              .isTrue();
}

Write the "valid" property

  • We express this new property
@Test
void parse_return_valid_string_for_numbers_between_1_and_100(){
    def("Some(validString) for numbers in [1; 100]")
      .forAll(integer().filter(x->x>=MIN&&x<=MAX))
      .suchThat(x->FizzBuzz.convert(x).exists(s->Seq("Fizz","Buzz","FizzBuzz",x.toString()).contains(s)))
      .check()
      .assertIsSatisfied();
}
  • Let's refactor it to make it simpler to understand
class FizzBuzzTests {
    private static final Seq<String> fizzBuzzStrings = List("Fizz", "Buzz", "FizzBuzz");

    public static Stream<Arguments> validInputs() {
        return Stream.of(
                Arguments.of(1, "1"),
                Arguments.of(67, "67"),
                Arguments.of(82, "82"),
                Arguments.of(3, "Fizz"),
                Arguments.of(66, "Fizz"),
                Arguments.of(99, "Fizz"),
                Arguments.of(5, "Buzz"),
                Arguments.of(50, "Buzz"),
                Arguments.of(85, "Buzz"),
                Arguments.of(15, "FizzBuzz"),
                Arguments.of(30, "FizzBuzz"),
                Arguments.of(45, "FizzBuzz")
        );
    }

    @ParameterizedTest
    @MethodSource("validInputs")
    void parse_successfully_numbers_between_1_and_100_samples(int input, String expectedResult) {
        assertThat(FizzBuzz.convert(input))
                .isEqualTo(Some(expectedResult));
    }

    @Test
    void parse_return_valid_string_for_numbers_between_1_and_100() {
        def("Some(validString) for numbers in [1; 100]")
                .forAll(validInput())
                .suchThat(this::isConvertValid)
                .check()
                .assertIsSatisfied();
    }

    @Test
    void parse_fail_for_numbers_out_of_range() {
        def("None for numbers out of range")
                .forAll(invalidInput())
                .suchThat(x -> FizzBuzz.convert(x).isEmpty())
                .check()
                .assertIsSatisfied();
    }

    private boolean isConvertValid(Integer x) {
        return FizzBuzz.convert(x)
                .exists(s -> validStringsFor(x).contains(s));
    }

    private static Arbitrary<Integer> validInput() {
        return integer().filter(x -> x >= MIN && x <= MAX);
    }

    private static Seq<String> validStringsFor(Integer x) {
        return fizzBuzzStrings.append(x.toString());
    }

    private static Arbitrary<Integer> invalidInput() {
        return integer().filter(x -> x < MIN || x > MAX);
    }
}

We won't remove the test parse_successfully_numbers_between_1_and_100_samples, why?