Property-Based Testing

RULES — Follow these with no exceptions

1. Define properties, not examples — state what should always be true, not specific inputs/outputs 2. Test invariants, not specific values — "output length equals input length" not "output is [1, 2, 3]" 3. Leverage shrinking — let StreamData find minimal failing cases; add constraints like min_length: 1 or integer(1..100) when shrunk cases expose invalid generator inputs

Setup

# mix.exs
defp deps do
  [
    {:stream_data, "~> 1.0", only: :test}
  ]
end

Basic Property Test

defmodule MyApp.StringUtilsTest do
  use ExUnit.Case, async: true
  use ExUnitProperties

  property "reversing a string twice returns the original" do
    check all string <- string(:ascii) do
      assert string |> String.reverse() |> String.reverse() == string
    end
  end

  property "length of reversed string equals original length" do
    check all string <- string(:ascii) do
      assert String.length(String.reverse(string)) == String.length(string)
    end
  end
end

Generators

Less Obvious Built-ins

# Combine multiple generators with one_of
one_of([constant(:a), constant(:b), constant(:c)])
one_of([integer(), string(:ascii), boolean()])

# Compose generators with gen all
gen all x <- integer(0..100),
        y <- integer(0..100),
        x != y do
  {x, y}
end

# Non-empty collections
list_of(integer(), min_length: 1)
map_of(string(:alphanumeric), integer())

Custom Generators

# Generate a valid email
def email_generator do
  gen all name <- string(:alphanumeric, min_length: 3),
          domain <- string(:alphanumeric, min_length: 3) do
    "#{name}@#{domain}.com"
  end
end

# Generate a user struct
def user_generator do
  gen all email <- email_generator(),
          age <- integer(18..120) do
    %User{email: email, age: age}
  end
end

# Use in tests
property "users have valid emails" do
  check all user <- user_generator() do
    assert user.email =~ ~r/@.*\.com$/
    assert user.age >= 18 and user.age <= 120
  end
end

Testing Invariants

Key invariants to test for collections: ordering, element preservation, and idempotence.

defmodule MyApp.SortingTest do
  use ExUnit.Case, async: true
  use ExUnitProperties

  # Invariant: sorted list is ordered
  property "sorted list is ordered" do
    check all list <- list_of(integer()) do
      sorted = Enum.sort(list)

      sorted
      |> Enum.chunk_every(2, 1, :discard)
      |> Enum.each(fn [a, b] -> assert a <= b end)
    end
  end

  # Invariant: sorting preserves all elements
  property "sorted list contains same elements" do
    check all list <- list_of(integer()) do
      assert Enum.sort(list) |> Enum.frequencies() == Enum.frequencies(list)
    end
  end
end

Shrinking

StreamData automatically shrinks failing inputs to the smallest example that still fails. The property below intentionally fails to illustrate shrinking output:

property "no list contains its own length as element" do
  check all list <- list_of(integer()) do
    refute list |> Enum.member?(length(list))
  end
end

# StreamData will find and report:
# Failed with generated values: [0]
# (shrunk from something like [1, 5, 0, 3, 2])

Workflow: Write → Run → Interpret → Refine

1. Write property — define an invariant using check all with appropriate generators
2. Run test — mix test test/my_test.exs
3. Interpret shrinking output — on failure, StreamData reports both the original failing input and the shrunk minimal example:

   ** (ExUnit.AssertionError)
   Failed with generated values (after 3 successful runs):
   
       * Clause:    list <- list_of(integer())
         Generated: [0]
         (shrunk from [42, -7, 0, 15])

4. Refine generator or property — if the shrunk case reveals a generator producing invalid inputs, add constraints (e.g. min_length: 1, integer(1..100)); if it reveals a real bug, fix the implementation
5. Re-run — confirm the fix holds across new generated cases

Common Pitfalls

Integration