How to generate probability rates in FsCheck

Question

I would like to test a property where I use 2 probability rates p1 and p2 that must satisfy 0 < p1 < p2 < 1

let arraySizeCheck (p1:float, p2:float, xs:list<int>) =
(p1 < p2 && p1 > 0.0 && p1 < 1.0 && p2 > 0.0 && p2 < 1.0 && Seq.length xs > 0) ==>
(lazy
    (
        let bf1 = BloomFilter(p1, xs)
        let bf2 = BloomFilter(p2, xs)
        bf2.BitArraySize < bf1.BitArraySize
    )
)

Check.Quick arraySizeCheck

I have tried the above example but the test result seems to be

Arguments exhausted after 0 tests. val it : unit = ()

Furthermore, I would prefer is the list xs contains no duplicates. Any help towards writing a test for this property would be appreciated. Thanks.

MisterMetaphor MisterMetaphor · Accepted Answer · 2014-09-09T08:22:29

A more idiomatic approach would be to use the gen computation expression and combinator functions from the Gen module. Unfortunately, the function that returns a generator that generates a random floating point number is hidden (see source code.)

But we can create our own:

open System
open FsCheck
open FsCheck.Gen
open FsCheck.Prop

/// Generates a random float [0..1.0]
let rand = Gen.choose (0, Int32.MaxValue) |> Gen.map (fun x -> double x / (double Int32.MaxValue))

/// Generates a random float in the given range (inclusive at both sides)
let randRange a b = rand |> Gen.map (fun x -> a + (b - a) * x)

let arraySizeCheck =
    Prop.forAll
        (Arb.fromGen <| gen {
            // generate p1 and p2 such that 0 <= p1 <= p2 <= 1
            let! p1 = randRange 0.0 1.0
            let! p2 = randRange p1 1.0

            // generate non-empty Seq<int>
            let! xs = Gen.nonEmptyListOf Arb.generate<int> |> Gen.map Seq.ofList

            return BloomFilter(p1, xs), BloomFilter(p2, xs)
        })
        (fun (bf1, bf2) -> bf2.BitArraySize < bf1.BitArraySize)

Check.Quick arraySizeCheck

Note that p1 and p2 here are generated so that 0 <= p1 <= p2 <= 1, which is not exactly what you need. But I think a simple modification to the rand function can fix that.

How to generate probability rates in FsCheck

1 Answers