Speculate
Speculate automatically discovers laws about Haskell functions.
Give Speculate a bunch of Haskell functions and it will discover laws like:
- equations, such as
id x == x
;
- inequalities, such as
0 <= x * x
;
- conditional equations, such as
x <= 0 ==> x + abs x == 0
.
Speculate is similar to, and inspired by, QuickSpec.
Installing Speculate
To install the latest Speculate version from Hackage, just:
$ cabal update
$ cabal install speculate
Pre-requisites are cmdargs and leancheck.
They should be automatically resolved and installed by Cabal.
Using Speculate
Speculate is used as a library: import it, then call the function speculate
with relevant arguments. The following program Speculates about the
functions (+)
and abs
:
import Test.Speculate
main :: IO ()
main = speculate args
{ constants =
[ showConstant (0::Int)
, showConstant (1::Int)
, constant "+" ((+) :: Int -> Int -> Int)
, constant "abs" (abs :: Int -> Int)
]
}
when run, it prints the following:
_ :: Int (holes: Int)
0 :: Int
1 :: Int
(+) :: Int -> Int -> Int
abs :: Int -> Int
abs (abs x) == abs x
x + 0 == x
x + y == y + x
(x + y) + z == x + (y + z)
abs (x + abs x) == x + abs x
abs x + abs x == abs (x + x)
abs (1 + abs x) == 1 + abs x
x <= abs x
0 <= abs x
x <= x + 1
Now, if we add <=
and <
as background constants on args
, constants =
[ showConstant (0::Int)
, showConstant (1::Int)
, constant "+" ((+) :: Int -> Int -> Int)
, constant "abs" (abs :: Int -> Int)
, background
, constant "<=" ((<=) :: Int -> Int -> Bool)
, constant "<" ((<) :: Int -> Int -> Bool)
]
then run again, we get the following as well:
y <= x ==> abs (x + abs y) == x + abs y
x <= 0 ==> x + abs x == 0
abs x <= y ==> abs (x + y) == x + y
abs y <= x ==> abs (x + y) == x + y
For more examples, see the eg folder.
Similarities and Differences to QuickSpec
Speculate is inspired by QuickSpec.
Like QuickSpec, Speculate uses testing to speculate equational laws about given
Haskell functions. There are some differences:
- Speculate tests enumeratively using LeanCheck,
QuickSpec tests randomly using QuickCheck;
- Speculate is able to report inequalities directly;
- QuickSpec allows polymorphism, Speculate does not;
- For most examples,
Speculate runs slower than QuickSpec 2
but faster than QuickSpec 1.
More documentation
For more examples, see the eg and bench folders.
Speculate has been subject to a paper, see the
Speculate Paper on Haskell Symposium 2017.
Speculate is also subject to a chapter in a PhD Thesis (2017).