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; - relations of order, such as
0 <= x * x; - conditional equations, such as
x <= 0 ==> x + abs x == 0.
Speculate is similar to, and inspired by, QuickSpec.
To install the latest Speculate version from Hackage, just:
$ cabal update
$ cabal install speculate
Pre-requisites are cmdargs, express and leancheck. They should be automatically resolved and installed by Cabal.
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.
(One can use the TypeApplications to simplify the above examples:
((+) @ Int) instead of ((+) :: Int -> Int -> Int)).
I have chosen to keep the example Haskell 98 compliant.)
Speculate works for virtually any type.
However,
if you would like to produce equations,
comparisons and variables of any given type
this type must be respectively
an instance of the Eq, Ord, Listable and Name typeclasses.
By default,
Speculate will produce equations, comparison and variables
to a few types
in the Haskell 2010 Language Report.
If you would like expand that to more types,
you need to pass reified instances to Speculate explicitly by
using reifyInstances on instances = of speculate's args like so:
main = speculate args
{ instances = [ reifyInstances (undefined :: <Type1>)
, reifyInstances (undefined :: <Type2>)
, reifyInstances (undefined :: <Type3>)
, ...
]
, constants = ...
, ...
}
To use reifyInstances,
your type must be an instance of
Eq, Ord, Listable and Name.
-
Eqis needed for equations between values of the type; -
Ordis needed for comparisons between values of the type; -
Listableis needed for involving variables of the type. This is needed in order for Speculate to be able to generate values of your type to replace any variables. LeanCheck comes withListableinstances for virtually all types in the Haskell 2010 Language Report. -
Nameis needed for cosmetic puposes: if there are any variables of your type,Nameallows you to tell Speculate how to call your variables. For example, if you have anUsertype, you can define your name instance as:instance Name (User) where name u = "usr"This way, variables of your
Usertype will be called:usr,usr1,usr2,usr3, etc.
It is also fine to have only one, two or three of the above instances.
In that case, instead of reifyInstances
you can use reifyEq, reifyOrd, reifyListable and reifyName accordingly.
If you do not provide a Name implementation,
your variables will default to being x, y and z.
This may cause confusion as you involve more and more types,
compare the following two identical equations:
[x,y] `areOwnedBy` z == z `owns` x && z `owns` y
[tckt,tckt1] `areOwnedBy` user == usr `owns` tckt && user `owns tckt1`
The second is clearer.
So, I recomment you add a Name instance.
It is simple enough.
You also have to do this for any user defined types you are using or even for newtypes.
Speculate comes with a few examples illustrating the use of reifyInstances:
on the eg folder:
eg/algebraic-graphs.hs,
eg/binarytree0.hs,
eg/binarytree.hs,
eg/colour.hs,
eg/digraphs.hs,
eg/fun.hs,
eg/monad.hs,
eg/pretty-compact.hs,
eg/pretty.hs,
eg/regexes.hs,
eg/sets.hs,
eg/speculate-reason.hs,
eg/string.hs,
eg/tauts.hs,
eg/tuples.hs,
eg/zip.hs.
Not having the reified instances for a given type will cause the following warnings to be printed:
Warning: no Listable instance for <YourTypeHere>, variables of this type will not be considered
Warning: no Listable instance for <YourTypeHere>, variables of this type will not be considered
Warning: no Eq instance for <YourTypeHere>, equations of this type will not be considered
Warning: no Eq instance for <YourTypeHere>, equations of this type will not be considered
Warning: no Ord instance for <YourTypeHere>, inequations of this type will not be considered
Warning: no Ord instance for <YourTypeHere>, inequations of this type will not be considered
You can silence the above warnings by following the instructions above. However, it may be the case that you don't want variables, equations or comparisons for a given type. If that is so, you can ignore these warnings.
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 comparisons directly;
- QuickSpec allows polymorphism, Speculate does not;
- For most examples, Speculate runs slower than QuickSpec 2 but faster than QuickSpec 1.
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).
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