Matrix constructor and method in Haskell
So here is a nested list [[1, 2], [3, 4]]
I want to wrap it in a type called Matrix, and make it an instance of the classes Eq, Num, and Show
I have already created (add, sub, mul) operations for nested lists (matrices). How do I overload (+ - *) operators so that + maps to add, - maps to sub, and * maps to mul? So I can do this
> ma = Matrix [[1, 2], [3, 4]]
> mb = Matrix [[5, 6], [7, 8]]
> ma + mb
> ma - mb
> ma * mb
Thanks
EDIT
this is my attempt so far
> add = zipWith (zipWith (+)) > sub = zipWith (zipWith (-)) > data Matrix a = Matrix [[a]] deriving (Eq, Show) > instance Num (Matrix a) > where > (+) x y = Matrix $ add x y > (-) x y = Matrix $ sub x y
This is what I get from ghci
Couldn't match expected type `[[c0]]' with actual type `Matrix a' In the first argument of `sub',开发者_如何转开发 namely `x' In the second argument of `($)', namely `sub x y' In the expression: Matrix $ sub x y
EDIT #2 The last thing I need to figure out right now is
how to I print
1 2 3 4
Instead of Matrix [[1,2],[3,4]]
Are you having a problem with defining a Num
instance for your type? Try this code:
data Matrix a = Matrix [[a]]
deriving (Eq)
plus_mat :: Num a => [[a]] -> [[a]] -> [[a]]
plus_mat = zipWith (zipWith (+))
instance Num a => Num (Matrix a)
where
(Matrix a) + (Matrix b) = Matrix $ plus_mat a b
(-) = undefined
(*) = undefined
negate = undefined
abs = undefined
signum = undefined
fromInteger = undefined
Testing:
*Main> Matrix [[1,2],[3,4]] + Matrix [[5,6],[7,8]]
Matrix [[6,8],[10,12]]
Definitions of the remaining class methods are left as exercise.
And here's a Show
instance for Matrix
:
import Data.List
instance Show a => Show (Matrix a)
where
show (Matrix a) = intercalate "\n" $ map (intercalate " " . map show) a
Testing:
*Main Data.List> Matrix [[1,2,3], [4,5,6]]
1 2 3
4 5 6
If you inspect the type of your add
and sub
, you will see the issue.
ghci> :t add
add :: Num a => [[a]] -> [[a]] -> [[a]]
ghci> :t sub
sub :: Num a => [[a]] -> [[a]] -> [[a]]
Mikhail's suggestion was to essentially unwrap the 2D list and rewrap it in the Num instance methods. Another way to do this is to modify your add
and sub
methods to work on Matrices instead. Here I use a "lifting" approach, where I write combinators to "lift" a function from one type to another.
-- unwraps the 2d list from a matrix
unMatrix :: Matrix a -> [[a]]
unMatrix (Matrix m) = m
-- lifts a 2d list operation to be a Matrix operation
liftMatrixOp :: ([[a]] -> [[a]] -> [[a]]) -> Matrix a -> Matrix a -> Matrix a
liftMatrixOp f x y = Matrix $ f (unMatrix x) (unMatrix y)
-- lifts a regular operation to be a 2d list operation
lift2dOp :: (a -> a -> a) -> [[a]] -> [[a]] -> [[a]]
lift2dOp f = zipWith (zipWith f)
With these combinators, defining add
and sub
is simply a matter of lifting appropriately.
add, sub :: Num a => Matrix a -> Matrix a -> Matrix a
add = liftMatrixOp add2D
sub = liftMatrixOp sub2D
add2D, sub2D :: Num a => [[a]] -> [[a]] -> [[a]]
add2D = lift2dOp (+)
sub2D = lift2dOp (-)
Now that we have functions that work on Matrices, the Num instance is simple
instance (Num a) => Num (Matrix a) where
(+) = add
(-) = sub
..etc..
Of course we could have combined lift2dOp
and liftMatrixOp
into one convenience function:
-- lifts a regular operation to be a Matrix operation
liftMatrixOp' :: (a -> a -> a) -> Matrix a -> Matrix a -> Matrix a
liftMatrixOp' = liftMatrixOp . lift2dOp
instance (Num a) => Num (Matrix a) where
(+) = liftMatrixOp' (+)
(-) = liftMatrixOp' (-)
(*) = liftMatrixOp' (*)
..etc..
Now you try: define liftMatrix :: (a -> a) -> Matrix a -> Matrix a
, a lifting function for unary functions. Now use that to define negate
, abs
, and signum
. The docs suggest that abs x * signum x
should always be equivalent to x
. See if this is true for our implementation.
ghci> quickCheck (\xs -> let m = Matrix xs in abs m * signum m == m)
+++ OK, passed 100 tests.
In fact, if you write liftMatrix
with the more lenient type signature, it can be used to define a Functor
instance for Matrices.
liftMatrix :: (a -> b) -> Matrix a -> Matrix b
instance Functor (Matrix a) where
fmap = liftMatrix
Now think about how you could implement fromInteger
. Implementing this allows you to do stuff like this in ghci:
ghci> Matrix [[1,2],[3,4]] + 1
Matrix [[2,3],[4,5]]
That's how it works the way I implemented it, anyways. Remember that any numeric literal n
in Haskell code is actually transformed into fromInteger n
, which is why this works.
I think that's enough fun for now, but if you need more exercises, try getting comfortable with this Arbitrary
instance of Matrices:
instance Arbitrary a => Arbitrary (Matrix a) where
arbitrary = liftM Matrix arbitrary
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