Functors
========
CIS 194 Week 9
18 March 2013
Suggested reading:
* Learn You a Haskell, [The Functor typeclass](http://learnyouahaskell.com/making-our-own-types-and-typeclasses#the-functor-typeclass)
* [The Typeclassopedia](http://www.haskell.org/haskellwiki/Typeclassopedia)
Motivation
----------
Over the past weeks we have seen a number of functions designed to
"map" a function over every element of some sort of container. For
example:
* `map :: (a -> b) -> [a] -> [b]`
* `treeMap :: (a -> b) -> Tree a -> Tree b`
* In Homework 5 many people ended up doing a similar thing when you had to
somehow apply `eval :: ExprT -> Int` to a `Maybe ExprT` in order to
get a `Maybe Int`.
`maybeEval :: (ExprT -> Int) -> Maybe ExprT -> Maybe Int`
`maybeMap :: (a -> b) -> Maybe a -> Maybe b`
There's a repeated pattern here, and as good Haskell programmers we
want to know how to generalize it! So which parts are the same from
example to example, and which parts are different?
The part that is different, of course, is the container being "mapped
over":
~~~~ {.haskell}
thingMap :: (a -> b) -> f a -> f b
~~~~
But what sort of things are these "containers"? Can we really assign
a type variable like `f` to them?
A brief digression on kinds
---------------------------
Just as every expression has a type, types themselves have "types",
called *kinds*. (Before you ask: no, there's not another level beyond
kinds---not in Haskell at least.) In `ghci` we can ask about the
kinds of types using `:kind`. For example, let's ask for the kind of
`Int`:
Prelude> :k Int
Int :: *
We see that `Int` has kind `*`. In fact, every type which can
actually serve as the type of some values has kind `*`.
Prelude> :k Bool
Bool :: *
Prelude> :k Char
Char :: *
Prelude> :k Maybe Int
Maybe Int :: *
If `Maybe Int` has kind `*`, then what about `Maybe`? Notice that
there are no values of type `Maybe`. There are values of type `Maybe
Int`, and of type `Maybe Bool`, but not of type `Maybe`. But `Maybe`
is certainly a valid type-like-thing. So what is it? What kind does
it have? Let's ask `ghci`:
Prelude> :k Maybe
Maybe :: * -> *
`ghci` tells us that `Maybe` has kind `* -> *`. `Maybe` is, in a
sense, a *function on types* --- we usually call it a *type
constructor*. `Maybe` takes as input types of kind `*`, and produces
another type of kind `*`. For example, it can take as input `Int :: *`
and produce the new type `Maybe Int :: *`.
Are there other type constructors with kind `* -> *`? Sure. For
example, `Tree`, or the list type constructor, written `[]`.
Prelude> :k []
[] :: * -> *
Prelude :k [] Int
[] Int :: *
Prelude> :k [Int] -- special syntax for [] Int
[Int] :: *
Prelude> :k Tree
Tree :: * -> *
What about type constructors with other kinds? How about `JoinList`
from Homework 7?
> data JoinList m a = Empty
> | Single m a
> | Append m (JoinList m a) (JoinList m a)
Prelude> :k JoinList
JoinList :: * -> * -> *
This makes sense: `JoinList` expects *two* types as parameters and
gives us back a new type. (Of course, it is curried, so we can also
think of it as taking *one* type and giving back something of kind `*
-> *`.) Here's another one:
Prelude> :k (->)
(->) :: * -> * -> *
Tthis tells us that the function type constructor takes two type
arguments. Like any operator, we use it infix:
Prelude> :k Int -> Char
Int -> Char :: *
But we don't have to:
Prelude> :k (->) Int Char
(->) Int Char :: *
OK, what about this one?
> data Funny f a = Funny a (f a)
Prelude> :k Funny
Funny :: (* -> *) -> * -> *
`Funny` takes two arguments, the first one a type of kind `* -> *`,
and the second a type of kind `*`, and constructs a type. (How did
GHCi know what the kind of `Funny` is? Well, it does *kind inference*
just like it also does *type inference*.) `Funny` is a *higher-order*
type constructor, in the same way that `map` is a *higher-order*
function. Note that types can be partially applied, too,
just like functions:
Prelude> :k Funny Maybe
Funny Maybe :: * -> *
Prelude> :k Funny Maybe Int
Funny Maybe Int :: *
Functor
-------
The essence of the mapping pattern we saw was a higher-order function
with a type like
~~~~ {.haskell}
thingMap :: (a -> b) -> f a -> f b
~~~~
where `f` is a type variable standing in for some type of kind `* ->
*`. So, can we write a function of this type once and for all?
~~~~ {.haskell}
thingMap :: (a -> b) -> f a -> f b
thingMap h fa = ???
~~~~
Well, not really. There's not much we can do if we don't know what
`f` is. `thingMap` has to work differently for each particular `f`.
The solution is to make a type class, which is traditionally called
`Functor`:
> class Functor f where
> fmap :: (a -> b) -> f a -> f b
(`Functor` is defined in the standard Prelude. Note that the name
"functor" comes from category theory, and is *not* the same thing as
functors in C++ (which are essentially first-class functions).) Now
we can just implement this class in a way specific to each particular
`f`. Note that the `Functor` class abstracts over types
of kind `* -> *`. So it would make no sense to write
~~~~ {.haskell}
instance Functor Int where
fmap = ...
~~~~
Indeed, if we try, we get a very nice *kind mismatch error*:
[1 of 1] Compiling Main ( 09-functors.lhs, interpreted )
09-functors.lhs:145:19:
Kind mis-match
The first argument of `Functor' should have kind `* -> *',
but `Int' has kind `*'
In the instance declaration for `Functor Int'
If we understand kinds, this error tells us exactly what is wrong.
However, it does make sense (kind-wise) to make a `Functor` instance
for, say, `Maybe`. Let's do it. Following the types makes it almost
trivial:
> instance Functor Maybe where
> fmap _ Nothing = Nothing
> fmap h (Just a) = Just (h a)
How about lists?
> instance Functor [] where
> fmap _ [] = []
> fmap f (x:xs) = f x : fmap f xs
> -- or just
> -- fmap = map
Easy peasy. What about `IO`? Could it make sense to create an
instance of `Functor` for `IO`?
Sure. `fmap :: (a -> b) -> IO a -> IO b` results in the IO action
which first runs the `IO a` action, then applies the function to
transform the result before returning it. We can implement this
without too much trouble:
~~~~ {.haskell}
instance Functor IO where
fmap f ioa = ioa >>= (\a -> return (f a))
~~~~
or even
> instance Functor IO where
> fmap f ioa = ioa >>= (return . f)
Now let's try something a bit more mind-twisting:
> instance Functor ((->) e) where
What!? Well, let's follow the types: if `f = (->) e` then we want
> fmap :: (a -> b) -> (->) e a -> (->) e b
or, with `(->)` written infix:
> fmap :: (a -> b) -> (e -> a) -> (e -> b)
Hmm, this type signature seems familiar...
> instance Functor ((->) e) where
> fmap = (.)
Crazy! What does this mean? Well, one way to think of a value of
type `(e -> a)` is as a "`e`-indexed container" with one value of `a`
for each value of `e`. To map a function over every value in such a
container corresponds exactly to function composition: to pick an
element out of the transformed container, we first we apply the `(e ->
a)` function to pick out an `a` from the original container, and then
apply the `(a -> b)` function to transform the element we picked.