I am struggling with an exercise in R. Bird's functional programming book that asks for an example of a function with type (num -> num) -> num
The best I can come up with is a polymorphic type
func1 f = f 3
:t func1
func1 :: Num t1 => (t1 -> t2) -> t2
The problem I am having is that I can't specify the return type of f, so the type remains (num -> t2) -> t2.
My attempt to force the return type of f is as follows:
square x = x * x
:t func1 square
func1 square :: Num t2 => t2 -> t2
Because of course if I try to find the type of func1 ∘ square it will just be num -> num
If it is enough to give a function which can be assigned that type, then yours is already enough. That is, the following type-checks just fine:
func1 :: Num a => (a -> a) -> a
func1 f = f 3
If, on the other hand, you want a function which is inferred to have that type, then you need to do some trickery. What we want to do here is to specify that the result of f 3 and the 3 that we fed in have the same type. The standard way to force two terms to have the same type is to use asTypeOf, which is implemented this way:
asTypeOf :: a -> a -> a
asTypeOf x _ = x
So let's try:
> :t \f -> f 3 `asTypeOf` 3
(Num a, Num t) => (t -> a) -> a
Unfortunately for us, this doesn't work, because the 3 in f 3 and the standalone 3 are inferred to be using potentially different instances of Num. Still, it is a bit closer than \f -> f 3 was -- note the new Num a constraint on the output that we didn't have before. An obvious next idea is to let-bind a variable to 3 and reuse that variable as the argument to both f and asTypeOf; surely then GHC will get the picture that f's argument and result have the same type, right?
> :t \f -> let x = 3 in f x `asTypeOf` x
(Num a, Num t) => (t -> a) -> a
Drat. Turns out that lets do what's called "let generalization"; the x will be just as polymorphic as the 3 was, and can be specialized to different types at different use sites. Usually this is a nice feature, but because we're doing an unnatural exercise we need to do unnatural things...
Okay, next idea: some lambda calculi do not include a let, and when you need one, instead of writing let a = b in c, you write (\a -> c) b. This is especially interesting for us because Haskell uses a specially-restricted kind of polymorphism that means that inside c, the type of a is monomorphic. So:
> :t \f -> (\x -> f x `asTypeOf` x) 3
Num a => (a -> a) -> a
And now you complain that asTypeOf is cheating, because it uses a type declaration that doesn't match its inferred type, and the whole point of the exercise was to get the right type through inference alone. (If we were okay with using type declarations that don't match the inferred type, we could have stopped at func1 :: Num a => (a -> a) -> a; func1 f = f 3 from way back at the beginning!) Okay, no problem: there's another standardish way to force the types of two expressions to unify, namely, by putting them in a list together. So:
> :t \f -> (\x -> head [f x, x]) 3
Num a => (a -> a) -> a
Phew, now we're finally at a place where we could in principle build, from the ground up, all the tools needed to get a term of the right type without any type declarations.
func1 f = let x = f x in x This is a partial function, it technically has the type you want and you should be aware of what they are and how they work in haskell.
I have the applicative <$> operator more or less figured out, but I can't understand the signature I'm getting with the following example:
ghci> let f x y z = x + y + z -- f::Num a => a -> a -> a -> a
ghci> f <$> Just 2 <*> Just 3 <*> Just 4
Just 9
This result I understand, but when checking the following type:
ghci> :t (<$> f)
(<$> f) :: Num a => ((a -> a -> a) -> b) -> a -> b --This makes no sense to me
That signature I would understand as : a function that takes a (a -> a- > a) -> b function and an a as parameters and returns a b. According to this reasoning , I should call this like :
(<$>f) f 4
which would result in an Integer.
Obviously this is not true, so can you please help me understand how to read the type of (<$> f)?
a function that takes a (a -> a- > a) -> b function and an a as parameters and returns a b.
This is correct.
According to this reasoning , I should call this like :
(<$>f) f 4
which would result in an Integer.
No, because f does not have type (a -> a -> a) -> b or one compatible with it. Instead it has type Num a => a -> a -> a -> a. That is, f takes three numbers and produces a number, whereas we're looking for a function that takes a function (of type a -> a -> a) as its first argument.
<$> takes as a second argument something of type g b, where g is any applicative functor.
You are passing f :: Num a => a -> a -> a -> a as a second argument. Let's ignore the Num a context to keep things simple.
Hence, we look for g,b such that g b = a -> a -> a -> a.
Let's write the type of f in prefix form:
f :: (->) a ((->) a ((->) a a)) = g b
Hence, g = (->) a and b = ((->) a ((->) a a)). The latter is b = a -> a -> a in infix form.
It happens that (->) a is an applicative functor, so <$> f type checks. Note however that <$> is used on a completely different functor than the Maybe one you were using in your examples. Hence the confusion.
TL;DR: overloaded identifiers can shapeshift to many things adapting to their contexts, possibly in some unexpected way.
It normally seems the following is illegal:
class Foo a where
foo :: a -> b -> a
Which makes sense; how do we know what b is?
However, if we look at Functor's definition:
class Functor f where
fmap :: (a -> b) -> f a -> f b
we see a and b showing up even though we only specify f as a type variable. I'm guessing this is allowed because the compiler sees e.g. f a and can figure out that f itself must take an a, so it's safe to use that a elsewhere in our Functor definition. Am I correct?
Let's look at each line separately.
class Functor f where
This declares a single-parameter type class called Functor; the type which satisfies it will be called f.
fmap :: (a -> b) -> f a -> f b
Like any function definition, all the free type variables are implicitly foralled—they can be replaced with anything. However, thanks to the first line, f is in scope. Thus, fmap has the type signature fmap :: forall a b. Functor f => (a -> b) -> f a -> f b. In other words, every functor needs to have a definition of fmap which can work for any a and b, and f must have kind (the type of a type) * -> *; that is, it must be a type which takes another type, such as [] or Maybe or IO.
What you said, then, is incorrect; the a isn't special, and if we had another function in Functor, it wouldn't see the same a or b. However, the compiler does use the f a bit to figure out what the kind of f must be. Additionally, your Foo class is perfectly legal; I could specify an instance as follows
instance Foo (a -> b) where
foo f _ = f
This satisfies foo :: a -> b -> a for any b; note that the b in Foo (a -> b) is different. Admittedly, it's not a very interesting instance, but it's perfectly legal.
It doesn't need to "know". It just needs to typecheck (i.e. not fail to typecheck). b can be anything; and the function foo must be able to take any type as second parameter.
Consider the const function from Prelude:
const :: a -> b -> a
const x _ = x
How does it "know" what b (or a, for that matter) is?
Learn You a Haskell has an example about functors. I can read LYAH, and text, and figure out what is supposed to happen -- but I don't know enough to write something like this. I'm finding this problem often in Haskell.
instance Functor (Either a) where
fmap f (Right x) = Right (f x)
fmap f (Left x) = Left x
However, I'm confused.. Why doesn't this comple
instance Functor (Either a) where
fmap f (Right x) = Right (x)
fmap f (Left x) = Left (f x)
If f isn't being used in the top definition, then what else constrains x such that it can't satisfy Left
Here's the functor class:
class Functor f where
fmap :: (a -> b) -> f a -> f b
Note that "f" by itself is a type constructor because it's applied to a type variable in the fmap line. Here are some examples to make this clear:
Type constructors:
IO
Maybe
Either String
Types:
IO Char
Maybe a
Either String String
"Maybe a" is a type with one type constructor (the "Maybe") and one type variable (the "a"). It's not something concrete yet, but it is usable in type signatures for polymorphic functions.
"Either" is a type constructor that takes two type arguments, so even after you apply one (e.g. Either String it's still a type constructor because it can take another type argument.
The point of this is: when you define a Functor instance, the type constructor f cannot change. This is because it's represented by the same variable, f, as both the argument and result of fmap. The only type that's allowed to change is the type that's applied to the f constructor.
When you write instance Functor (Either c), Either c is filled in for f everywhere in the declaration of fmap. This gives fmap the following type for this instance:
fmap :: (a -> b) -> (Either c) a -> (Either c) b
With the definition of Either, the only useful way to get this type is by applying the Right value to the function. Remember that "Either" has two possible values with possibly different types. Here the Left value has type 'c', so you can't apply it to the function (which expects an 'a')[1], and the result also wouldn't be correct because you'd be left with Either b a, which doesn't match the class definition.
After replacing "f" with "Either c" to get the above type signature for fmap with the "Either c" instance, writing the implementation is next. There are two cases to consider, the Left and the Right. The type signature tells us that the type of the Left side, "c", can't change. We also don't have any way to change the value because we don't know what type it actually is. All we can do is leave it alone:
fmap f (Left rval) = Left rval
For the Right side, the type signature says that we have to change from a value with type "a" to a value with type "b". The first argument is a function to do exactly that, so we use the function with the input value to get the new output. Putting the two together gives the full definition
instance Functor (Either c) where
fmap f (Right rval) = Right (f rval)
fmap f (Left lval) = Left lval
There's a more general principle at work here which is why writing a Functor instance that adjusts the Left side is impossible, at least with the Prelude definitions. Copying some code from above:
class Functor f where
fmap :: (a -> b) -> f a -> f b
instance Functor (Either c) where ...
Even though we have a type variable 'c' in the instance definition, we can't use it in any of the class methods because it's not mentioned in the class definition. So you can't write
leftMap :: (c -> d) -> Either c a -> Either d a
leftMap mapfunc (Left x) = Left (mapfunc x)
leftMap mapfunc (Right x) = Right x
instance Functor (Either c) where
--fmap :: (c -> d) -> Either c a -> Either d a
fmap = leftMap
The result of leftMap, and thus fmap, is now (Either d) a. The (Either c) has changed to an (Either d), but this isn't allowed because there's no way to express it in the Functor class. To express this, you'd need a class with two type variables, e.g.
class BiFunctor f where
lMap :: (a -> b) -> f a c -> f b c
rMap :: (c -> d) -> f a c -> f a d
biMap :: (a -> b) -> (c -> d) -> f a c -> f b d
In this class, since both the left and right type variables are in scope, it's possible to write methods that operate on either (or both) sides.
instance BiFunctor Either where
lMap = leftMap
rMap = rightMap --the same as the standard fmap definition
biMap fl fr e = rMap fr (lMap fl e)
Although in practice people usually just write "biMap" for the BiFunctor class and use "id" for the other function if a left or right mapping is necessary.
[1] More accurately, the Left value has type 'c', the function expects an 'a', but the type checker can't unify those types because the 'c' type isn't in scope in the class definition.
Left and Right aren't types, and Left x and Right y are of the same type. They are just constructors of Either. You may consider
Left :: c -> Either c d
Right :: d -> Either c d
You can have 2 fmap declarations because we know the Left's and the Right's are different values. It's just like
g :: Int -> Int
g 1 = 2
g 2 = 4
g n = n
Here we can't say 1 and 2 and n are different "types" just because pattern matching works.
The Functor class is defined such that
class Functor f where
fmap :: (a -> b) -> f a -> f b
Note that a and b are arbitrary types. For clarity, let's rename the a in your instance to c, and the function f to func.
instance Functor (Either c) where
fmap func (Right x) = Right (x)
fmap func (Left x) = Left (func x)
Assume your Either follows the default definition
data Either c d = Left c | Right d
then by your definition,
fmap func (Right x) = Right x
-- # (a -> b) -> f a f b
-- # f = Either c
this forces a = b, and
fmap func (Left x) = Left (func x)
-- # (a -> b) -> f a f b
-- # f = Either c
forces c = a = b. Both are not valid considering a, b and c are independent arbitrary types.
Ok so here's another very simple try at this.
You ask why this doesn't compile:
instance Functor (Either a) where
fmap f (Right x) = Right (x)
fmap f (Left x) = Left (f x)
So let's try to simplify the problem by trying to define the same function without putting it as part of a class instance declaration:
That gives us
foo f (Right x) = Right (x)
foo f (Left x) = Left (f x)
Which indeed does compile. ghci tells us the type signature:
*Main> :t foo
foo :: (t1 -> a) -> Either t1 t -> Either a t
We'll rename some of the variables to get something more uniform looking:
foo :: (a -> b) -> Either a c -> Either b c
That makes perfect sense. It takes a function and applies it to the Left of an Either.
But what's the signature for fmap?
*Main> :t fmap
fmap :: (Functor f) => (a -> b) -> f a -> f b
So let's substitute Either c for f in the fmap signature (I renamed Either a to Either c to keep our two different as from getting mixed up):
fmap :: (a -> b) -> Either c a -> Either c b
Do you see the problem? Your function is perfectly valid -- it just has a different type than what fmap for Either a must necessarily have.
This is a sort of beautiful thing about types. Given the signature for fmap, there is really only one meaningful implementation for fmap on Either a.
Sometimes, when we're lucky and careful, we can end up in similar situations -- given a type signature, the function almost writes itself.
Edit: trying to answer the questions below.
1) There's no "composition of two functions" going on. To get the type signature for fmap over Either a just go through the fmap function signature, and every place you see f, replace it with Either a. We would call that a "specialization" of the type signature of fmap. Which is to say, it is strictly less general than the normal type of fmap -- anyplace that requires a function of the more specialized type, you can pass in something of the general type with no problems.
2) Your function for mapping over the left side (which I named "foo" in the above examples) is just fine. It works fine, it does what you want. You just can't name it fmap and use it in a Functor instance. Personally, I'd name it something like onLeft or mapLeft.
All the following can be ignored/is for information, but not a suggestion for future reading in the near future/actual use:
If one wants to get very technical, because you can map over both the left and the right side (although you can only declare Functor for the latter), Either is not only a Functor, but a Bifunctor. This is provided in, e.g., ekmett's Category-Extras library ( see http://hackage.haskell.org/packages/archive/category-extras/0.44.4/doc/html/Control-Bifunctor.html).
There's lots of cool stuff involving calculating with programs, and "origami programming" that uses bifunctors more rigorously. You can read about it here: http://lambda-the-ultimate.org/node/1360. But, you probably don't want to, at least until you're much more familiar with Haskell. It is computer-sciency, mathy, researchy, and very cool, but not necessary at all to understand idiomatic Haskell programming.
While I will eventually cleave to your format, I'm going to start with something in a slightly different format, as I think it will make my explanation clearer.
Let's consider a different datatype
data Choice a = Default Integer | Chosen a
-- This corresponds to your top, working, instance.
instance Functor Choice where
fmap f (Default i) = Default i
fmap f (Chosen a) = Chosen (f a)
It should be clear why this instance works. However, what about the following:
-- Broken!
instance Functor Choice where
fmap f (Default i) = Default (f i)
fmap f (Chosen a) = Chosen a
You should be able to see why this doesn't work. The type of fmap is Functor f => (a -> b) -> f a -> f b; in this context, it's (a -> b) -> Choice a -> Choice b. Thus, the f argument has the type a -> b. However, in the second (failed) instance declaration, you write f i. We know, because of the datatype declaration, that i must be an Integer, so we can't apply f to it. Similarly, since a has type a, Chosen a will have type Chosen a, not type Chosen b. Thus, the Functor instance on the bottom can't work.
Well, your top instance for Either works because, like in the Choice example, it obeys the types. Let's look at it, with a few renamings:
instance Functor (Either c) where
fmap f (Left c) = Left c
fmap f (Right a) = Right (f a)
This instance declaration doesn't declare an instance of Functor for Either—it can't. Something which is an instance of Functor must take one type parameter. Thus, Int can't be a functor, since Int takes no type parameters, but [] and Maybe can be, since [a] and Maybe a are complete types. Either, however, takes two type parameters: Either a b. Thus, what this instance does is declare that Either c is a functor for any possible c. That c is fixed for the duration of the instance declaration. So let's go through and add types (this is not legal syntax!):
instance Functor (Either c) where
fmap :: forall a b. (a -> b) -> (Either c) a -> (Either c) b
fmap f (Left (c :: c)) = Left c
fmap f (Right (a :: a)) = Right (f a :: b)
Since f has type a -> b, but c's type is fixed at c, we can't possibly write Left (f c); and even if we could, we want the c to be left alone, so that we can return an (Either c) b. Similarly, we must apply f to a in order to get something of type b.
This is also why your bottom instance doesn't work: you have a function which needs to work for any type being applied only to the fixed type c, and you leave the type you need to transform alone. Let's look at it, again with type signatures added:
instance Functor (Either c) where
fmap :: forall a b. (a -> b) -> (Either c) a -> (Either c) b
fmap f (Left (c :: c)) = Left (f c)
fmap f (Right (a :: a)) = Right a
Here, your first part of the function definition attempts to apply a function f :: a -> b to something of the fixed type c, which cannot work, so this already fails. But let's look at what type this generates. In this case, we'd expect that (somehow) f c would have the type b, and a would have the type a. In that case, we're returning a value of type Either b a, which is still not allowed.
Basically, the problem stems from this. First, note that f is the same in between the two function definition clauses, so it can't change between lines. Second, note that we are fixing c, and declaring an instance for that c. This is true for any c, but we only look at one at a time. Finally, because of this, Left's argument is not parametrized by the type that f expects; it's guaranteed to have some fixed type c. This means that (a) you can't apply f to it, and (b) you must apply it to Right's argument, since otherwise you won't change the type you're expected to change.
(Edit to try to answer the question better)
The definition of Either is:
data Either a b = Left a | Right b
So "Either" takes two type arguments. By the way, technically "Either" is not actually a type but a type constructor; it takes type arguments to create a type.
The definition of Functor is:
class Functor f where
fmap :: (p -> q) -> f p -> f q
So in this class definition any type "f" that is an instance of Functor must take a type argument. This isn't declared; it is inferred from the "f p" and "f q"; since "f" is being given a type parameter here it must be a type that takes one.
(Note: the original definition used "a" and "b" instead of "p" and "q". I'm using different letters to keep things distinct from "Either a b" when I get to that later)
In most cases "f" is a container type like a list or a tree. So for instance you have
data Tree a = ...
instance Functor Tree where
fmap func_a2b tree_of_a = ... -- tree of b.
However "Either" takes two type parameters, so how can we fit it into this scheme? The answer is that types can have partial application just like functions. In the same way as
I can declare a function
foo x y = ...
and then say "foo 2" in order to get a new function that expects the second argument, so I can say "Either a" to get a new type that expects the second type argument.
Now look at the original instance:
instance Functor (Either a) where ....
So here "Either a" is a type constructor that expects one more argument, just like Functor expects of its instances. So the type of "fmap" for "Either a" will be
fmap :: (p -> q) -> Either a p -> Either a q
So now in the "where" clause you have to give a definition of "fmap" that has this type. The first one you quote has this type because the second type parameter is used for the "Right" constructor, and that is the one that the function is applied to. The second one won't work, because it would have the type
fmap :: (p -> q) -> Either p a -> Either q a
And that is not what the Functor class says its going to be.
Belive it or not, this isn't magic. It all has to do with the type Either a b not being the same type as Either b a. Here is the definition of Either from Prelude
data Either a b = Left a | Right b
... Notice How the type variable a comes first, then b, and also notice that we only include a in the declaration of the Either Functor:
instance Functor (Either a) where
fmap f (Right x) = Right (f x)
fmap f (Left x) = Left x
Now lets look at the definition of the Maybe Functor
instance Functor Maybe where
fmap = map
Here there is no type variable, Although Maybe takes one type parameter (like Maybe Int). What I am trying to get to is that types aren't functors, type constructors are functors (functors have kind *->*).
So let f :: b -> c, in the version of the Either Functor that works, the x from (Left x) is of type a, which is fine since it's (Either a) that is a functor, the x in (Right x) is of Type b so (Right x) is of type ((Either a) b), and (Right (f x)) is of type ((Either a) c), therefore fmap is of type (b->c) -> ((Either a) b) -> ((Either a) c), as required.
In your version that failed, we have that x in (Right (x)) is not of type a, but of type b, So (Right (x)) is not of type ((Either a) c) which doesn't fit with the type of fmap.
so to sum it up: the fmap that works comes out : (b -> c) -> (Either a) b -> (Either a) c,
but the one that doesn't work comes out: (b -> c) -> (Either b) a -> (Either c) a and thats not the right type for fmap.
Hopefully, this will help...
First, though, some background:
1) Functor needs a "type constructor", a (well, not a type per se,...) type that "needs" another regular type given to it to form a "full type", just like a generic in Java/C++.
So, for example, List is a Functor (it is, by the way), or Array, because (among other things) the full type isn't just List, but List<A>. So, :
A Functor takes a "type constructor", an incomplete type.
2) Either is a constructor type that Haskell folks (read: Edward Kmett, and other well-math-endowed all-stars) call a bifunctor. It needs two types given to it to be complete. For example, a full use of Either is: Either Integer String which means (yeah, yeah, "duh!") it's either a (Left) Integer, or a (Right) String. So, this means Either Integer is an incomplete type that is either a Left Integer or a Right...b when you
decide what that "b" is supposed to be.
Now, for the fun part!
The top stuff works because, fmap uses some type constructor, and uses it with an a -> b function to make a similar function from f a to f b - the hands-down favorite example for this in Haskell is the one for lists, AKA map :: (a -> b) -> ([a] -> [b]), where the Functor is the [ ] part. Now, using something like Either a (let's go ahead and use Either Integer from earlier), fmap's type signature looks like this:
fmap :: (a -> b) -> (Either Integer a -> Either Integer b)
and the two examples (from the Top part) show what fmap does with representative values of that Either Integer a type, in order to get an Either Integer b-typed value.
Now, yours -bottom- doesn't work, because:
You have a function, f, that takes
as to bs.
Your Left type has to be type
Integer, and stay an Integer (or
type Float, and stay a Float, what
ever type is the left one of the
two types of the Either type
you're using).
Your Right type has to be of
whatever type that the function
takes ("a"), and go to the type
that the function makes ("b").
It has to do this (but your stuff doesn't - that's why it doesn't work), because that's the type that fmap needs to have. Specifically, you have these equations:
fmap f (Right x) = Right (x)
fmap f (Left x) = Left (f x)
Your equations give fmap the types:
fmap :: (a -> b) -> Either c d -> Either c d
fmap :: (a -> b) -> Either a d -> Either b d
which not only doesn't fit what fmap wants, but it isn't even consistent with each other!
I'm sorry I wrote half a book to wade through, but I hope that gives some insight to you.
Top works because fmap::(b -> c) -> Either a b -> Either a c and yours -bottom- doesn't work because that would require fmap::(a -> c) -> Either a b -> Either a c. But, it would work if you changed Either to
data Either' a b = Left' b | Right' a deriving (Eq, Show)
instance Functor (Either' a) where
fmap f (Right' x) = Right' (x)
fmap f (Left' x) = Left' (f x)
The instance you're trying to write, let's call it fmap2 for now, has the following type:
fmap2 :: (a -> b) -> Either a c -> Either b c
If you set the LANGUAGE pragma TypeOperators, GHC also accepts the type
fmap2 :: (a -> b) -> (a `Either` c) -> (b `Either` c)
In an ideal world this also would work:
fmap2 :: (a -> b) -> (`Either` c) a -> (`Either` c) b
which would give a Functor instance for (`Either` c) but the similarity between normal operators (and their sections) and type operators breaks down at this point (unless there's a GHC option I'm missing!)
In short: your understanding of functors is okay, but you're bitten by the lack of type-level lambdas.
Ehm... How about a few words about "kinds" ?..
That may simplify understanding, I guess.
Remember what is currying. I.e. in ghci:
Prelude> let f x y z = x + y * z
f :: (Num a) => a -> a -> a -> a
Prelude> :t f 1
f 1 :: (Num t) => t -> t -> t
Prelude> :t f 1 2
f 1 2 :: (Num t) => t -> t
Prelude> :t f 1 2 3
f 1 2 3 :: (Num t) => t
The same things you have with types. When you say Either kind of that type is * -> * -> * (i.e. it takes two types and produces type) and when you say Either a kind is * -> * and for Either a b it's * (btw Monad a and Functor a requires a to be of kind * -> *, as I remember).
So when you say type Either a that means type that is still incomplete (requires some "argument" to be bound), so fmap :: (a -> b) -> f a -> f b becomes fmap :: (a -> b) -> (Either c) a -> (Either c) b when f substituted by Either c.