What is "lifting" in Haskell?
Lifting is more of a design pattern than a mathematical concept (although I expect someone around here will now refute me by showing how lifts are a category or something).
Typically you have some data type with a parameter. Something like
data Foo a = Foo { ...stuff here ...}
Suppose you find that a lot of uses of Foo
take numeric types (Int
, Double
etc) and you keep having to write code that unwraps these numbers, adds or multiplies them, and then wraps them back up. You can short-circuit this by writing the unwrap-and-wrap code once. This function is traditionally called a "lift" because it looks like this:
liftFoo2 :: (a -> b -> c) -> Foo a -> Foo b -> Foo c
In other words you have a function which takes a two-argument function (such as the (+)
operator) and turns it into the equivalent function for Foos.
So now you can write
addFoo = liftFoo2 (+)
Edit: more information
You can of course have liftFoo3
, liftFoo4
and so on. However this is often not necessary.
Start with the observation
liftFoo1 :: (a -> b) -> Foo a -> Foo b
But that is exactly the same as fmap
. So rather than liftFoo1
you would write
instance Functor Foo where
fmap f foo = ...
If you really want complete regularity you can then say
liftFoo1 = fmap
If you can make Foo
into a functor, perhaps you can make it an applicative functor. In fact, if you can write liftFoo2
then the applicative instance looks like this:
import Control.Applicative
instance Applicative Foo where
pure x = Foo $ ... -- Wrap 'x' inside a Foo.
(<*>) = liftFoo2 ($)
The (<*>)
operator for Foo has the type
(<*>) :: Foo (a -> b) -> Foo a -> Foo b
It applies the wrapped function to the wrapped value. So if you can implement liftFoo2
then you can write this in terms of it. Or you can implement it directly and not bother with liftFoo2
, because the Control.Applicative
module includes
liftA2 :: Applicative f => (a -> b -> c) -> f a -> f b -> f c
and likewise there are liftA
and liftA3
. But you don't actually use them very often because there is another operator
(<$>) = fmap
This lets you write:
result = myFunction <$> arg1 <*> arg2 <*> arg3 <*> arg4
The term myFunction <$> arg1
returns a new function wrapped in Foo:
ghci> :type myFunction
a -> b -> c -> d
ghci> :type myFunction <$> Foo 3
Foo (b -> c -> d)
This in turn can be applied to the next argument using (<*>)
, and so on. So now instead of having a lift function for every arity, you just have a daisy chain of applicatives, like this:
ghci> :type myFunction <$> Foo 3 <*> Foo 4
Foo (c -> d)
ghci: :type myFunction <$> Foo 3 <*> Foo 4 <*> Foo 5
Foo d
Let's start with an example (some white space is added for clearer presentation):
> import Control.Applicative
> replicate 3 'a'
"aaa"
> :t replicate
replicate :: Int -> b -> [b]
> :t liftA2
liftA2 :: (Applicative f) => (a -> b -> c) -> (f a -> f b -> f c)
> :t liftA2 replicate
liftA2 replicate :: (Applicative f) => f Int -> f b -> f [b]
> (liftA2 replicate) [1,2,3] ['a','b','c']
["a","b","c","aa","bb","cc","aaa","bbb","ccc"]
> ['a','b','c']
"abc"
liftA2
transforms a function of plain types to a function of same types wrapped in an Applicative
, such as lists, IO
, etc.
Another common lift is lift
from Control.Monad.Trans
. It transforms a monadic action of one monad to an action of a transformed monad.
In general, "lift" lifts a function/action into a "wrapped" type (so the original function gets to work "under the wraps").
The best way to understand this, and monads etc., and to understand why they are useful, is probably to code and use it. If there's anything you coded previously that you suspect can benefit from this (i.e. this will make that code shorter, etc.), just try it out and you'll easily grasp the concept.
Paul's and yairchu's are both good explanations.
I'd like to add that the function being lifted can have an arbitrary number of arguments and that they don't have to be of the same type. For example, you could also define a liftFoo1:
liftFoo1 :: (a -> b) -> Foo a -> Foo b
In general, the lifting of functions that take 1 argument is captured in the type class Functor
, and the lifting operation is called fmap
:
fmap :: Functor f => (a -> b) -> f a -> f b
Note the similarity with liftFoo1
's type. In fact, if you have liftFoo1
, you can make Foo
an instance of Functor
:
instance Functor Foo where
fmap = liftFoo1
Furthermore, the generalization of lifting to an arbitrary number of arguments is called applicative style. Don't bother diving into this until you grasp the lifting of functions with a fixed number of arguments. But when you do, Learn you a Haskell has a good chapter on this. The Typeclassopedia is another good document that describes Functor and Applicative (as well as other type classes; scroll down to the right chapter in that document).
Hope this helps!