11 KiB
11 KiB
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Agenda
- Recap of Functors
- Recap of Applicative
- Monads
Functor12
class Functor f where
fmap :: (a -> b) -> f a -> f b
(<$) :: a -> f b -> f a
Functors Laws
- Must preserve identity
fmap id = id
- Must preserve composition of morphism
fmap (f . g) == fmap f . fmap g
Higher order kinds3
- For something to be a functor, it has to be a first order kind.
Applicative
class Functor f => Applicative (f :: TYPE -> TYPE) where
pure :: a -> f a
(<*>) :: f (a -> b) -> f a -> f b
(<$>) :: Functor f => (a -> b) -> f a -> f b
(<*>) :: Applicative f => f (a -> b) -> f a -> f b
fmap f x = pure f <*> x
Examples
pure (+1) <*> [1..3]
[2, 3, 4]
[(*2), (*3)] <*> [4, 5]
[8,10,12,15]
("Woo", (+1)) <*> (" Hoo!", 0)
("Woo Hoo!", 1)
(Sum 2, (+1)) <*> (Sum 0, 0)
(Sum {getSum = 2}, 1)
(Product 3, (+9)) <*> (Product 2, 8)
(Product {getProduct = 6}, 17)
(,) <$> [1, 2] <*> [3, 4]
[(1,3),(1,4),(2,3),(2,4)]
Use cases4
Person
<$> parseString "name" o
<*> parseInt "age" o
<*> parseTelephone "telephone" o
Can also be written as
liftA3 Person
(parseString "name" o)
(parseInt "age" o)
(parseTelephone "telephone" o)
Use cases5
parsePerson :: Parser Person
parsePerson = do
string "Name: "
name <- takeWhile (/= 'n')
endOfLine
string "Age: "
age <- decimal
endOfLine
pure $ Person name age
Use cases6
helper :: () -> Text -> () -> () -> Int -> () -> Person
helper () name () () age () = Person name age
parsePerson :: Parser Person
parsePerson = helper
<$> string "Name: "
<*> takeWhile (/= 'n')
<*> endOfLine
<*> string "Age: "
<*> decimal
<*> endOfLine
Lifting
- Seeing Functor as unary lifting and Applicative as n-ary lifting
liftA0 :: Applicative f => (a) -> (f a)
liftA1 :: Functor f => (a -> b) -> (f a -> f b)
liftA2 :: Applicative f => (a -> b -> c) -> (f a -> f b -> f c)
liftA3 :: Applicative f => (a -> b -> c -> d) -> (f a -> f b -> f c -> f d)
liftA4 :: Applicative f => ..
Where liftA0 = pure
and liftA1 = fmap
.
Monoidal functors
- Remember Monoid?
class Monoid m where
mempty :: m
mappend :: m -> m -> m
($) :: (a -> b) -> a -> b
(<$>) :: (a -> b) -> f a -> f b
(<*>) :: f (a -> b) -> f a -> f b
mappend :: f f f
($) :: (a -> b) -> a -> b
<*> :: f (a -> b) -> f a -> f b
instance Monoid a => Applicative ((,) a) where
pure x = (mempty, x)
(u, f) <*> (v, x) = (u `mappend` v, f x)
Where are monoids again
fmap (+1) ("blah", 0)
("blah",1)
("Woo", (+1)) <*> (" Hoo!", 0)
("Woo Hoo!", 1)
(,) <$> [1, 2] <*> [3, 4]
[(1,3),(1,4),(2,3),(2,4)]
liftA2 (,) [1, 2] [3, 4]
[(1,3),(1,4),(2,3),(2,4)]
Function apply
- Applying a function to an
effectful
argument
(<$>) :: Functor m => (a -> b) -> m a -> m b
(<*>) :: Applicative m => m (a -> b) -> m a -> m b
(=<<) :: Monad m => (a -> m b) -> m a -> m b
Applicative laws
-- Identity
pure id <*> v = v
-- Composition
pure (.) <*> u <*> v <*> w = u <*> (v <*> w)
-- Homomorphism
pure f <*> pure x = pure (f x)
-- Interchange
u <*> pure y = pure ($ y) <*> u
Operators7
pure
wraps up a pure value into some kind of ApplicativeliftA2
applies a pure function to the values inside twoApplicative
wrapped values<$>
operator version offmap
<*>
apply a wrapped function to a wrapped value*>
,<*
Monad, is that you?8
Motivation - I
safeInverse :: Float -> Maybe Float
safeInverse 0 = Nothing
safeInverse x = Just (1 / x)
safeSqrt :: Float -> Maybe Float
safeSqrt x = case x <= 0 of
True -> Nothing
False -> Just (sqrt x)
sqrtInverse1 :: Float -> Maybe (Maybe Float)
sqrtInverse1 x = safeInverse <$> (safeSqrt x)
Motivation - I
joinMaybe :: Maybe (Maybe a) -> Maybe a
joinMaybe (Just x) = x
joinMaybe Nothing = Nothing
sqrtInverse2 :: Float -> Maybe Float
sqrtInverse2 x = joinMaybe $ safeInverse <$> (safeSqrt x)
-- In general
-- join :: Monad m => m (m a) -> m a
Motivation - II
(>>=) :: Maybe a -> (a -> Maybe b) -> Maybe b
x >>= f = case x of
(Just x') -> f x'
Nothing -> Nothing
sqrtInverse :: Float -> Maybe Float
sqrtInverse x = (>>=) (safeSqrt x) safeInverse
-- >>= is also known as `bind`
-- In general
-- (>>=) :: Monad m => m a -> (a -> m b) -> m b
Motivation - III
(>=>) :: (a -> Maybe b) -> (b -> Maybe c) -> (a -> Maybe c)
f >=> g = \x -> case f x of
Just x -> g x
Nothing -> Nothing
sqrtInverse3 :: Float -> Maybe Float
sqrtInverse3 = safeSqrt >=> safeInverse
-- In general
-- (>=>) :: Monad m => (a -> m b) -> (b -> m c) -> (a -> m c)
Motivations
- Flattening
- Sequencing
- Composition
Monad
class Applicative m => Monad (m :: Type -> Type) where
return :: a -> m a
(>>=) :: m a -> (a -> m b) -> m b
import Control.Monad (join)
join :: Monad m => m (m a) -> m a
do
notation
main :: IO ()
main = do
putStrLn "What is your name?"
name <- getLine
let greeting = "Hello, " ++ name
putStrLn greeting
Monad laws
-- Left identity
return x >>= f == f x
-- Right identity
x >>= return == x
-- Associativity
m >>= (\x -> k x >>= h) == (m >>= k) >>= h
???
Monoids recap
class Semigroup m where
(<>) :: m -> m -> m
class Semigroup m => Monoid m where
mempty :: m
-- defining mappend is unnecessary, it copies from Semigroup
mappend :: m -> m -> m
mappend = (<>)
Some Math
- Category: a set of objects and arrows
- Arrows between objects (morphisms): functions mapping one object to another
- Two categories: Set and Hask
Categories
- Set
- Category of sets
- Every arrow, function from one set to another
- Hask
- Similar to Set
- Objects are Haskell types like
Int
instead ofZ
orR
- Arrows between objects
a
&b
are functions of typea -> b
a -> b
also aType
in Hask- If
A -> B
andB -> C
, thenA -> C
~=.
in Hask - Fun fact: Function composition forms a monoid! (See Endo).
Monads are monoids...
In Haskell
-
Only work with Hask, so functors all map back to Hask.
-
Functor typeclass are a special type of functor called endofunctors
-
endofunctors map a category back to itself
-
Monad is a monoid where
-- Operation
>==>
-- Identity
return
-- Set
Type
a -> m b
Now?
Contrasts with Monad
- No data dependency between
f a
andf b
- Result of
f a
can't possibly influence the behaviour off b
- That needs something like
a -> f b
Applicative vs Monads
-
Applicative
- Effects
- Batching and aggregation
- Concurrency/Independent
- Parsing context free grammar
- Exploring all branches of computation (see
Alternative
)
-
Monads
- Effects
- Composition
- Sequence/Dependent
- Parsing context sensitive grammar
- Branching on previous results
Weaker but better
- Weaker than monads but thus also more common
- Lends itself to optimisation (See Facebook's Haxl project)
- Always opt for the least powerful mechanism to get things done
- No dependency issues or branching? just use applicative
State monad
newtype State s a = State { runState :: s -> (a, s) }
instance Functor (State s) where
fmap :: (a -> b) -> State s a -> State s b
fmap f (State sa) = State $ \s -> let (a, s) = sa s in (f a, s)
instance Applicative (State s) where
pure :: a -> State s a
pure a = State $ \s -> (a, s)
(<*>) :: State s (a -> b) -> State s a -> State s b
State f <*> State g = State $ \s -> let (aTob, s') = f s in
let (a, s'') = g s' in
(aTob a, s'')
State monad
instance Monad (State s) where
return = pure
(>>=) :: State s a
-> (a -> State s b)
-> State s b
(State f) >>= g = State $ \s -> let (a, s') = f s
ms = runState $ g a
in ms s'
(>>) :: State s a
-> State s b
-> State s b
State f >> State g = State $ \s -> let (_, s') = f s
in g s'
get :: State s s
get = State $ \s -> (s, s)
State monad
put :: s -> State s ()
put s = State $ \_ -> ((), s)
modify :: (s -> s) -> State s ()
modify f = get >>= \x -> put (f x)
eval :: State s a -> s -> a
eval (State sa) x = let (a, _) = sa x
in a
Context
type Stack = [Int]
empty :: Stack
empty = []
pop :: State Stack Int
pop = State $ \(x:xs) -> (x, xs)
push :: Int -> State Stack ()
push a = State $ \xs -> ((), a:xs)
tos :: State Stack Int
tos = State $ \(x:xs) -> (x, x:xs)
Context
stackManip :: State Stack Int
stackManip = do
push 10
push 20
a <- pop
b <- pop
push (a+b)
tos
testState = eval stackManip empty
Reader monad
class Monad m => MonadReader r m | m -> r where
ask :: m r
local :: (r -> r) -> m a -> m a
Context
import Control.Monad.Reader
tom :: Reader String String
tom = do
env <- ask
return (env ++ " This is Tom.")
jerry :: Reader String String
jerry = do
env <- ask
return (env ++ " This is Jerry.")
Context
tomAndJerry :: Reader String String
tomAndJerry = do
t <- tom
j <- jerry
return (t ++ " " ++ j)
runJerryRun :: String
runJerryRun = runReader tomAndJerry "Who is this?"
Questions
- Reach out on
- Email: me@sanchayanmaity.net
- Mastodon: sanchayanmaity.com
- Telegram: t.me/SanchayanMaity
- Blog: sanchayanmaity.net