λ Tony's Blog λ
Monad Exercises in Scala and Haskell
Posted on April 5, 2010Revised and including addendum.
Scala
// 1. Start here. Observe this trait
trait Monad[M[_]] {
def flatMap[A, B](a: M[A], f: A => M[B]): M[B]
def unital[A](a: A): M[A]
}
// A simple data type, which turns out to satisfy the above trait
case class Inter[A](f: Int => A)
// So does this.
case class Identity[A](a: A)
// Monad implementations
object Monad {
// 2. Replace error("todo") with an implementation
def ListMonad: Monad[List] = error("todo")
// 3. Replace error("todo") with an implementation
def OptionMonad: Monad[Option] = error("todo")
// 4. Replace error("todo") with an implementation
def InterMonad: Monad[Inter] = error("todo")
// 5. Replace error("todo") with an implementation
def IdentityMonad: Monad[Identity] = error("todo")
}
object MonadicFunctions {
// 6. Replace error("todo") with an implementation
def sequence[M[_], A](as: List[M[A]], m: Monad[M]): M[List[A]] =
error("todo")
// 7. Replace error("todo") with an implementation
def fmap[M[_], A, B](a: M[A], f: A => B, m: Monad[M]): M[B] =
error("todo")
// 8. Replace error("todo") with an implementation
def flatten[M[_], A](a: M[M[A]], m: Monad[M]): M[A] =
error("todo")
// 9. Replace error("todo") with an implementation
def apply[M[_], A, B](f: M[A => B], a: M[A], m: Monad[M]): M[B] =
error("todo")
// 10. Replace error("todo") with an implementation
def filterM[M[_], A](f: A => M[Boolean], as: List[A]
, m: Monad[M]): M[List[A]] =
error("todo")
// 11. Replace error("todo") with an implementation
def replicateM[M[_], A](n: Int, a: M[A], m: Monad[M]): M[List[A]] =
error("todo: flatMap n times to produce a list")
// 12. Replace error("todo") with an implementation
def lift2[M[_], A, B, C](f: (A, B) => C, a: M[A], b: M[B]
, m: Monad[M]): M[C] =
error("todo")
// lift3, lift4, etc. Interesting question: Can we have liftN?
}
object Main {
def main(args: Array[String]) {
import Monad._
import MonadicFunctions._
val plusOne = Inter(1+)
val multTwo = Inter(2*)
val squared = Inter(n => n*n)
val plus = (_: Int) + (_: Int)
val values = List(
// sequence
sequence(List(List(1, 2), List(3, 4)), ListMonad),
sequence(List(Some(7), Some(8), Some(9)), OptionMonad),
sequence(List(Some(7), None, Some(9)), OptionMonad),
sequence(List(plusOne, multTwo, squared), InterMonad) f 7,
sequence(List(Identity(7), Identity(4)), IdentityMonad),
// fmap
fmap(List(1, 2, 3), (x: Int) => x * 10, ListMonad),
fmap(Some(8), (x: Int) => x * 10, OptionMonad),
fmap(None: Option[Int], (x: Int) => x * 10, OptionMonad),
fmap(plusOne, (x: Int) => x * 10, InterMonad) f 7,
fmap(Identity(9), (x: Int) => x * 10, IdentityMonad),
// flatten
flatten(List(List(1, 2), List(3, 4)), ListMonad),
flatten(Some(Some(8)), OptionMonad),
flatten(Some(None: Option[Int]), OptionMonad),
flatten(None: Option[Option[Int]], OptionMonad),
flatten(Inter(a => Inter(a *)), InterMonad) f 7,
flatten(Identity(Identity(8)), IdentityMonad),
// apply
apply(List((a: Int) => a + 1,
(a: Int) => a * 2,
(a: Int) => a % 2), List(1, 2, 3), ListMonad),
apply(Some((a: Int) => a + 1), Some(8), OptionMonad),
apply(None: Option[Int => Int], Some(8), OptionMonad),
apply(Some((a: Int) => a + 1), None: Option[Int], OptionMonad),
apply(Inter(a => (b: Int) => a * b), Inter(1+), InterMonad) f 7,
apply(Identity((a: Int) => a + 1), Identity(7), IdentityMonad),
// filterM
filterM((a: Int) => List(a > 2, a % 2 == 0), List(1, 2, 3), ListMonad),
filterM((a: Int) => Some(a > 1), List(1, 2, 3), OptionMonad),
filterM((a: Int) => Inter(n => a * n % 2 == 0),
List(1, 2, 3), InterMonad) f 7,
filterM((a: Int) => Identity(a > 1), List(1, 2, 3), IdentityMonad),
// replicateM
replicateM(2, List(7, 8), ListMonad),
replicateM(2, Some(7), OptionMonad),
replicateM(2, plusOne, InterMonad) f 7,
replicateM(2, Identity(6), IdentityMonad),
// lift2
lift2(plus, List(1, 2), List(3, 4), ListMonad),
lift2(plus, Some(7), Some(8), OptionMonad),
lift2(plus, Some(7), None: Option[Int], OptionMonad),
lift2(plus, None: Option[Int], Some(8), OptionMonad)
)
val verify = List(
// sequence
List(List(1, 3), List(1, 4), List(2, 3), List(2, 4)),
Some(List(7, 8, 9)),
None,
List(8, 14, 49),
Identity(List(7, 4)),
// fmap
List(10, 20, 30),
Some(80),
None,
80,
Identity(90),
// flatten
List(1, 2, 3, 4),
Some(8),
None,
None,
49,
Identity(8),
// apply
List(2, 3, 4, 2, 4, 6, 1, 0, 1),
Some(9),
None,
None,
56,
Identity(8),
// filterM
List(List(3), Nil, List(2, 3), List(2), List(3),
Nil, List(2, 3), List(2)),
Some(List(2, 3)),
List(2),
Identity(List(2, 3)),
// replicateM
List(List(7, 7), List(7, 8), List(8, 7), List(8, 8)),
Some(List(7, 7)),
List(8, 8),
Identity(List(6, 6)),
// lift2
List(4, 5, 5, 6),
Some(15),
None,
None
)
for((a, b) <- values zip verify)
println(if(a == b) "PASS"
else "FAIL. Expected: " + b + " Actual: " + a)
}
}Haskell
{-# LANGUAGE RankNTypes #-}
-- 1. Start here. Observe this data type
data Monad' m = Monad' {
unital :: forall a. a -> m a,
flatMap :: forall a b. m a -> (a -> m b) -> m b
}
-- A simple data type, which turns out to satisfy the above trait
newtype Inter a = Inter { f :: Int -> a }
-- So does this.
newtype Identity a = Identity { a :: a }
deriving Show
-- *** Monad implementations ***
-- 2. Replace error "todo" with an implementation
listMonad :: Monad' []
listMonad = error "todo"
-- 3. Replace error "todo" with an implementation
maybeMonad :: Monad' Maybe
maybeMonad = error "todo"
-- 4. Replace error "todo" with an implementation
interMonad :: Monad' Inter
interMonad = error "todo"
-- 5. Replace error "todo" with an implementation
identityMonad :: Monad' Identity
identityMonad = error "todo"
-- *** Monadic functions ***
-- 6. Replace error "todo" with an implementation
sequence' :: [m a] -> Monad' m -> m [a]
sequence' = error "todo"
-- 7. Replace error "todo" with an implementation
fmap' :: m a -> (a -> b) -> Monad' m -> m b
fmap' = error "todo"
-- 8. Replace error "todo" with an implementation
flatten :: m (m a) -> Monad' m -> m a
flatten = error "todo"
-- 9. Replace error "todo" with an implementation
apply :: m (a -> b) -> m a -> Monad' m -> m b
apply = error "todo"
-- 10. Replace error "todo" with an implementation
filterM' :: (a -> m Bool) -> [a] -> Monad' m -> m [a]
filterM' = error "todo"
-- 11. Replace error "todo" with an implementation
replicateM' :: Int -> m a -> Monad' m -> m [a]
replicateM' = error "todo: flatMap n times to produce a list"
-- 12. Replace error "todo" with an implementation
lift2 :: (a -> b -> c) -> m a -> m b -> Monad' m -> m c
lift2 = error "todo"
-- lift3, lift4, etc. Interesting question: Can we have liftN?
main :: IO ()
main =
let plusOne = Inter (1+)
multTwo = Inter (2*)
squared = Inter (\n -> n*n)
s x = show x
(%) = f
values =
[
-- sequence'
s (sequence' [[1, 2], [3, 4]] listMonad),
s (sequence' [Just 7, Just 8, Just 9] maybeMonad),
s (sequence' [Just 7, Nothing, Nothing] maybeMonad),
s (sequence' [plusOne, multTwo, squared] interMonad % 7),
s (sequence' [Identity 7, Identity 4] identityMonad),
-- fmap'
s (fmap' [1..3] (*10) listMonad),
s (fmap' (Just 8) (*10) maybeMonad),
s (fmap' Nothing (*10) maybeMonad),
s (fmap' plusOne (*10) interMonad % 7),
s (fmap' (Identity 9) (*10) identityMonad),
-- flatten
s (flatten [[1, 2], [3, 4]] listMonad),
s (flatten (Just (Just 8)) maybeMonad),
s (flatten (Just (Nothing :: Maybe Int)) maybeMonad),
s (flatten (Nothing :: Maybe (Maybe Int)) maybeMonad),
s (flatten (Inter (Inter . (*))) interMonad % 7),
s (flatten (Identity (Identity 8)) identityMonad),
-- apply
s (apply [(+1), (*2), (`mod` 2)] [1..3] listMonad),
s (apply (Just (+1)) (Just 8) maybeMonad),
s (apply (Nothing :: Maybe (Int -> Int)) (Just 8) maybeMonad),
s (apply (Just (+1)) (Nothing :: Maybe Int) maybeMonad),
s (apply (Inter (*)) (Inter (1+)) interMonad % 7),
s (apply (Identity (+1)) (Identity 7) identityMonad),
-- filterM'
s (filterM' (\a -> [a > 2, a `mod` 2 == 0]) [1..3] listMonad),
s (filterM' (\a -> Just (a > 1)) [1..3] maybeMonad),
s (filterM' (\a -> Inter (\n -> a * n `mod` 2 == 0)) [1..3]
interMonad % 7),
s (filterM' (Identity . (>1)) [1..3] identityMonad),
-- replicateM'
s (replicateM' 2 [7, 8] listMonad),
s (replicateM' 2 (Just 7) maybeMonad),
s (replicateM' 2 plusOne interMonad % 7),
s (replicateM' 2 (Identity 6) identityMonad),
-- lift2
s (lift2 (+) [1, 2] [3, 4] listMonad),
s (lift2 (+) (Just 7) (Just 8) maybeMonad),
s (lift2 (+) (Just 7) (Nothing :: Maybe Int) maybeMonad),
s (lift2 (+) (Nothing :: Maybe Int) (Just 8) maybeMonad)
]
verify =
[
-- sequence'
s ([[1, 3], [1, 4], [2, 3], [2, 4]]),
s (Just [7..9]),
s (Nothing :: Maybe Int),
s [8, 14, 49],
s (Identity [7, 4]),
-- fmap'
s [10, 20, 30],
s (Just 80),
s (Nothing :: Maybe Int),
s 80,
s (Identity 90),
-- flatten
s [1..4],
s (Just 8),
s (Nothing :: Maybe Int),
s (Nothing :: Maybe Int),
s 49,
s (Identity 8),
-- apply
s [2, 3, 4, 2, 4, 6, 1, 0, 1],
s (Just 9),
s (Nothing :: Maybe Int),
s (Nothing :: Maybe Int),
s 56,
s (Identity 8),
-- filterM'
s [[3], [], [2, 3], [2], [3], [], [2, 3], [2]],
s (Just [2, 3]),
s [2],
s (Identity [2, 3]),
-- replicateM
s [[7, 7], [7, 8], [8, 7], [8, 8]],
s (Just [7, 7]),
s [8, 8],
s (Identity [6, 6]),
-- lift2
s [4, 5, 5, 6],
s (Just 15),
s (Nothing :: Maybe Int),
s (Nothing :: Maybe Int)
]
in mapM_
(\(a, b) ->
print(if a == b
then "PASS"
else "FAIL. Expected: " ++ b ++ " Actual: " ++ a))
(values `zip` verify)