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A simple Markov-Chain implementation
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{-# LANGUAGE TupleSections #-} | |
import Data.List | |
import Control.Monad.Random | |
import Control.Arrow | |
import Control.Applicative | |
import Safe | |
import System.Environment | |
import System.Exit | |
import Data.Hashable (Hashable) | |
import qualified Data.HashMap.Strict as H | |
type Lookup a b = H.HashMap a b | |
type MC a = Lookup [a] (Lookup a Int) | |
main :: IO () | |
main = getArgs >>= run . map readMay | |
help :: IO () | |
help = putStrLn "Usage: markov CONTEXT_LENGTH" >> exitFailure | |
run :: [Maybe Int] -> IO () | |
run [Just n] = do | |
t <- getContents | |
evalRandIO (runChain n t) >>= putStrLn | |
run _ = help | |
window :: Int -> [a] -> [[a]] | |
window n = map (take n) . transpose . tails | |
maperizeList :: (Ord a, Hashable a) => Int -> [a] -> ([a], Lookup a Int) | |
maperizeList n l = (take n l, H.singleton (last l) 1) | |
buildMC :: (Ord a, Hashable a) => Int -> [[a]] -> MC a | |
buildMC n = H.fromListWith (H.unionWith (+)) . map (maperizeList n) | |
buildMCFromList :: (Ord a, Hashable a) => Int -> [a] -> MC a | |
buildMCFromList n = buildMC n . window (succ n) | |
chainItem :: (Ord a, Hashable a, RandomGen g) => MC a -> [a] -> Rand g [a] | |
chainItem m l = case H.lookup l m of | |
Nothing -> randomKey m >>= chainItem m | |
Just t -> do i <- randomWeightedItem t | |
return $ drop 1 l ++ [i] | |
iterateM :: (Functor m, Monad m) => (a -> m a) -> a -> m [a] | |
-- iterateM f = sequence . drop 1 . iterate (f =<<) . return -- Isn't efficient for some reason | |
iterateM f a = do x <- f a | |
(x:) <$> iterateM f x | |
chainItems :: (RandomGen g, Ord a, Hashable a) => MC a -> [a] -> Rand g [[a]] | |
chainItems m = iterateM (chainItem m) | |
runChain :: (RandomGen g, Ord a, Hashable a) => Int -> [a] -> Rand g [a] | |
runChain n l = map head <$> chainItems (buildMCFromList n l) [] | |
randomWeightedItem :: RandomGen g => Lookup a Int -> Rand g a | |
randomWeightedItem m = fromList $ map (second realToFrac) (H.toList m) | |
randomKey :: RandomGen g => Lookup a b -> Rand g a | |
randomKey m = uniform (H.keys m) |
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