Created
March 1, 2012 16:24
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import Control.Applicative | |
import Control.Arrow | |
import Control.Monad | |
import Data.Function | |
import Data.List | |
import Data.Array | |
import Data.Tuple | |
import System.Random | |
type Mapping = Array Char Int | |
dom = ('a', 'z') | |
cod = (-2, 8) | |
mutate :: Mapping -> IO Mapping | |
mutate = (<$> fmap pure point) . (//) | |
where | |
point = (,) <$> randomRIO dom <*> randomRIO cod | |
crossoverUniform :: (Mapping, Mapping) -> IO (Mapping, Mapping) | |
crossoverUniform = elems *** elems >>> uncurry zip | |
>>> map pure >>> zipWith (<*>) (repeat ch) | |
>>> sequence >>> fmap (unzip >>> listArray dom *** listArray dom) | |
where | |
ch = ([id, swap]!!) <$> randomRIO (0, 1) | |
choice :: Ord f => (a -> f) -> Float -> [a] -> IO a | |
choice f e xs = (xs'!!) . floor . (* fromIntegral (length xs)) | |
. exp . (*e) . log | |
<$> randomRIO (0.0, 1.0) | |
where | |
xs' = sortBy (compare `on` f) xs | |
nextGeneration :: Float -> Float -- crossover rate, mutational rate | |
-> ([Mapping] -> IO Mapping) -- selector | |
-> ((Mapping, Mapping) -> IO (Mapping, Mapping)) -- crossover | |
-> (Mapping -> IO Mapping) -- mutation | |
-> [Mapping] -- current generation | |
-> IO [Mapping] | |
nextGeneration rC rM fS fC fM p = collect (length p) | |
$ repeat (randomRIO (0.0, 1.0) >>= operate) | |
where | |
operate x | |
| x < rM = fmap pure $ fS p >>= fM | |
| x < rM + rC = fmap g $ (,) <$> fS p <*> fS p >>= fC | |
| otherwise = fmap pure $ fS p | |
where | |
g (a, b) = [a, b] | |
collect 0 _ = return [] | |
collect _ [] = return [] | |
collect 1 (x:_) = take 1 <$> x | |
collect n (x:xs) = x >>= \v -> (v ++) <$> collect (n - length v) xs | |
firstGeneration :: IO [Mapping] | |
firstGeneration = repeat <$> listArray dom | |
<$> (rangeSize dom `replicateM` randomRIO cod) |
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