Created
October 11, 2014 18:22
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{-# Language MultiParamTypeClasses | |
, TypeFamilies | |
, FlexibleContexts | |
, FlexibleInstances #-} | |
module Main where | |
import qualified Data.List as L | |
import qualified Data.Vector as V | |
import qualified Data.Vector.Unboxed as U | |
class WithDistance a b where | |
distance_ :: a b -> a b -> b | |
class ( Num (Elem c) | |
, Ord (TLabel c) | |
, WithDistance (TVect c) (Elem c) | |
) | |
=> DataSet c where | |
type Elem c :: * | |
type TLabel c :: * | |
type TVect c :: * -> * | |
data TObservation c :: * | |
observations :: c -> [TObservation c] | |
measurements :: TObservation c -> [Elem c] | |
label :: TObservation c -> TLabel c | |
distance :: TVect c (Elem c) -> TVect c (Elem c) -> Elem c | |
distance xs ys = distance_ xs ys | |
instance Num a => WithDistance [] a where | |
distance_ xs ys = L.sum (L.zipWith (+) xs ys) | |
instance Num a => WithDistance V.Vector a where | |
distance_ xs ys = V.sum (V.zipWith (+) xs ys) | |
instance WithDistance U.Vector Float where | |
distance_ xs ys = U.sum (U.zipWith (+) xs ys) | |
instance DataSet () where | |
type Elem () = Float | |
type TLabel () = Int | |
data TObservation () = TObservationUnit [Float] | |
type TVect () = V.Vector | |
observations () = replicate 10 (TObservationUnit [0,0,0,0]) | |
measurements (TObservationUnit xs) = xs | |
label (TObservationUnit _) = 666 | |
kMeans :: DataSet c => c -> [TObservation c] | |
kMeans s = undefined | |
where | |
wtf1 = L.foldl wtf2 0 (observations s) | |
wtf2 acc xs = acc + L.sum (measurements xs) | |
main = do | |
putStrLn "jopa" |
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