{-# LANGUAGE GADTs #-} {- Copyright 2016 Romain Edelmann Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. -} -- | This modules provides a monadic interface to build distributions. module Data.Distribution.Monadic ( Experiment, from, run ) where import Data.Distribution.Core -- | Monadic description of distributions. data Experiment a where Return :: a -> Experiment a Bind :: Experiment b -> (b -> Experiment a) -> Experiment a Prim :: (Ord a) => Distribution a -> Experiment a instance Functor Experiment where fmap f d = Bind d (\ x -> Return (f x)) instance Applicative Experiment where pure x = Return x df <*> d = Bind df (\ f -> Bind d (\ x -> Return (f x))) instance Monad Experiment where return x = Return x d >>= f = Bind d f -- | Converts a concrete distribution into its -- monadic representation. from :: (Ord a) => Distribution a -> Experiment a from d = Prim d -- | Converts the monadic description of the distribution -- to a concrete distribution. run :: (Ord a) => Experiment a -> Distribution a run (Return x) = always x run (Bind (Return x) f) = run (f x) run (Bind (Bind i g) f) = run (Bind i (\ x -> Bind (g x) f)) run (Bind (Prim d) f) = d `andThen` \ x -> run (f x) run (Prim d) = d