{-# LANGUAGE TypeFamilies #-} ----------------------------------------------------------------------------- -- | -- Module : ToySolver.Data.LA -- Copyright : (c) Masahiro Sakai 2011 -- License : BSD-style -- -- Maintainer : masahiro.sakai@gmail.com -- Stability : provisional -- Portability : non-portable (TypeFamilies) -- -- Some definition for Theory of Linear Arithmetics. -- ----------------------------------------------------------------------------- module ToySolver.Data.LA ( -- * Expression of linear arithmetics Expr -- ** Conversion , var , constant , terms , fromTerms , coeffMap , fromCoeffMap , unitVar , asConst -- ** Query , coeff , lookupCoeff , extract , extractMaybe -- ** Operations , mapCoeff , mapCoeffWithVar , evalExpr , evalLinear , lift1 , applySubst , applySubst1 , showExpr -- * Atomic formula of linear arithmetics , Atom (..) , showAtom , evalAtom , solveFor , module ToySolver.Data.ArithRel -- * misc , BoundsEnv , computeInterval ) where import Control.Monad import Control.DeepSeq import Data.List import Data.Maybe import Data.IntMap (IntMap) import qualified Data.IntMap as IntMap import qualified Data.IntSet as IntSet import Data.Interval import Data.VectorSpace import qualified ToySolver.Data.ArithRel as ArithRel import ToySolver.Data.ArithRel import ToySolver.Data.Var ----------------------------------------------------------------------------- -- | Linear combination of variables and constants. -- Non-negative keys are used for variables's coefficients. -- key 'unitVar' is used for constants. newtype Expr r = Expr { -- | a mapping from variables to coefficients coeffMap :: IntMap r } deriving (Eq, Ord) -- | Create a @Expr@ from a mapping from variables to coefficients. fromCoeffMap :: (Num r, Eq r) => IntMap r -> Expr r fromCoeffMap m = normalizeExpr (Expr m) -- | terms contained in the expression. terms :: Expr r -> [(r,Var)] terms (Expr m) = [(c,v) | (v,c) <- IntMap.toList m] -- | Create a @Expr@ from a list of terms. fromTerms :: (Num r, Eq r) => [(r,Var)] -> Expr r fromTerms ts = fromCoeffMap $ IntMap.fromListWith (+) [(x,c) | (c,x) <- ts] instance Variables (Expr r) where vars (Expr m) = IntSet.delete unitVar (IntMap.keysSet m) instance Show r => Show (Expr r) where showsPrec d m = showParen (d > 10) $ showString "fromTerms " . shows (terms m) instance (Num r, Eq r, Read r) => Read (Expr r) where readsPrec p = readParen (p > 10) $ \ r -> do ("fromTerms",s) <- lex r (xs,t) <- reads s return (fromTerms xs, t) instance NFData r => NFData (Expr r) where rnf (Expr m) = rnf m -- | Special variable that should always be evaluated to 1. unitVar :: Var unitVar = -1 asConst :: Num r => Expr r -> Maybe r asConst (Expr m) = case IntMap.toList m of [] -> Just 0 [(v,x)] | v==unitVar -> Just x _ -> Nothing normalizeExpr :: (Num r, Eq r) => Expr r -> Expr r normalizeExpr (Expr t) = Expr $ IntMap.filter (0/=) t -- | variable var :: Num r => Var -> Expr r var v = Expr $ IntMap.singleton v 1 -- | constant constant :: (Num r, Eq r) => r -> Expr r constant c = normalizeExpr $ Expr $ IntMap.singleton unitVar c -- | map coefficients. mapCoeff :: (Num b, Eq b) => (a -> b) -> Expr a -> Expr b mapCoeff f (Expr t) = Expr $ IntMap.mapMaybe g t where g c = if c' == 0 then Nothing else Just c' where c' = f c -- | map coefficients. mapCoeffWithVar :: (Num b, Eq b) => (a -> Var -> b) -> Expr a -> Expr b mapCoeffWithVar f (Expr t) = Expr $ IntMap.mapMaybeWithKey g t where g v c = if c' == 0 then Nothing else Just c' where c' = f c v instance (Num r, Eq r) => AdditiveGroup (Expr r) where Expr t ^+^ e2 | IntMap.null t = e2 e1 ^+^ Expr t | IntMap.null t = e1 e1 ^+^ e2 = normalizeExpr $ plus e1 e2 zeroV = Expr $ IntMap.empty negateV = ((-1) *^) instance (Num r, Eq r) => VectorSpace (Expr r) where type Scalar (Expr r) = r 1 *^ e = e 0 *^ e = zeroV c *^ e = mapCoeff (c*) e plus :: Num r => Expr r -> Expr r -> Expr r plus (Expr t1) (Expr t2) = Expr $ IntMap.unionWith (+) t1 t2 -- | evaluate the expression under the model. evalExpr :: Num r => Model r -> Expr r -> r evalExpr m (Expr t) = sum [(m' IntMap.! v) * c | (v,c) <- IntMap.toList t] where m' = IntMap.insert unitVar 1 m -- | evaluate the expression under the model. evalLinear :: VectorSpace a => Model a -> a -> Expr (Scalar a) -> a evalLinear m u (Expr t) = sumV [c *^ (m' IntMap.! v) | (v,c) <- IntMap.toList t] where m' = IntMap.insert unitVar u m lift1 :: VectorSpace x => x -> (Var -> x) -> Expr (Scalar x) -> x lift1 unit f (Expr t) = sumV [c *^ (g v) | (v,c) <- IntMap.toList t] where g v | v==unitVar = unit | otherwise = f v applySubst :: (Num r, Eq r) => VarMap (Expr r) -> Expr r -> Expr r applySubst s (Expr m) = sumV (map f (IntMap.toList m)) where f (v,c) = c *^ ( case IntMap.lookup v s of Just tm -> tm Nothing -> var v) -- | applySubst1 x e e1 == e1[e/x] applySubst1 :: (Num r, Eq r) => Var -> Expr r -> Expr r -> Expr r applySubst1 x e e1 = case extractMaybe x e1 of Nothing -> e1 Just (c,e2) -> c *^ e ^+^ e2 -- | lookup a coefficient of the variable. -- @ -- coeff v e == fst (extract v e) -- @ coeff :: Num r => Var -> Expr r -> r coeff v (Expr m) = IntMap.findWithDefault 0 v m -- | lookup a coefficient of the variable. -- It returns @Nothing@ if the expression does not contain @v@. -- @ -- lookupCoeff v e == fmap fst (extractMaybe v e) -- @ lookupCoeff :: Num r => Var -> Expr r -> Maybe r lookupCoeff v (Expr m) = IntMap.lookup v m -- | @extract v e@ returns @(c, e')@ such that @e == c *^ v ^+^ e'@ extract :: Num r => Var -> Expr r -> (r, Expr r) extract v (Expr m) = (IntMap.findWithDefault 0 v m, Expr (IntMap.delete v m)) {- -- Alternative implementation which may be faster but allocte more memory extract v (Expr m) = case IntMap.updateLookupWithKey (\_ _ -> Nothing) v m of (Nothing, _) -> (0, Expr m) (Just c, m2) -> (c, Expr m2) -} -- | @extractMaybe v e@ returns @Just (c, e')@ such that @e == c *^ v ^+^ e'@ -- if @e@ contains v, and returns @Nothing@ otherwise. extractMaybe :: Num r => Var -> Expr r -> Maybe (r, Expr r) extractMaybe v (Expr m) = case IntMap.lookup v m of Nothing -> Nothing Just c -> Just (c, Expr (IntMap.delete v m)) {- -- Alternative implementation which may be faster but allocte more memory extractMaybe v (Expr m) = case IntMap.updateLookupWithKey (\_ _ -> Nothing) v m of (Nothing, _) -> Nothing (Just c, m2) -> Just (c, Expr m2) -} showExpr :: (Num r, Eq r, Show r) => Expr r -> String showExpr = showExprWith f where f x = "x" ++ show x showExprWith :: (Num r, Show r, Eq r) => (Var -> String) -> Expr r -> String showExprWith env (Expr m) = foldr (.) id xs "" where xs = intersperse (showString " + ") ts ts = [if c==1 then showString (env x) else showsPrec 8 c . showString "*" . showString (env x) | (x,c) <- IntMap.toList m, x /= unitVar] ++ [showsPrec 7 c | c <- maybeToList (IntMap.lookup unitVar m)] ----------------------------------------------------------------------------- -- | Atomic Formula of Linear Arithmetics type Atom r = Rel (Expr r) showAtom :: (Num r, Eq r, Show r) => Atom r -> String showAtom (Rel lhs op rhs) = showExpr lhs ++ showOp op ++ showExpr rhs -- | evaluate the formula under the model. evalAtom :: (Num r, Ord r) => Model r -> Atom r -> Bool evalAtom m (Rel lhs op rhs) = evalOp op (evalExpr m lhs) (evalExpr m rhs) -- | Solve linear (in)equation for the given variable. -- -- @solveFor a v@ returns @Just (op, e)@ such that @Atom v op e@ -- is equivalent to @a@. solveFor :: (Real r, Fractional r) => Atom r -> Var -> Maybe (RelOp, Expr r) solveFor (Rel lhs op rhs) v = do (c,e) <- extractMaybe v (lhs ^-^ rhs) return ( if c < 0 then flipOp op else op , (1/c) *^ negateV e ) ----------------------------------------------------------------------------- type BoundsEnv r = VarMap (Interval r) -- | compute bounds for a @Expr@ with respect to @BoundsEnv@. computeInterval :: (Real r, Fractional r) => BoundsEnv r -> Expr r -> Interval r computeInterval b = evalExpr b . mapCoeff singleton -----------------------------------------------------------------------------