toysolver-0.0.3: src/Algorithm/Cooper.hs
{-# OPTIONS_GHC -Wall #-}
{-# LANGUAGE MultiParamTypeClasses, FlexibleInstances #-}
-----------------------------------------------------------------------------
-- |
-- Module : Algorithm.Cooper
-- Copyright : (c) Masahiro Sakai 2011
-- License : BSD-style
--
-- Maintainer : masahiro.sakai@gmail.com
-- Stability : provisional
-- Portability : non-portable (FlexibleInstances)
--
-- Naive implementation of Cooper's algorithm
--
-- Reference:
--
-- * <http://hagi.is.s.u-tokyo.ac.jp/pub/staff/hagiya/kougiroku/ronri/5.txt>
--
-- * <http://www.cs.cmu.edu/~emc/spring06/home1_files/Presburger%20Arithmetic.ppt>
--
-- See also:
--
-- * <http://hackage.haskell.org/package/presburger>
--
-----------------------------------------------------------------------------
module Algorithm.Cooper
(
-- * Language of presburger arithmetics
ExprZ
, Lit (..)
, QFFormula (..)
, (.|.)
, Model
-- * Projection
, project
, projectCases
, projectCases'
, projectCasesN
-- * Quantifier elimination
, eliminateQuantifiers
-- * Constraint solving
, solveFormula
, solveQFFormula
, solveConj
, solveQFLA
) where
import Control.Monad
import Data.List
import Data.Maybe
import qualified Data.IntMap as IM
import qualified Data.IntSet as IS
import Data.Ratio
import Data.ArithRel
import Data.Expr
import Data.Formula
import Data.Linear
import qualified Data.LA as LA
import qualified Algorithm.FourierMotzkin as FM
-- ---------------------------------------------------------------------------
-- | Linear arithmetic expression over integers.
type ExprZ = LA.Expr Integer
atomZ :: RelOp -> Expr Rational -> Expr Rational -> Maybe QFFormula
atomZ op a b = do
(e1,c1) <- FM.termR a
(e2,c2) <- FM.termR b
let a' = c2 .*. e1
b' = c1 .*. e2
case op of
Le -> return $ Lit $ a' `leZ` b'
Lt -> return $ Lit $ a' `ltZ` b'
Ge -> return $ Lit $ a' `geZ` b'
Gt -> return $ Lit $ a' `gtZ` b'
Eql -> return $ eqZ a' b'
NEq -> liftM notB (atomZ Eql a b)
leZ, ltZ, geZ, gtZ :: ExprZ -> ExprZ -> Lit
leZ e1 e2 = e1 `ltZ` (e2 .+. LA.constant 1)
ltZ e1 e2 = Pos $ (e2 .-. e1)
geZ = flip leZ
gtZ = flip gtZ
eqZ :: ExprZ -> ExprZ -> QFFormula
eqZ e1 e2 = Lit (e1 `leZ` e2) .&&. Lit (e1 `geZ` e2)
-- | Literal
--
-- * @Pos e@ means @e > 0@
--
-- * @Divisible True d e@ means @e@ can be divided by @d@ (i.e. @d|e@)
--
-- * @Divisible False d e@ means @e@ can not be divided by @d@ (i.e. @¬(d|e)@)
data Lit
= Pos ExprZ
| Divisible Bool Integer ExprZ
deriving (Show, Eq, Ord)
instance Variables Lit where
vars (Pos t) = vars t
vars (Divisible _ _ t) = vars t
instance Complement Lit where
notB (Pos e) = e `leZ` LA.constant 0
notB (Divisible b c e) = Divisible (not b) c e
-- | quantifier-free negation normal form
data QFFormula
= T'
| F'
| And' QFFormula QFFormula
| Or' QFFormula QFFormula
| Lit Lit
deriving (Show, Eq, Ord)
instance Complement QFFormula where
notB T' = F'
notB F' = T'
notB (And' a b) = Or' (notB a) (notB b)
notB (Or' a b) = And' (notB a) (notB b)
notB (Lit lit) = Lit (notB lit)
instance Lattice QFFormula where
top = T'
bottom = F'
meet = And'
join = Or'
instance Boolean QFFormula
instance Variables QFFormula where
vars T' = IS.empty
vars F' = IS.empty
vars (And' a b) = vars a `IS.union` vars b
vars (Or' a b) = vars a `IS.union` vars b
vars (Lit l) = vars l
instance IsRel (LA.Expr Integer) QFFormula where
rel op lhs rhs =
case op of
Le -> Lit $ leZ lhs rhs
Ge -> Lit $ geZ lhs rhs
Lt -> Lit $ ltZ lhs rhs
Gt -> Lit $ gtZ lhs rhs
Eql -> eqZ lhs rhs
NEq -> notB $ rel Eql lhs rhs
(.|.) :: Integer -> ExprZ -> QFFormula
n .|. e = Lit $ Divisible True n e
subst1 :: Var -> ExprZ -> QFFormula -> QFFormula
subst1 x e = go
where
go T' = T'
go F' = F'
go (And' a b) = And' (go a) (go b)
go (Or' a b) = Or' (go a) (go b)
go (Lit (Divisible b c e1)) = Lit $ Divisible b c $ LA.applySubst1 x e e1
go (Lit (Pos e1)) = Lit $ Pos $ LA.applySubst1 x e e1
simplify :: QFFormula -> QFFormula
simplify (And' a b) = simplify1 $ And' (simplify a) (simplify b)
simplify (Or' a b) = simplify1 $ Or' (simplify a) (simplify b)
simplify formula = simplify1 formula
simplify1 :: QFFormula -> QFFormula
simplify1 T' = T'
simplify1 F' = F'
simplify1 (And' a b) =
case (a, b) of
(T', b') -> b'
(a', T') -> a'
(F', _) -> false
(_, F') -> false
(a',b') -> a' .&&. b'
simplify1 (Or' a b) =
case (a, b) of
(F', b') -> b'
(a', F') -> a'
(T', _) -> true
(_, T') -> true
(a',b') -> a' .||. b'
simplify1 (Lit lit) = simplifyLit lit
simplifyLit :: Lit -> QFFormula
simplifyLit (Pos e) =
case LA.asConst e of
Just c -> if c > 0 then true else false
Nothing ->
-- e > 0 <=> e - 1 >= 0
-- <=> LA.mapCoeff (`div` d) (e - 1) >= 0
-- <=> LA.mapCoeff (`div` d) (e - 1) + 1 > 0
Lit $ Pos $ LA.mapCoeff (`div` d) (e .-. LA.constant 1) .+. LA.constant 1
where
d = if null cs then 1 else abs $ foldl1' gcd cs
cs = [c | (c,x) <- LA.terms e, x /= LA.unitVar]
simplifyLit lit@(Divisible b c e)
| LA.coeff LA.unitVar e `mod` d /= 0 = if b then false else true
| c' == 1 = if b then true else false
| d == 1 = Lit lit
| otherwise = Lit $ Divisible b c' e'
where
d = abs $ foldl' gcd c [c2 | (c2,x) <- LA.terms e, x /= LA.unitVar]
c' = c `div` d
e' = LA.mapCoeff (`div` d) e
-- ---------------------------------------------------------------------------
data Witness = WCase1 Integer ExprZ | WCase2 Integer Integer Integer [ExprZ]
evalWitness :: Model Integer -> Witness -> Integer
evalWitness model (WCase1 c e) = LA.evalExpr model e `div` c
evalWitness model (WCase2 c j delta us)
| null us' = j `div` c
| otherwise = (j + (((u - delta - 1) `div` delta) * delta)) `div` c
where
us' = map (LA.evalExpr model) us
u = minimum us'
-- ---------------------------------------------------------------------------
project :: Var -> QFFormula -> QFFormula
project x formula = simplify $ orB [phi | (phi,_) <- projectCases' x formula, phi /= F']
projectCases :: Var -> QFFormula -> [(QFFormula, Model Integer -> Model Integer)]
projectCases x formula = do
(phi, wit) <- projectCases' x formula
return (phi, \m -> IM.insert x (evalWitness m wit) m)
projectCases' :: Var -> QFFormula -> [(QFFormula, Witness)]
projectCases' x formula = [(simplify phi, w) | (phi,w) <- case1 ++ case2]
where
-- xの係数の最小公倍数
c :: Integer
c = f formula
where
f :: QFFormula -> Integer
f T' = 1
f F' = 1
f (And' a b) = lcm (f a) (f b)
f (Or' a b) = lcm (f a) (f b)
f (Lit (Pos e)) = fromMaybe 1 (LA.lookupCoeff x e)
f (Lit (Divisible _ _ e)) = fromMaybe 1 (LA.lookupCoeff x e)
-- 式をスケールしてxの係数の絶対値をcへと変換し、その後cxをxで置き換え、
-- xがcで割り切れるという制約を追加した論理式
formula1 :: QFFormula
formula1 = simplify $ f formula .&&. Lit (Divisible True c (LA.var x))
where
f :: QFFormula -> QFFormula
f T' = T'
f F' = F'
f (And' a b) = f a .&&. f b
f (Or' a b) = f a .||. f b
f lit@(Lit (Pos e)) =
case LA.lookupCoeff x e of
Nothing -> lit
Just a ->
let s = abs (c `div` a)
in Lit $ Pos $ g s e
f lit@(Lit (Divisible b d e)) =
case LA.lookupCoeff x e of
Nothing -> lit
Just a ->
let s = abs (c `div` a)
in Lit $ Divisible b (s*d) $ g s e
g :: Integer -> ExprZ -> ExprZ
g s = LA.mapCoeffWithVar (\c' x' -> if x==x' then signum c' else s*c')
-- d|x+t という形の論理式の d の最小公倍数
delta :: Integer
delta = f formula1
where
f :: QFFormula -> Integer
f T' = 1
f F' = 1
f (And' a b) = lcm (f a) (f b)
f (Or' a b) = lcm (f a) (f b)
f (Lit (Divisible _ d _)) = d
f (Lit (Pos _)) = 1
-- ts = {t | t < x は formula1 に現れる原子論理式}
ts :: [ExprZ]
ts = f formula1
where
f :: QFFormula -> [ExprZ]
f T' = []
f F' = []
f (And' a b) = f a ++ f b
f (Or' a b) = f a ++ f b
f (Lit (Divisible _ _ _)) = []
f (Lit (Pos e)) =
case LA.extractMaybe x e of
Nothing -> []
Just (1, e') -> [lnegate e'] -- Pos e <=> (x + e' > 0) <=> (-e' < x)
Just (-1, _) -> [] -- Pos e <=> (-x + e' > 0) <=> (x < e')
_ -> error "should not happen"
-- formula1を真にする最小のxが存在する場合
case1 :: [(QFFormula, Witness)]
case1 = [ (subst1 x e formula1, WCase1 c e)
| j <- [1..delta], t <- ts, let e = t .+. LA.constant j ]
-- formula1のなかの x < t を真に t < x を偽に置き換えた論理式
formula2 :: QFFormula
formula2 = simplify $ f formula1
where
f :: QFFormula -> QFFormula
f T' = T'
f F' = F'
f (And' a b) = f a .&&. f b
f (Or' a b) = f a .||. f b
f lit@(Lit (Pos e)) =
case LA.lookupCoeff x e of
Nothing -> lit
Just 1 -> F' -- Pos e <=> ( x + e' > 0) <=> -e' < x
Just (-1) -> T' -- Pos e <=> (-x + e' > 0) <=> x < e'
_ -> error "should not happen"
f lit@(Lit (Divisible _ _ _)) = lit
-- us = {u | x < u は formula1 に現れる原子論理式}
us :: [ExprZ]
us = f formula1
where
f :: QFFormula -> [ExprZ]
f T' = []
f F' = []
f (And' a b) = f a ++ f b
f (Or' a b) = f a ++ f b
f (Lit (Pos e)) =
case LA.extractMaybe x e of
Nothing -> []
Just (1, _) -> [] -- Pos e <=> ( x + e' > 0) <=> -e' < x
Just (-1, e') -> [e'] -- Pos e <=> (-x + e' > 0) <=> x < e'
_ -> error "should not happen"
f (Lit (Divisible _ _ _)) = []
-- formula1を真にする最小のxが存在しない場合
case2 :: [(QFFormula, Witness)]
case2 = [(subst1 x (LA.constant j) formula2, WCase2 c j delta us) | j <- [1..delta]]
projectCasesN :: VarSet -> QFFormula -> [(QFFormula, Model Integer -> Model Integer)]
projectCasesN vs2 = f (IS.toList vs2)
where
f :: [Var] -> QFFormula -> [(QFFormula, Model Integer -> Model Integer)]
f [] formula = return (formula, id)
f (v:vs) formula = do
(formula2, mt1) <- projectCases v formula
(formula3, mt2) <- f vs formula2
return (formula3, mt1 . mt2)
-- ---------------------------------------------------------------------------
-- | eliminate quantifiers and returns equivalent quantifier-free formula.
eliminateQuantifiers :: Formula (Atom Rational) -> Maybe QFFormula
eliminateQuantifiers = f
where
f T = return T'
f F = return F'
f (Atom (Rel e1 op e2)) = atomZ op e1 e2
f (And a b) = liftM2 (.&&.) (f a) (f b)
f (Or a b) = liftM2 (.||.) (f a) (f b)
f (Not a) = f (pushNot a)
f (Imply a b) = f $ Or (Not a) b
f (Equiv a b) = f $ And (Imply a b) (Imply b a)
f (Forall x body) = liftM notB $ f $ Exists x $ Not body
f (Exists x body) = liftM (project x) (f body)
-- ---------------------------------------------------------------------------
solveFormula :: Formula (Atom Rational) -> SatResult Integer
solveFormula formula =
case eliminateQuantifiers formula of
Nothing -> Unknown
Just formula' ->
case solveQFFormula formula' of
Nothing -> Unsat
Just m -> Sat m
solveQFFormula :: QFFormula -> Maybe (Model Integer)
solveQFFormula formula = listToMaybe $ do
(formula2, mt) <- projectCasesN (vars formula) formula
case formula2 of
T' -> return $ mt IM.empty
_ -> mzero
-- | solve a (open) quantifier-free formula
solveConj :: [LA.Atom Rational] -> Maybe (Model Integer)
solveConj cs = solveQFFormula formula
where
formula = andB [rel op (f (lhs .-. rhs)) (LA.constant 0) | Rel lhs op rhs <- cs]
f e = LA.mapCoeff (round . (s*)) e
where
s = fromInteger $ foldl' lcm 1 [denominator c | (c,_) <- LA.terms e]
-- | solve a (open) quantifier-free formula
solveQFLA :: [LA.Atom Rational] -> VarSet -> Maybe (Model Rational)
solveQFLA cs ivs = listToMaybe $ do
(cs2, mt) <- FM.projectN rvs cs
m <- maybeToList $ solveConj cs2
return $ mt $ IM.map fromInteger m
where
rvs = vars cs `IS.difference` ivs
-- ---------------------------------------------------------------------------
testHagiya :: QFFormula
testHagiya = project 1 $ andB [c1, c2, c3]
where
[x,y,z] = map LA.var [1..3]
c1 = x .<. (y .+. y)
c2 = z .<. x
c3 = 3 .|. x
{-
∃ x. 0 < y+y ∧ z<x ∧ 3|x
⇔
(2y-z > 0 ∧ 3|z+1) ∨ (2y-z > -2 ∧ 3|z+2) ∨ (2y-z > -3 ∧ 3|z+3)
-}
test3 :: QFFormula
test3 = project 1 $ andB [p1,p2,p3,p4]
where
x = LA.var 0
y = LA.var 1
p1 = LA.constant 0 .<. y
p2 = 2 .*. x .<. y
p3 = y .<. x .+. LA.constant 2
p4 = 2 .|. y
{-
∃ y. 0 < y ∧ 2x<y ∧ y < x+2 ∧ 2|y
⇔
(2x < 2 ∧ 0 < x) ∨ (0 < 2x+2 ∧ x < 0)
-}
-- ---------------------------------------------------------------------------