Programs
writing
Programs
Motivation
once I have these types down
my program almost writes itself
How do you specify what the program should do?
What is the space of programs to search?
How does the system search the space to find the program you specified
Specifying
Program
Behavior
How do you specify what the program should do?
-
A formal specification
-
Input-output examples
-
Reference implementation/program
-
Program with holes
Space of
Programs
To Search
What is the space of
programs to search?
-
Partial Program with holes?
-
Builtin or user defined?
Search the
Space of
Programs
How does the system search the space to find the program you specified
-
Brute force
-
Constraint Solving
-
Statistical search
Refinement Types
=
Types + Logical Predicates
type Name = Text
-- | Predicates of the refinement logic
data Predicate =
BoolLit Bool
| IntLit Int
| Var Name
| Unknown Name
| Relation BinOp Predicate Predicate
-- if p1 is true then p2 must also be true
| Implies Predicate Predicate
| Not Predicate
data BinOp =
Equal
| And
| Or
| LEqual
| Lesser
| GEqual
| Greater
-- | To Z3 AST
toZ3 :: Predicate -> Z3 Z3.AST
toZ3 predicate = case predicate of
BoolLit True -> Z3.mkTrue
BoolLit False -> Z3.mkFalse
IntLit i -> Z3.mkIntNum i
Var nm -> do
sort <- intSort
s <- Z3.mkStringSymbol $ toS nm
Z3.mkConst s sort
Not p -> toZ3 p >>= Z3.mkNot
Implies p1 p2 -> join $ Z3.mkImplies <$> toZ3 p1 <*> toZ3 p2
Relation op p1 p2 -> join $ binOp <$> toZ3 p1 <*> toZ3 p2
where
binOp = case op of
Equal -> Z3.mkEq
And -> \x y -> Z3.mkAnd [x, y]
Or -> \x y -> Z3.mkOr [x, y]
LEqual -> Z3.mkLe
GEqual -> Z3.mkGe
Greater -> Z3.mkGt
Lesser -> Z3.mkLt
-- | Search space for a single unknown
type PredicateSpace = [Predicate]
type PredicateMap = Map.Map Name PredicateSpace
-- | Valuation of a predicate unknown as a set of predicates
type Valuation = Set Predicate
-- | (Candidate) solutions for predicate unknowns
type Solution = Map.Map Name Valuation
-- | Top of the solutions
-- (maps every unknown in unknowns to the empty set of qualifiers)
topSolution :: PredicateMap -> Solution
topSolution quals =
Map.fromSet (const Set.empty) (Map.keysSet quals)
-- | Substitute solutions from sol
-- for all unknowns in predicate
substitute :: Solution -> Predicate -> Predicate
substitute sol predicate = case predicate of
Unknown ident -> case Map.lookup ident sol of
Just quals -> conjunction quals
Nothing -> predicate
Not p -> Not (substitute sol p)
Implies f1 f2 ->
Implies (substitute sol f1) (substitute sol f2)
Relation op f1 f2 ->
Relation op (substitute sol f1) (substitute sol f2)
otherwise -> predicate
conjunction predicates = if Set.null predicates
then BoolLit True
else foldr1 (Relation And) (Set.toList predicates)
solve :: [Solution] -> [Predicate] -> Z3 (Maybe Solution)
solve (sol:sols) predicates = do
valid <- validSolution
case valid of
Just s -> return $ Just s -- Solution found
Nothing -> do
new <- newSolutions
solve (new ++ sols) predicates
where
newSolutions = do
modifiedCS <- modifiedConstraint
strengthen quals modifiedCS sol
validSolution = do
new <- newSolutions
invalidCS <- invalidConstraint
findM
(\s -> and <$> mapM (isValid . substitute s)
(delete invalidCS predicates)) new
invalidConstraint, modifiedConstraint :: Z3 Predicate
invalidConstraint = do
fromJust <$>
findM
(\predicate -> liftM not . isValid . substitute sol$ predicate)
predicates
modifiedConstraint = do
cs <- invalidConstraint
case cs of
Implies lhs rhs ->
return $ Implies lhs (substitute sol rhs)
_ -> panic $ toS $ "encountered ill-formed constraint " ++ (show cs)
solve :: [Solution] -> [Predicate] -> Z3 (Maybe Solution)
solve (sol:sols) predicates = do
valid <- validSolution
case valid of
Just s -> return $ Just s -- Solution found
Nothing -> do
new <- newSolutions
solve (new ++ sols) predicates
where
newSolutions = do
modifiedCS <- modifiedConstraint
strengthen quals modifiedCS sol
validSolution = do
new <- newSolutions
invalidCS <- invalidConstraint
findM
(\s -> and <$> mapM (isValid . substitute s)
(delete invalidCS predicates)) new
invalidConstraint, modifiedConstraint :: Z3 Predicate
invalidConstraint = do
fromJust <$>
findM
(\predicate -> liftM not . isValid . substitute sol$ predicate)
predicates
modifiedConstraint = do
cs <- invalidConstraint
case cs of
Implies lhs rhs ->
return $ Implies lhs (substitute sol rhs)
_ -> panic $ toS $ "encountered ill-formed constraint " ++ (show cs)
-- | 'strengthen' @quals predicate sol@: all minimal strengthenings of
-- @sol@ using predicates from @quals@ that make @predicate@ valid
strengthen :: PredicateMap -> Predicate -> Solution -> Z3 [Solution]
strengthen quals (Implies lhs rhs) sol = ...
condPredicates :: [Name] -> [Predicate]
condPredicates vars = do
lhs <- map Var vars
op <- [GEqual, Greater]
rhs <- map Var vars
guard $ lhs /= rhs
return $ Relation op lhs rhs
varPredicates :: [Name] -> [Predicate]
varPredicates vars = do
var <- map Var vars
return $ result |=| var
vars = ["x", "y"]
space = Map.fromList
[ ("condT", (condPredicates vars))
, ("condF", (condPredicates vars))
, ("then" , (varPredicates vars) )
, ("else" , (varPredicates vars) )
]
maxType = (Var "x" |<=| result) |&| (Var "y" |<=| result)
predicates =
[ BoolLit True |==>| (Unknown "condT" ||| Unknown "condF")
, (Unknown "condT" |&| Unknown "then") |==>| maxType
, (Unknown "condF" |&| Unknown "else") |==>| maxType
]
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