prog_synthesis/escher.hs

357 lines
14 KiB
Haskell

import Control.Monad (guard, liftM)
import Control.Applicative
import Control.Monad.State
import Data.Map (Map)
import Data.Set (Set, insert)
import Data.Set (delete)
import qualified Data.Map as Map
import qualified Data.Set as Set
data Value = BoolV Bool
| IntV Int
| ListV [Value]
| TreeV Tree
deriving (Read, Show, Eq, Ord)
data Tree = TNode { treeLeft :: Tree, treeRoot :: Value, treeRight :: Tree }
| TLeaf Value
deriving (Read, Show, Eq, Ord)
data Type = BoolT
| IntT
| ListT
| TreeT
deriving (Read, Show, Eq, Ord)
data Expr = Expr :&&: Expr -- Bool
| Expr :||: Expr
| NotE Expr
| Expr :+: Expr -- Int
| Expr :-: Expr
| IncE Expr
| DecE Expr
| ZeroE
| Div2E Expr
| TailE Expr -- List
| HeadE Expr
| Expr :++: Expr -- cat
| Expr ::: Expr -- cons
| EmptyListE
| IsLeafE Expr -- Tree
| TreeValE Expr
| TreeLeftE Expr
| TreeRightE Expr
| CreateNodeE { nodeLeft :: Expr, nodeRoot :: Expr, nodeRight :: Expr }
| CreateLeafE Expr
| IfE { ifCond :: Expr, ifDoThen :: Expr, ifDoElse :: Expr }-- Control
| SelfE Expr
| InputE Expr
| Hole
deriving (Read, Show, Eq, Ord)
data Conf = Conf {confInput :: [Value],
confOracle :: [Value] -> Maybe Value,
confProg :: Expr,
confExamples :: [[Value]]}
------------
data Result a = Result a
| NewExamples [([Value], Value)]
| Error
deriving (Read, Show, Eq)
instance Applicative Result where
Result f <*> Result x = Result $ f x
NewExamples es <*> NewExamples es' = NewExamples $ es ++ es'
Error <*> _ = Error
_ <*> Error = Error
NewExamples es <*> _ = NewExamples es
_ <*> NewExamples es = NewExamples es
pure = Result
-- m1 <*> m2 = m1 >>= (\x1 -> m2 >>= (\x2 -> return (x1 x2)))
instance Monad Result where
Result x >>= f = f x
NewExamples es >>= _ = NewExamples es
Error >>= _ = Error
return = pure
instance Alternative Result where
empty = Error
Error <|> y = y
NewExamples es <|> _ = NewExamples es
r@(Result x) <|> _ = r
instance Functor Result where
fmap = liftM
instance MonadFail Result where
fail _ = Error
-- TODO: check all laws
------------
typeOf :: Value -> Type
typeOf (BoolV {}) = BoolT
typeOf (IntV {}) = IntT
typeOf (ListV {}) = ListT
typeOf (TreeV {}) = TreeT
isBool = (== BoolT) . typeOf
isInt = (== IntT) . typeOf
isList = (== ListT) . typeOf
isTree = (== TreeT) . typeOf
eval :: Conf -> Expr -> Result Value
eval conf (left :&&: right) = do BoolV leftB <- eval conf left
BoolV rightB <- eval conf right
return $ BoolV $ leftB && rightB
eval conf (left :||: right) = do BoolV leftB <- eval conf left
BoolV rightB <- eval conf right
return $ BoolV $ leftB || rightB
eval conf (NotE e) = do BoolV b <- eval conf e
return $ BoolV $ not b
eval conf (left :+: right) = do IntV leftI <- eval conf left
IntV rightI <- eval conf right
return $ IntV $ leftI + rightI
eval conf (left :-: right) = do IntV leftI <- eval conf left
IntV rightI <- eval conf right
return $ IntV $ leftI - rightI
eval conf (IncE e) = do IntV i <- eval conf e
return $ IntV $ i + 1
eval conf (DecE e) = do IntV i <- eval conf e
return $ IntV $ i - 1
eval conf ZeroE = return $ IntV 0
eval conf (Div2E e) = do IntV i <- eval conf e
return $ IntV $ i `div` 2
eval conf (TailE e) = do ListV (_ : t) <- eval conf e
return $ ListV t
eval conf (HeadE e) = do ListV (h : _) <- eval conf e
return h
eval conf (left :++: right) = do ListV leftL <- eval conf left
ListV rightL <- eval conf right
return $ ListV $ leftL ++ rightL
eval conf (left ::: right) = do leftV <- eval conf left
ListV rightL <- eval conf right
return $ ListV $ leftV : rightL
eval conf EmptyListE = return $ ListV []
eval conf (IsLeafE e) = do TreeV t <- eval conf e
return $ BoolV $ case t of
TNode {} -> False
TLeaf {} -> True
eval conf (TreeValE e) = do TreeV t <- eval conf e
return $ case t of
n@TNode {} -> treeRoot n
TLeaf e -> e
eval conf (TreeLeftE e) = do TreeV n@(TNode {}) <- eval conf e
return $ TreeV $ treeLeft n
eval conf (TreeRightE e) = do TreeV n@(TNode {}) <- eval conf e
return $ TreeV $ treeRight n
eval conf (CreateNodeE {nodeLeft, nodeRoot, nodeRight}) = do TreeV treeLeft <- eval conf nodeLeft
treeRoot <- eval conf nodeRoot
TreeV treeRight <- eval conf nodeRight
return $ TreeV $ TNode { treeLeft, treeRoot, treeRight }
eval conf (CreateLeafE e) = do v <- eval conf e
return $ TreeV $ TLeaf v
eval conf (IfE {ifCond, ifDoThen, ifDoElse}) = do BoolV condB <- eval conf ifCond
if condB then eval conf ifDoThen else eval conf ifDoElse
eval conf (SelfE e) = do ListV newInput <- eval conf e
guard $ length newInput < length (confInput conf)
if newInput `notElem` confExamples conf then
(case confOracle conf newInput of
Just expectedV -> NewExamples [(newInput, expectedV)]
Nothing -> Error) -- TODO: ???
else eval conf{ confInput = newInput } (confProg conf)
eval conf (InputE e) = do IntV i <- eval conf e
guard $ i >= 0 && i < length (confInput conf)
return $ confInput conf !! i -- use !? instead (?)
eval _ Hole = Error
------------
-- bipartite graph, root is Goal
newtype Goal = Goal [Maybe Value] -- result or unimportant
deriving (Read, Show, Eq, Ord)
-- Map sovled :: Goal -> Expr
-- Set unsolved
-- List Resolvers
data Resolver = Resolver { resolverGoal :: Goal,
resolverCond :: Goal,
resolverThen :: Goal,
resolverElse :: Goal } -- ids ??
data Synt = Synt { syntExprs :: [(Expr, [Maybe Value])],
syntSolvedGoals :: Map Goal Expr,
syntUnsolvedGoals :: Set Goal,
syntResolvers :: [Resolver],
syntExamples :: [[Value]],
syntOracle :: [Value] -> Maybe Value,
syntRoot :: Goal}
type SyntState a = State Synt a
------------
genSize0 :: [Expr]
genSize0 = undefined
-- size +1
genSize1 :: [Expr] -> [Expr]
genSize1 = undefined
-- size +2
genSize2 :: [Expr] -> [Expr]
genSize2 = undefined
-- size +3
genSize3 :: [Expr] -> [Expr]
genSize3 = undefined
------------
--fill holes in expr with top-level holes
fillHoles :: Expr -> [Expr] -> Expr
fillHoles (Hole :&&: Hole) [left, right] = left :&&: right
fillHoles (Hole :||: Hole) [left, right] = left :||: right
fillHoles (NotE Hole) [e] = NotE e
fillHoles (Hole :+: Hole) [left, right] = left :+: right
fillHoles (Hole :-: Hole) [left, right] = left :-: right
fillHoles (IncE Hole) [e] = IncE e
fillHoles (DecE Hole) [e] = DecE e
-- fillHoles ZeroE
fillHoles (Div2E Hole) [e] = Div2E e
fillHoles (TailE Hole) [e] = TailE e
fillHoles (HeadE Hole) [e] = HeadE e
fillHoles (Hole :++: Hole) [left, right] = left :++: right
fillHoles (Hole ::: Hole) [left, right] = left ::: right
-- fillHoles EmptyListE
fillHoles (IsLeafE Hole) [e] = IsLeafE e
fillHoles (TreeValE Hole) [e] = TreeValE e
fillHoles (TreeLeftE Hole) [e] = TreeLeftE e
fillHoles (TreeRightE Hole) [e] = TreeRightE e
fillHoles (CreateNodeE {nodeLeft = Hole, nodeRoot = Hole, nodeRight = Hole})
[nodeLeft, nodeRoot, nodeRight] = CreateNodeE {nodeLeft, nodeRoot, nodeRight}
fillHoles (CreateLeafE Hole) [e] = CreateLeafE e
fillHoles (IfE {ifCond = Hole, ifDoThen = Hole, ifDoElse = Hole})
[ifCond, ifDoThen, ifDoElse] = IfE {ifCond, ifDoThen, ifDoElse}
fillHoles (SelfE Hole) [e] = SelfE e
fillHoles (InputE Hole) [e] = InputE e
fillHoles _ _ = undefined
confBySynt :: [Value] -> Expr -> Synt -> Conf
confBySynt input expr st = Conf {confInput = input,
confOracle = syntOracle st,
confProg = expr,
confExamples = syntExamples st}
matchGoal :: Goal -> Synt -> Expr -> Bool
matchGoal (Goal goal) st expr = let examples = syntExamples st in
foldl checkOnInput True $ zip examples goal
where checkOnInput False _ = False
checkOnInput acc (input, output) = let output' = eval (confBySynt input expr st) expr in
matchValue output' output -- TODO
matchValue (Result x) (Just y) = True
matchValue _ Nothing = True
matchValue _ _ = False
-- generate next step of exprs, remove copies
forwardStep :: Expr -> [Expr] -> SyntState ()
forwardStep comp args = do st <- get
put st { syntExprs = (fillHoles comp args, []) : syntExprs st}
-- TODO: then calc results on examples, add new examples, remove duplicates
splitGoal :: Goal -> [Bool] -> Resolver
splitGoal resolverGoal@(Goal outputs) selector | length outputs == length selector =
let resolverCond = Goal $ map (Just . BoolV) selector in
let resolverThen = Goal $ zipWith (\v b -> if b then v else Nothing) outputs selector in
let resolverElse = Goal $ zipWith (\v b -> if b then Nothing else v) outputs selector in
Resolver { resolverGoal, resolverCond, resolverThen, resolverElse }
-- split goal by its index and by expr (if any answers matched), check if there is same goals to generated
splitGoalStep :: Goal -> [Bool] -> SyntState ()
splitGoalStep goal selector = do st <- get
let r = splitGoal goal selector
put st { syntUnsolvedGoals = Set.insert (resolverCond r) $
Set.insert (resolverThen r) $
Set.insert (resolverElse r) $
syntUnsolvedGoals st,
syntResolvers = r : syntResolvers st }
-- find all goals solved by new expr, by expr id it's values on examples, remove solved goals
resolveStep :: (Expr, Expr, Expr) -> Resolver -> SyntState ()
resolveStep (ifCond, ifDoThen, ifDoElse) r = do st <- get
let expr = IfE { ifCond, ifDoThen, ifDoElse }
let goal = resolverGoal r
put st { syntSolvedGoals = Map.insert goal expr $ syntSolvedGoals st,
syntUnsolvedGoals = Set.delete goal $ syntUnsolvedGoals st,
syntExprs = (expr, []) : syntExprs st }
-- clear goal tree up to root, add example, calculate exprs on input (could be recursive ?)
saturateStep :: Expr -> SyntState ()
saturateStep expr = do st <- get
let (exs, vals) = unzip $ foldl (searchNewExample st) [] (syntExamples st)
let Goal oldRoot = syntRoot st
let newRoot = Goal $ map Just vals ++ oldRoot
put st { syntExamples = exs ++ syntExamples st,
syntSolvedGoals = Map.empty,
syntUnsolvedGoals = Set.singleton newRoot,
syntResolvers = [],
syntRoot = newRoot}
where searchNewExample st [] input = case eval (confBySynt input expr st) expr of
NewExamples exs -> exs
_ -> []
searchNewExample _ exs _ = exs
-- try to find terminating expr
terminateStep :: Expr -> SyntState (Maybe Expr)
terminateStep expr = do st <- get
return $ if matchGoal (syntRoot st) st expr
then Just expr else Nothing
------
-- TODO: with holes ?
patterns0 :: [Expr]
patterns0 = [ZeroE, EmptyListE]
patterns1 :: [Expr]
patterns1 = [NotE Hole, IncE Hole,
DecE Hole, Div2E Hole,
TailE Hole, HeadE Hole,
IsLeafE Hole, TreeValE Hole,
TreeLeftE Hole, TreeRightE Hole,
CreateLeafE Hole, SelfE Hole,
InputE Hole]
patterns2 :: [Expr]
patterns2 = [Hole :&&: Hole,
Hole :||: Hole,
Hole :+: Hole,
Hole :-: Hole,
Hole :++: Hole,
Hole ::: Hole]
patterns3 :: [Expr]
patterns3 = [CreateNodeE {nodeLeft = Hole, nodeRoot = Hole, nodeRight = Hole},
IfE {ifCond = Hole, ifDoThen = Hole, ifDoElse = Hole}]
genNext1 :: [[Expr]] -> [Expr]
genNext1 = head
concatShuffle :: [[a]] -> [a]
concatShuffle xxs = let xxs' = filter (not . null) xxs in
if null xxs' then [] else
map head xxs' ++ concatShuffle (map tail xxs')
-- 1 2 3 ... n + n (n - 1) ... 1, take (n + 1) / 2
genNext2 :: [[Expr]] -> [(Expr, Expr)]
genNext2 exprs = let len = length exprs in
take ((len + 1) `div` 2) $
concatShuffle $
zipWith (\xs ys -> ([(x, y) | x <- xs, y <- ys])) exprs $
reverse exprs
-- beautiful way to combine ??
genNext3 :: [[Expr]] -> [(Expr, Expr, Expr)]
genNext3 = undefined