haga/src/LambdaCalculus.hs

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{-# LANGUAGE GADTs #-}
{-# LANGUAGE MultiParamTypeClasses #-}
{-# LANGUAGE OverloadedStrings #-}
{-# LANGUAGE ScopedTypeVariables #-}
{-# LANGUAGE Trustworthy #-}
{-# LANGUAGE TypeApplications #-}
{-# LANGUAGE NoImplicitPrelude #-}
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{-# LANGUAGE DeriveGeneric #-}
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module LambdaCalculus where
import Data.Dynamic
import Data.List (foldr1, last, lookup, zipWith3, (!!), (\\))
import Data.List.Extra (delete, nubOrd, nubOrdOn)
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import Data.Tuple.Extra
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import qualified Data.List.NonEmpty as NE
import qualified Data.Map.Strict as Map
import Data.Maybe
import Data.Random
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import qualified Data.ByteString.Lazy as B
import Data.Csv
import Data.Proxy
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import qualified Data.Text as T
import Data.Typeable
import GA
import Pretty
import Protolude
import Test.QuickCheck hiding (sample, shuffle)
import Test.QuickCheck.Monadic (assert, monadicIO)
import qualified Type.Reflection as Ref
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import qualified Language.Haskell.Interpreter as Hint
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data ExpressionWeights = ExpressionWeights
{ lambdaSpucker :: Int,
lambdaSchlucker :: Int,
symbol :: Int,
variable :: Int,
constant :: Int
}
data LambdaEnviroment = LambdaEnviroment
{ functions :: (Map TypeRep [ConVal]),
constants :: (Map TypeRep [RVar ConVal]),
targetType :: TypeRep,
maxDepth :: Int,
weights :: ExpressionWeights
}
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data LamdaExecutionEnv = LamdaExecutionEnv {
-- For now these need to define all available functions and types. Generic functions can be used.
imports :: [Text],
--Path to a CSV file containing the training dataset
trainingDataset :: FilePath,
--Path to a CSV file containing the dataset results
trainingDatasetRes :: FilePath,
exTargetType :: TypeRep,
-- todo: kindaHacky
results :: Map TypeRequester R
}
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showSanifid:: Show a => a -> Text
showSanifid var = T.replace " -> " "To" (show var)
exampleLE :: LambdaEnviroment
exampleLE =
LambdaEnviroment
{ functions =
Map.fromList
[ ((Ref.SomeTypeRep (Ref.TypeRep @(Int -> Int -> Int))), ["(+)", "(-)", "(*)", "mod"]),
((Ref.SomeTypeRep (Ref.TypeRep @(Int -> Int -> Bool))), ["(>)", "(==)", "(>=)"]),
((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Int -> Int -> Int))), ["if'"])
],
constants =
Map.fromList
[ ((Ref.SomeTypeRep (Ref.TypeRep @(Int))), [(fmap show (uniform 0 10000 :: RVar Int))]),
((Ref.SomeTypeRep (Ref.TypeRep @(Bool))), [(fmap show (uniform True False :: RVar Bool))])
],
targetType = (Ref.SomeTypeRep (Ref.TypeRep @(Int -> Int -> Int))),
maxDepth = 10,
weights =
ExpressionWeights
{ lambdaSpucker = 1,
lambdaSchlucker = 1,
symbol = 1,
variable = 1,
constant = 1
}
}
type BoundVars = [TypeRep]
-- we need a dynamic typ with a concept of equality here, should we want to interpret the result, instead of compiling it...
type ConVal = Text
-- LambdaSpucker - adds TypeRequester#1 as bound var and returns the result of TypeRequester#2
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data LambdaExpression = LambdaSpucker TypeRequester TypeRequester BoundVars | LambdaSchlucker TypeRequester BoundVars | Symbol ConVal [TypeRequester] BoundVars | Var TypeRep Int [TypeRequester] BoundVars | Constan ConVal deriving (Eq, Ord)
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asList :: LambdaExpression -> [TypeRequester]
asList (LambdaSpucker tr1 tr2 _) = [tr1, tr2]
asList (LambdaSchlucker tr _) = [tr]
asList (Symbol _ trs _) = trs
asList (Var _ _ trs _) = trs
asList (Constan _) = []
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data TypeRequester = TR TypeRep (Maybe LambdaExpression) BoundVars deriving (Eq, Ord)
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toLambdaExpressionS :: TypeRequester -> Text
toLambdaExpressionS (TR typeRep (Just lambdaExpression) boundVars) = "((" <> eToLambdaExpressionS lambdaExpression <> ") :: (" <> show typeRep <> "))"
toLambdaExpressionS (TR _ (Nothing) _) = "Invalid Lambda Epr"
-- data LambdaExpression = LambdaSpucker TypeRequester TypeRequester BoundVars | LambdaSchlucker TypeRequester BoundVars | Symbol ConVal [TypeRequester] BoundVars | Var TypeRep Int | Constan ConVal
eToLambdaExpressionS :: LambdaExpression -> Text
eToLambdaExpressionS (LambdaSpucker typeRequester1 typeRequester2 boundVars) = "(\\l" <> showSanifid (last boundVars) <> show (count boundVars (last boundVars) - 1) <> " -> " <> toLambdaExpressionS typeRequester2 <> ") " <> toLambdaExpressionS typeRequester1
eToLambdaExpressionS (LambdaSchlucker typeRequester boundVars) = "\\l" <> showSanifid (last boundVars) <> show (count boundVars (last boundVars) - 1) <> " -> " <> toLambdaExpressionS typeRequester
eToLambdaExpressionS (Symbol (valS) typeRequesters _) = valS <> " " <> (unwords (map toLambdaExpressionS typeRequesters))
eToLambdaExpressionS (Var typeRep int typeRequesters _) = "l" <> showSanifid typeRep <> show int <> " " <> (unwords (map toLambdaExpressionS typeRequesters))
eToLambdaExpressionS (Constan (valS)) = valS
instance Pretty TypeRequester where
pretty = toLambdaExpressionShort
instance Individual TypeRequester
instance Pretty LambdaEnviroment where
pretty (LambdaEnviroment functions constants target _ _) = "Functions: " <> show functions <> " Constants: " <> show (Map.keys constants) <> " Target is a function: " <> show target
genTypeRequester :: LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar TypeRequester
genTypeRequester env depthLeft target boundVars = do
le <- genLambdaExpression env (depthLeft - 1) target boundVars
return (TR target (Just le) boundVars)
genLambdaExpression :: LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar LambdaExpression
genLambdaExpression env@(LambdaEnviroment functions constants _ _ weights) depthLeft target boundVar = do
let weightMap =
( if not (canGenSchlucker target)
then [(constant weights, genLambdaConst env depthLeft target boundVar)]
else []
)
<> ( if depthLeft > 0
then [(lambdaSpucker weights, genLambdaSpucker env depthLeft target boundVar)]
else []
)
<> ( if canGenSchlucker target
then [(lambdaSchlucker weights, genLambdaSchlucker env depthLeft target boundVar)]
else []
)
<> ( if depthLeft > 0 && doAnyMatchThatType target (Map.keys functions)
then [(symbol weights, genLambdaSymbol env depthLeft target boundVar)]
else []
)
<> ( if depthLeft > 0 && doAnyMatchThatType target boundVar
then [(variable weights, genLambdaVar env depthLeft target boundVar)]
else []
)
expres <- selectWeighted weightMap
res <- expres
return res
selectWeighted :: [(Int, a)] -> RVar a
selectWeighted x = do
let total = sum (map fst x)
selection <- uniform 1 total
return $ selectAtWeight selection (NE.fromList x)
selectAtWeight :: Int -> NonEmpty (Int, a) -> a
selectAtWeight _ (x :| []) = snd x
selectAtWeight w (x :| xs)
| fst x >= w = snd x
| otherwise = selectAtWeight (w - fst x) (NE.fromList xs)
canGenSchlucker :: TypeRep -> Bool
canGenSchlucker t = (typeRepTyCon t) == (typeRepTyCon (Ref.SomeTypeRep (Ref.TypeRep @(->))))
doAnyMatchThatType :: TypeRep -> [TypeRep] -> Bool
doAnyMatchThatType toGen available = any (doTypesMatch toGen) available
doTypesMatch :: TypeRep -> TypeRep -> Bool
doTypesMatch toGen available = elem toGen (available : (repeatedly (lastMay . typeRepArgs) available))
genLambdaSpucker :: LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar LambdaExpression
genLambdaSpucker env@(LambdaEnviroment functions constants _ _ weights) depthLeft target boundVar = do
lamdaTypeLength <- uniform 1 3
lambaTypes <- replicateM lamdaTypeLength (randomElement (Map.keys constants))
let lambaType = foldr1 mkFunTy lambaTypes
lamdaVarTypeRequester <- genTypeRequester env depthLeft lambaType boundVar
typeRequester <- genTypeRequester env depthLeft target (boundVar ++ [lambaType])
return (LambdaSpucker lamdaVarTypeRequester typeRequester (boundVar ++ [lambaType]))
genLambdaSchlucker :: LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar LambdaExpression
genLambdaSchlucker env@(LambdaEnviroment functions constants _ _ weights) depthLeft target boundVar = do
let args = typeRepArgs target
let lambaType = fromJust (head args)
let toFind = last args
typeRequester <- genTypeRequester env depthLeft toFind (boundVar ++ [lambaType])
return (LambdaSchlucker typeRequester (boundVar ++ [lambaType]))
genLambdaConst :: LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar LambdaExpression
genLambdaConst env@(LambdaEnviroment functions constants _ _ weights) depthLeft target boundVar = do
elm <- randomElement $ fromJust (Map.lookup target constants)
res <- elm
return $ Constan res
genLambdaSymbol :: LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar LambdaExpression
genLambdaSymbol env@(LambdaEnviroment functions constants _ _ weights) depthLeft target boundVar = do
let availFunTypes = filter (doTypesMatch target) (Map.keys functions)
(tr, fun) <- randomElement $ concatMap (\l -> zip (repeat l) (fromMaybe [] (Map.lookup l functions))) availFunTypes
ret <- genLambdaSymbol' tr fun [] env depthLeft target boundVar
return ret
genLambdaSymbol' :: TypeRep -> ConVal -> [TypeRequester] -> LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar LambdaExpression
genLambdaSymbol' tr v trs env@(LambdaEnviroment functions constants _ _ weights) depthLeft target boundVar
| tr == target = do
return $ Symbol v trs boundVar
| otherwise = do
let args = typeRepArgs tr
let param = fromJust (head args)
let rest = last args
newTypeRequ <- genTypeRequester env depthLeft param boundVar
ret <- genLambdaSymbol' rest v (trs ++ [newTypeRequ]) env depthLeft target boundVar
return ret
genLambdaVar :: LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar LambdaExpression
genLambdaVar env@(LambdaEnviroment functions constants _ _ weights) depthLeft target boundVar = do
let availTypes = filter (doTypesMatch target) boundVar
choosenType <- randomElement $ availTypes
let tCount = count boundVar choosenType
indexV <- uniform 0 (tCount-1)
ret <- genLambdaVar' choosenType choosenType indexV [] env depthLeft target boundVar
return ret
genLambdaVar' :: TypeRep -> TypeRep -> Int -> [TypeRequester] -> LambdaEnviroment -> Int -> TypeRep -> BoundVars -> RVar LambdaExpression
genLambdaVar' tr varType varNumber trs env@(LambdaEnviroment functions constants _ _ weights) depthLeft target boundVar
| tr == target = do
return $ Var varType varNumber trs boundVar
| otherwise = do
let args = typeRepArgs tr
let param = fromJust (head args)
let rest = last args
newTypeRequ <- genTypeRequester env depthLeft param boundVar
ret <- genLambdaVar' rest varType varNumber (trs ++ [newTypeRequ]) env depthLeft target boundVar
return ret
instance Environment TypeRequester LambdaEnviroment where
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new env@(LambdaEnviroment _ _ target maxDepth _) = do
tr <- genTypeRequester env maxDepth target []
return tr
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mutate env@(LambdaEnviroment _ _ _ maxDepth _) tr = do
let trCount = countTrsR(tr)
selectedTR <- uniform 1 trCount
let (depthAt,(TR trep _ bound)) = depthLeftAndTypeAtR tr selectedTR maxDepth
res <- genTypeRequester env depthAt trep bound
return $ replaceAtR selectedTR tr res
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nX _ = 3 --todo!
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crossover1 env@(LambdaEnviroment _ _ _ maxDepth _) tr1 tr2 = do
return Nothing
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instance Evaluator TypeRequester LamdaExecutionEnv where
fitness env tr = (results env) Map.! tr
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calc env pop = do
let toAdd = NE.filter (\k -> Map.member k (results env) ) pop
let insertPair (key, val) m = Map.insert key val m
toInsert <- Hint.runInterpreter (evalResults env toAdd)
let res = foldr insertPair (results env) (fromRight undefined toInsert)
return env {results = res}
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-- let trCount = countTrsR tr1
-- selectedIndex1 <- uniform 1 trCount
-- let (depthAt, selectedTr1@(TR trep _ bound)) = depthLeftAndTypeAtR tr selectedTR maxDepth
-- let indexes = findIndicesWhere tr2 ( == trep)
-- if length indexes == 0 then return Nothing else (do
-- (selectedTr2,selectedIndex2) <- randomElement indexes)
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evalResults :: LamdaExecutionEnv -> [TypeRequester] -> Hint.InterpreterT IO [(TypeRequester, R)]
evalResults ex trs = mapM (evalResult ex) trs
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data IrisClass = Setosa | Virginica | Versicolor deriving (Eq, Generic, Show)
instance FromRecord IrisClass
instance ToRecord IrisClass
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evalResult :: LamdaExecutionEnv -> TypeRequester -> Hint.InterpreterT IO (TypeRequester, R)
evalResult ex tr = do
Hint.loadModules (map show (imports ex))
result <- Hint.interpret (show (toLambdaExpressionS tr)) (Hint.as ::R -> R -> R -> IrisClass)
csv <- liftIO $ B.readFile (trainingDataset ex)
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let recs = (toList $ fromRight undefined $ decode NoHeader csv) :: [(R,R,R)]
let res = map ((uncurry3 result)) recs
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csvRes <- liftIO $ B.readFile (trainingDatasetRes ex)
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let recsRes = (toList $ fromRight undefined $ decode NoHeader csvRes) :: [IrisClass]
let score = (foldr (\ts s -> if (fst ts) == (snd ts) then s + 1 else s - 1) 0 (zip recsRes res)) :: R
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return (tr, score)
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-- helper
--findIndicesWhere:: TypeRequester -> (TypeRep -> Bool) -> Int -> [(TypeRequester, Int)]
--findIndicesWhere tr@(TR t lE _) filte indx = case lE of
-- Just le -> (tr, indx+1):(findIndicesWhere' (asList le) filte (indx+1))
-- Nothing -> undefined
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--findIndicesWhere':: [TypeRequester] -> (TypeRep -> Bool) -> Int -> [(TypeRequester, Int)]
--findIndicesWhere' (tr:trs) f indx = (findIndicesWhere tr f indx) ++ (findIndicesWhere' trs f (indx + countTrsR tr))
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replaceAtR:: Int -> TypeRequester -> TypeRequester -> TypeRequester
replaceAtR 0 _ with = with
replaceAtR i (TR tm (Just le) bV) with = TR tm (Just (replaceAt (i-1) le with)) bV
replaceAtR _ (TR _ Nothing _) _ = undefined
-- LambdaSpucker TypeRequester TypeRequester BoundVars | LambdaSchlucker TypeRequester BoundVars | Symbol ConVal [TypeRequester] BoundVars | Var TypeRep Int [TypeRequester] BoundVars | Constan ConVal
replaceAt:: Int -> LambdaExpression -> TypeRequester -> LambdaExpression
replaceAt i le@(LambdaSpucker _ _ bv) with = LambdaSpucker (fromJust (head trs)) (last trs) bv where trs = replaceInSubtreeWithIndex i (asList le) with
replaceAt i (LambdaSchlucker tr bv) with = LambdaSchlucker (replaceAtR i tr with) bv
replaceAt i le@(Symbol cv _ bv) with = Symbol cv trs bv where trs = replaceInSubtreeWithIndex i (asList le) with
replaceAt i le@(Var tr ix _ bv) with = Var tr ix trs bv where trs = replaceInSubtreeWithIndex i (asList le) with
replaceAt _ (Constan _) _ = undefined
replaceInSubtreeWithIndex :: Int -> [TypeRequester] -> TypeRequester -> [TypeRequester]
replaceInSubtreeWithIndex indexLeft (tr:trs) with = if countTrsR tr >= indexLeft then (replaceAtR indexLeft tr with):trs else tr:(replaceInSubtreeWithIndex (indexLeft - countTrsR tr) trs with)
replaceInSubtreeWithIndex _ [] _ = undefined
depthLeftAndTypeAtR::TypeRequester -> Int -> Int -> (Int, TypeRequester)
depthLeftAndTypeAtR t 0 depthLeft = ((depthLeft - 1), t)
depthLeftAndTypeAtR (TR _ (Just le) _) indexLeft depthLeft = depthLeftAndTypeAt le (indexLeft - 1) (depthLeft - 1)
depthLeftAndTypeAtR (TR _ Nothing _) indexLeft depthLeft = undefined
depthLeftAndTypeAt :: LambdaExpression -> Int -> Int -> (Int, TypeRequester)
depthLeftAndTypeAt le indexLeft depthLeft = depthLeftAndTypeInSubtreeWithIndex (asList le) indexLeft depthLeft
depthLeftAndTypeInSubtreeWithIndex :: [TypeRequester] -> Int -> Int -> (Int, TypeRequester)
depthLeftAndTypeInSubtreeWithIndex (tr:trs) indexLeft depthLeft = if countTrsR tr >= indexLeft then depthLeftAndTypeAtR tr indexLeft depthLeft else depthLeftAndTypeInSubtreeWithIndex trs (indexLeft - countTrsR tr) depthLeft
depthLeftAndTypeInSubtreeWithIndex [] indexLeft depthLeft = undefined
countTrsR:: TypeRequester -> Int
countTrsR tr@(TR t lE _) = case lE of
Just le -> countTrs le + 1
Nothing -> 1
countTrs:: LambdaExpression -> Int
countTrs le = sum (map countTrsR (asList le))
repeatedly :: (a -> Maybe a) -> a -> [a]
repeatedly f x = case f x of
Nothing -> []
Just y -> y : repeatedly f y
count :: (Eq a) => [a] -> a -> Int
count [] find = 0
count ys find = length xs
where
xs = [xs | xs <- ys, xs == find]
-- Test Stuff
testConstInt :: TypeRequester
testConstInt = TR (Ref.SomeTypeRep (Ref.TypeRep @Int)) (Just (Symbol ("5") [] [])) []
testIntToClassCons :: TypeRequester
testIntToClassCons = TR (Ref.SomeTypeRep (Ref.TypeRep @(Int -> ResClass))) (Just (Symbol ("Class1") [] [])) []
testIntToClassCorrect :: TypeRequester
testIntToClassCorrect =
TR
(Ref.SomeTypeRep (Ref.TypeRep @(Int -> ResClass)))
( Just
( LambdaSchlucker
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(ResClass)))
( Just
( Symbol
("iteClass")
[ ( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Bool)))
( Just
( Symbol
("eqInt")
[ ( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Int)))
(Just (Var (Ref.SomeTypeRep (Ref.TypeRep @(Int))) 0 [] []))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Int)))
(Just (Constan ("1")))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
]
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
)
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(ResClass)))
(Just (Constan ("Class1")))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(ResClass)))
( Just
( Symbol
("iteClass")
[ ( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Bool)))
( Just
( Symbol
("eqInt")
[ ( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Int)))
(Just (Var (Ref.SomeTypeRep (Ref.TypeRep @(Int))) 0 [] []))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Int)))
(Just (Constan ("2")))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
]
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
)
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(ResClass)))
(Just (Constan ("Class2")))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(ResClass)))
( Just
( Symbol
("iteClass")
[ ( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Bool)))
( Just
( Symbol
("eqInt")
[ ( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Int)))
(Just (Var (Ref.SomeTypeRep (Ref.TypeRep @(Int))) 0 [] []))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(Int)))
(Just (Constan ("3")))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
]
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
)
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(ResClass)))
(Just (Constan ("Class3")))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
),
( TR
(Ref.SomeTypeRep (Ref.TypeRep @(ResClass)))
(Just (Constan ("Class3")))
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
]
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
)
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
]
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
)
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
]
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
)
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
[(Ref.SomeTypeRep (Ref.TypeRep @(Int)))]
)
)
[]
data ResClass = Class1 | Class2 | Class3 deriving (Enum, Show)
eqInt :: Int -> Int -> Bool
eqInt a b = a == b
iteClass :: Bool -> ResClass -> ResClass -> ResClass
iteClass True c _ = c
iteClass False _ c = c
toLambdaExpressionShort :: TypeRequester -> Text
toLambdaExpressionShort (TR _ (Just lambdaExpression) _) = "(" <> eToLambdaExpressionShort lambdaExpression <> ")"
toLambdaExpressionShort (TR _ (Nothing) _) = "Invalid Lambda Epr"
-- data LambdaExpression = LambdaSpucker TypeRequester TypeRequester BoundVars | LambdaSchlucker TypeRequester BoundVars | Symbol ConVal [TypeRequester] BoundVars | Var TypeRep Int | Constan ConVal
eToLambdaExpressionShort :: LambdaExpression -> Text
eToLambdaExpressionShort (LambdaSpucker typeRequester1 typeRequester2 boundVars) = "(\\l" <> showSanifid (last boundVars) <> show (count boundVars (last boundVars) - 1) <> " -> " <> toLambdaExpressionShort typeRequester2 <> ") " <> toLambdaExpressionShort typeRequester1
eToLambdaExpressionShort (LambdaSchlucker typeRequester boundVars) = "()\\l" <> showSanifid (last boundVars) <> show (count boundVars (last boundVars) - 1) <> " -> " <> toLambdaExpressionShort typeRequester <> ")"
eToLambdaExpressionShort (Symbol (valS) typeRequesters _) = valS <> " " <> (unwords (map toLambdaExpressionShort typeRequesters))
eToLambdaExpressionShort (Var typeRep int typeRequesters _) = "l" <> showSanifid typeRep <> show int <> " " <> (unwords (map toLambdaExpressionShort typeRequesters))
eToLambdaExpressionShort (Constan (valS)) = valS
res :: Int -> ResClass
res = ((\lInt0 -> ((iteClass ((eqInt ((lInt0) :: (Int)) ((1) :: (Int))) :: (Bool)) ((Class1) :: (ResClass)) ((iteClass ((eqInt ((lInt0) :: (Int)) ((2) :: (Int))) :: (Bool)) ((Class2) :: (ResClass)) ((iteClass ((eqInt ((lInt0) :: (Int)) ((3) :: (Int))) :: (Bool)) ((Class3) :: (ResClass)) ((Class3) :: (ResClass))) :: (ResClass))) :: (ResClass))) :: (ResClass))) :: (Int -> ResClass))