Created
January 22, 2024 18:02
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DataFrames using GADTs and Dynamic Typing
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{-# LANGUAGE RankNTypes #-} | |
{-# LANGUAGE ScopedTypeVariables #-} | |
{-# LANGUAGE TypeApplications #-} | |
{-# LANGUAGE GADTs #-} | |
module Main where | |
import Data.Map (Map) | |
import Data.Type.Equality | |
import Data.Typeable (Typeable) | |
import Type.Reflection | |
import qualified Data.Map as M | |
import Unsafe.Coerce | |
type C a = [a] | |
data Column where | |
MkColumn :: (Typeable a) => {c :: [a]} -> Column | |
data DataFrame = DataFrame { | |
columns :: Map String Column | |
} | |
getColumn :: (Typeable a) => DataFrame -> String -> [a] | |
getColumn d name = case (M.!) (columns d) name of | |
(MkColumn {c = column}) -> unsafeCoerce column :: [a] | |
apply :: forall b. (Typeable b) => | |
DataFrame -> | |
String -> | |
(b -> b) -> | |
DataFrame | |
apply d columnName f = | |
DataFrame { columns = M.alter alteration columnName (columns d) } | |
where | |
alteration :: Maybe Column -> Maybe Column | |
alteration c' = case c' of | |
Nothing -> error $ "No such column: " ++ columnName | |
Just (MkColumn {c = column' :: [a]}) -> | |
let repb :: Type.Reflection.TypeRep b = Type.Reflection.typeRep @b | |
repa :: Type.Reflection.TypeRep a = Type.Reflection.typeRep @a | |
in case repa `testEquality` repb of | |
Nothing -> error "Wrong type" | |
Just Refl -> Just (MkColumn { c = map f column' }) | |
main :: IO () | |
main = do | |
let frame = DataFrame { columns = M.fromList [ | |
("numbers", MkColumn { c = ([1..50] :: [Int])}), | |
("letters", MkColumn { c = ['a'..'z']}) | |
]} | |
print $ (getColumn (apply frame "numbers" ((+2) :: Int -> Int) ) "numbers" :: [Int]) |
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