dataframe-0.3.0.3: src/DataFrame/Errors.hs
{-# LANGUAGE DeriveAnyClass #-}
{-# LANGUAGE GADTs #-}
{-# LANGUAGE InstanceSigs #-}
{-# LANGUAGE OverloadedStrings #-}
{-# LANGUAGE RankNTypes #-}
module DataFrame.Errors where
import qualified Data.Text as T
import Control.Exception
import Data.Array
import Data.Either
import Data.Typeable (Typeable)
import DataFrame.Display.Terminal.Colours
import Type.Reflection (TypeRep)
data TypeErrorContext a b = MkTypeErrorContext
{ userType :: Either String (TypeRep a)
, expectedType :: Either String (TypeRep b)
, errorColumnName :: Maybe String
, callingFunctionName :: Maybe String
}
data DataFrameException where
TypeMismatchException ::
forall a b.
(Typeable a, Typeable b) =>
TypeErrorContext a b ->
DataFrameException
ColumnNotFoundException :: T.Text -> T.Text -> [T.Text] -> DataFrameException
EmptyDataSetException :: T.Text -> DataFrameException
deriving (Exception)
instance Show DataFrameException where
show :: DataFrameException -> String
show (TypeMismatchException context) =
let
errorString = typeMismatchError (either id show (userType context)) (either id show (expectedType context))
in
addCallPointInfo (errorColumnName context) (callingFunctionName context) errorString
show (ColumnNotFoundException columnName callPoint availableColumns) = columnNotFound columnName callPoint availableColumns
show (EmptyDataSetException callPoint) = emptyDataSetError callPoint
columnNotFound :: T.Text -> T.Text -> [T.Text] -> String
columnNotFound name callPoint columns =
red "\n\n[ERROR] "
++ "Column not found: "
++ T.unpack name
++ " for operation "
++ T.unpack callPoint
++ "\n\tDid you mean "
++ T.unpack (guessColumnName name columns)
++ "?\n\n"
typeMismatchError :: String -> String -> String
typeMismatchError givenType expectedType =
red $
red "\n\n[Error]: Type Mismatch"
++ "\n\tWhile running your code I tried to "
++ "get a column of type: "
++ red (show givenType)
++ " but the column in the dataframe was actually of type: "
++ green (show expectedType)
emptyDataSetError :: T.Text -> String
emptyDataSetError callPoint =
red "\n\n[ERROR] "
++ T.unpack callPoint
++ " cannot be called on empty data sets"
addCallPointInfo :: Maybe String -> Maybe String -> String -> String
addCallPointInfo (Just name) (Just cp) err =
err
++ ( "\n\tThis happened when calling function "
++ brightGreen cp
++ " on the column "
++ brightGreen name
++ "\n\n"
++ typeAnnotationSuggestion cp
)
addCallPointInfo Nothing (Just cp) err = err ++ "\n" ++ typeAnnotationSuggestion cp
addCallPointInfo (Just name) Nothing err =
err
++ ( "\n\tOn the column "
++ name
++ "\n\n"
)
addCallPointInfo Nothing Nothing err = err
typeAnnotationSuggestion :: String -> String
typeAnnotationSuggestion cp =
"\n\n\tTry adding a type at the end of the function e.g "
++ "change\n\t\t"
++ red (cp ++ " ...")
++ " to \n\t\t"
++ green ("(" ++ cp ++ " ... :: <Type>)")
++ "\n\tor add "
++ "{-# LANGUAGE TypeApplications #-} to the top of your "
++ "file then change the call to \n\t\t"
++ brightGreen (cp ++ " @<Type> ....")
guessColumnName :: T.Text -> [T.Text] -> T.Text
guessColumnName userInput columns = case map (\k -> (editDistance userInput k, k)) columns of
[] -> ""
res -> (snd . minimum) res
editDistance :: T.Text -> T.Text -> Int
editDistance xs ys = table ! (m, n)
where
(m, n) = (T.length xs, T.length ys)
x = array (1, m) (zip [1 ..] (T.unpack xs))
y = array (1, n) (zip [1 ..] (T.unpack ys))
table :: Array (Int, Int) Int
table = array bnds [(ij, dist ij) | ij <- range bnds]
bnds = ((0, 0), (m, n))
dist (0, j) = j
dist (i, 0) = i
dist (i, j) =
minimum
[ table ! (i - 1, j) + 1
, table ! (i, j - 1) + 1
, if x ! i == y ! j then table ! (i - 1, j - 1) else 1 + table ! (i - 1, j - 1)
]