dataframe-th-2.3.0.0: src/DataFrame/TH/Records.hs
{-# LANGUAGE FlexibleContexts #-}
{-# LANGUAGE OverloadedStrings #-}
{-# LANGUAGE ScopedTypeVariables #-}
{-# LANGUAGE TemplateHaskell #-}
{-# LANGUAGE TypeApplications #-}
-- | Record-based 'DataFrame' splices, the IO-agnostic core of 'DataFrame.TH'.
module DataFrame.TH.Records (
-- * Declare one binding per column
declareColumns,
declareColumnsWithPrefix,
declareColumnsWithPrefix',
-- * Declare a runtime schema alongside the column bindings
declareSchemaValues,
-- * Type-string parser (exposed for testing)
typeFromString,
) where
import qualified Data.Char as Char
import Data.Function (on)
import Data.Functor ((<&>))
import Data.Int (Int16, Int32, Int64, Int8)
import qualified Data.List as L
import qualified Data.Map as M
import qualified Data.Text as T
import Data.Time (
Day,
DiffTime,
LocalTime,
NominalDiffTime,
TimeOfDay,
UTCTime,
ZonedTime,
)
import Data.Word (Word16, Word32, Word64, Word8)
import Control.Monad (forM)
import Language.Haskell.TH
import qualified Language.Haskell.TH.Syntax as TH
import DataFrame.Expression.Operators (col)
import DataFrame.Functions (sanitize)
import DataFrame.Internal.Column (columnTypeString)
import DataFrame.Internal.DataFrame (
DataFrame (..),
unsafeGetColumn,
)
import DataFrame.Internal.Expression (Expr)
import DataFrame.Internal.Schema.TH (schemaTypeE)
import DataFrame.Schema (Schema, makeSchema)
import Prelude as P
knownTypeNames :: M.Map String Name
knownTypeNames =
M.fromList
[ ("Bool", ''Bool)
, ("Char", ''Char)
, ("Day", ''Day)
, ("DiffTime", ''DiffTime)
, ("Double", ''Double)
, ("Either", ''Either)
, ("Float", ''Float)
, ("Int", ''Int)
, ("Int16", ''Int16)
, ("Int32", ''Int32)
, ("Int64", ''Int64)
, ("Int8", ''Int8)
, ("Integer", ''Integer)
, ("LocalTime", ''LocalTime)
, ("Maybe", ''Maybe)
, ("NominalDiffTime", ''NominalDiffTime)
, ("Ordering", ''Ordering)
, ("TimeOfDay", ''TimeOfDay)
, ("UTCTime", ''UTCTime)
, ("Word", ''Word)
, ("Word16", ''Word16)
, ("Word32", ''Word32)
, ("Word64", ''Word64)
, ("Word8", ''Word8)
, ("ZonedTime", ''ZonedTime)
]
typeFromString :: [String] -> Q Type
typeFromString [] = fail "No type specified"
typeFromString [t0] = do
let t = trim t0
case stripBrackets t of
Just inner -> typeFromString [inner] <&> AppT ListT
Nothing
| t == "Text" || t == "Data.Text.Text" || t == "T.Text" ->
pure (ConT ''T.Text)
| otherwise -> do
m <- lookupTypeName t
case m of
Just tyName -> pure (ConT tyName)
Nothing -> case M.lookup t knownTypeNames of
Just tyName -> pure (ConT tyName)
Nothing -> fail $ "Unsupported type: " ++ t0
typeFromString [tycon, t1] = AppT <$> typeFromString [tycon] <*> typeFromString [t1]
typeFromString [tycon, t1, t2] =
(\outer a b -> AppT (AppT outer a) b)
<$> typeFromString [tycon]
<*> typeFromString [t1]
<*> typeFromString [t2]
typeFromString s = fail $ "Unsupported types: " ++ unwords s
trim :: String -> String
trim = dropWhile (== ' ') . reverse . dropWhile (== ' ') . reverse
stripBrackets :: String -> Maybe String
stripBrackets s =
case s of
('[' : rest)
| P.not (null rest) && last rest == ']' ->
Just (init rest)
_ -> Nothing
columnSpecs :: DataFrame -> Q [(T.Text, Type)]
columnSpecs df =
let names = (map fst . L.sortBy (compare `on` snd) . M.toList . columnIndices) df
types = map (columnTypeString . (`unsafeGetColumn` df)) names
in forM (zip names types) $ \(colName, tyStr) ->
(,) colName <$> typeFromString (words tyStr)
-- | Splice a binding for every column of @df@, named after the column.
declareColumns :: DataFrame -> DecsQ
declareColumns = declareColumnsWithPrefix' Nothing
-- | Like 'declareColumns' but prefixes every binding name with @prefix_@.
declareColumnsWithPrefix :: T.Text -> DataFrame -> DecsQ
declareColumnsWithPrefix prefix = declareColumnsWithPrefix' (Just prefix)
-- | Like 'declareColumnsWithPrefix' but takes an optional prefix.
declareColumnsWithPrefix' :: Maybe T.Text -> DataFrame -> DecsQ
declareColumnsWithPrefix' prefix df = do
specs <- columnSpecs df
fmap concat $ forM specs $ \(raw, ty) -> do
let nm = maybe "" (sanitize . (<> "_")) prefix <> sanitize raw
n = mkName (T.unpack nm)
sig <- sigD n [t|Expr $(pure ty)|]
val <- valD (varP n) (normalB [|col $(TH.lift raw)|]) []
pure [sig, val]
-- | Splice a runtime 'Schema' for @df@ along with per-column 'Expr' refs.
declareSchemaValues :: String -> DataFrame -> DecsQ
declareSchemaValues prefix df = do
validatePrefix prefix
specs <- columnSpecs df
let n = mkName (prefix ++ "Schema")
entry (raw, ty) =
TupE
[ Just (AppE (VarE 'T.pack) (LitE (StringL (T.unpack raw))))
, Just (schemaTypeE ty)
]
sig <- sigD n [t|Schema|]
val <-
valD
(varP n)
(normalB (pure (AppE (VarE 'makeSchema) (ListE (map entry specs)))))
[]
accessors <- fmap concat $ forM specs $ \(raw, ty) -> do
let an = mkName (accessorName prefix raw)
asig <- sigD an [t|Expr $(pure ty)|]
aval <- valD (varP an) (normalB [|col $(TH.lift raw)|]) []
pure [asig, aval]
pure (sig : val : accessors)
validatePrefix :: String -> Q ()
validatePrefix prefix = case prefix of
(c : _) | Char.isLower c || c == '_' -> pure ()
_ ->
fail $
"declareSchemaValues: prefix "
++ show prefix
++ " must start with a lowercase letter or underscore"
accessorName :: String -> T.Text -> String
accessorName prefix raw =
prefix ++ upperFirst (camelCase (T.unpack (sanitize raw)))
camelCase :: String -> String
camelCase s = case P.filter (P.not . P.null) (splitOn '_' s) of
[] -> s
(w : ws) -> w ++ P.concatMap upperFirst ws
splitOn :: Char -> String -> [String]
splitOn c = P.foldr step [[]]
where
step _ [] = []
step x acc@(cur : rest)
| x == c = [] : acc
| otherwise = (x : cur) : rest
upperFirst :: String -> String
upperFirst [] = []
upperFirst (c : cs) = Char.toUpper c : cs