rel8-1.6.0.0: src/Rel8/Tabulate.hs
{-# language FlexibleContexts #-}
{-# language MonoLocalBinds #-}
{-# language ScopedTypeVariables #-}
{-# language StandaloneKindSignatures #-}
{-# language TupleSections #-}
{-# language UndecidableInstances #-}
-- | "Rel8.Tabulate" provides an alternative API ('Tabulation') for writing
-- queries that complements the main "Rel8" API ('Query').
module Rel8.Tabulate
(
Tabulation
-- * Interfacing with 'Query's
, fromQuery
, toQuery
, liftQuery
, through
, lookup
-- * Aggregation and Ordering
, aggregate
, aggregate1
, distinct
, order
-- * Materialize
, materialize
-- ** Magic 'Tabulation's
-- $magic
, count
, optional
, many
, some
, exists
, present
, absent
-- * Natural joins
, align
, alignWith
, leftAlign
, leftAlignWith
, rightAlign
, rightAlignWith
, zip
, zipWith
, similarity
, difference
)
where
-- base
import Control.Applicative ( (<|>), empty, liftA2 )
import Control.Monad ( liftM2 )
import Data.Bifunctor ( Bifunctor, bimap, first, second )
import Data.Foldable ( traverse_ )
import Data.Function ( on )
import Data.Functor.Contravariant ( Contravariant, (>$<), contramap )
import Data.Int ( Int64 )
import Data.Kind ( Type )
import Data.Maybe ( fromJust, fromMaybe )
import Prelude hiding ( lookup, zip, zipWith )
-- bifunctors
import Data.Bifunctor.Clown ( Clown( Clown ), runClown )
-- comonad
import Control.Comonad ( extract )
-- opaleye
import qualified Opaleye.Order as Opaleye ( orderBy, distinctOnExplicit )
-- profunctors
import Data.Profunctor ( dimap, lmap )
-- product-profunctors
import Data.Profunctor.Product
( ProductProfunctor, (***!)
, SumProfunctor, (+++!)
)
import qualified Data.Profunctor.Product as PP
-- rel8
import Rel8.Aggregate (Aggregator' (Aggregator), Aggregator, toAggregator1)
import Rel8.Aggregate.Fold (Fallback (Fallback))
import Rel8.Expr ( Expr )
import Rel8.Expr.Aggregate (countStar)
import Rel8.Expr.Bool ( true )
import Rel8.Order ( Order( Order ) )
import Rel8.Query ( Query )
import qualified Rel8.Query.Aggregate as Q
import qualified Rel8.Query.Exists as Q ( exists, present, absent )
import Rel8.Query.Filter ( where_ )
import Rel8.Query.List ( catNonEmptyTable )
import qualified Rel8.Query.Materialize as Q
import qualified Rel8.Query.Maybe as Q ( optional )
import Rel8.Query.Opaleye ( mapOpaleye, unsafePeekQuery )
import Rel8.Query.Rebind ( rebind )
import Rel8.Query.These ( alignBy )
import Rel8.Table ( Table, fromColumns, toColumns )
import Rel8.Table.Aggregate (groupBy, listAgg, nonEmptyAgg)
import Rel8.Table.Alternative
( AltTable, (<|>:)
, AlternativeTable, emptyTable
)
import Rel8.Table.Eq (EqTable, (==:))
import Rel8.Table.List (ListTable)
import Rel8.Table.Maybe (MaybeTable (MaybeTable), fromMaybeTable)
import Rel8.Table.NonEmpty (NonEmptyTable)
import Rel8.Table.Opaleye ( unpackspec )
import Rel8.Table.Ord ( OrdTable )
import Rel8.Table.Order ( ascTable )
import Rel8.Table.Projection
( Biprojectable, biproject
, Projectable, project
, apply
)
import Rel8.Table.These ( TheseTable( TheseTable ), theseTable )
-- semigroupoids
import Data.Functor.Apply ( Apply, liftF2 )
import Data.Functor.Bind ( Bind, (>>-) )
type Key :: Type -> Type
type Key = Maybe
cat :: Table Expr k => Key k -> Query k
cat = maybe emptyTable pure
key :: (ProductProfunctor p, SumProfunctor p)
=> p a b -> p (Key a) (Key b)
key a = dimap from to (PP.empty +++! a)
where
from = maybe (Left ()) Right
to = either (const Nothing) Just
keyed :: (ProductProfunctor p, SumProfunctor p)
=> p k l -> p a b -> p (Key k, a) (Key l, b)
keyed k a = key k ***! a
type Predicate :: Type -> Type
newtype Predicate a = Predicate (Maybe (a -> Expr Bool))
instance Contravariant Predicate where
contramap f (Predicate a) = Predicate (lmap f <$> a)
instance Semigroup (Predicate k) where
Predicate ma <> Predicate mb = Predicate $ ma <|> mb
instance Monoid (Predicate k) where
mempty = Predicate Nothing
match :: EqTable k => Key k -> Predicate k
match = Predicate . fmap (==:)
ensure :: Predicate k -> Key k -> Query ()
ensure (Predicate mp) = traverse_ (\k -> traverse_ (\p -> where_ (p k)) mp)
-- | A @'Tabulation' k a@ is like a @'Query' a@, except that each row also
-- has a key @k@ in addition to the value @a@. 'Tabulation's can be composed
-- monadically just like 'Query's, but the resulting join is more like a
-- @NATURAL JOIN@ (based on the common key column(s) @k@) than the
-- @CROSS JOIN@ given by 'Query'.
--
-- Another way to think of @'Tabulation' k a@ is as analogous to @Map k a@ in
-- the same way @'Query' a@ is analogous to @[a]@. However, there's nothing
-- stopping a 'Tabulation' from containing multiple rows with the same key, so
-- technically @Map k (NonEmpty a)@ is more accurate.
--
-- 'Tabulation's can be created from 'Query's with 'fromQuery' and 'liftQuery'
-- and converted back to 'Query's with 'lookup' and 'toQuery' (though note the
-- caveats that come with the latter).
type Tabulation :: Type -> Type -> Type
newtype Tabulation k a = Tabulation (Predicate k -> Query (Key k, a))
instance Biprojectable Tabulation where
biproject f g =
bimap
(fromColumns . apply f . toColumns)
(fromColumns . apply g . toColumns)
instance Bifunctor Tabulation where
bimap f g (Tabulation a) = Tabulation $ \p ->
bimap (fmap f) g <$> a (f >$< p)
instance Functor (Tabulation k) where
fmap = second
instance Projectable (Tabulation k) where
project f = fmap (fromColumns . apply f . toColumns)
-- | If @'Tabulation' k a@ is @Map k (NonEmpty a)@, then @(<.>)@ is
-- @intersectionWith (liftA2 (<*>))@
instance EqTable k => Apply (Tabulation k) where
liftF2 = liftA2
-- | @pure = 'liftQuery' . pure@
instance EqTable k => Applicative (Tabulation k) where
pure = liftQuery . pure
liftA2 = liftM2
instance EqTable k => Bind (Tabulation k) where
Tabulation as >>- f = Tabulation $ \p -> do
(k, a) <- as p
case f a of
Tabulation bs -> do
let p' = match k
(k', b) <- bs (p' <> p)
ensure p' k'
pure (k' <|> k, b)
instance EqTable k => Monad (Tabulation k) where
(>>=) = (>>-)
-- | If @'Tabulation' k a@ is @Map k (NonEmpty a)@, then @(<|>:)@ is
-- @unionWith (<>)@.
instance EqTable k => AltTable (Tabulation k) where
tas <|>: tbs = do
eas <- peek tas
ebs <- peek tbs
case (eas, ebs) of
(Left as, Left bs) -> liftQuery $ as <|>: bs
(Right as, Right bs) -> fromQuery $ as <|>: bs
_ -> catNonEmptyTable `through` ((<>) `on` some) tas tbs
instance EqTable k => AlternativeTable (Tabulation k) where
emptyTable = Tabulation $ const $ fmap (empty,) emptyTable
-- | If @'Tabulation' k a@ is @Map k (NonEmpty a)@, then @(<>)@ is
-- @unionWith (liftA2 (<>))@.
instance (EqTable k, Table Expr a, Semigroup a) => Semigroup (Tabulation k a)
where
(<>) = alignWith (theseTable id id (<>))
instance (EqTable k, Table Expr a, Semigroup a) => Monoid (Tabulation k a)
where
mempty = emptyTable
-- | Any 'Query' of key-value pairs @(k, a)@ can be a @'Tabulation' k a@.
fromQuery :: Query (k, a) -> Tabulation k a
fromQuery = Tabulation . const . fmap (first pure)
-- | Convert a @'Tabulation' k a@ back into a 'Query' of key-value pairs.
--
-- Note that the result of a 'toQuery' is undefined (will always return zero
-- rows) on 'Tabulation's constructed with 'liftQuery' or 'pure'. So while
-- @toQuery . fromQuery@ is always @id@, @fromQuery . toQuery@ is not.
--
-- A safer, more predictable alternative to 'toQuery' is to use 'lookup' with
-- an explicit set of keys:
--
-- @
-- do
-- k <- keys
-- a <- lookup k tabulation
-- pure (k, a)
-- @
--
-- Having said that, in practice, most legitimate uses of 'Tabulation' will
-- have a well-defined 'toQuery'. It would be possible in theory to encode
-- the necessary invariants at the type level using an indexed monad, but we
-- would lose the ability to use @do@-notation, which is the main benefit
-- of having 'Tabulation' as a monad in the first place.
--
-- In particular, @'toQuery' t@ is well-defined for any 'Tabulation' @t@
-- defined as @t = fromQuery _@. @'toQuery' t@ is also well-defined for any
-- 'Tabulation' @t@ defined as @t = t' >>= _@ or @t = t' *> _@ where
-- @'toQuery' t'@ is well-defined. There are other valid permutations too.
-- Generally, anything that uses 'fromQuery' at some point, unless wrapped in
-- a top-level 'present' or 'absent', will have a well-defined 'toQuery'.
toQuery :: Table Expr k => Tabulation k a -> Query (k, a)
toQuery (Tabulation f) = do
(mk, a) <- f mempty
k <- cat mk
pure (k, a)
-- | A @'Query' a@ can be treated as a @'Tabulation' k a@ where the given @a@
-- values exist at every possible key @k@.
liftQuery :: Query a -> Tabulation k a
liftQuery = Tabulation . const . fmap (empty,)
-- | Run a Kleisli arrow in the the 'Query' monad \"through\" a 'Tabulation'.
-- Useful for 'Rel8.filter'ing a 'Tabulation'.
--
-- @
-- 'Rel8.filter' ((>=. 30) . userAge) `'through'` usersById
-- @
through :: (a -> Query b) -> Tabulation k a -> Tabulation k b
through f (Tabulation as) = Tabulation $ \p -> do
(k, a) <- as p
b <- f a
pure (k, b)
infixr 1 `through`
-- | @'lookup' k t@ returns the value(s) at the key @k@ in the tabulation @t@.
lookup :: EqTable k => k -> Tabulation k a -> Query a
lookup k (Tabulation f) = do
(k', a) <- f p
ensure p k'
pure a
where
p = match (pure k)
-- | 'aggregate' produces a \"magic\" 'Tabulation' whereby the values within
-- each group of keys in the given 'Tabulation' is aggregated according to
-- the given aggregator, and every other possible key contains a single
-- \"fallback\" row is returned, composed of the identity elements of the
-- constituent aggregation functions.
aggregate :: (EqTable k, Table Expr i, Table Expr a)
=> Aggregator i a -> Tabulation k i -> Tabulation k a
aggregate aggregator@(Aggregator (Fallback fallback) _) =
fmap (fromMaybeTable fallback) . optional . aggregate1 aggregator
-- | 'aggregate1' aggregates the values within each key of a
-- 'Tabulation'. There is an implicit @GROUP BY@ on all the key columns.
aggregate1 :: (EqTable k, Table Expr i)
=> Aggregator' fold i a -> Tabulation k i -> Tabulation k a
aggregate1 aggregator (Tabulation f) =
Tabulation $ Q.aggregateU (keyed unpackspec unpackspec) (keyed groupBy (toAggregator1 aggregator)) . f
-- | 'distinct' ensures a 'Tabulation' has at most one value for
-- each key, i.e., it drops duplicates. In general it keeps only the
-- \"first\" value it encounters for each key, but note that \"first\" is
-- undefined unless you first call 'order'.
distinct :: EqTable k => Tabulation k a -> Tabulation k a
distinct (Tabulation f) = Tabulation $
mapOpaleye (Opaleye.distinctOnExplicit (key unpackspec) fst) . f
-- | 'order' orders the /values/ of a 'Tabulation' within their
-- respective keys. This specifies a defined order for 'distinct'.
-- It also defines the order of the lists produced by 'many' and
-- 'some'.
order :: OrdTable k => Order a -> Tabulation k a -> Tabulation k a
order ordering (Tabulation f) =
Tabulation $ mapOpaleye (Opaleye.orderBy ordering') . f
where
Order ordering' = runClown (keyed (Clown ascTable) (Clown ordering))
-- $magic
--
-- Some of the following combinators produce \"magic\" 'Tabulation's. Let's
-- use 'count' as an example to demonstrate this concept. Consider
-- the following:
--
-- @
-- count $ fromQuery $ values
-- [ (lit 'a', lit True)
-- , (lit 'a', lit False)
-- , (lit 'b', lit True)
-- ]
-- @
--
-- You might expect this to be equivalent to the following 'Tabulation':
--
-- @
-- fromQuery $ values
-- [ (lit 'a', 2)
-- , (lit 'b', 1)
-- ]
-- @
--
-- However, it isn't quite. While the resulting 'Tabulation' does effectively
-- contain the above entries, it also behaves as though it contained the value
-- @0@ at every other possible key.
--
-- This means you can do:
--
-- @
-- do
-- user <- usersById
-- orderCount <- count ordersByUserId
-- @
--
-- To see how many orders a user has (getting @0@ if they have no orders).
-- | 'count' returns a count of how many entries are in the given
-- 'Tabulation' at each key.
--
-- The resulting 'Tabulation' is \"magic\" in that the value @0@ exists at
-- every possible key that wasn't in the given 'Tabulation'.
count :: EqTable k => Tabulation k a -> Tabulation k (Expr Int64)
count = aggregate countStar . (true <$)
-- | 'optional' produces a \"magic\" 'Tabulation' whereby each
-- entry in the given 'Tabulation' is wrapped in 'Rel8.justTable', and every
-- other possible key contains a single 'Rel8.nothingTable'.
--
-- This is used to implement 'leftAlignWith'.
optional :: Tabulation k a -> Tabulation k (MaybeTable Expr a)
optional (Tabulation f) = Tabulation $ \p -> case p of
Predicate Nothing -> fmap pure <$> f p
_ -> fmap (\m -> (empty, snd <$> m)) $ Q.optional $ do
(k, a) <- f p
ensure p k
pure (k, a)
-- | 'many' aggregates each entry with a particular key into a
-- single entry with all of the values contained in a 'ListTable'.
--
-- 'order' can be used to give this 'ListTable' a defined order.
--
-- The resulting 'Tabulation' is \"magic\" in that the value
-- @'Rel8.listTable []'@ exists at every possible key that wasn't in the given
-- 'Tabulation'.
many :: (EqTable k, Table Expr a)
=> Tabulation k a -> Tabulation k (ListTable Expr a)
many = aggregate listAgg
-- | 'some' aggregates each entry with a particular key into a
-- single entry with all of the values contained in a 'NonEmptyTable'.
--
-- 'order' can be used to give this 'NonEmptyTable' a defined order.
some :: (EqTable k, Table Expr a)
=> Tabulation k a -> Tabulation k (NonEmptyTable Expr a)
some = aggregate1 nonEmptyAgg
-- | 'exists' produces a \"magic\" 'Tabulation' which contains the
-- value 'Rel8.true' at each key in the given 'Tabulation', and the value
-- 'Rel8.false' at every other possible key.
exists :: Tabulation k a -> Tabulation k (Expr Bool)
exists (Tabulation f) = Tabulation $ \p -> case p of
Predicate Nothing -> (true <$) <$> f p
_ -> fmap (empty,) $ Q.exists $ do
(k, _) <- f p
ensure p k
-- | 'present' produces a 'Tabulation' where a single @()@ row
-- exists for every key that was present in the given 'Tabulation'.
--
-- This is used to implement 'similarity'.
present :: Tabulation k a -> Tabulation k ()
present (Tabulation f) = Tabulation $ \p -> do
Q.present $ do
(k, _) <- f p
ensure p k
pure (empty, ())
-- | 'absent' produces a 'Tabulation' where a single @()@ row exists
-- at every possible key that absent from the given 'Tabulation'.
--
-- This is used to implement 'difference'.
absent :: Tabulation k a -> Tabulation k ()
absent (Tabulation f) = Tabulation $ \p -> do
Q.absent $ do
(k, _) <- f p
ensure p k
pure (empty, ())
-- | Performs a @NATURAL FULL OUTER JOIN@ based on the common key columns.
--
-- Analogous to 'Data.Semialign.align'.
align :: EqTable k
=> Tabulation k a -> Tabulation k b -> Tabulation k (TheseTable Expr a b)
align = alignWith id
-- | Performs a @NATURAL FULL OUTER JOIN@ based on the common key columns.
--
-- Analogous to 'Data.Semialign.alignWith'.
alignWith :: EqTable k
=> (TheseTable Expr a b -> c)
-> Tabulation k a -> Tabulation k b -> Tabulation k c
alignWith f (Tabulation as) (Tabulation bs) = Tabulation $ \p -> do
tkab <- liftF2 (alignBy condition) as bs p
k <- traverse (rebind "key") $ recover $ bimap fst fst tkab
let
tab = bimap snd snd tkab
pure (k, f tab)
where
condition (k, _) (k', _) = fromMaybe true (liftA2 (==:) k k')
recover (TheseTable mma@(MaybeTable _ ma) mmb@(MaybeTable _ mb)) =
case extract ma of
Nothing -> extract mb
Just a -> case extract mb of
Nothing -> extract ma
Just b -> case a <$ mma <|>: b <$ mmb of
MaybeTable _ c -> pure (extract c)
-- | Performs a @NATURAL LEFT OUTER JOIN@ based on the common key columns.
--
-- Analogous to 'Data.Semialign.rpadZip'.
--
-- Note that you can achieve the same effect with 'optional' and the
-- 'Applicative' instance for 'Tabulation', i.e., this is just
-- @\\left right -> liftA2 (,) left (optional right)@. You can also
-- use @do@-notation.
leftAlign :: EqTable k
=> Tabulation k a -> Tabulation k b -> Tabulation k (a, MaybeTable Expr b)
leftAlign = leftAlignWith (,)
-- | Performs a @NATURAL LEFT OUTER JOIN@ based on the common key columns.
--
-- Analogous to 'Data.Semialign.rpadZipWith'.
--
-- Note that you can achieve the same effect with 'optional' and the
-- 'Applicative' instance for 'Tabulation', i.e., this is just
-- @\\f left right -> liftA2 f left (optional right)@. You can also
-- use @do@-notation.
leftAlignWith :: EqTable k
=> (a -> MaybeTable Expr b -> c)
-> Tabulation k a -> Tabulation k b -> Tabulation k c
leftAlignWith f left right = liftA2 f left (optional right)
-- | Performs a @NATURAL RIGHT OUTER JOIN@ based on the common key columns.
--
-- Analogous to 'Data.Semialign.lpadZip'.
--
-- Note that you can achieve the same effect with 'optional' and the
-- 'Applicative' instance for 'Tabulation', i.e., this is just
-- @\\left right -> liftA2 (flip (,)) right (optional left)@. You can
-- also use @do@-notation.
rightAlign :: EqTable k
=> Tabulation k a -> Tabulation k b -> Tabulation k (MaybeTable Expr a, b)
rightAlign = rightAlignWith (,)
-- | Performs a @NATURAL RIGHT OUTER JOIN@ based on the common key columns.
--
-- Analogous to 'Data.Semialign.lpadZipWith'.
--
-- Note that you can achieve the same effect with 'optional' and the
-- 'Applicative' instance for 'Tabulation', i.e., this is just
-- @\\f left right -> liftA2 (flip f) right (optional left)@. You can
-- also use @do@-notation.
rightAlignWith :: EqTable k
=> (MaybeTable Expr a -> b -> c)
-> Tabulation k a -> Tabulation k b -> Tabulation k c
rightAlignWith f left right = liftA2 (flip f) right (optional left)
-- | Performs a @NATURAL INNER JOIN@ based on the common key columns.
--
-- Analagous to 'Data.Semialign.zip'.
--
-- Note that you can achieve the same effect with the 'Applicative' instance
-- of 'Tabulation', i.e., this is just @'liftA2 (,)'@. You can also use
-- @do@-notation.
zip :: EqTable k
=> Tabulation k a -> Tabulation k b -> Tabulation k (a, b)
zip = zipWith (,)
-- | Performs a @NATURAL INNER JOIN@ based on the common key columns.
--
-- Analagous to 'Data.Semialign.zipWith'.
--
-- Note that you can achieve the same effect with the 'Applicative' instance
-- of 'Tabulation', i.e., this is just @'liftA2'@. You can also use
-- @do@-notation.
zipWith :: EqTable k
=> (a -> b -> c) -> Tabulation k a -> Tabulation k b -> Tabulation k c
zipWith = liftA2
-- | Performs a [@NATURAL SEMI JOIN@](https://en.wikipedia.org/wiki/Relational_algebra#Semijoin_%28%E2%8B%89%29%28%E2%8B%8A%29)
-- based on the common key columns.
--
-- The result is a subset of the left tabulation where only entries which have
-- a corresponding entry in the right tabulation are kept.
--
-- Note that you can achieve a similar effect with 'present' and the
-- 'Applicative' instance of 'Tabulation', i.e., this is just
-- @\\left right -> left <* present right@. You can also use
-- @do@-notation.
similarity :: EqTable k => Tabulation k a -> Tabulation k b -> Tabulation k a
similarity a b = a <* present b
-- | Performs a [@NATURAL ANTI JOIN@](https://en.wikipedia.org/wiki/Relational_algebra#Antijoin_%28%E2%96%B7%29)
-- based on the common key columns.
--
-- The result is a subset of the left tabulation where only entries which do
-- not have a corresponding entry in the right tabulation are kept.
--
-- Note that you can achieve a similar effect with 'absent' and the
-- 'Applicative' instance of 'Tabulation', i.e., this is just
-- @\\left right -> left <* absent right@. You can also use
-- @do@-notation.
difference :: EqTable k => Tabulation k a -> Tabulation k b -> Tabulation k a
difference a b = a <* absent b
-- | 'Q.materialize' for 'Tabulation's.
materialize :: (Table Expr k, Table Expr a)
=> Tabulation k a -> (Tabulation k a -> Query b) -> Query b
materialize tabulation f = case peek tabulation of
Tabulation query -> do
(_, equery) <- query mempty
case equery of
Left as -> Q.materialize as (f . liftQuery)
Right kas -> Q.materialize kas (f . fromQuery)
-- | 'Tabulation's can be produced with either 'fromQuery' or 'liftQuery', and
-- in some cases we might want to treat these differently. 'peek' uses
-- 'unsafePeekQuery' to determine which type of 'Tabulation' we have.
peek :: Tabulation k a -> Tabulation k (Either (Query a) (Query (k, a)))
peek (Tabulation f) = Tabulation $ \p ->
pure $ (empty,) $ case unsafePeekQuery (f p) of
(Nothing, _) -> Left $ fmap snd (f p)
(Just _, _) -> Right $ fmap (first fromJust) (f p)