massiv-1.0.5.0: src/Data/Massiv/Array/Ops/Fold/Internal.hs
{-# LANGUAGE BangPatterns #-}
{-# LANGUAGE FlexibleContexts #-}
{-# LANGUAGE MultiParamTypeClasses #-}
{-# LANGUAGE ScopedTypeVariables #-}
{-# LANGUAGE TypeFamilies #-}
{-# LANGUAGE UndecidableInstances #-}
-- |
-- Module : Data.Massiv.Array.Ops.Fold.Internal
-- Copyright : (c) Alexey Kuleshevich 2018-2022
-- License : BSD3
-- Maintainer : Alexey Kuleshevich <lehins@yandex.ru>
-- Stability : experimental
-- Portability : non-portable
module Data.Massiv.Array.Ops.Fold.Internal (
foldlS,
foldrS,
ifoldlS,
ifoldrS,
-- Monadic
foldlM,
foldrM,
foldlM_,
foldrM_,
ifoldlM,
ifoldrM,
ifoldlM_,
ifoldrM_,
-- Special folds
fold,
foldMono,
foldlInternal,
ifoldlInternal,
foldrFB,
lazyFoldlS,
lazyFoldrS,
-- Parallel folds
foldlP,
foldrP,
ifoldlP,
ifoldrP,
foldlIO,
ifoldlIO,
ifoldrIO,
splitReduce,
any,
anySu,
anyPu,
) where
import Control.Monad (void, when)
import Control.Monad.Primitive
import Control.Scheduler
import qualified Data.Foldable as F
import Data.Functor.Identity (runIdentity)
import Data.Massiv.Core.Common
import System.IO.Unsafe (unsafePerformIO)
import Prelude hiding (any, foldl, foldr)
-- | /O(n)/ - Unstructured fold of an array.
--
-- @since 0.3.0
fold
:: (Monoid e, Index ix, Source r e)
=> Array r ix e
-- ^ Source array
-> e
fold = foldlInternal mappend mempty mappend mempty
{-# INLINE fold #-}
-- | /O(n)/ - This is exactly like `Data.Foldable.foldMap`, but for arrays. Fold over an array,
-- while converting each element into a `Monoid`. Also known as map-reduce. If elements of the array
-- are already a `Monoid` you can use `fold` instead.
--
-- @since 0.1.4
foldMono
:: (Index ix, Source r e, Monoid m)
=> (e -> m)
-- ^ Convert each element of an array to an appropriate `Monoid`.
-> Array r ix e
-- ^ Source array
-> m
foldMono f = foldlInternal (\a e -> a `mappend` f e) mempty mappend mempty
{-# INLINE foldMono #-}
-- | /O(n)/ - Monadic left fold.
--
-- @since 0.1.0
foldlM :: (Index ix, Source r e, Monad m) => (a -> e -> m a) -> a -> Array r ix e -> m a
foldlM f acc arr =
case unsafePrefIndex arr of
PrefIndex gix ->
iterM zeroIndex (unSz sz) (pureIndex 1) (<) acc $ \ !ix !a -> f a (gix ix)
PrefIndexLinear gi ->
loopM 0 (< totalElem sz) (+ 1) acc $ \ !i !a -> f a (gi i)
where
sz = size arr
{-# INLINE foldlM #-}
-- | /O(n)/ - Monadic left fold, that discards the result.
--
-- @since 0.1.0
foldlM_ :: (Index ix, Source r e, Monad m) => (a -> e -> m a) -> a -> Array r ix e -> m ()
foldlM_ f acc = void . foldlM f acc
{-# INLINE foldlM_ #-}
-- | /O(n)/ - Monadic left fold with an index aware function.
--
-- @since 0.1.0
ifoldlM :: (Index ix, Source r e, Monad m) => (a -> ix -> e -> m a) -> a -> Array r ix e -> m a
ifoldlM f !acc !arr =
case unsafePrefIndex arr of
PrefIndex gix ->
iterM zeroIndex (unSz (size arr)) (pureIndex 1) (<) acc $ \ !ix !a -> f a ix (gix ix)
PrefIndexLinear gi ->
iterTargetM defRowMajor 0 (size arr) zeroIndex oneStride acc $ \i ix !a -> f a ix (gi i)
{-# INLINE ifoldlM #-}
-- | /O(n)/ - Monadic left fold with an index aware function, that discards the result.
--
-- @since 0.1.0
ifoldlM_ :: (Index ix, Source r e, Monad m) => (a -> ix -> e -> m a) -> a -> Array r ix e -> m ()
ifoldlM_ f acc = void . ifoldlM f acc
{-# INLINE ifoldlM_ #-}
-- | /O(n)/ - Monadic right fold.
--
-- @since 0.1.0
foldrM :: (Index ix, Source r e, Monad m) => (e -> a -> m a) -> a -> Array r ix e -> m a
foldrM f acc arr =
case unsafePrefIndex arr of
PrefIndex gix ->
iterM (liftIndex (subtract 1) (unSz sz)) zeroIndex (pureIndex (-1)) (>=) acc (f . gix)
PrefIndexLinear gi ->
loopM (totalElem sz - 1) (>= 0) (subtract 1) acc (f . gi)
where
!sz = size arr
{-# INLINE foldrM #-}
-- | /O(n)/ - Monadic right fold, that discards the result.
--
-- @since 0.1.0
foldrM_ :: (Index ix, Source r e, Monad m) => (e -> a -> m a) -> a -> Array r ix e -> m ()
foldrM_ f = ifoldrM_ (\_ e a -> f e a)
{-# INLINE foldrM_ #-}
-- | /O(n)/ - Monadic right fold with an index aware function.
--
-- @since 0.1.0
ifoldrM :: (Index ix, Source r e, Monad m) => (ix -> e -> a -> m a) -> a -> Array r ix e -> m a
ifoldrM f !acc !arr =
iterM (liftIndex (subtract 1) (unSz (size arr))) zeroIndex (pureIndex (-1)) (>=) acc $ \ !ix ->
f ix (unsafeIndex arr ix)
{-# INLINE ifoldrM #-}
-- | /O(n)/ - Monadic right fold with an index aware function, that discards the result.
--
-- @since 0.1.0
ifoldrM_ :: (Index ix, Source r e, Monad m) => (ix -> e -> a -> m a) -> a -> Array r ix e -> m ()
ifoldrM_ f !acc !arr = void $ ifoldrM f acc arr
{-# INLINE ifoldrM_ #-}
-- | /O(n)/ - Left fold, computed sequentially with lazy accumulator.
--
-- @since 0.1.0
lazyFoldlS :: (Index ix, Source r e) => (a -> e -> a) -> a -> Array r ix e -> a
lazyFoldlS f initAcc arr = go initAcc 0
where
len = totalElem (size arr)
go acc !k
| k < len = go (f acc (unsafeLinearIndex arr k)) (k + 1)
| otherwise = acc
{-# INLINE lazyFoldlS #-}
-- | /O(n)/ - Right fold, computed sequentially with lazy accumulator.
--
-- @since 0.1.0
lazyFoldrS :: (Index ix, Source r e) => (e -> a -> a) -> a -> Array r ix e -> a
lazyFoldrS = foldrFB
{-# INLINE lazyFoldrS #-}
-- | /O(n)/ - Left fold, computed sequentially.
--
-- @since 0.1.0
foldlS :: (Index ix, Source r e) => (a -> e -> a) -> a -> Array r ix e -> a
foldlS f acc = runIdentity . foldlM (\a e -> pure $! f a e) acc
{-# INLINE foldlS #-}
-- | /O(n)/ - Left fold with an index aware function, computed sequentially.
--
-- @since 0.1.0
ifoldlS
:: (Index ix, Source r e)
=> (a -> ix -> e -> a)
-> a
-> Array r ix e
-> a
ifoldlS f acc = runIdentity . ifoldlM (\a ix e -> pure $! f a ix e) acc
{-# INLINE ifoldlS #-}
-- | /O(n)/ - Right fold, computed sequentially.
--
-- @since 0.1.0
foldrS :: (Index ix, Source r e) => (e -> a -> a) -> a -> Array r ix e -> a
foldrS f acc = runIdentity . foldrM (\e a -> pure $! f e a) acc
{-# INLINE foldrS #-}
-- | /O(n)/ - Right fold with an index aware function, computed sequentially.
--
-- @since 0.1.0
ifoldrS :: (Index ix, Source r e) => (ix -> e -> a -> a) -> a -> Array r ix e -> a
ifoldrS f acc = runIdentity . ifoldrM (\ix e a -> pure $! f ix e a) acc
{-# INLINE ifoldrS #-}
-- | Version of foldr that supports @foldr/build@ list fusion implemented by GHC.
--
-- @since 0.1.0
foldrFB :: (Index ix, Source r e) => (e -> b -> b) -> b -> Array r ix e -> b
foldrFB c n arr = go 0
where
!k = totalElem (size arr)
go !i
| i == k = n
| otherwise = let v = unsafeLinearIndex arr i in v `c` go (i + 1)
{-# INLINE [0] foldrFB #-}
-- | /O(n)/ - Left fold, computed with respect of array's computation strategy. Because we do
-- potentially split the folding among many threads, we also need a combining function and an
-- accumulator for the results. Depending on the number of threads being used, results can be
-- different, hence is the `MonadIO` constraint.
--
-- ===__Examples__
--
-- >>> import Data.Massiv.Array
-- >>> foldlP (flip (:)) [] (flip (:)) [] $ makeArrayR D Seq (Sz1 6) id
-- [[5,4,3,2,1,0]]
-- >>> foldlP (flip (:)) [] (++) [] $ makeArrayR D Seq (Sz1 6) id
-- [5,4,3,2,1,0]
-- >>> foldlP (flip (:)) [] (flip (:)) [] $ makeArrayR D (ParN 3) (Sz1 6) id
-- [[5,4],[3,2],[1,0]]
-- >>> foldlP (flip (:)) [] (++) [] $ makeArrayR D (ParN 3) (Sz1 6) id
-- [1,0,3,2,5,4]
--
-- @since 0.1.0
foldlP
:: (MonadIO m, Index ix, Source r e)
=> (a -> e -> a)
-- ^ Folding function @g@.
-> a
-- ^ Accumulator. Will be applied to @g@ multiple times, thus must be neutral.
-> (b -> a -> b)
-- ^ Chunk results folding function @f@.
-> b
-- ^ Accumulator for results of chunks folding.
-> Array r ix e
-> m b
foldlP f fAcc g gAcc =
liftIO . foldlIO (\acc -> pure . f acc) fAcc (\acc -> pure . g acc) gAcc
{-# INLINE foldlP #-}
-- | /O(n)/ - Left fold with an index aware function, computed in parallel. Just
-- like `foldlP`, except that folding function will receive an index of an
-- element it is being applied to.
--
-- @since 0.1.0
ifoldlP
:: (MonadIO m, Index ix, Source r e)
=> (a -> ix -> e -> a)
-> a
-> (b -> a -> b)
-> b
-> Array r ix e
-> m b
ifoldlP f fAcc g gAcc =
liftIO . ifoldlIO (\acc ix -> pure . f acc ix) fAcc (\acc -> pure . g acc) gAcc
{-# INLINE ifoldlP #-}
-- | /O(n)/ - Right fold, computed with respect to computation strategy. Same as `foldlP`, except
-- directed from the last element in the array towards beginning.
--
-- ==== __Examples__
--
-- >>> import Data.Massiv.Array
-- >>> foldrP (:) [] (++) [] $ makeArrayR D (ParN 2) (Sz2 2 3) fromIx2
-- [(0,0),(0,1),(0,2),(1,0),(1,1),(1,2)]
-- >>> foldrP (:) [] (:) [] $ makeArrayR D Seq (Sz1 6) id
-- [[0,1,2,3,4,5]]
-- >>> foldrP (:) [] (:) [] $ makeArrayR D (ParN 3) (Sz1 6) id
-- [[0,1],[2,3],[4,5]]
--
-- @since 0.1.0
foldrP
:: (MonadIO m, Index ix, Source r e)
=> (e -> a -> a)
-> a
-> (a -> b -> b)
-> b
-> Array r ix e
-> m b
foldrP f fAcc g gAcc = liftIO . ifoldrP (const f) fAcc g gAcc
{-# INLINE foldrP #-}
-- | /O(n)/ - Right fold with an index aware function, while respecting the computation strategy.
-- Same as `ifoldlP`, except directed from the last element in the array towards
-- beginning, but also row-major.
--
-- @since 0.1.0
ifoldrP
:: (MonadIO m, Index ix, Source r e)
=> (ix -> e -> a -> a)
-> a
-> (a -> b -> b)
-> b
-> Array r ix e
-> m b
ifoldrP f fAcc g gAcc = liftIO . ifoldrIO (\ix e -> pure . f ix e) fAcc (\e -> pure . g e) gAcc
{-# INLINE ifoldrP #-}
-- | This folding function breaks referential transparency on some functions
-- @f@, therefore it is kept here for internal use only.
foldlInternal
:: (Index ix, Source r e) => (a -> e -> a) -> a -> (b -> a -> b) -> b -> Array r ix e -> b
foldlInternal g initAcc f resAcc = unsafePerformIO . foldlP g initAcc f resAcc
{-# INLINE foldlInternal #-}
ifoldlInternal
:: (Index ix, Source r e) => (a -> ix -> e -> a) -> a -> (b -> a -> b) -> b -> Array r ix e -> b
ifoldlInternal g initAcc f resAcc = unsafePerformIO . ifoldlP g initAcc f resAcc
{-# INLINE ifoldlInternal #-}
-- | Similar to `foldlP`, except that folding functions themselves do live in IO
--
-- @since 0.1.0
foldlIO
:: (MonadUnliftIO m, Index ix, Source r e)
=> (a -> e -> m a)
-- ^ Index aware folding IO action
-> a
-- ^ Accumulator
-> (b -> a -> m b)
-- ^ Folding action that is applied to the results of a parallel fold
-> b
-- ^ Accumulator for chunks folding
-> Array r ix e
-> m b
foldlIO f !initAcc g !tAcc !arr
| getComp arr == Seq = foldlM f initAcc arr >>= g tAcc
| otherwise = do
let splitAcc _ = pure (initAcc, initAcc)
!sz = size arr
results <-
withScheduler (getComp arr) $ \scheduler ->
withRunInIO $ \run ->
stToPrim $
case unsafePrefIndex arr of
PrefIndex gix ->
iterFullAccST defRowMajor scheduler zeroIndex sz initAcc splitAcc $ \ !ix !acc ->
ioToPrim (run (f acc (gix ix)))
PrefIndexLinear gi ->
iterFullAccST defRowMajor scheduler 0 (toLinearSz sz) initAcc splitAcc $ \ !i !acc ->
ioToPrim (run (f acc (gi i)))
F.foldlM g tAcc results
{-# INLINE foldlIO #-}
-- | Similar to `ifoldlP`, except that folding functions themselves do live in IO
--
-- @since 0.1.0
ifoldlIO
:: (MonadUnliftIO m, Index ix, Source r e)
=> (a -> ix -> e -> m a)
-- ^ Index aware folding IO action
-> a
-- ^ Accumulator
-> (b -> a -> m b)
-- ^ Folding action that is applied to the results of a parallel fold
-> b
-- ^ Accumulator for chunks folding
-> Array r ix e
-> m b
ifoldlIO f !initAcc g !tAcc !arr
| getComp arr == Seq = ifoldlM f initAcc arr >>= g tAcc
| otherwise = do
let !sz = size arr
splitAcc _ = pure (initAcc, initAcc)
results <-
withScheduler (getComp arr) $ \scheduler ->
withRunInIO $ \run ->
stToPrim $
case unsafePrefIndex arr of
PrefIndex gix ->
iterFullAccST defRowMajor scheduler zeroIndex sz initAcc splitAcc $ \ !ix !acc ->
ioToPrim (run (f acc ix (gix ix)))
PrefIndexLinear gi ->
iterTargetFullAccST defRowMajor scheduler 0 sz initAcc splitAcc $ \ !i !ix !acc ->
ioToPrim (run (f acc ix (gi i)))
F.foldlM g tAcc results
{-# INLINE ifoldlIO #-}
-- | Slice an array into linear row-major vector chunks and apply an action to each of
-- them. Number of chunks will depend on the computation strategy. Results of each action
-- will be combined with a folding function.
--
-- @since 1.0.0
splitReduce
:: (MonadUnliftIO m, Index ix, Source r e)
=> (Scheduler RealWorld a -> Vector r e -> m a)
-> (b -> a -> m b)
-- ^ Folding action that is applied to the results of a parallel fold
-> b
-- ^ Accumulator for chunks folding
-> Array r ix e
-> m b
splitReduce f g !tAcc !arr = do
let !sz = size arr
!totalLength = totalElem sz
results <-
withScheduler (getComp arr) $ \scheduler -> do
withRunInIO $ \run -> do
splitLinearly (numWorkers scheduler) totalLength $ \chunkLength slackStart -> do
loopA_ 0 (< slackStart) (+ chunkLength) $ \ !start ->
scheduleWork scheduler $
run $
f scheduler $
unsafeLinearSlice start (SafeSz chunkLength) arr
when (slackStart < totalLength) $
scheduleWork scheduler $
run $
f scheduler $
unsafeLinearSlice slackStart (SafeSz (totalLength - slackStart)) arr
F.foldlM g tAcc results
{-# INLINE splitReduce #-}
-- | Similar to `ifoldrP`, except that folding functions themselves do live in IO
--
-- @since 0.1.0
ifoldrIO
:: (MonadUnliftIO m, Index ix, Source r e)
=> (ix -> e -> a -> m a)
-> a
-> (a -> b -> m b)
-> b
-> Array r ix e
-> m b
ifoldrIO f !initAcc g !tAcc !arr
| getComp arr == Seq = ifoldrM f initAcc arr >>= (`g` tAcc)
| otherwise = do
let !sz = size arr
!totalLength = totalElem sz
results <-
withRunInIO $ \run -> do
withScheduler (getComp arr) $ \scheduler ->
splitLinearly (numWorkers scheduler) totalLength $ \chunkLength slackStart -> do
when (slackStart < totalLength) $
scheduleWork scheduler $
run $
iterLinearM sz (totalLength - 1) slackStart (-1) (>=) initAcc $ \ !i ix ->
f ix (unsafeLinearIndex arr i)
loopA_ slackStart (> 0) (subtract chunkLength) $ \ !start ->
scheduleWork scheduler $
run $
iterLinearM sz (start - 1) (start - chunkLength) (-1) (>=) initAcc $ \ !i ix ->
f ix (unsafeLinearIndex arr i)
F.foldlM (flip g) tAcc results
{-# INLINE ifoldrIO #-}
-- | Sequential implementation of `any` with unrolling
anySu :: (Index ix, Source r e) => (e -> Bool) -> Array r ix e -> Bool
anySu f arr = go 0
where
!k = elemsCount arr
!k4 = k - (k `rem` 4)
go !i
| i < k4 =
f (unsafeLinearIndex arr i)
|| f (unsafeLinearIndex arr (i + 1))
|| f (unsafeLinearIndex arr (i + 2))
|| f (unsafeLinearIndex arr (i + 3))
|| go (i + 4)
| i < k = f (unsafeLinearIndex arr i) || go (i + 1)
| otherwise = False
{-# INLINE anySu #-}
-- | Implementaton of `any` on a slice of an array with short-circuiting using batch cancellation.
anySliceSuM
:: (Index ix, Source r e)
=> Batch RealWorld Bool
-> Ix1
-> Sz1
-> (e -> Bool)
-> Array r ix e
-> IO Bool
anySliceSuM batch ix0 (Sz1 k) f arr = go ix0
where
!k' = k - ix0
!k4 = ix0 + (k' - (k' `rem` 4))
go !i
| i < k4 = do
let r =
f (unsafeLinearIndex arr i)
|| f (unsafeLinearIndex arr (i + 1))
|| f (unsafeLinearIndex arr (i + 2))
|| f (unsafeLinearIndex arr (i + 3))
in if r
then cancelBatchWith batch True
else do
done <- hasBatchFinished batch
if done
then pure True
else go (i + 4)
| i < k =
if f (unsafeLinearIndex arr i)
then cancelBatchWith batch True
else go (i + 1)
| otherwise = pure False
{-# INLINE anySliceSuM #-}
-- | Parallelizable implementation of `any` with unrolling
anyPu :: (Index ix, Source r e) => (e -> Bool) -> Array r ix e -> IO Bool
-- TODO: switch to splitReduce
-- anyPu f arr =
-- splitReduce anySu (\r acc -> pure (r || acc)) False
anyPu f arr = do
let !sz = size arr
!totalLength = totalElem sz
results <-
withScheduler (getComp arr) $ \scheduler -> do
batch <- getCurrentBatch scheduler
splitLinearly (numWorkers scheduler) totalLength $ \chunkLength slackStart -> do
loopA_ 0 (< slackStart) (+ chunkLength) $ \ !start ->
scheduleWork scheduler $ anySliceSuM batch start (Sz (start + chunkLength)) f arr
when (slackStart < totalLength) $
scheduleWork scheduler $
anySliceSuM batch slackStart (Sz totalLength) f arr
pure $ F.foldl' (||) False results
{-# INLINE anyPu #-}
-- | /O(n)/ - Determines whether any element of the array satisfies a predicate.
--
-- @since 0.1.0
any :: (Index ix, Source r e) => (e -> Bool) -> Array r ix e -> Bool
any f arr =
case getComp arr of
Seq -> anySu f arr
_ -> unsafePerformIO $ anyPu f arr
{-# INLINE any #-}