{-# LANGUAGE FlexibleContexts #-} {-# LANGUAGE FlexibleInstances #-} {-# LANGUAGE MultiParamTypeClasses #-} {-# LANGUAGE OverlappingInstances #-} {-# LANGUAGE RankNTypes #-} {-# LANGUAGE ScopedTypeVariables #-} {-# LANGUAGE TypeFamilies #-} {-# LANGUAGE TypeOperators #-} {-# LANGUAGE TypeSynonymInstances #-} {-# OPTIONS_GHC -fno-warn-missing-methods -fno-warn-orphans #-} -- | -- Module : Data.Array.Accelerate.Language -- Copyright : [2008..2011] Manuel M T Chakravarty, Gabriele Keller, Sean Lee -- [2009..2012] Manuel M T Chakravarty, Gabriele Keller, Trevor L. McDonell -- License : BSD3 -- -- Maintainer : Manuel M T Chakravarty -- Stability : experimental -- Portability : non-portable (GHC extensions) -- -- We use the dictionary view of overloaded operations (such as arithmetic and -- bit manipulation) to reify such expressions. With non-overloaded -- operations (such as, the logical connectives) and partially overloaded -- operations (such as comparisons), we use the standard operator names with a -- \'*\' attached. We keep the standard alphanumeric names as they can be -- easily qualified. -- module Data.Array.Accelerate.Language ( -- ** Array and scalar expressions Acc, Exp, -- re-exporting from 'Smart' -- ** Stencil specification Boundary(..), Stencil, -- re-exporting from 'Smart' -- ** Common stencil types Stencil3, Stencil5, Stencil7, Stencil9, Stencil3x3, Stencil5x3, Stencil3x5, Stencil5x5, Stencil3x3x3, Stencil5x3x3, Stencil3x5x3, Stencil3x3x5, Stencil5x5x3, Stencil5x3x5, Stencil3x5x5, Stencil5x5x5, -- ** Scalar introduction constant, -- re-exporting from 'Smart' -- ** Array construction use, unit, replicate, generate, -- ** Shape manipulation reshape, -- ** Extraction of subarrays slice, -- ** Map-like functions map, zipWith, -- ** Reductions fold, fold1, foldSeg, fold1Seg, -- ** Scan functions scanl, scanl', scanl1, scanr, scanr', scanr1, -- ** Permutations permute, backpermute, -- ** Stencil operations stencil, stencil2, -- ** Foreign functions foreignAcc, foreignAcc2, foreignAcc3, foreignExp, foreignExp2, foreignExp3, -- ** Pipelining (>->), -- ** Array-level flow-control cond, (?|), -- ** Lifting and Unlifting -- | A value of type `Int` is a plain Haskell value (unlifted), -- whereas an @Exp Int@ is a /lifted/ value, that is, an integer -- lifted into the domain of expressions (an abstract syntax tree -- in disguise). Both `Acc` and `Exp` are /surface types/ into -- which values may be lifted. -- -- In general an @Exp Int@ cannot be unlifted into an `Int`, -- because the actual number will not be available until a later stage of -- execution (e.g. GPU execution, when `run` is called). However, -- in some cases unlifting makes sense. For example, unlifting -- can convert unpack an expression of tuple type into a tuple of -- expressions; those expressions, at runtime, will become tuple -- dereferences. Lift(..), Unlift(..), lift1, lift2, ilift1, ilift2, -- ** Tuple construction and destruction fst, snd, curry, uncurry, -- ** Index construction and destruction index0, index1, unindex1, index2, unindex2, indexHead, indexTail, toIndex, fromIndex, -- ** Conditional expressions (?), -- ** Array operations with a scalar result (!), (!!), the, null, shape, size, shapeSize, -- ** Methods of H98 classes that we need to redefine as their signatures change (==*), (/=*), (<*), (<=*), (>*), (>=*), max, min, bit, setBit, clearBit, complementBit, testBit, shift, shiftL, shiftR, rotate, rotateL, rotateR, truncate, round, floor, ceiling, -- ** Standard functions that we need to redefine as their signatures change (&&*), (||*), not, -- ** Conversions boolToInt, fromIntegral, -- ** Constants ignore -- Instances of Bounded, Enum, Eq, Ord, Bits, Num, Real, Floating, -- Fractional, RealFrac, RealFloat ) where -- avoid clashes with Prelude functions import Prelude hiding ( (!!), replicate, zip, unzip, map, scanl, scanl1, scanr, scanr1, zipWith, filter, max, min, not, fst, snd, curry, uncurry, null, truncate, round, floor, ceiling, fromIntegral) -- standard libraries import Data.Bits (Bits((.&.), (.|.), xor, complement)) -- friends import Data.Array.Accelerate.Type import Data.Array.Accelerate.Tuple import Data.Array.Accelerate.Smart import Data.Array.Accelerate.Array.Sugar hiding ((!), ignore, shape, size, toIndex, fromIndex) import qualified Data.Array.Accelerate.Array.Sugar as Sugar -- Array introduction -- ------------------ -- | Array inlet: makes an array available for processing using the Accelerate -- language. -- -- Depending upon the backend used to execute array computations, this may -- trigger (asynchronous) data transfer. -- use :: Arrays arrays => arrays -> Acc arrays use = Acc . Use -- | Scalar inlet: injects a scalar (or a tuple of scalars) into a singleton -- array for use in the Accelerate language. -- unit :: Elt e => Exp e -> Acc (Scalar e) unit = Acc . Unit -- | Replicate an array across one or more dimensions as specified by the -- /generalised/ array index provided as the first argument. -- -- For example, assuming 'arr' is a vector (one-dimensional array), -- -- > replicate (Z :.2 :.All :.3) arr -- -- yields a three dimensional array, where 'arr' is replicated twice across the -- first and three times across the third dimension. -- replicate :: (Slice slix, Elt e) => Exp slix -> Acc (Array (SliceShape slix) e) -> Acc (Array (FullShape slix) e) replicate = Acc $$ Replicate -- | Construct a new array by applying a function to each index. -- -- For example, the following will generate a one-dimensional array -- (`Vector`) of three floating point numbers: -- -- > generate (index1 3) (\_ -> 1.2) -- -- Or, equivalently: -- -- > generate (constant (Z :. (3::Int))) (\_ -> 1.2) -- -- Finally, the following will create an array equivalent to '[1..10]': -- -- > generate (index1 10) $ \ ix -> -- > let (Z :. i) = unlift ix -- > in fromIntegral i -- generate :: (Shape ix, Elt a) => Exp ix -> (Exp ix -> Exp a) -> Acc (Array ix a) generate = Acc $$ Generate -- Shape manipulation -- ------------------ -- | Change the shape of an array without altering its contents. The 'size' of -- the source and result arrays must be identical. -- -- > precondition: size ix == size ix' -- reshape :: (Shape ix, Shape ix', Elt e) => Exp ix -> Acc (Array ix' e) -> Acc (Array ix e) reshape = Acc $$ Reshape -- Extraction of sub-arrays -- ------------------------ -- | Index an array with a /generalised/ array index, supplied as the -- second argument. The result is a new array (possibly a singleton) -- containing the selected dimensions (`All`s) in their entirety. -- -- This can be used to /cut out/ entire dimensions. The opposite of -- `replicate`. For example, if 'mat' is a two dimensional array, the -- following will select a specific row and yield a one dimensional -- result: -- -- > slice mat (constant (Z :. (2::Int) :. All)) -- -- A fully specified index (with no `All`s) would return a single -- element (zero dimensional array). slice :: (Slice slix, Elt e) => Acc (Array (FullShape slix) e) -> Exp slix -> Acc (Array (SliceShape slix) e) slice = Acc $$ Slice -- Map-like functions -- ------------------ -- | Apply the given function element-wise to the given array. -- map :: (Shape ix, Elt a, Elt b) => (Exp a -> Exp b) -> Acc (Array ix a) -> Acc (Array ix b) map = Acc $$ Map -- | Apply the given binary function element-wise to the two arrays. The extent of the resulting -- array is the intersection of the extents of the two source arrays. -- zipWith :: (Shape ix, Elt a, Elt b, Elt c) => (Exp a -> Exp b -> Exp c) -> Acc (Array ix a) -> Acc (Array ix b) -> Acc (Array ix c) zipWith = Acc $$$ ZipWith -- Reductions -- ---------- -- | Reduction of the innermost dimension of an array of arbitrary rank. The -- first argument needs to be an /associative/ function to enable an efficient -- parallel implementation. -- fold :: (Shape ix, Elt a) => (Exp a -> Exp a -> Exp a) -> Exp a -> Acc (Array (ix:.Int) a) -> Acc (Array ix a) fold = Acc $$$ Fold -- | Variant of 'fold' that requires the reduced array to be non-empty and -- doesn't need an default value. The first argument needs to be an -- /associative/ function to enable an efficient parallel implementation. -- fold1 :: (Shape ix, Elt a) => (Exp a -> Exp a -> Exp a) -> Acc (Array (ix:.Int) a) -> Acc (Array ix a) fold1 = Acc $$ Fold1 -- | Segmented reduction along the innermost dimension. Performs one individual -- reduction per segment of the source array. These reductions proceed in -- parallel. -- -- The source array must have at least rank 1. The 'Segments' array determines -- the lengths of the logical sub-arrays, each of which is folded separately. -- foldSeg :: (Shape ix, Elt a, Elt i, IsIntegral i) => (Exp a -> Exp a -> Exp a) -> Exp a -> Acc (Array (ix:.Int) a) -> Acc (Segments i) -> Acc (Array (ix:.Int) a) foldSeg = Acc $$$$ FoldSeg -- | Variant of 'foldSeg' that requires /all/ segments of the reduced array to -- be non-empty and doesn't need a default value. -- -- The source array must have at least rank 1. The 'Segments' array determines -- the lengths of the logical sub-arrays, each of which is folded separately. -- fold1Seg :: (Shape ix, Elt a, Elt i, IsIntegral i) => (Exp a -> Exp a -> Exp a) -> Acc (Array (ix:.Int) a) -> Acc (Segments i) -> Acc (Array (ix:.Int) a) fold1Seg = Acc $$$ Fold1Seg -- Scan functions -- -------------- -- | Data.List style left-to-right scan, but with the additional restriction -- that the first argument needs to be an /associative/ function to enable an -- efficient parallel implementation. The initial value (second argument) may be -- arbitrary. -- scanl :: Elt a => (Exp a -> Exp a -> Exp a) -> Exp a -> Acc (Vector a) -> Acc (Vector a) scanl = Acc $$$ Scanl -- | Variant of 'scanl', where the final result of the reduction is returned -- separately. Denotationally, we have -- -- > scanl' f e arr = (init res, unit (res!len)) -- > where -- > len = shape arr -- > res = scanl f e arr -- scanl' :: Elt a => (Exp a -> Exp a -> Exp a) -> Exp a -> Acc (Vector a) -> (Acc (Vector a), Acc (Scalar a)) scanl' = unlift . Acc $$$ Scanl' -- | Data.List style left-to-right scan without an initial value (aka inclusive -- scan). Again, the first argument needs to be an /associative/ function. -- Denotationally, we have -- -- > scanl1 f e arr = tail (scanl f e arr) -- scanl1 :: Elt a => (Exp a -> Exp a -> Exp a) -> Acc (Vector a) -> Acc (Vector a) scanl1 = Acc $$ Scanl1 -- | Right-to-left variant of 'scanl'. -- scanr :: Elt a => (Exp a -> Exp a -> Exp a) -> Exp a -> Acc (Vector a) -> Acc (Vector a) scanr = Acc $$$ Scanr -- | Right-to-left variant of 'scanl''. -- scanr' :: Elt a => (Exp a -> Exp a -> Exp a) -> Exp a -> Acc (Vector a) -> (Acc (Vector a), Acc (Scalar a)) scanr' = unlift . Acc $$$ Scanr' -- | Right-to-left variant of 'scanl1'. -- scanr1 :: Elt a => (Exp a -> Exp a -> Exp a) -> Acc (Vector a) -> Acc (Vector a) scanr1 = Acc $$ Scanr1 -- Permutations -- ------------ -- | Forward permutation specified by an index mapping. The result array is -- initialised with the given defaults and any further values that are permuted -- into the result array are added to the current value using the given -- combination function. -- -- The combination function must be /associative/. Elements that are mapped to -- the magic value 'ignore' by the permutation function are dropped. -- permute :: (Shape ix, Shape ix', Elt a) => (Exp a -> Exp a -> Exp a) -- ^combination function -> Acc (Array ix' a) -- ^array of default values -> (Exp ix -> Exp ix') -- ^permutation -> Acc (Array ix a) -- ^array to be permuted -> Acc (Array ix' a) permute = Acc $$$$ Permute -- | Backward permutation specified by an index mapping from the destination -- array specifying which element of the source array to read. -- backpermute :: (Shape ix, Shape ix', Elt a) => Exp ix' -- ^shape of the result array -> (Exp ix' -> Exp ix) -- ^permutation -> Acc (Array ix a) -- ^source array -> Acc (Array ix' a) backpermute = Acc $$$ Backpermute -- Stencil operations -- ------------------ -- Common stencil types -- -- DIM1 stencil type type Stencil3 a = (Exp a, Exp a, Exp a) type Stencil5 a = (Exp a, Exp a, Exp a, Exp a, Exp a) type Stencil7 a = (Exp a, Exp a, Exp a, Exp a, Exp a, Exp a, Exp a) type Stencil9 a = (Exp a, Exp a, Exp a, Exp a, Exp a, Exp a, Exp a, Exp a, Exp a) -- DIM2 stencil type type Stencil3x3 a = (Stencil3 a, Stencil3 a, Stencil3 a) type Stencil5x3 a = (Stencil5 a, Stencil5 a, Stencil5 a) type Stencil3x5 a = (Stencil3 a, Stencil3 a, Stencil3 a, Stencil3 a, Stencil3 a) type Stencil5x5 a = (Stencil5 a, Stencil5 a, Stencil5 a, Stencil5 a, Stencil5 a) -- DIM3 stencil type type Stencil3x3x3 a = (Stencil3x3 a, Stencil3x3 a, Stencil3x3 a) type Stencil5x3x3 a = (Stencil5x3 a, Stencil5x3 a, Stencil5x3 a) type Stencil3x5x3 a = (Stencil3x5 a, Stencil3x5 a, Stencil3x5 a) type Stencil3x3x5 a = (Stencil3x3 a, Stencil3x3 a, Stencil3x3 a, Stencil3x3 a, Stencil3x3 a) type Stencil5x5x3 a = (Stencil5x5 a, Stencil5x5 a, Stencil5x5 a) type Stencil5x3x5 a = (Stencil5x3 a, Stencil5x3 a, Stencil5x3 a, Stencil5x3 a, Stencil5x3 a) type Stencil3x5x5 a = (Stencil3x5 a, Stencil3x5 a, Stencil3x5 a, Stencil3x5 a, Stencil3x5 a) type Stencil5x5x5 a = (Stencil5x5 a, Stencil5x5 a, Stencil5x5 a, Stencil5x5 a, Stencil5x5 a) -- |Map a stencil over an array. In contrast to 'map', the domain of a stencil function is an -- entire /neighbourhood/ of each array element. Neighbourhoods are sub-arrays centred around a -- focal point. They are not necessarily rectangular, but they are symmetric in each dimension -- and have an extent of at least three in each dimensions — due to the symmetry requirement, the -- extent is necessarily odd. The focal point is the array position that is determined by the -- stencil. -- -- For those array positions where the neighbourhood extends past the boundaries of the source -- array, a boundary condition determines the contents of the out-of-bounds neighbourhood -- positions. -- stencil :: (Shape ix, Elt a, Elt b, Stencil ix a stencil) => (stencil -> Exp b) -- ^stencil function -> Boundary a -- ^boundary condition -> Acc (Array ix a) -- ^source array -> Acc (Array ix b) -- ^destination array stencil = Acc $$$ Stencil -- | Map a binary stencil of an array. The extent of the resulting array is the -- intersection of the extents of the two source arrays. -- stencil2 :: (Shape ix, Elt a, Elt b, Elt c, Stencil ix a stencil1, Stencil ix b stencil2) => (stencil1 -> stencil2 -> Exp c) -- ^binary stencil function -> Boundary a -- ^boundary condition #1 -> Acc (Array ix a) -- ^source array #1 -> Boundary b -- ^boundary condition #2 -> Acc (Array ix b) -- ^source array #2 -> Acc (Array ix c) -- ^destination array stencil2 = Acc $$$$$ Stencil2 -- Foreign function calling -- ------------------------ -- | Call a foreign function. The form the function takes is dependent on the backend being used. -- The arguments are passed as either a single array or as a tuple of arrays. In addition a pure -- Accelerate version of the function needs to be provided to support backends other than the one -- being targeted. foreignAcc :: (Arrays acc, Arrays res, Foreign ff) => ff acc res -> (Acc acc -> Acc res) -> Acc acc -> Acc res foreignAcc = Acc $$$ Aforeign -- | Call a foreign function with foreign implementations for two different backends. foreignAcc2 :: (Arrays acc, Arrays res, Foreign ff1, Foreign ff2) => ff1 acc res -> ff2 acc res -> (Acc acc -> Acc res) -> Acc acc -> Acc res foreignAcc2 ff1 = Acc $$$ Aforeign ff1 $$ Acc $$$ Aforeign -- | Call a foreign function with foreign implementations for three different backends. foreignAcc3 :: (Arrays acc, Arrays res, Foreign ff1, Foreign ff2, Foreign ff3) => ff1 acc res -> ff2 acc res -> ff3 acc res -> (Acc acc -> Acc res) -> Acc acc -> Acc res foreignAcc3 ff1 ff2 = Acc $$$ Aforeign ff1 $$ Acc $$$ Aforeign ff2 $$ Acc $$$ Aforeign -- | Call a foreign expression function. The form the function takes is dependent on the -- backend being used. The arguments are passed as either a single scalar element or as a -- tuple of elements. In addition a pure Accelerate version of the function needs to be -- provided to support backends other than the one being targeted. foreignExp :: (Elt e, Elt res, Foreign ff) => ff e res -> (Exp e -> Exp res) -> Exp e -> Exp res foreignExp = Exp $$$ Foreign -- | Call a foreign function with foreign implementations for two different backends. foreignExp2 :: (Elt e, Elt res, Foreign ff1, Foreign ff2) => ff1 e res -> ff2 e res -> (Exp e -> Exp res) -> Exp e -> Exp res foreignExp2 ff1 = Exp $$$ Foreign ff1 $$ Exp $$$ Foreign -- | Call a foreign function with foreign implementations for three different backends. foreignExp3 :: (Elt e, Elt res, Foreign ff1, Foreign ff2, Foreign ff3) => ff1 e res -> ff2 e res -> ff3 e res -> (Exp e -> Exp res) -> Exp e -> Exp res foreignExp3 ff1 ff2 = Exp $$$ Foreign ff1 $$ Exp $$$ Foreign ff2 $$ Exp $$$ Foreign -- Composition of array computations -- --------------------------------- -- | Pipelining of two array computations. -- -- Denotationally, we have -- -- > (acc1 >-> acc2) arrs = let tmp = acc1 arrs in acc2 tmp -- -- Operationally, the array computations 'acc1' and 'acc2' will not share any sub-computations, -- neither between each other nor with the environment. This makes them truly independent stages -- that only communicate by way of the result of 'acc1' which is being fed as an argument to 'acc2'. -- infixl 1 >-> (>->) :: (Arrays a, Arrays b, Arrays c) => (Acc a -> Acc b) -> (Acc b -> Acc c) -> (Acc a -> Acc c) (>->) = Acc $$$ Pipe -- Flow control constructs -- ----------------------- -- | An array-level if-then-else construct. -- cond :: (Arrays a) => Exp Bool -- ^if-condition -> Acc a -- ^then-array -> Acc a -- ^else-array -> Acc a cond = Acc $$$ Acond -- | Infix version of 'cond'. -- infix 0 ?| (?|) :: (Arrays a) => Exp Bool -> (Acc a, Acc a) -> Acc a c ?| (t, e) = cond c t e -- Lifting surface expressions -- --------------------------- -- | The class of types @e@ which can be lifted into @c@. class Lift c e where -- | An associated-type (i.e. a type-level function) that strips all -- instances of surface type constructors @c@ from the input type @e@. -- -- For example, the tuple types @(Exp Int, Int)@ and @(Int, Exp -- Int)@ have the same \"Plain\" representation. That is, the -- following type equality holds: -- -- @Plain (Exp Int, Int) ~ (Int,Int) ~ Plain (Int, Exp Int)@ type Plain e -- | Lift the given value into a surface type 'c' --- either 'Exp' for scalar -- expressions or 'Acc' for array computations. The value may already contain -- subexpressions in 'c'. -- lift :: e -> c (Plain e) -- | A limited subset of types which can be lifted, can also be unlifted. class Lift c e => Unlift c e where -- | Unlift the outermost constructor through the surface type. This is only -- possible if the constructor is fully determined by its type - i.e., it is a -- singleton. -- unlift :: c (Plain e) -> e -- instances for indices instance Lift Exp () where type Plain () = () lift _ = Exp $ Tuple NilTup instance Unlift Exp () where unlift _ = () instance Lift Exp Z where type Plain Z = Z lift _ = Exp $ IndexNil instance Unlift Exp Z where unlift _ = Z instance (Slice (Plain ix), Lift Exp ix) => Lift Exp (ix :. Int) where type Plain (ix :. Int) = Plain ix :. Int lift (ix:.i) = Exp $ IndexCons (lift ix) (Exp $ Const i) instance (Slice (Plain ix), Lift Exp ix) => Lift Exp (ix :. All) where type Plain (ix :. All) = Plain ix :. All lift (ix:.i) = Exp $ IndexCons (lift ix) (Exp $ Const i) instance (Elt e, Slice (Plain ix), Lift Exp ix) => Lift Exp (ix :. Exp e) where type Plain (ix :. Exp e) = Plain ix :. e lift (ix:.i) = Exp $ IndexCons (lift ix) i instance (Elt e, Slice (Plain ix), Unlift Exp ix) => Unlift Exp (ix :. Exp e) where unlift e = unlift (Exp $ IndexTail e) :. Exp (IndexHead e) instance (Elt e, Slice ix) => Unlift Exp (Exp ix :. Exp e) where unlift e = (Exp $ IndexTail e) :. Exp (IndexHead e) instance Shape sh => Lift Exp (Any sh) where type Plain (Any sh) = Any sh lift Any = Exp $ IndexAny -- instances for numeric types instance Lift Exp Int where type Plain Int = Int lift = Exp . Const instance Lift Exp Int8 where type Plain Int8 = Int8 lift = Exp . Const instance Lift Exp Int16 where type Plain Int16 = Int16 lift = Exp . Const instance Lift Exp Int32 where type Plain Int32 = Int32 lift = Exp . Const instance Lift Exp Int64 where type Plain Int64 = Int64 lift = Exp . Const instance Lift Exp Word where type Plain Word = Word lift = Exp . Const instance Lift Exp Word8 where type Plain Word8 = Word8 lift = Exp . Const instance Lift Exp Word16 where type Plain Word16 = Word16 lift = Exp . Const instance Lift Exp Word32 where type Plain Word32 = Word32 lift = Exp . Const instance Lift Exp Word64 where type Plain Word64 = Word64 lift = Exp . Const {- instance Lift Exp CShort where type Plain CShort = CShort lift = Exp . Const instance Lift Exp CUShort where type Plain CUShort = CUShort lift = Exp . Const instance Lift Exp CInt where type Plain CInt = CInt lift = Exp . Const instance Lift Exp CUInt where type Plain CUInt = CUInt lift = Exp . Const instance Lift Exp CLong where type Plain CLong = CLong lift = Exp . Const instance Lift Exp CULong where type Plain CULong = CULong lift = Exp . Const instance Lift Exp CLLong where type Plain CLLong = CLLong lift = Exp . Const instance Lift Exp CULLong where type Plain CULLong = CULLong lift = Exp . Const -} instance Lift Exp Float where type Plain Float = Float lift = Exp . Const instance Lift Exp Double where type Plain Double = Double lift = Exp . Const {- instance Lift Exp CFloat where type Plain CFloat = CFloat lift = Exp . Const instance Lift Exp CDouble where type Plain CDouble = CDouble lift = Exp . Const -} instance Lift Exp Bool where type Plain Bool = Bool lift = Exp . Const instance Lift Exp Char where type Plain Char = Char lift = Exp . Const {- instance Lift Exp CChar where type Plain CChar = CChar lift = Exp . Const instance Lift Exp CSChar where type Plain CSChar = CSChar lift = Exp . Const instance Lift Exp CUChar where type Plain CUChar = CUChar lift = Exp . Const -} -- Instances for tuples instance (Lift Exp a, Lift Exp b, Elt (Plain a), Elt (Plain b)) => Lift Exp (a, b) where type Plain (a, b) = (Plain a, Plain b) lift (x, y) = tup2 (lift x, lift y) instance (Elt a, Elt b) => Unlift Exp (Exp a, Exp b) where unlift = untup2 instance (Lift Exp a, Lift Exp b, Lift Exp c, Elt (Plain a), Elt (Plain b), Elt (Plain c)) => Lift Exp (a, b, c) where type Plain (a, b, c) = (Plain a, Plain b, Plain c) lift (x, y, z) = tup3 (lift x, lift y, lift z) instance (Elt a, Elt b, Elt c) => Unlift Exp (Exp a, Exp b, Exp c) where unlift = untup3 instance (Lift Exp a, Lift Exp b, Lift Exp c, Lift Exp d, Elt (Plain a), Elt (Plain b), Elt (Plain c), Elt (Plain d)) => Lift Exp (a, b, c, d) where type Plain (a, b, c, d) = (Plain a, Plain b, Plain c, Plain d) lift (x, y, z, u) = tup4 (lift x, lift y, lift z, lift u) instance (Elt a, Elt b, Elt c, Elt d) => Unlift Exp (Exp a, Exp b, Exp c, Exp d) where unlift = untup4 instance (Lift Exp a, Lift Exp b, Lift Exp c, Lift Exp d, Lift Exp e, Elt (Plain a), Elt (Plain b), Elt (Plain c), Elt (Plain d), Elt (Plain e)) => Lift Exp (a, b, c, d, e) where type Plain (a, b, c, d, e) = (Plain a, Plain b, Plain c, Plain d, Plain e) lift (x, y, z, u, v) = tup5 (lift x, lift y, lift z, lift u, lift v) instance (Elt a, Elt b, Elt c, Elt d, Elt e) => Unlift Exp (Exp a, Exp b, Exp c, Exp d, Exp e) where unlift = untup5 instance (Lift Exp a, Lift Exp b, Lift Exp c, Lift Exp d, Lift Exp e, Lift Exp f, Elt (Plain a), Elt (Plain b), Elt (Plain c), Elt (Plain d), Elt (Plain e), Elt (Plain f)) => Lift Exp (a, b, c, d, e, f) where type Plain (a, b, c, d, e, f) = (Plain a, Plain b, Plain c, Plain d, Plain e, Plain f) lift (x, y, z, u, v, w) = tup6 (lift x, lift y, lift z, lift u, lift v, lift w) instance (Elt a, Elt b, Elt c, Elt d, Elt e, Elt f) => Unlift Exp (Exp a, Exp b, Exp c, Exp d, Exp e, Exp f) where unlift = untup6 instance (Lift Exp a, Lift Exp b, Lift Exp c, Lift Exp d, Lift Exp e, Lift Exp f, Lift Exp g, Elt (Plain a), Elt (Plain b), Elt (Plain c), Elt (Plain d), Elt (Plain e), Elt (Plain f), Elt (Plain g)) => Lift Exp (a, b, c, d, e, f, g) where type Plain (a, b, c, d, e, f, g) = (Plain a, Plain b, Plain c, Plain d, Plain e, Plain f, Plain g) lift (x, y, z, u, v, w, r) = tup7 (lift x, lift y, lift z, lift u, lift v, lift w, lift r) instance (Elt a, Elt b, Elt c, Elt d, Elt e, Elt f, Elt g) => Unlift Exp (Exp a, Exp b, Exp c, Exp d, Exp e, Exp f, Exp g) where unlift = untup7 instance (Lift Exp a, Lift Exp b, Lift Exp c, Lift Exp d, Lift Exp e, Lift Exp f, Lift Exp g, Lift Exp h, Elt (Plain a), Elt (Plain b), Elt (Plain c), Elt (Plain d), Elt (Plain e), Elt (Plain f), Elt (Plain g), Elt (Plain h)) => Lift Exp (a, b, c, d, e, f, g, h) where type Plain (a, b, c, d, e, f, g, h) = (Plain a, Plain b, Plain c, Plain d, Plain e, Plain f, Plain g, Plain h) lift (x, y, z, u, v, w, r, s) = tup8 (lift x, lift y, lift z, lift u, lift v, lift w, lift r, lift s) instance (Elt a, Elt b, Elt c, Elt d, Elt e, Elt f, Elt g, Elt h) => Unlift Exp (Exp a, Exp b, Exp c, Exp d, Exp e, Exp f, Exp g, Exp h) where unlift = untup8 instance (Lift Exp a, Lift Exp b, Lift Exp c, Lift Exp d, Lift Exp e, Lift Exp f, Lift Exp g, Lift Exp h, Lift Exp i, Elt (Plain a), Elt (Plain b), Elt (Plain c), Elt (Plain d), Elt (Plain e), Elt (Plain f), Elt (Plain g), Elt (Plain h), Elt (Plain i)) => Lift Exp (a, b, c, d, e, f, g, h, i) where type Plain (a, b, c, d, e, f, g, h, i) = (Plain a, Plain b, Plain c, Plain d, Plain e, Plain f, Plain g, Plain h, Plain i) lift (x, y, z, u, v, w, r, s, t) = tup9 (lift x, lift y, lift z, lift u, lift v, lift w, lift r, lift s, lift t) instance (Elt a, Elt b, Elt c, Elt d, Elt e, Elt f, Elt g, Elt h, Elt i) => Unlift Exp (Exp a, Exp b, Exp c, Exp d, Exp e, Exp f, Exp g, Exp h, Exp i) where unlift = untup9 -- Instance for scalar Accelerate expressions instance Lift Exp (Exp e) where type Plain (Exp e) = e lift = id -- Instance for Accelerate array computations instance Lift Acc (Acc a) where type Plain (Acc a) = a lift = id -- Instances for Arrays class --instance Lift Acc () where -- type Plain () = () -- lift _ = Acc (Atuple NilAtup) instance (Shape sh, Elt e) => Lift Acc (Array sh e) where type Plain (Array sh e) = Array sh e lift = Acc . Use instance (Lift Acc a, Lift Acc b, Arrays (Plain a), Arrays (Plain b)) => Lift Acc (a, b) where type Plain (a, b) = (Plain a, Plain b) lift (x, y) = atup2 (lift x, lift y) instance (Arrays a, Arrays b) => Unlift Acc (Acc a, Acc b) where unlift = unatup2 instance (Lift Acc a, Lift Acc b, Lift Acc c, Arrays (Plain a), Arrays (Plain b), Arrays (Plain c)) => Lift Acc (a, b, c) where type Plain (a, b, c) = (Plain a, Plain b, Plain c) lift (x, y, z) = atup3 (lift x, lift y, lift z) instance (Arrays a, Arrays b, Arrays c) => Unlift Acc (Acc a, Acc b, Acc c) where unlift = unatup3 instance (Lift Acc a, Lift Acc b, Lift Acc c, Lift Acc d, Arrays (Plain a), Arrays (Plain b), Arrays (Plain c), Arrays (Plain d)) => Lift Acc (a, b, c, d) where type Plain (a, b, c, d) = (Plain a, Plain b, Plain c, Plain d) lift (x, y, z, u) = atup4 (lift x, lift y, lift z, lift u) instance (Arrays a, Arrays b, Arrays c, Arrays d) => Unlift Acc (Acc a, Acc b, Acc c, Acc d) where unlift = unatup4 instance (Lift Acc a, Lift Acc b, Lift Acc c, Lift Acc d, Lift Acc e, Arrays (Plain a), Arrays (Plain b), Arrays (Plain c), Arrays (Plain d), Arrays (Plain e)) => Lift Acc (a, b, c, d, e) where type Plain (a, b, c, d, e) = (Plain a, Plain b, Plain c, Plain d, Plain e) lift (x, y, z, u, v) = atup5 (lift x, lift y, lift z, lift u, lift v) instance (Arrays a, Arrays b, Arrays c, Arrays d, Arrays e) => Unlift Acc (Acc a, Acc b, Acc c, Acc d, Acc e) where unlift = unatup5 instance (Lift Acc a, Lift Acc b, Lift Acc c, Lift Acc d, Lift Acc e, Lift Acc f, Arrays (Plain a), Arrays (Plain b), Arrays (Plain c), Arrays (Plain d), Arrays (Plain e), Arrays (Plain f)) => Lift Acc (a, b, c, d, e, f) where type Plain (a, b, c, d, e, f) = (Plain a, Plain b, Plain c, Plain d, Plain e, Plain f) lift (x, y, z, u, v, w) = atup6 (lift x, lift y, lift z, lift u, lift v, lift w) instance (Arrays a, Arrays b, Arrays c, Arrays d, Arrays e, Arrays f) => Unlift Acc (Acc a, Acc b, Acc c, Acc d, Acc e, Acc f) where unlift = unatup6 instance (Lift Acc a, Lift Acc b, Lift Acc c, Lift Acc d, Lift Acc e, Lift Acc f, Lift Acc g, Arrays (Plain a), Arrays (Plain b), Arrays (Plain c), Arrays (Plain d), Arrays (Plain e), Arrays (Plain f), Arrays (Plain g)) => Lift Acc (a, b, c, d, e, f, g) where type Plain (a, b, c, d, e, f, g) = (Plain a, Plain b, Plain c, Plain d, Plain e, Plain f, Plain g) lift (x, y, z, u, v, w, r) = atup7 (lift x, lift y, lift z, lift u, lift v, lift w, lift r) instance (Arrays a, Arrays b, Arrays c, Arrays d, Arrays e, Arrays f, Arrays g) => Unlift Acc (Acc a, Acc b, Acc c, Acc d, Acc e, Acc f, Acc g) where unlift = unatup7 instance (Lift Acc a, Lift Acc b, Lift Acc c, Lift Acc d, Lift Acc e, Lift Acc f, Lift Acc g, Lift Acc h, Arrays (Plain a), Arrays (Plain b), Arrays (Plain c), Arrays (Plain d), Arrays (Plain e), Arrays (Plain f), Arrays (Plain g), Arrays (Plain h)) => Lift Acc (a, b, c, d, e, f, g, h) where type Plain (a, b, c, d, e, f, g, h) = (Plain a, Plain b, Plain c, Plain d, Plain e, Plain f, Plain g, Plain h) lift (x, y, z, u, v, w, r, s) = atup8 (lift x, lift y, lift z, lift u, lift v, lift w, lift r, lift s) instance (Arrays a, Arrays b, Arrays c, Arrays d, Arrays e, Arrays f, Arrays g, Arrays h) => Unlift Acc (Acc a, Acc b, Acc c, Acc d, Acc e, Acc f, Acc g, Acc h) where unlift = unatup8 instance (Lift Acc a, Lift Acc b, Lift Acc c, Lift Acc d, Lift Acc e, Lift Acc f, Lift Acc g, Lift Acc h, Lift Acc i, Arrays (Plain a), Arrays (Plain b), Arrays (Plain c), Arrays (Plain d), Arrays (Plain e), Arrays (Plain f), Arrays (Plain g), Arrays (Plain h), Arrays (Plain i)) => Lift Acc (a, b, c, d, e, f, g, h, i) where type Plain (a, b, c, d, e, f, g, h, i) = (Plain a, Plain b, Plain c, Plain d, Plain e, Plain f, Plain g, Plain h, Plain i) lift (x, y, z, u, v, w, r, s, t) = atup9 (lift x, lift y, lift z, lift u, lift v, lift w, lift r, lift s, lift t) instance (Arrays a, Arrays b, Arrays c, Arrays d, Arrays e, Arrays f, Arrays g, Arrays h, Arrays i) => Unlift Acc (Acc a, Acc b, Acc c, Acc d, Acc e, Acc f, Acc g, Acc h, Acc i) where unlift = unatup9 -- Helpers to lift functions -- |Lift a unary function into 'Exp'. -- lift1 :: (Unlift Exp e1, Lift Exp e2) => (e1 -> e2) -> Exp (Plain e1) -> Exp (Plain e2) lift1 f = lift . f . unlift -- |Lift a binary function into 'Exp'. -- lift2 :: (Unlift Exp e1, Unlift Exp e2, Lift Exp e3) => (e1 -> e2 -> e3) -> Exp (Plain e1) -> Exp (Plain e2) -> Exp (Plain e3) lift2 f x y = lift $ f (unlift x) (unlift y) -- |Lift a unary function to a computation over rank-1 indices. -- ilift1 :: (Exp Int -> Exp Int) -> Exp DIM1 -> Exp DIM1 ilift1 f = lift1 (\(Z:.i) -> Z :. f i) -- |Lift a binary function to a computation over rank-1 indices. -- ilift2 :: (Exp Int -> Exp Int -> Exp Int) -> Exp DIM1 -> Exp DIM1 -> Exp DIM1 ilift2 f = lift2 (\(Z:.i) (Z:.j) -> Z :. f i j) -- Helpers to lift tuples -- |Extract the first component of a pair. -- fst :: forall f a b. Unlift f (f a, f b) => f (Plain (f a), Plain (f b)) -> f a fst e = let (x, _:: f b) = unlift e in x -- |Extract the second component of a pair. -- snd :: forall f a b. Unlift f (f a, f b) => f (Plain (f a), Plain (f b)) -> f b snd e = let (_::f a, y) = unlift e in y -- |Converts an uncurried function to a curried function. -- curry :: Lift f (f a, f b) => (f (Plain (f a), Plain (f b)) -> f c) -> f a -> f b -> f c curry f x y = f (lift (x, y)) -- |Converts a curried function to a function on pairs. -- uncurry :: Unlift f (f a, f b) => (f a -> f b -> f c) -> f (Plain (f a), Plain (f b)) -> f c uncurry f t = let (x, y) = unlift t in f x y -- Helpers to lift shapes and indices -- |The one index for a rank-0 array. -- index0 :: Exp Z index0 = lift Z -- |Turn an 'Int' expression into a rank-1 indexing expression. -- index1 :: Elt i => Exp i -> Exp (Z :. i) index1 i = lift (Z :. i) -- |Turn a rank-1 indexing expression into an 'Int' expression. -- unindex1 :: Elt i => Exp (Z :. i) -> Exp i unindex1 ix = let Z :. i = unlift ix in i -- | Creates a rank-2 index from two Exp Int`s -- index2 :: (Elt i, Slice (Z :. i)) => Exp i -> Exp i -> Exp (Z :. i :. i) index2 i j = lift (Z :. i :. j) -- | Destructs a rank-2 index to an Exp tuple of two Int`s. -- unindex2 :: forall i. (Elt i, Slice (Z :. i)) => Exp (Z :. i :. i) -> Exp (i, i) unindex2 ix = let Z :. i :. j = unlift ix :: Z :. Exp i :. Exp i in lift (i, j) -- | Get the outermost dimension of a shape -- indexHead :: Slice sh => Exp (sh :. Int) -> Exp Int indexHead = Exp . IndexHead -- | Get all but the outermost element of a shape -- indexTail :: Slice sh => Exp (sh :. Int) -> Exp sh indexTail = Exp . IndexTail -- | Map a multi-dimensional index into a linear, row-major representation of an -- array. The first argument is the array shape, the second is the index. -- toIndex :: Shape sh => Exp sh -> Exp sh -> Exp Int toIndex = Exp $$ ToIndex -- | Inverse of 'fromIndex' -- fromIndex :: Shape sh => Exp sh -> Exp Int -> Exp sh fromIndex = Exp $$ FromIndex -- Conditional expressions -- ----------------------- -- |Conditional expression. If the predicate evaluates to 'True', the first -- component of the tuple is returned, else the second. -- infix 0 ? (?) :: Elt t => Exp Bool -> (Exp t, Exp t) -> Exp t c ? (t, e) = Exp $ Cond c t e -- Array operations with a scalar result -- ------------------------------------- -- |Expression form that extracts a scalar from an array -- infixl 9 ! (!) :: (Shape ix, Elt e) => Acc (Array ix e) -> Exp ix -> Exp e (!) arr ix = Exp $ Index arr ix -- |Expression form that extracts a scalar from an array at a linear index -- infixl 9 !! (!!) :: (Shape ix, Elt e) => Acc (Array ix e) -> Exp Int -> Exp e (!!) arr i = Exp $ LinearIndex arr i -- |Extraction of the element in a singleton array -- the :: Elt e => Acc (Scalar e) -> Exp e the = (!index0) -- |Test whether an array is empty -- null :: (Shape ix, Elt e) => Acc (Array ix e) -> Exp Bool null arr = size arr ==* 0 -- |Expression form that yields the shape of an array -- shape :: (Shape ix, Elt e) => Acc (Array ix e) -> Exp ix shape = Exp . Shape -- |Expression form that yields the size of an array -- size :: (Shape ix, Elt e) => Acc (Array ix e) -> Exp Int size = shapeSize . shape -- |The total number of elements in an array of the given 'Shape' -- shapeSize :: Shape ix => Exp ix -> Exp Int shapeSize = Exp . ShapeSize -- Instances of all relevant H98 classes -- ------------------------------------- instance (Elt t, IsBounded t) => Bounded (Exp t) where minBound = mkMinBound maxBound = mkMaxBound instance (Elt t, IsScalar t) => Enum (Exp t) -- succ = mkSucc -- pred = mkPred -- FIXME: ops instance (Elt t, IsScalar t) => Prelude.Eq (Exp t) where -- FIXME: instance makes no sense with standard signatures (==) = error "Prelude.Eq.== applied to EDSL types" instance (Elt t, IsScalar t) => Prelude.Ord (Exp t) where -- FIXME: instance makes no sense with standard signatures compare = error "Prelude.Ord.compare applied to EDSL types" instance (Elt t, IsNum t, IsIntegral t) => Bits (Exp t) where (.&.) = mkBAnd (.|.) = mkBOr xor = mkBXor complement = mkBNot -- FIXME: argh, the rest have fixed types in their signatures -- | @'shift' x i@ shifts @x@ left by @i@ bits if @i@ is positive, or right by -- @-i@ bits otherwise. Right shifts perform sign extension on signed number -- types; i.e. they fill the top bits with 1 if the @x@ is negative and with 0 -- otherwise. -- shift :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t shift x i = i ==* 0 ? (x, i <* 0 ? (x `shiftR` (-i), x `shiftL` i)) -- | Shift the argument left by the specified number of bits -- (which must be non-negative). -- shiftL :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t shiftL = mkBShiftL -- | Shift the first argument right by the specified number of bits. The result -- is undefined for negative shift amounts and shift amounts greater or equal to -- the 'bitSize'. -- -- Right shifts perform sign extension on signed number types; i.e. they fill -- the top bits with 1 if the @x@ is negative and with 0 otherwise. -- shiftR :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t shiftR = mkBShiftR -- | @'rotate' x i@ rotates @x@ left by @i@ bits if @i@ is positive, or right by -- @-i@ bits otherwise. -- rotate :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t rotate x i = i ==* 0 ? (x, i <* 0 ? (x `rotateR` (-i), x `rotateL` i)) -- | Rotate the argument left by the specified number of bits -- (which must be non-negative). -- rotateL :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t rotateL = mkBRotateL -- | Rotate the argument right by the specified number of bits -- (which must be non-negative). -- rotateR :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t rotateR = mkBRotateR -- | @bit i@ is a value with the @i@th bit set and all other bits clear -- bit :: (Elt t, IsIntegral t) => Exp Int -> Exp t bit x = 1 `shiftL` x -- | @x \`setBit\` i@ is the same as @x .|. bit i@ -- setBit :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t x `setBit` i = x .|. bit i -- | @x \`clearBit\` i@ is the same as @x .&. complement (bit i)@ -- clearBit :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t x `clearBit` i = x .&. complement (bit i) -- | @x \`complementBit\` i@ is the same as @x \`xor\` bit i@ -- complementBit :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp t x `complementBit` i = x `xor` bit i -- | Return 'True' if the @n@th bit of the argument is 1 -- testBit :: (Elt t, IsIntegral t) => Exp t -> Exp Int -> Exp Bool x `testBit` i = (x .&. bit i) /=* 0 instance (Elt t, IsNum t) => Num (Exp t) where (+) = mkAdd (-) = mkSub (*) = mkMul negate = mkNeg abs = mkAbs signum = mkSig fromInteger = constant . fromInteger instance (Elt t, IsNum t) => Real (Exp t) -- FIXME: Why did we include this class? We won't need `toRational' until -- we support rational numbers in AP computations. instance (Elt t, IsIntegral t) => Integral (Exp t) where quot = mkQuot rem = mkRem div = mkIDiv mod = mkMod -- quotRem = -- divMod = -- toInteger = -- makes no sense instance (Elt t, IsFloating t) => Floating (Exp t) where pi = mkPi sin = mkSin cos = mkCos tan = mkTan asin = mkAsin acos = mkAcos atan = mkAtan asinh = mkAsinh acosh = mkAcosh atanh = mkAtanh exp = mkExpFloating sqrt = mkSqrt log = mkLog (**) = mkFPow logBase = mkLogBase instance (Elt t, IsFloating t) => Fractional (Exp t) where (/) = mkFDiv recip = mkRecip fromRational = constant . fromRational instance (Elt t, IsFloating t) => RealFrac (Exp t) -- FIXME: add other ops instance (Elt t, IsFloating t) => RealFloat (Exp t) where atan2 = mkAtan2 -- FIXME: add other ops -- Methods from H98 classes, where we need other signatures -- -------------------------------------------------------- infix 4 ==*, /=*, <*, <=*, >*, >=* -- |Equality lifted into Accelerate expressions. -- (==*) :: (Elt t, IsScalar t) => Exp t -> Exp t -> Exp Bool (==*) = mkEq -- |Inequality lifted into Accelerate expressions. -- (/=*) :: (Elt t, IsScalar t) => Exp t -> Exp t -> Exp Bool (/=*) = mkNEq -- compare :: a -> a -> Ordering -- we have no enumerations at the moment -- compare = ... -- |Smaller-than lifted into Accelerate expressions. -- (<*) :: (Elt t, IsScalar t) => Exp t -> Exp t -> Exp Bool (<*) = mkLt -- |Greater-or-equal lifted into Accelerate expressions. -- (>=*) :: (Elt t, IsScalar t) => Exp t -> Exp t -> Exp Bool (>=*) = mkGtEq -- |Greater-than lifted into Accelerate expressions. -- (>*) :: (Elt t, IsScalar t) => Exp t -> Exp t -> Exp Bool (>*) = mkGt -- |Smaller-or-equal lifted into Accelerate expressions. -- (<=*) :: (Elt t, IsScalar t) => Exp t -> Exp t -> Exp Bool (<=*) = mkLtEq -- |Determine the maximum of two scalars. -- max :: (Elt t, IsScalar t) => Exp t -> Exp t -> Exp t max = mkMax -- |Determine the minimum of two scalars. -- min :: (Elt t, IsScalar t) => Exp t -> Exp t -> Exp t min = mkMin -- Conversions from the RealFrac class -- -- | @truncate x@ returns the integer nearest @x@ between zero and @x@. -- truncate :: (Elt a, Elt b, IsFloating a, IsIntegral b) => Exp a -> Exp b truncate = mkTruncate -- | @round x@ returns the nearest integer to @x@, or the even integer if @x@ is -- equidistant between two integers. -- round :: (Elt a, Elt b, IsFloating a, IsIntegral b) => Exp a -> Exp b round = mkRound -- | @floor x@ returns the greatest integer not greater than @x@. -- floor :: (Elt a, Elt b, IsFloating a, IsIntegral b) => Exp a -> Exp b floor = mkFloor -- | @ceiling x@ returns the least integer not less than @x@. -- ceiling :: (Elt a, Elt b, IsFloating a, IsIntegral b) => Exp a -> Exp b ceiling = mkCeiling -- Non-overloaded standard functions, where we need other signatures -- ----------------------------------------------------------------- -- |Conjunction -- infixr 3 &&* (&&*) :: Exp Bool -> Exp Bool -> Exp Bool (&&*) = mkLAnd -- |Disjunction -- infixr 2 ||* (||*) :: Exp Bool -> Exp Bool -> Exp Bool (||*) = mkLOr -- |Negation -- not :: Exp Bool -> Exp Bool not = mkLNot -- Conversions -- ----------- -- |Convert a Boolean value to an 'Int', where 'False' turns into '0' and 'True' -- into '1'. -- boolToInt :: Exp Bool -> Exp Int boolToInt = mkBoolToInt -- |General coercion from integral types -- fromIntegral :: (Elt a, Elt b, IsIntegral a, IsNum b) => Exp a -> Exp b fromIntegral = mkFromIntegral -- Constants -- --------- -- |Magic value identifying elements that are ignored in a forward permutation. -- Note that this currently does not work for singleton arrays. -- ignore :: Shape ix => Exp ix ignore = constant Sugar.ignore