futhark-0.25.11: src/Futhark/IR/GPU/Op.hs
{-# LANGUAGE TypeFamilies #-}
{-# LANGUAGE UndecidableInstances #-}
module Futhark.IR.GPU.Op
( -- * Size operations
SizeOp (..),
-- * Host operations
HostOp (..),
traverseHostOpStms,
typeCheckHostOp,
-- * SegOp refinements
SegLevel (..),
segVirt,
SegVirt (..),
SegSeqDims (..),
KernelGrid (..),
-- * Reexports
module Futhark.IR.GPU.Sizes,
module Futhark.IR.SegOp,
)
where
import Control.Monad
import Data.Sequence qualified as SQ
import Data.Text qualified as T
import Futhark.Analysis.Alias qualified as Alias
import Futhark.Analysis.Metrics
import Futhark.Analysis.SymbolTable qualified as ST
import Futhark.IR
import Futhark.IR.Aliases (Aliases, CanBeAliased (..))
import Futhark.IR.GPU.Sizes
import Futhark.IR.Prop.Aliases
import Futhark.IR.SegOp
import Futhark.IR.TypeCheck qualified as TC
import Futhark.Optimise.Simplify.Engine qualified as Engine
import Futhark.Optimise.Simplify.Rep
import Futhark.Transform.Rename
import Futhark.Transform.Substitute
import Futhark.Util.Pretty
( commasep,
parens,
ppTuple',
pretty,
(<+>),
)
import Futhark.Util.Pretty qualified as PP
-- | These dimensions (indexed from 0, outermost) of the corresponding
-- 'SegSpace' should not be parallelised, but instead iterated
-- sequentially. For example, with a 'SegSeqDims' of @[0]@ and a
-- 'SegSpace' with dimensions @[n][m]@, there will be an outer loop
-- with @n@ iterations, while the @m@ dimension will be parallelised.
--
-- Semantically, this has no effect, but it may allow reductions in
-- memory usage or other low-level optimisations. Operationally, the
-- guarantee is that for a SegSeqDims of e.g. @[i,j,k]@, threads
-- running at any given moment will always have the same indexes along
-- the dimensions specified by @[i,j,k]@.
--
-- At the moment, this is only supported for 'SegNoVirtFull'
-- intra-block parallelism in GPU code, as we have not yet found it
-- useful anywhere else.
newtype SegSeqDims = SegSeqDims {segSeqDims :: [Int]}
deriving (Eq, Ord, Show)
-- | Do we need block-virtualisation when generating code for the
-- segmented operation? In most cases, we do, but for some simple
-- kernels, we compute the full number of blocks in advance, and then
-- virtualisation is an unnecessary (but generally very small)
-- overhead. This only really matters for fairly trivial but very
-- wide @map@ kernels where each thread performs constant-time work on
-- scalars.
data SegVirt
= SegVirt
| SegNoVirt
| -- | Not only do we not need virtualisation, but we _guarantee_
-- that all physical threads participate in the work. This can
-- save some checks in code generation.
SegNoVirtFull SegSeqDims
deriving (Eq, Ord, Show)
-- | The actual, physical grid dimensions used for the GPU kernel
-- running this 'SegOp'.
data KernelGrid = KernelGrid
{ gridNumBlocks :: Count NumBlocks SubExp,
gridBlockSize :: Count BlockSize SubExp
}
deriving (Eq, Ord, Show)
-- | At which level the *body* of a t'SegOp' executes.
data SegLevel
= SegThread SegVirt (Maybe KernelGrid)
| SegBlock SegVirt (Maybe KernelGrid)
| SegThreadInBlock SegVirt
deriving (Eq, Ord, Show)
-- | The 'SegVirt' of the 'SegLevel'.
segVirt :: SegLevel -> SegVirt
segVirt (SegThread v _) = v
segVirt (SegBlock v _) = v
segVirt (SegThreadInBlock v) = v
instance PP.Pretty SegVirt where
pretty SegNoVirt = mempty
pretty (SegNoVirtFull dims) = "full" <+> pretty (segSeqDims dims)
pretty SegVirt = "virtualise"
instance PP.Pretty KernelGrid where
pretty (KernelGrid num_tblocks tblock_size) =
"grid="
<> pretty num_tblocks
<> PP.semi
<+> "blocksize="
<> pretty tblock_size
instance PP.Pretty SegLevel where
pretty (SegThread virt grid) =
PP.parens ("thread" <> PP.semi <+> pretty virt <> PP.semi <+> pretty grid)
pretty (SegBlock virt grid) =
PP.parens ("block" <> PP.semi <+> pretty virt <> PP.semi <+> pretty grid)
pretty (SegThreadInBlock virt) =
PP.parens ("inblock" <> PP.semi <+> pretty virt)
instance Engine.Simplifiable KernelGrid where
simplify (KernelGrid num_tblocks tblock_size) =
KernelGrid
<$> traverse Engine.simplify num_tblocks
<*> traverse Engine.simplify tblock_size
instance Engine.Simplifiable SegLevel where
simplify (SegThread virt grid) =
SegThread virt <$> Engine.simplify grid
simplify (SegBlock virt grid) =
SegBlock virt <$> Engine.simplify grid
simplify (SegThreadInBlock virt) =
pure $ SegThreadInBlock virt
instance Substitute KernelGrid where
substituteNames substs (KernelGrid num_tblocks tblock_size) =
KernelGrid
(substituteNames substs num_tblocks)
(substituteNames substs tblock_size)
instance Substitute SegLevel where
substituteNames substs (SegThread virt grid) =
SegThread virt (substituteNames substs grid)
substituteNames substs (SegBlock virt grid) =
SegBlock virt (substituteNames substs grid)
substituteNames _ (SegThreadInBlock virt) =
SegThreadInBlock virt
instance Rename SegLevel where
rename = substituteRename
instance FreeIn KernelGrid where
freeIn' (KernelGrid num_tblocks tblock_size) =
freeIn' (num_tblocks, tblock_size)
instance FreeIn SegLevel where
freeIn' (SegThread _virt grid) = freeIn' grid
freeIn' (SegBlock _virt grid) = freeIn' grid
freeIn' (SegThreadInBlock _virt) = mempty
-- | A simple size-level query or computation.
data SizeOp
= -- | Produce some runtime-configurable size.
GetSize Name SizeClass
| -- | The maximum size of some class.
GetSizeMax SizeClass
| -- | Compare size (likely a threshold) with some integer value.
CmpSizeLe Name SizeClass SubExp
| -- | @CalcNumBlocks w max_num_tblocks tblock_size@ calculates the
-- number of GPU threadblocks to use for an input of the given size.
-- The @Name@ is a size name. Note that @w@ is an i64 to avoid
-- overflow issues.
CalcNumBlocks SubExp Name SubExp
deriving (Eq, Ord, Show)
instance Substitute SizeOp where
substituteNames substs (CmpSizeLe name sclass x) =
CmpSizeLe name sclass (substituteNames substs x)
substituteNames substs (CalcNumBlocks w max_num_tblocks tblock_size) =
CalcNumBlocks
(substituteNames substs w)
max_num_tblocks
(substituteNames substs tblock_size)
substituteNames _ op = op
instance Rename SizeOp where
rename (CmpSizeLe name sclass x) =
CmpSizeLe name sclass <$> rename x
rename (CalcNumBlocks w max_num_tblocks tblock_size) =
CalcNumBlocks <$> rename w <*> pure max_num_tblocks <*> rename tblock_size
rename x = pure x
instance IsOp SizeOp where
safeOp _ = True
cheapOp _ = True
opDependencies op = [freeIn op]
instance TypedOp SizeOp where
opType (GetSize _ _) = pure [Prim int64]
opType (GetSizeMax _) = pure [Prim int64]
opType CmpSizeLe {} = pure [Prim Bool]
opType CalcNumBlocks {} = pure [Prim int64]
instance AliasedOp SizeOp where
opAliases _ = [mempty]
consumedInOp _ = mempty
instance FreeIn SizeOp where
freeIn' (CmpSizeLe _ _ x) = freeIn' x
freeIn' (CalcNumBlocks w _ tblock_size) = freeIn' w <> freeIn' tblock_size
freeIn' _ = mempty
instance PP.Pretty SizeOp where
pretty (GetSize name size_class) =
"get_size" <> parens (commasep [pretty name, pretty size_class])
pretty (GetSizeMax size_class) =
"get_size_max" <> parens (commasep [pretty size_class])
pretty (CmpSizeLe name size_class x) =
"cmp_size"
<> parens (commasep [pretty name, pretty size_class])
<+> "<="
<+> pretty x
pretty (CalcNumBlocks w max_num_tblocks tblock_size) =
"calc_num_tblocks" <> parens (commasep [pretty w, pretty max_num_tblocks, pretty tblock_size])
instance OpMetrics SizeOp where
opMetrics GetSize {} = seen "GetSize"
opMetrics GetSizeMax {} = seen "GetSizeMax"
opMetrics CmpSizeLe {} = seen "CmpSizeLe"
opMetrics CalcNumBlocks {} = seen "CalcNumBlocks"
typeCheckSizeOp :: (TC.Checkable rep) => SizeOp -> TC.TypeM rep ()
typeCheckSizeOp GetSize {} = pure ()
typeCheckSizeOp GetSizeMax {} = pure ()
typeCheckSizeOp (CmpSizeLe _ _ x) = TC.require [Prim int64] x
typeCheckSizeOp (CalcNumBlocks w _ tblock_size) = do
TC.require [Prim int64] w
TC.require [Prim int64] tblock_size
-- | A host-level operation; parameterised by what else it can do.
data HostOp op rep
= -- | A segmented operation.
SegOp (SegOp SegLevel rep)
| SizeOp SizeOp
| OtherOp (op rep)
| -- | Code to run sequentially on the GPU,
-- in a single thread.
GPUBody [Type] (Body rep)
deriving (Eq, Ord, Show)
-- | A helper for defining 'TraverseOpStms'.
traverseHostOpStms ::
(Monad m) =>
OpStmsTraverser m (op rep) rep ->
OpStmsTraverser m (HostOp op rep) rep
traverseHostOpStms _ f (SegOp segop) = SegOp <$> traverseSegOpStms f segop
traverseHostOpStms _ _ (SizeOp sizeop) = pure $ SizeOp sizeop
traverseHostOpStms onOtherOp f (OtherOp other) = OtherOp <$> onOtherOp f other
traverseHostOpStms _ f (GPUBody ts body) = do
stms <- f mempty $ bodyStms body
pure $ GPUBody ts $ body {bodyStms = stms}
instance (ASTRep rep, Substitute (op rep)) => Substitute (HostOp op rep) where
substituteNames substs (SegOp op) =
SegOp $ substituteNames substs op
substituteNames substs (OtherOp op) =
OtherOp $ substituteNames substs op
substituteNames substs (SizeOp op) =
SizeOp $ substituteNames substs op
substituteNames substs (GPUBody ts body) =
GPUBody (substituteNames substs ts) (substituteNames substs body)
instance (ASTRep rep, Rename (op rep)) => Rename (HostOp op rep) where
rename (SegOp op) = SegOp <$> rename op
rename (OtherOp op) = OtherOp <$> rename op
rename (SizeOp op) = SizeOp <$> rename op
rename (GPUBody ts body) = GPUBody <$> rename ts <*> rename body
instance (ASTRep rep, IsOp (op rep)) => IsOp (HostOp op rep) where
safeOp (SegOp op) = safeOp op
safeOp (OtherOp op) = safeOp op
safeOp (SizeOp op) = safeOp op
safeOp (GPUBody _ body) = all (safeExp . stmExp) $ bodyStms body
cheapOp (SegOp op) = cheapOp op
cheapOp (OtherOp op) = cheapOp op
cheapOp (SizeOp op) = cheapOp op
cheapOp (GPUBody types body) =
-- Current GPUBody usage only benefits from hoisting kernels that
-- transfer scalars to device.
SQ.null (bodyStms body) && all ((== 0) . arrayRank) types
opDependencies (SegOp op) = opDependencies op
opDependencies (OtherOp op) = opDependencies op
opDependencies op@(SizeOp {}) = [freeIn op]
opDependencies (GPUBody _ body) =
replicate (length . bodyResult $ body) (freeIn body)
instance (TypedOp (op rep)) => TypedOp (HostOp op rep) where
opType (SegOp op) = opType op
opType (OtherOp op) = opType op
opType (SizeOp op) = opType op
opType (GPUBody ts _) =
pure $ staticShapes $ map (`arrayOfRow` intConst Int64 1) ts
instance (Aliased rep, AliasedOp (op rep)) => AliasedOp (HostOp op rep) where
opAliases (SegOp op) = opAliases op
opAliases (OtherOp op) = opAliases op
opAliases (SizeOp op) = opAliases op
opAliases (GPUBody ts _) = map (const mempty) ts
consumedInOp (SegOp op) = consumedInOp op
consumedInOp (OtherOp op) = consumedInOp op
consumedInOp (SizeOp op) = consumedInOp op
consumedInOp (GPUBody _ body) = consumedInBody body
instance (ASTRep rep, FreeIn (op rep)) => FreeIn (HostOp op rep) where
freeIn' (SegOp op) = freeIn' op
freeIn' (OtherOp op) = freeIn' op
freeIn' (SizeOp op) = freeIn' op
freeIn' (GPUBody ts body) = freeIn' ts <> freeIn' body
instance (CanBeAliased op) => CanBeAliased (HostOp op) where
addOpAliases aliases (SegOp op) = SegOp $ addOpAliases aliases op
addOpAliases aliases (GPUBody ts body) = GPUBody ts $ Alias.analyseBody aliases body
addOpAliases aliases (OtherOp op) = OtherOp $ addOpAliases aliases op
addOpAliases _ (SizeOp op) = SizeOp op
instance (CanBeWise op) => CanBeWise (HostOp op) where
addOpWisdom (SegOp op) = SegOp $ addOpWisdom op
addOpWisdom (OtherOp op) = OtherOp $ addOpWisdom op
addOpWisdom (SizeOp op) = SizeOp op
addOpWisdom (GPUBody ts body) = GPUBody ts $ informBody body
instance (ASTRep rep, ST.IndexOp (op rep)) => ST.IndexOp (HostOp op rep) where
indexOp vtable k (SegOp op) is = ST.indexOp vtable k op is
indexOp vtable k (OtherOp op) is = ST.indexOp vtable k op is
indexOp _ _ _ _ = Nothing
instance (PrettyRep rep, PP.Pretty (op rep)) => PP.Pretty (HostOp op rep) where
pretty (SegOp op) = pretty op
pretty (OtherOp op) = pretty op
pretty (SizeOp op) = pretty op
pretty (GPUBody ts body) =
"gpu" <+> PP.colon <+> ppTuple' (map pretty ts) <+> PP.nestedBlock "{" "}" (pretty body)
instance (OpMetrics (Op rep), OpMetrics (op rep)) => OpMetrics (HostOp op rep) where
opMetrics (SegOp op) = opMetrics op
opMetrics (OtherOp op) = opMetrics op
opMetrics (SizeOp op) = opMetrics op
opMetrics (GPUBody _ body) = inside "GPUBody" $ bodyMetrics body
instance (RephraseOp op) => RephraseOp (HostOp op) where
rephraseInOp r (SegOp op) = SegOp <$> rephraseInOp r op
rephraseInOp r (OtherOp op) = OtherOp <$> rephraseInOp r op
rephraseInOp _ (SizeOp op) = pure $ SizeOp op
rephraseInOp r (GPUBody ts body) = GPUBody ts <$> rephraseBody r body
checkGrid :: (TC.Checkable rep) => KernelGrid -> TC.TypeM rep ()
checkGrid grid = do
TC.require [Prim int64] $ unCount $ gridNumBlocks grid
TC.require [Prim int64] $ unCount $ gridBlockSize grid
checkSegLevel ::
(TC.Checkable rep) =>
Maybe SegLevel ->
SegLevel ->
TC.TypeM rep ()
checkSegLevel (Just SegBlock {}) (SegThreadInBlock _virt) =
pure ()
checkSegLevel _ (SegThreadInBlock _virt) =
TC.bad $ TC.TypeError "inblock SegOp not in block SegOp."
checkSegLevel (Just SegThread {}) _ =
TC.bad $ TC.TypeError "SegOps cannot occur when already at thread level."
checkSegLevel (Just SegThreadInBlock {}) _ =
TC.bad $ TC.TypeError "SegOps cannot occur when already at inblock level."
checkSegLevel _ (SegThread _virt Nothing) =
pure ()
checkSegLevel (Just _) SegThread {} =
TC.bad $ TC.TypeError "thread-level SegOp cannot be nested"
checkSegLevel Nothing (SegThread _virt grid) =
mapM_ checkGrid grid
checkSegLevel (Just _) SegBlock {} =
TC.bad $ TC.TypeError "block-level SegOp cannot be nested"
checkSegLevel Nothing (SegBlock _virt grid) =
mapM_ checkGrid grid
typeCheckHostOp ::
(TC.Checkable rep) =>
(SegLevel -> Op (Aliases rep) -> TC.TypeM rep ()) ->
Maybe SegLevel ->
(op (Aliases rep) -> TC.TypeM rep ()) ->
HostOp op (Aliases rep) ->
TC.TypeM rep ()
typeCheckHostOp checker lvl _ (SegOp op) =
TC.checkOpWith (checker $ segLevel op) $
typeCheckSegOp (checkSegLevel lvl) op
typeCheckHostOp _ Just {} _ GPUBody {} =
TC.bad $ TC.TypeError "GPUBody may not be nested in SegOps."
typeCheckHostOp _ _ f (OtherOp op) = f op
typeCheckHostOp _ _ _ (SizeOp op) = typeCheckSizeOp op
typeCheckHostOp _ Nothing _ (GPUBody ts body) = do
mapM_ TC.checkType ts
void $ TC.checkBody body
body_ts <-
extendedScope
(traverse subExpResType (bodyResult body))
(scopeOf (bodyStms body))
unless (body_ts == ts) . TC.bad . TC.TypeError . T.unlines $
[ "Expected type: " <> prettyTuple ts,
"Got body type: " <> prettyTuple body_ts
]