futhark-0.20.2: src/Futhark/Optimise/TileLoops/Shared.hs
module Futhark.Optimise.TileLoops.Shared
( TileM,
segMap1D,
segMap2D,
segMap3D,
segScatter2D,
VarianceTable,
varianceInStms,
isTileableRedomap,
)
where
import Control.Monad.Reader
import Control.Monad.State
import Data.List (foldl', zip4)
import qualified Data.Map as M
import Futhark.IR.GPU
import Futhark.MonadFreshNames
import Futhark.Tools
import Futhark.Transform.Rename
type TileM = ReaderT (Scope GPU) (State VNameSource)
segMap1D ::
String ->
SegLevel ->
ResultManifest ->
(VName -> Builder GPU Result) ->
Builder GPU [VName]
segMap1D desc lvl manifest f = do
ltid <- newVName "ltid"
ltid_flat <- newVName "ltid_flat"
let space = SegSpace ltid_flat [(ltid, unCount $ segGroupSize lvl)]
((ts, res), stms) <- localScope (scopeOfSegSpace space) . runBuilder $ do
res <- f ltid
ts <- mapM subExpResType res
return (ts, res)
Body _ stms' res' <- renameBody $ mkBody stms res
let ret (SubExpRes cs se) = Returns manifest cs se
letTupExp desc $
Op . SegOp $
SegMap lvl space ts $ KernelBody () stms' $ map ret res'
segMap2D ::
String -> -- desc
SegLevel -> -- lvl
ResultManifest -> -- manifest
(SubExp, SubExp) -> -- (dim_x, dim_y)
( (VName, VName) -> -- f
Builder GPU Result
) ->
Builder GPU [VName]
segMap2D desc lvl manifest (dim_y, dim_x) f = do
ltid_xx <- newVName "ltid_x"
ltid_flat <- newVName "ltid_flat"
ltid_yy <- newVName "ltid_y"
let segspace = SegSpace ltid_flat [(ltid_yy, dim_y), (ltid_xx, dim_x)]
((ts, res), stms) <- localScope (scopeOfSegSpace segspace) . runBuilder $ do
res <- f (ltid_yy, ltid_xx)
ts <- mapM subExpResType res
return (ts, res)
let ret (SubExpRes cs se) = Returns manifest cs se
letTupExp desc <=< renameExp $
Op . SegOp $
SegMap lvl segspace ts $ KernelBody () stms $ map ret res
segMap3D ::
String -> -- desc
SegLevel -> -- lvl
ResultManifest -> -- manifest
(SubExp, SubExp, SubExp) -> -- (dim_z, dim_y, dim_x)
( (VName, VName, VName) -> -- f
Builder GPU Result
) ->
Builder GPU [VName]
segMap3D desc lvl manifest (dim_z, dim_y, dim_x) f = do
ltid_x <- newVName "ltid_x"
ltid_flat <- newVName "ltid_flat"
ltid_y <- newVName "ltid_y"
ltid_z <- newVName "ltid_z"
let segspace = SegSpace ltid_flat [(ltid_z, dim_z), (ltid_y, dim_y), (ltid_x, dim_x)]
((ts, res), stms) <- localScope (scopeOfSegSpace segspace) . runBuilder $ do
res <- f (ltid_z, ltid_y, ltid_x)
ts <- mapM subExpResType res
return (ts, res)
let ret (SubExpRes cs se) = Returns manifest cs se
letTupExp desc <=< renameExp $
Op . SegOp $
SegMap lvl segspace ts $ KernelBody () stms $ map ret res
segScatter2D ::
String -> -- desc
SubExp -> -- arr_size
VName ->
SegLevel -> -- lvl
(SubExp, SubExp) -> -- (dim_y, dim_x)
((VName, VName) -> Builder GPU (SubExp, SubExp)) -> -- f
Builder GPU [VName]
segScatter2D desc arr_size updt_arr lvl (dim_x, dim_y) f = do
ltid_x <- newVName "ltid_x"
ltid_y <- newVName "ltid_y"
ltid_flat <- newVName "ltid_flat"
let segspace = SegSpace ltid_flat [(ltid_x, dim_x), (ltid_y, dim_y)]
((t_v, res_v, res_i), stms) <- runBuilder $ do
(res_v, res_i) <- f (ltid_x, ltid_y)
t_v <- subExpType res_v
return (t_v, res_v, res_i)
let ret = WriteReturns mempty (Shape [arr_size]) updt_arr [(Slice [DimFix res_i], res_v)]
let body = KernelBody () stms [ret]
letTupExp desc <=< renameExp $ Op $ SegOp $ SegMap lvl segspace [t_v] body
-- | The variance table keeps a mapping from a variable name
-- (something produced by a 'Stm') to the kernel thread indices
-- that name depends on. If a variable is not present in this table,
-- that means it is bound outside the kernel (and so can be considered
-- invariant to all dimensions).
type VarianceTable = M.Map VName Names
isTileableRedomap ::
Stm GPU ->
Maybe
( SubExp,
[VName],
(Commutativity, Lambda GPU, [SubExp], Lambda GPU)
)
isTileableRedomap stm
| Op (OtherOp (Screma w arrs form)) <- stmExp stm,
Just (reds, map_lam) <- isRedomapSOAC form,
Reduce red_comm red_lam red_nes <- singleReduce reds,
all (primType . rowType . paramType) $ lambdaParams red_lam,
all (primType . rowType . paramType) $ lambdaParams map_lam,
lambdaReturnType map_lam == lambdaReturnType red_lam, -- No mapout arrays.
not (null arrs),
all primType $ lambdaReturnType map_lam,
all (primType . paramType) $ lambdaParams map_lam =
Just (w, arrs, (red_comm, red_lam, red_nes, map_lam))
| otherwise =
Nothing
defVarianceInStm :: VarianceTable -> Stm GPU -> VarianceTable
defVarianceInStm variance stm =
foldl' add variance $ patNames $ stmPat stm
where
add variance' v = M.insert v binding_variance variance'
look variance' v = oneName v <> M.findWithDefault mempty v variance'
binding_variance = mconcat $ map (look variance) $ namesToList (freeIn stm)
-- just in case you need the Screma being treated differently than
-- by default; previously Cosmin had to enhance it when dealing with stream.
varianceInStm :: VarianceTable -> Stm GPU -> VarianceTable
varianceInStm v0 stm@(Let _ _ (Op (OtherOp Screma {})))
| Just (_, arrs, (_, red_lam, red_nes, map_lam)) <- isTileableRedomap stm =
let v = defVarianceInStm v0 stm
red_ps = lambdaParams red_lam
map_ps = lambdaParams map_lam
card_red = length red_nes
acc_lam_f = take (card_red `quot` 2) red_ps
arr_lam_f = drop (card_red `quot` 2) red_ps
stm_lam = bodyStms (lambdaBody map_lam) <> bodyStms (lambdaBody red_lam)
f vacc (v_a, v_fm, v_fr_acc, v_fr_var) =
let vrc = oneName v_a <> M.findWithDefault mempty v_a vacc
vacc' = M.insert v_fm vrc vacc
vrc' = oneName v_fm <> vrc
in M.insert v_fr_acc (oneName v_fr_var <> vrc') $ M.insert v_fr_var vrc' vacc'
v' =
foldl' f v $
zip4 arrs (map paramName map_ps) (map paramName acc_lam_f) (map paramName arr_lam_f)
in varianceInStms v' stm_lam
varianceInStm v0 stm = defVarianceInStm v0 stm
varianceInStms :: VarianceTable -> Stms GPU -> VarianceTable
varianceInStms = foldl' varianceInStm