futhark-0.22.7: src/Futhark/CodeGen/Backends/CCUDA.hs
{-# LANGUAGE QuasiQuotes #-}
-- | Code generation for CUDA.
module Futhark.CodeGen.Backends.CCUDA
( compileProg,
GC.CParts (..),
GC.asLibrary,
GC.asExecutable,
GC.asServer,
)
where
import Control.Monad
import Data.Maybe (catMaybes)
import Data.Text qualified as T
import Futhark.CodeGen.Backends.CCUDA.Boilerplate
import Futhark.CodeGen.Backends.COpenCL.Boilerplate (commonOptions, sizeLoggingCode)
import Futhark.CodeGen.Backends.GenericC qualified as GC
import Futhark.CodeGen.Backends.GenericC.Options
import Futhark.CodeGen.Backends.SimpleRep (primStorageType, toStorage)
import Futhark.CodeGen.ImpCode.OpenCL
import Futhark.CodeGen.ImpGen.CUDA qualified as ImpGen
import Futhark.IR.GPUMem hiding
( CmpSizeLe,
GetSize,
GetSizeMax,
)
import Futhark.MonadFreshNames
import Language.C.Quote.OpenCL qualified as C
import Language.C.Syntax qualified as C
import NeatInterpolation (untrimming)
-- | Compile the program to C with calls to CUDA.
compileProg :: MonadFreshNames m => T.Text -> Prog GPUMem -> m (ImpGen.Warnings, GC.CParts)
compileProg version prog = do
(ws, Program cuda_code cuda_prelude kernels _ sizes failures prog') <-
ImpGen.compileProg prog
let cost_centres =
[ copyDevToDev,
copyDevToHost,
copyHostToDev,
copyScalarToDev,
copyScalarFromDev
]
extra =
generateBoilerplate
cuda_code
cuda_prelude
cost_centres
kernels
sizes
failures
(ws,)
<$> GC.compileProg
"cuda"
version
operations
extra
cuda_includes
(Space "device", [Space "device", DefaultSpace])
cliOptions
prog'
where
operations :: GC.Operations OpenCL ()
operations =
GC.defaultOperations
{ GC.opsWriteScalar = writeCUDAScalar,
GC.opsReadScalar = readCUDAScalar,
GC.opsAllocate = allocateCUDABuffer,
GC.opsDeallocate = deallocateCUDABuffer,
GC.opsCopy = copyCUDAMemory,
GC.opsStaticArray = staticCUDAArray,
GC.opsMemoryType = cudaMemoryType,
GC.opsCompiler = callKernel,
GC.opsFatMemory = True,
GC.opsCritical =
( [C.citems|CUDA_SUCCEED_FATAL(cuCtxPushCurrent(ctx->cuda.cu_ctx));|],
[C.citems|CUDA_SUCCEED_FATAL(cuCtxPopCurrent(&ctx->cuda.cu_ctx));|]
)
}
cuda_includes =
[untrimming|
#include <cuda.h>
#include <cuda_runtime.h>
#include <nvrtc.h>
|]
cliOptions :: [Option]
cliOptions =
commonOptions
++ [ Option
{ optionLongName = "dump-cuda",
optionShortName = Nothing,
optionArgument = RequiredArgument "FILE",
optionDescription = "Dump the embedded CUDA kernels to the indicated file.",
optionAction =
[C.cstm|{futhark_context_config_dump_program_to(cfg, optarg);
entry_point = NULL;}|]
},
Option
{ optionLongName = "load-cuda",
optionShortName = Nothing,
optionArgument = RequiredArgument "FILE",
optionDescription = "Instead of using the embedded CUDA kernels, load them from the indicated file.",
optionAction = [C.cstm|futhark_context_config_load_program_from(cfg, optarg);|]
},
Option
{ optionLongName = "dump-ptx",
optionShortName = Nothing,
optionArgument = RequiredArgument "FILE",
optionDescription = "Dump the PTX-compiled version of the embedded kernels to the indicated file.",
optionAction =
[C.cstm|{futhark_context_config_dump_ptx_to(cfg, optarg);
entry_point = NULL;}|]
},
Option
{ optionLongName = "load-ptx",
optionShortName = Nothing,
optionArgument = RequiredArgument "FILE",
optionDescription = "Load PTX code from the indicated file.",
optionAction = [C.cstm|futhark_context_config_load_ptx_from(cfg, optarg);|]
},
Option
{ optionLongName = "nvrtc-option",
optionShortName = Nothing,
optionArgument = RequiredArgument "OPT",
optionDescription = "Add an additional build option to the string passed to NVRTC.",
optionAction = [C.cstm|futhark_context_config_add_nvrtc_option(cfg, optarg);|]
},
Option
{ optionLongName = "profile",
optionShortName = Just 'P',
optionArgument = NoArgument,
optionDescription = "Gather profiling data while executing and print out a summary at the end.",
optionAction = [C.cstm|futhark_context_config_set_profiling(cfg, 1);|]
}
]
-- We detect the special case of writing a constant and turn it into a
-- non-blocking write. This may be slightly faster, as it prevents
-- unnecessary synchronisation of the context, and writing a constant
-- is fairly common. This is only possible because we can give the
-- constant infinite lifetime (with 'static'), which is not the case
-- for ordinary variables.
writeCUDAScalar :: GC.WriteScalar OpenCL ()
writeCUDAScalar mem idx t "device" _ val@C.Const {} = do
val' <- newVName "write_static"
let (bef, aft) = profilingEnclosure copyScalarToDev
GC.item
[C.citem|{static $ty:t $id:val' = $exp:val;
$items:bef
CUDA_SUCCEED_OR_RETURN(
cuMemcpyHtoDAsync($exp:mem + $exp:idx * sizeof($ty:t),
&$id:val',
sizeof($ty:t),
0));
$items:aft
}|]
writeCUDAScalar mem idx t "device" _ val = do
val' <- newVName "write_tmp"
let (bef, aft) = profilingEnclosure copyScalarToDev
GC.item
[C.citem|{$ty:t $id:val' = $exp:val;
$items:bef
CUDA_SUCCEED_OR_RETURN(
cuMemcpyHtoD($exp:mem + $exp:idx * sizeof($ty:t),
&$id:val',
sizeof($ty:t)));
$items:aft
}|]
writeCUDAScalar _ _ _ space _ _ =
error $ "Cannot write to '" ++ space ++ "' memory space."
readCUDAScalar :: GC.ReadScalar OpenCL ()
readCUDAScalar mem idx t "device" _ = do
val <- newVName "read_res"
let (bef, aft) = profilingEnclosure copyScalarFromDev
mapM_
GC.item
[C.citems|
$ty:t $id:val;
{
$items:bef
CUDA_SUCCEED_OR_RETURN(
cuMemcpyDtoH(&$id:val,
$exp:mem + $exp:idx * sizeof($ty:t),
sizeof($ty:t)));
$items:aft
}
|]
GC.stm
[C.cstm|if (ctx->failure_is_an_option && futhark_context_sync(ctx) != 0)
{ return 1; }|]
pure [C.cexp|$id:val|]
readCUDAScalar _ _ _ space _ =
error $ "Cannot write to '" ++ space ++ "' memory space."
allocateCUDABuffer :: GC.Allocate OpenCL ()
allocateCUDABuffer mem size tag "device" =
GC.stm
[C.cstm|ctx->error =
CUDA_SUCCEED_NONFATAL(cuda_alloc(&ctx->cuda, ctx->log,
(size_t)$exp:size, $exp:tag,
&$exp:mem, (size_t*)&$exp:size));|]
allocateCUDABuffer _ _ _ space =
error $ "Cannot allocate in '" ++ space ++ "' memory space."
deallocateCUDABuffer :: GC.Deallocate OpenCL ()
deallocateCUDABuffer mem size tag "device" =
GC.stm [C.cstm|CUDA_SUCCEED_OR_RETURN(cuda_free(&ctx->cuda, $exp:mem, $exp:size, $exp:tag));|]
deallocateCUDABuffer _ _ _ space =
error $ "Cannot deallocate in '" ++ space ++ "' memory space."
copyCUDAMemory :: GC.Copy OpenCL ()
copyCUDAMemory b dstmem dstidx dstSpace srcmem srcidx srcSpace nbytes = do
let (copy, prof) = memcpyFun b dstSpace srcSpace
(bef, aft) = profilingEnclosure prof
GC.item
[C.citem|{$items:bef CUDA_SUCCEED_OR_RETURN($exp:copy); $items:aft}|]
where
dst = [C.cexp|$exp:dstmem + $exp:dstidx|]
src = [C.cexp|$exp:srcmem + $exp:srcidx|]
memcpyFun GC.CopyBarrier DefaultSpace (Space "device") =
([C.cexp|cuMemcpyDtoH($exp:dst, $exp:src, $exp:nbytes)|], copyDevToHost)
memcpyFun GC.CopyBarrier (Space "device") DefaultSpace =
([C.cexp|cuMemcpyHtoD($exp:dst, $exp:src, $exp:nbytes)|], copyHostToDev)
memcpyFun _ (Space "device") (Space "device") =
([C.cexp|cuMemcpy($exp:dst, $exp:src, $exp:nbytes)|], copyDevToDev)
memcpyFun GC.CopyNoBarrier DefaultSpace (Space "device") =
([C.cexp|cuMemcpyDtoHAsync($exp:dst, $exp:src, $exp:nbytes, 0)|], copyDevToHost)
memcpyFun GC.CopyNoBarrier (Space "device") DefaultSpace =
([C.cexp|cuMemcpyHtoDAsync($exp:dst, $exp:src, $exp:nbytes, 0)|], copyHostToDev)
memcpyFun _ _ _ =
error $
"Cannot copy to '"
++ show dstSpace
++ "' from '"
++ show srcSpace
++ "'."
staticCUDAArray :: GC.StaticArray OpenCL ()
staticCUDAArray name "device" t vs = do
let ct = GC.primTypeToCType t
name_realtype <- newVName $ baseString name ++ "_realtype"
num_elems <- case vs of
ArrayValues vs' -> do
let vs'' = [[C.cinit|$exp:v|] | v <- vs']
GC.earlyDecl [C.cedecl|static $ty:ct $id:name_realtype[$int:(length vs'')] = {$inits:vs''};|]
pure $ length vs''
ArrayZeros n -> do
GC.earlyDecl [C.cedecl|static $ty:ct $id:name_realtype[$int:n];|]
pure n
-- Fake a memory block.
GC.contextFieldDyn
(C.toIdent name mempty)
[C.cty|struct memblock_device|]
Nothing
[C.cstm|cuMemFree(ctx->$id:name.mem);|]
-- During startup, copy the data to where we need it.
GC.atInit
[C.cstm|{
ctx->$id:name.references = NULL;
ctx->$id:name.size = 0;
CUDA_SUCCEED_FATAL(cuMemAlloc(&ctx->$id:name.mem,
($int:num_elems > 0 ? $int:num_elems : 1)*sizeof($ty:ct)));
if ($int:num_elems > 0) {
CUDA_SUCCEED_FATAL(cuMemcpyHtoD(ctx->$id:name.mem, $id:name_realtype,
$int:num_elems*sizeof($ty:ct)));
}
}|]
GC.item [C.citem|struct memblock_device $id:name = ctx->$id:name;|]
staticCUDAArray _ space _ _ =
error $
"CUDA backend cannot create static array in '"
++ space
++ "' memory space"
cudaMemoryType :: GC.MemoryType OpenCL ()
cudaMemoryType "device" = pure [C.cty|typename CUdeviceptr|]
cudaMemoryType space =
error $ "CUDA backend does not support '" ++ space ++ "' memory space."
kernelConstToExp :: KernelConst -> C.Exp
kernelConstToExp (SizeConst key) =
[C.cexp|*ctx->tuning_params.$id:key|]
kernelConstToExp (SizeMaxConst size_class) =
[C.cexp|ctx->cuda.$id:field|]
where
field = "max_" <> cudaSizeClass size_class
cudaSizeClass SizeThreshold {} = "threshold"
cudaSizeClass SizeGroup = "block_size"
cudaSizeClass SizeNumGroups = "grid_size"
cudaSizeClass SizeTile = "tile_size"
cudaSizeClass SizeRegTile = "reg_tile_size"
cudaSizeClass SizeLocalMemory = "shared_memory"
cudaSizeClass (SizeBespoke x _) = prettyString x
compileGroupDim :: GroupDim -> GC.CompilerM op s C.Exp
compileGroupDim (Left e) = GC.compileExp e
compileGroupDim (Right kc) = pure $ kernelConstToExp kc
callKernel :: GC.OpCompiler OpenCL ()
callKernel (GetSize v key) = do
let e = kernelConstToExp $ SizeConst key
GC.stm [C.cstm|$id:v = $exp:e;|]
callKernel (CmpSizeLe v key x) = do
let e = kernelConstToExp $ SizeConst key
x' <- GC.compileExp x
GC.stm [C.cstm|$id:v = $exp:e <= $exp:x';|]
sizeLoggingCode v key x'
callKernel (GetSizeMax v size_class) = do
let e = kernelConstToExp $ SizeMaxConst size_class
GC.stm [C.cstm|$id:v = $exp:e;|]
callKernel (LaunchKernel safety kernel_name args num_blocks block_size) = do
args_arr <- newVName "kernel_args"
time_start <- newVName "time_start"
time_end <- newVName "time_end"
(args', shared_vars) <- unzip <$> mapM mkArgs args
let (shared_sizes, shared_offsets) = unzip $ catMaybes shared_vars
shared_offsets_sc = mkOffsets shared_sizes
shared_args = zip shared_offsets shared_offsets_sc
shared_tot = last shared_offsets_sc
forM_ shared_args $ \(arg, offset) ->
GC.decl [C.cdecl|unsigned int $id:arg = $exp:offset;|]
(grid_x, grid_y, grid_z) <- mkDims <$> mapM GC.compileExp num_blocks
(block_x, block_y, block_z) <- mkDims <$> mapM compileGroupDim block_size
let perm_args
| length num_blocks == 3 = [[C.cinit|&perm[0]|], [C.cinit|&perm[1]|], [C.cinit|&perm[2]|]]
| otherwise = []
failure_args =
take
(numFailureParams safety)
[ [C.cinit|&ctx->global_failure|],
[C.cinit|&ctx->failure_is_an_option|],
[C.cinit|&ctx->global_failure_args|]
]
args'' = perm_args ++ failure_args ++ [[C.cinit|&$id:a|] | a <- args']
sizes_nonzero =
expsNotZero
[ grid_x,
grid_y,
grid_z,
block_x,
block_y,
block_z
]
(bef, aft) = profilingEnclosure kernel_name
GC.stm
[C.cstm|
if ($exp:sizes_nonzero) {
int perm[3] = { 0, 1, 2 };
if ($exp:grid_y >= (1<<16)) {
perm[1] = perm[0];
perm[0] = 1;
}
if ($exp:grid_z >= (1<<16)) {
perm[2] = perm[0];
perm[0] = 2;
}
size_t grid[3];
grid[perm[0]] = $exp:grid_x;
grid[perm[1]] = $exp:grid_y;
grid[perm[2]] = $exp:grid_z;
void *$id:args_arr[] = { $inits:args'' };
typename int64_t $id:time_start = 0, $id:time_end = 0;
if (ctx->debugging) {
fprintf(ctx->log, "Launching %s with grid size [%ld, %ld, %ld] and block size [%ld, %ld, %ld]; shared memory: %d bytes.\n",
$string:(prettyString kernel_name),
(long int)$exp:grid_x, (long int)$exp:grid_y, (long int)$exp:grid_z,
(long int)$exp:block_x, (long int)$exp:block_y, (long int)$exp:block_z,
(int)$exp:shared_tot);
$id:time_start = get_wall_time();
}
$items:bef
CUDA_SUCCEED_OR_RETURN(
cuLaunchKernel(ctx->$id:kernel_name,
grid[0], grid[1], grid[2],
$exp:block_x, $exp:block_y, $exp:block_z,
$exp:shared_tot, NULL,
$id:args_arr, NULL));
$items:aft
if (ctx->debugging) {
CUDA_SUCCEED_FATAL(cuCtxSynchronize());
$id:time_end = get_wall_time();
fprintf(ctx->log, "Kernel %s runtime: %ldus\n",
$string:(prettyString kernel_name), $id:time_end - $id:time_start);
}
}|]
when (safety >= SafetyFull) $
GC.stm [C.cstm|ctx->failure_is_an_option = 1;|]
where
mkDims [] = ([C.cexp|0|], [C.cexp|0|], [C.cexp|0|])
mkDims [x] = (x, [C.cexp|1|], [C.cexp|1|])
mkDims [x, y] = (x, y, [C.cexp|1|])
mkDims (x : y : z : _) = (x, y, z)
addExp x y = [C.cexp|$exp:x + $exp:y|]
alignExp e = [C.cexp|$exp:e + ((8 - ($exp:e % 8)) % 8)|]
mkOffsets = scanl (\a b -> a `addExp` alignExp b) [C.cexp|0|]
expNotZero e = [C.cexp|$exp:e != 0|]
expAnd a b = [C.cexp|$exp:a && $exp:b|]
expsNotZero = foldl expAnd [C.cexp|1|] . map expNotZero
mkArgs (ValueKArg e t@(FloatType Float16)) = do
arg <- newVName "kernel_arg"
e' <- GC.compileExp e
GC.item [C.citem|$ty:(primStorageType t) $id:arg = $exp:(toStorage t e');|]
pure (arg, Nothing)
mkArgs (ValueKArg e t) =
(,Nothing) <$> GC.compileExpToName "kernel_arg" t e
mkArgs (MemKArg v) = do
v' <- GC.rawMem v
arg <- newVName "kernel_arg"
GC.decl [C.cdecl|typename CUdeviceptr $id:arg = $exp:v';|]
pure (arg, Nothing)
mkArgs (SharedMemoryKArg (Count c)) = do
num_bytes <- GC.compileExp c
size <- newVName "shared_size"
offset <- newVName "shared_offset"
GC.decl [C.cdecl|unsigned int $id:size = $exp:num_bytes;|]
pure (offset, Just (size, offset))