{-# LANGUAGE QuasiQuotes #-} -- | This module defines a translation from imperative code with -- kernels to imperative code with OpenCL or CUDA calls. module Futhark.CodeGen.ImpGen.GPU.ToOpenCL ( kernelsToOpenCL, kernelsToCUDA, ) where import Control.Monad import Control.Monad.Identity import Control.Monad.Reader import Control.Monad.State import Data.Bifunctor (second) import Data.Foldable (toList) import Data.Map.Strict qualified as M import Data.Maybe import Data.Set qualified as S import Data.Text qualified as T import Futhark.CodeGen.Backends.GenericC.Fun qualified as GC import Futhark.CodeGen.Backends.GenericC.Pretty import Futhark.CodeGen.Backends.SimpleRep import Futhark.CodeGen.ImpCode.GPU hiding (Program) import Futhark.CodeGen.ImpCode.GPU qualified as ImpGPU import Futhark.CodeGen.ImpCode.OpenCL hiding (Program) import Futhark.CodeGen.ImpCode.OpenCL qualified as ImpOpenCL import Futhark.CodeGen.RTS.C (atomicsH, halfH) import Futhark.Error (compilerLimitationS) import Futhark.MonadFreshNames import Futhark.Util (zEncodeText) import Language.C.Quote.OpenCL qualified as C import Language.C.Syntax qualified as C import NeatInterpolation (untrimming) -- | Generate CUDA host and device code. kernelsToCUDA :: ImpGPU.Program -> ImpOpenCL.Program kernelsToCUDA = translateGPU TargetCUDA -- | Generate OpenCL host and device code. kernelsToOpenCL :: ImpGPU.Program -> ImpOpenCL.Program kernelsToOpenCL = translateGPU TargetOpenCL -- | Translate a kernels-program to an OpenCL-program. translateGPU :: KernelTarget -> ImpGPU.Program -> ImpOpenCL.Program translateGPU target prog = let env = envFromProg prog ( prog', ToOpenCL kernels device_funs used_types sizes failures ) = (`runState` initialOpenCL) . (`runReaderT` env) $ do let ImpGPU.Definitions types (ImpGPU.Constants ps consts) (ImpGPU.Functions funs) = prog consts' <- traverse (onHostOp target) consts funs' <- forM funs $ \(fname, fun) -> (fname,) <$> traverse (onHostOp target) fun pure $ ImpOpenCL.Definitions types (ImpOpenCL.Constants ps consts') (ImpOpenCL.Functions funs') (device_prototypes, device_defs) = unzip $ M.elems device_funs kernels' = M.map fst kernels opencl_code = T.unlines $ map snd $ M.elems kernels opencl_prelude = T.unlines [ genPrelude target used_types, definitionsText device_prototypes, T.unlines device_defs ] in ImpOpenCL.Program opencl_code opencl_prelude kernels' (S.toList used_types) (findParamUsers env prog' (cleanSizes sizes)) failures prog' where genPrelude TargetOpenCL = genOpenClPrelude genPrelude TargetCUDA = const genCUDAPrelude -- | Due to simplifications after kernel extraction, some threshold -- parameters may contain KernelPaths that reference threshold -- parameters that no longer exist. We remove these here. cleanSizes :: M.Map Name SizeClass -> M.Map Name SizeClass cleanSizes m = M.map clean m where known = M.keys m clean (SizeThreshold path def) = SizeThreshold (filter ((`elem` known) . fst) path) def clean s = s findParamUsers :: Env -> Definitions ImpOpenCL.OpenCL -> M.Map Name SizeClass -> ParamMap findParamUsers env defs = M.mapWithKey onParam where cg = envCallGraph env getSize (ImpOpenCL.GetSize _ v) = Just v getSize (ImpOpenCL.CmpSizeLe _ v _) = Just v getSize (ImpOpenCL.GetSizeMax {}) = Nothing getSize (ImpOpenCL.LaunchKernel {}) = Nothing directUseInFun fun = mapMaybe getSize $ toList $ functionBody fun direct_uses = map (second directUseInFun) $ unFunctions $ defFuns defs calledBy fname = M.findWithDefault mempty fname cg indirectUseInFun fname = ( fname, foldMap snd $ filter ((`S.member` calledBy fname) . fst) direct_uses ) indirect_uses = direct_uses <> map (indirectUseInFun . fst) direct_uses onParam k c = (c, S.fromList $ map fst $ filter ((k `elem`) . snd) indirect_uses) pointerQuals :: String -> [C.TypeQual] pointerQuals "global" = [C.ctyquals|__global|] pointerQuals "local" = [C.ctyquals|__local|] pointerQuals "private" = [C.ctyquals|__private|] pointerQuals "constant" = [C.ctyquals|__constant|] pointerQuals "write_only" = [C.ctyquals|__write_only|] pointerQuals "read_only" = [C.ctyquals|__read_only|] pointerQuals "kernel" = [C.ctyquals|__kernel|] -- OpenCL does not actually have a "device" space, but we use it in -- the compiler pipeline to defer to memory on the device, as opposed -- to the host. From a kernel's perspective, this is "global". pointerQuals "device" = pointerQuals "global" pointerQuals s = error $ "'" ++ s ++ "' is not an OpenCL kernel address space." -- In-kernel name and per-workgroup size in bytes. type LocalMemoryUse = (VName, Count Bytes Exp) data KernelState = KernelState { kernelLocalMemory :: [LocalMemoryUse], kernelFailures :: [FailureMsg], kernelNextSync :: Int, -- | Has a potential failure occurred sine the last -- ErrorSync? kernelSyncPending :: Bool, kernelHasBarriers :: Bool } newKernelState :: [FailureMsg] -> KernelState newKernelState failures = KernelState mempty failures 0 False False errorLabel :: KernelState -> String errorLabel = ("error_" ++) . show . kernelNextSync data ToOpenCL = ToOpenCL { clGPU :: M.Map KernelName (KernelSafety, T.Text), clDevFuns :: M.Map Name (C.Definition, T.Text), clUsedTypes :: S.Set PrimType, clSizes :: M.Map Name SizeClass, clFailures :: [FailureMsg] } initialOpenCL :: ToOpenCL initialOpenCL = ToOpenCL mempty mempty mempty mempty mempty data Env = Env { envFuns :: ImpGPU.Functions ImpGPU.HostOp, envFunsMayFail :: S.Set Name, envCallGraph :: M.Map Name (S.Set Name) } codeMayFail :: (a -> Bool) -> ImpGPU.Code a -> Bool codeMayFail _ (Assert {}) = True codeMayFail f (Op x) = f x codeMayFail f (x :>>: y) = codeMayFail f x || codeMayFail f y codeMayFail f (For _ _ x) = codeMayFail f x codeMayFail f (While _ x) = codeMayFail f x codeMayFail f (If _ x y) = codeMayFail f x || codeMayFail f y codeMayFail f (Comment _ x) = codeMayFail f x codeMayFail _ _ = False hostOpMayFail :: ImpGPU.HostOp -> Bool hostOpMayFail (CallKernel k) = codeMayFail kernelOpMayFail $ kernelBody k hostOpMayFail _ = False kernelOpMayFail :: ImpGPU.KernelOp -> Bool kernelOpMayFail = const False funsMayFail :: M.Map Name (S.Set Name) -> ImpGPU.Functions ImpGPU.HostOp -> S.Set Name funsMayFail cg (Functions funs) = S.fromList $ map fst $ filter mayFail funs where base_mayfail = map fst $ filter (codeMayFail hostOpMayFail . ImpGPU.functionBody . snd) funs mayFail (fname, _) = any (`elem` base_mayfail) $ fname : S.toList (M.findWithDefault mempty fname cg) envFromProg :: ImpGPU.Program -> Env envFromProg prog = Env funs (funsMayFail cg funs) cg where funs = defFuns prog cg = ImpGPU.callGraph calledInHostOp funs lookupFunction :: Name -> Env -> Maybe (ImpGPU.Function HostOp) lookupFunction fname = lookup fname . unFunctions . envFuns functionMayFail :: Name -> Env -> Bool functionMayFail fname = S.member fname . envFunsMayFail type OnKernelM = ReaderT Env (State ToOpenCL) addSize :: Name -> SizeClass -> OnKernelM () addSize key sclass = modify $ \s -> s {clSizes = M.insert key sclass $ clSizes s} onHostOp :: KernelTarget -> HostOp -> OnKernelM OpenCL onHostOp target (CallKernel k) = onKernel target k onHostOp _ (ImpGPU.GetSize v key size_class) = do addSize key size_class pure $ ImpOpenCL.GetSize v key onHostOp _ (ImpGPU.CmpSizeLe v key size_class x) = do addSize key size_class pure $ ImpOpenCL.CmpSizeLe v key x onHostOp _ (ImpGPU.GetSizeMax v size_class) = pure $ ImpOpenCL.GetSizeMax v size_class genGPUCode :: Env -> OpsMode -> KernelCode -> [FailureMsg] -> GC.CompilerM KernelOp KernelState a -> (a, GC.CompilerState KernelState) genGPUCode env mode body failures = GC.runCompilerM (inKernelOperations env mode body) blankNameSource (newKernelState failures) -- Compilation of a device function that is not not invoked from the -- host, but is invoked by (perhaps multiple) kernels. generateDeviceFun :: Name -> ImpGPU.Function ImpGPU.KernelOp -> OnKernelM () generateDeviceFun fname device_func = do when (any memParam $ functionInput device_func) bad env <- ask failures <- gets clFailures let (func, kstate) = if functionMayFail fname env then let params = [ [C.cparam|__global int *global_failure|], [C.cparam|__global typename int64_t *global_failure_args|] ] (f, cstate) = genGPUCode env FunMode (functionBody device_func) failures $ GC.compileFun mempty params (fname, device_func) in (f, GC.compUserState cstate) else let (f, cstate) = genGPUCode env FunMode (functionBody device_func) failures $ GC.compileVoidFun mempty (fname, device_func) in (f, GC.compUserState cstate) modify $ \s -> s { clUsedTypes = typesInCode (functionBody device_func) <> clUsedTypes s, clDevFuns = M.insert fname (second funcText func) $ clDevFuns s, clFailures = kernelFailures kstate } -- Important to do this after the 'modify' call, so we propagate the -- right clFailures. void $ ensureDeviceFuns $ functionBody device_func where memParam MemParam {} = True memParam ScalarParam {} = False bad = compilerLimitationS "Cannot generate GPU functions that use arrays." -- Ensure that this device function is available, but don't regenerate -- it if it already exists. ensureDeviceFun :: Name -> ImpGPU.Function ImpGPU.KernelOp -> OnKernelM () ensureDeviceFun fname host_func = do exists <- gets $ M.member fname . clDevFuns unless exists $ generateDeviceFun fname host_func calledInHostOp :: HostOp -> S.Set Name calledInHostOp (CallKernel k) = calledFuncs calledInKernelOp $ kernelBody k calledInHostOp _ = mempty calledInKernelOp :: KernelOp -> S.Set Name calledInKernelOp = const mempty ensureDeviceFuns :: ImpGPU.KernelCode -> OnKernelM [Name] ensureDeviceFuns code = do let called = calledFuncs calledInKernelOp code fmap catMaybes . forM (S.toList called) $ \fname -> do def <- asks $ lookupFunction fname case def of Just host_func -> do -- Functions are a priori always considered host-level, so we have -- to convert them to device code. This is where most of our -- limitations on device-side functions (no arrays, no parallelism) -- comes from. let device_func = fmap toDevice host_func ensureDeviceFun fname device_func pure $ Just fname Nothing -> pure Nothing where bad = compilerLimitationS "Cannot generate GPU functions that contain parallelism." toDevice :: HostOp -> KernelOp toDevice _ = bad isConst :: GroupDim -> Maybe T.Text isConst (Left (ValueExp (IntValue x))) = Just $ prettyText $ intToInt64 x isConst (Right (SizeConst v)) = Just $ zEncodeText $ nameToText v isConst (Right (SizeMaxConst size_class)) = Just $ "max_" <> prettyText size_class isConst _ = Nothing onKernel :: KernelTarget -> Kernel -> OnKernelM OpenCL onKernel target kernel = do called <- ensureDeviceFuns $ kernelBody kernel -- Crucial that this is done after 'ensureDeviceFuns', as the device -- functions may themselves define failure points. failures <- gets clFailures env <- ask let (kernel_body, cstate) = genGPUCode env KernelMode (kernelBody kernel) failures . GC.collect $ do body <- GC.collect $ GC.compileCode $ kernelBody kernel -- No need to free, as we cannot allocate memory in kernels. mapM_ GC.item =<< GC.declAllocatedMem mapM_ GC.item body kstate = GC.compUserState cstate (local_memory_args, local_memory_params, local_memory_init) = unzip3 . flip evalState (blankNameSource :: VNameSource) $ mapM (prepareLocalMemory target) $ kernelLocalMemory kstate -- CUDA has very strict restrictions on the number of blocks -- permitted along the 'y' and 'z' dimensions of the grid -- (1<<16). To work around this, we are going to dynamically -- permute the block dimensions to move the largest one to the -- 'x' dimension, which has a higher limit (1<<31). This means -- we need to extend the kernel with extra parameters that -- contain information about this permutation, but we only do -- this for multidimensional kernels (at the time of this -- writing, only transposes). The corresponding arguments are -- added automatically in CCUDA.hs. (perm_params, block_dim_init) = case (target, num_groups) of (TargetCUDA, [_, _, _]) -> ( [ [C.cparam|const int block_dim0|], [C.cparam|const int block_dim1|], [C.cparam|const int block_dim2|] ], mempty ) _ -> ( mempty, [ [C.citem|const int block_dim0 = 0;|], [C.citem|const int block_dim1 = 1;|], [C.citem|const int block_dim2 = 2;|] ] ) (const_defs, const_undefs) = unzip $ mapMaybe constDef $ kernelUses kernel let (use_params, unpack_params) = unzip $ mapMaybe useAsParam $ kernelUses kernel -- The local_failure variable is an int despite only really storing -- a single bit of information, as some OpenCL implementations -- (e.g. AMD) does not like byte-sized local memory (and the others -- likely pad to a whole word anyway). let (safety, error_init) -- We conservatively assume that any called function can fail. | not $ null called = ( SafetyFull, [C.citems|volatile __local int local_failure; // Harmless for all threads to write this. local_failure = 0;|] ) | length (kernelFailures kstate) == length failures = if kernelFailureTolerant kernel then (SafetyNone, []) else -- No possible failures in this kernel, so if we make -- it past an initial check, then we are good to go. ( SafetyCheap, [C.citems|if (*global_failure >= 0) { return; }|] ) | otherwise = if not (kernelHasBarriers kstate) then ( SafetyFull, [C.citems|if (*global_failure >= 0) { return; }|] ) else ( SafetyFull, [C.citems| volatile __local int local_failure; if (failure_is_an_option) { int failed = *global_failure >= 0; if (failed) { return; } } // All threads write this value - it looks like CUDA has a compiler bug otherwise. local_failure = 0; barrier(CLK_LOCAL_MEM_FENCE); |] ) failure_params = [ [C.cparam|__global int *global_failure|], [C.cparam|int failure_is_an_option|], [C.cparam|__global typename int64_t *global_failure_args|] ] params = perm_params ++ take (numFailureParams safety) failure_params ++ catMaybes local_memory_params ++ use_params attribute = case (target, mapM isConst $ kernelGroupSize kernel) of (TargetOpenCL, Just [x, y, z]) -> "__attribute__((reqd_work_group_size" <> prettyText (x, y, z) <> "))\n" (TargetOpenCL, Just [x, y]) -> "__attribute__((reqd_work_group_size" <> prettyText (x, y, 1 :: Int) <> "))\n" (TargetOpenCL, Just [x]) -> "__attribute__((reqd_work_group_size" <> prettyText (x, 1 :: Int, 1 :: Int) <> "))\n" _ -> "" kernel_fun = attribute <> funcText [C.cfun|__kernel void $id:name ($params:params) { $items:(mconcat unpack_params) $items:const_defs $items:block_dim_init $items:local_memory_init $items:error_init $items:kernel_body $id:(errorLabel kstate): return; $items:const_undefs }|] modify $ \s -> s { clGPU = M.insert name (safety, kernel_fun) $ clGPU s, clUsedTypes = typesInKernel kernel <> clUsedTypes s, clFailures = kernelFailures kstate } -- The argument corresponding to the global_failure parameters is -- added automatically later. let args = catMaybes local_memory_args ++ kernelArgs kernel pure $ LaunchKernel safety name args num_groups group_size where name = kernelName kernel num_groups = kernelNumGroups kernel group_size = kernelGroupSize kernel prepareLocalMemory TargetOpenCL (mem, size) = do mem_aligned <- newVName $ baseString mem ++ "_aligned" pure ( Just $ SharedMemoryKArg size, Just [C.cparam|__local volatile typename int64_t* $id:mem_aligned|], [C.citem|__local volatile unsigned char* restrict $id:mem = (__local volatile unsigned char*) $id:mem_aligned;|] ) prepareLocalMemory TargetCUDA (mem, size) = do param <- newVName $ baseString mem ++ "_offset" pure ( Just $ SharedMemoryKArg size, Just [C.cparam|uint $id:param|], [C.citem|volatile $ty:defaultMemBlockType $id:mem = &shared_mem[$id:param];|] ) useAsParam :: KernelUse -> Maybe (C.Param, [C.BlockItem]) useAsParam (ScalarUse name pt) = do let name_bits = zEncodeText (prettyText name) <> "_bits" ctp = case pt of -- OpenCL does not permit bool as a kernel parameter type. Bool -> [C.cty|unsigned char|] Unit -> [C.cty|unsigned char|] _ -> primStorageType pt if ctp == primTypeToCType pt then Just ([C.cparam|$ty:ctp $id:name|], []) else let name_bits_e = [C.cexp|$id:name_bits|] in Just ( [C.cparam|$ty:ctp $id:name_bits|], [[C.citem|$ty:(primTypeToCType pt) $id:name = $exp:(fromStorage pt name_bits_e);|]] ) useAsParam (MemoryUse name) = Just ([C.cparam|__global $ty:defaultMemBlockType $id:name|], []) useAsParam ConstUse {} = Nothing -- Constants are #defined as macros. Since a constant name in one -- kernel might potentially (although unlikely) also be used for -- something else in another kernel, we #undef them after the kernel. constDef :: KernelUse -> Maybe (C.BlockItem, C.BlockItem) constDef (ConstUse v e) = Just ( [C.citem|$escstm:(T.unpack def)|], [C.citem|$escstm:(T.unpack undef)|] ) where e' = compilePrimExp e def = "#define " <> idText (C.toIdent v mempty) <> " (" <> expText e' <> ")" undef = "#undef " <> idText (C.toIdent v mempty) constDef _ = Nothing genOpenClPrelude :: S.Set PrimType -> T.Text genOpenClPrelude ts = [untrimming| // Clang-based OpenCL implementations need this for 'static' to work. #ifdef cl_clang_storage_class_specifiers #pragma OPENCL EXTENSION cl_clang_storage_class_specifiers : enable #endif #pragma OPENCL EXTENSION cl_khr_byte_addressable_store : enable $enable_f64 // Some OpenCL programs dislike empty progams, or programs with no kernels. // Declare a dummy kernel to ensure they remain our friends. __kernel void dummy_kernel(__global unsigned char *dummy, int n) { const int thread_gid = get_global_id(0); if (thread_gid >= n) return; } #pragma OPENCL EXTENSION cl_khr_int64_base_atomics : enable #pragma OPENCL EXTENSION cl_khr_int64_extended_atomics : enable typedef char int8_t; typedef short int16_t; typedef int int32_t; typedef long int64_t; typedef uchar uint8_t; typedef ushort uint16_t; typedef uint uint32_t; typedef ulong uint64_t; // NVIDIAs OpenCL does not create device-wide memory fences (see #734), so we // use inline assembly if we detect we are on an NVIDIA GPU. #ifdef cl_nv_pragma_unroll static inline void mem_fence_global() { asm("membar.gl;"); } #else static inline void mem_fence_global() { mem_fence(CLK_LOCAL_MEM_FENCE | CLK_GLOBAL_MEM_FENCE); } #endif static inline void mem_fence_local() { mem_fence(CLK_LOCAL_MEM_FENCE); } |] <> halfH <> cScalarDefs <> atomicsH where enable_f64 | FloatType Float64 `S.member` ts = [untrimming| #pragma OPENCL EXTENSION cl_khr_fp64 : enable #define FUTHARK_F64_ENABLED |] | otherwise = mempty genCUDAPrelude :: T.Text genCUDAPrelude = [untrimming| #define FUTHARK_CUDA #define FUTHARK_F64_ENABLED typedef char int8_t; typedef short int16_t; typedef int int32_t; typedef long long int64_t; typedef unsigned char uint8_t; typedef unsigned short uint16_t; typedef unsigned int uint32_t; typedef unsigned long long uint64_t; typedef uint8_t uchar; typedef uint16_t ushort; typedef uint32_t uint; typedef uint64_t ulong; #define __kernel extern "C" __global__ __launch_bounds__(MAX_THREADS_PER_BLOCK) #define __global #define __local #define __private #define __constant #define __write_only #define __read_only static inline int get_group_id_fn(int block_dim0, int block_dim1, int block_dim2, int d) { switch (d) { case 0: d = block_dim0; break; case 1: d = block_dim1; break; case 2: d = block_dim2; break; } switch (d) { case 0: return blockIdx.x; case 1: return blockIdx.y; case 2: return blockIdx.z; default: return 0; } } #define get_group_id(d) get_group_id_fn(block_dim0, block_dim1, block_dim2, d) static inline int get_num_groups_fn(int block_dim0, int block_dim1, int block_dim2, int d) { switch (d) { case 0: d = block_dim0; break; case 1: d = block_dim1; break; case 2: d = block_dim2; break; } switch(d) { case 0: return gridDim.x; case 1: return gridDim.y; case 2: return gridDim.z; default: return 0; } } #define get_num_groups(d) get_num_groups_fn(block_dim0, block_dim1, block_dim2, d) static inline int get_local_id(int d) { switch (d) { case 0: return threadIdx.x; case 1: return threadIdx.y; case 2: return threadIdx.z; default: return 0; } } static inline int get_local_size(int d) { switch (d) { case 0: return blockDim.x; case 1: return blockDim.y; case 2: return blockDim.z; default: return 0; } } #define CLK_LOCAL_MEM_FENCE 1 #define CLK_GLOBAL_MEM_FENCE 2 static inline void barrier(int x) { __syncthreads(); } static inline void mem_fence_local() { __threadfence_block(); } static inline void mem_fence_global() { __threadfence(); } #define NAN (0.0/0.0) #define INFINITY (1.0/0.0) extern volatile __shared__ unsigned char shared_mem[]; |] <> halfH <> cScalarDefs <> atomicsH compilePrimExp :: PrimExp KernelConst -> C.Exp compilePrimExp e = runIdentity $ GC.compilePrimExp compileKernelConst e where compileKernelConst (SizeConst key) = pure [C.cexp|$id:(zEncodeText (prettyText key))|] compileKernelConst (SizeMaxConst size_class) = pure [C.cexp|$id:("max_" <> prettyString size_class)|] kernelArgs :: Kernel -> [KernelArg] kernelArgs = mapMaybe useToArg . kernelUses where useToArg (MemoryUse mem) = Just $ MemKArg mem useToArg (ScalarUse v pt) = Just $ ValueKArg (LeafExp v pt) pt useToArg ConstUse {} = Nothing nextErrorLabel :: GC.CompilerM KernelOp KernelState String nextErrorLabel = errorLabel <$> GC.getUserState incErrorLabel :: GC.CompilerM KernelOp KernelState () incErrorLabel = GC.modifyUserState $ \s -> s {kernelNextSync = kernelNextSync s + 1} pendingError :: Bool -> GC.CompilerM KernelOp KernelState () pendingError b = GC.modifyUserState $ \s -> s {kernelSyncPending = b} hasCommunication :: ImpGPU.KernelCode -> Bool hasCommunication = any communicates where communicates ErrorSync {} = True communicates Barrier {} = True communicates _ = False -- Whether we are generating code for a kernel or a device function. -- This has minor effects, such as exactly how failures are -- propagated. data OpsMode = KernelMode | FunMode deriving (Eq) inKernelOperations :: Env -> OpsMode -> ImpGPU.KernelCode -> GC.Operations KernelOp KernelState inKernelOperations env mode body = GC.Operations { GC.opsCompiler = kernelOps, GC.opsMemoryType = kernelMemoryType, GC.opsWriteScalar = kernelWriteScalar, GC.opsReadScalar = kernelReadScalar, GC.opsAllocate = cannotAllocate, GC.opsDeallocate = cannotDeallocate, GC.opsCopy = copyInKernel, GC.opsFatMemory = False, GC.opsError = errorInKernel, GC.opsCall = callInKernel, GC.opsCritical = mempty } where has_communication = hasCommunication body fence FenceLocal = [C.cexp|CLK_LOCAL_MEM_FENCE|] fence FenceGlobal = [C.cexp|CLK_GLOBAL_MEM_FENCE | CLK_LOCAL_MEM_FENCE|] kernelOps :: GC.OpCompiler KernelOp KernelState kernelOps (GetGroupId v i) = GC.stm [C.cstm|$id:v = get_group_id($int:i);|] kernelOps (GetLocalId v i) = GC.stm [C.cstm|$id:v = get_local_id($int:i);|] kernelOps (GetLocalSize v i) = GC.stm [C.cstm|$id:v = get_local_size($int:i);|] kernelOps (GetLockstepWidth v) = GC.stm [C.cstm|$id:v = LOCKSTEP_WIDTH;|] kernelOps (Barrier f) = do GC.stm [C.cstm|barrier($exp:(fence f));|] GC.modifyUserState $ \s -> s {kernelHasBarriers = True} kernelOps (MemFence FenceLocal) = GC.stm [C.cstm|mem_fence_local();|] kernelOps (MemFence FenceGlobal) = GC.stm [C.cstm|mem_fence_global();|] kernelOps (LocalAlloc name size) = do name' <- newVName $ prettyString name ++ "_backing" GC.modifyUserState $ \s -> s {kernelLocalMemory = (name', fmap untyped size) : kernelLocalMemory s} GC.stm [C.cstm|$id:name = (__local unsigned char*) $id:name';|] kernelOps (ErrorSync f) = do label <- nextErrorLabel pending <- kernelSyncPending <$> GC.getUserState when pending $ do pendingError False GC.stm [C.cstm|$id:label: barrier($exp:(fence f));|] GC.stm [C.cstm|if (local_failure) { return; }|] GC.stm [C.cstm|barrier($exp:(fence f));|] GC.modifyUserState $ \s -> s {kernelHasBarriers = True} incErrorLabel kernelOps (Atomic space aop) = atomicOps space aop atomicCast s t = do let volatile = [C.ctyquals|volatile|] let quals = case s of Space sid -> pointerQuals sid _ -> pointerQuals "global" pure [C.cty|$tyquals:(volatile++quals) $ty:t|] atomicSpace (Space sid) = sid atomicSpace _ = "global" doAtomic s t old arr ind val op ty = do ind' <- GC.compileExp $ untyped $ unCount ind val' <- GC.compileExp val cast <- atomicCast s ty GC.stm [C.cstm|$id:old = $id:op'(&(($ty:cast *)$id:arr)[$exp:ind'], ($ty:ty) $exp:val');|] where op' = op ++ "_" ++ prettyString t ++ "_" ++ atomicSpace s doAtomicCmpXchg s t old arr ind cmp val ty = do ind' <- GC.compileExp $ untyped $ unCount ind cmp' <- GC.compileExp cmp val' <- GC.compileExp val cast <- atomicCast s ty GC.stm [C.cstm|$id:old = $id:op(&(($ty:cast *)$id:arr)[$exp:ind'], $exp:cmp', $exp:val');|] where op = "atomic_cmpxchg_" ++ prettyString t ++ "_" ++ atomicSpace s doAtomicXchg s t old arr ind val ty = do cast <- atomicCast s ty ind' <- GC.compileExp $ untyped $ unCount ind val' <- GC.compileExp val GC.stm [C.cstm|$id:old = $id:op(&(($ty:cast *)$id:arr)[$exp:ind'], $exp:val');|] where op = "atomic_chg_" ++ prettyString t ++ "_" ++ atomicSpace s -- First the 64-bit operations. atomicOps s (AtomicAdd Int64 old arr ind val) = doAtomic s Int64 old arr ind val "atomic_add" [C.cty|typename int64_t|] atomicOps s (AtomicFAdd Float64 old arr ind val) = doAtomic s Float64 old arr ind val "atomic_fadd" [C.cty|double|] atomicOps s (AtomicSMax Int64 old arr ind val) = doAtomic s Int64 old arr ind val "atomic_smax" [C.cty|typename int64_t|] atomicOps s (AtomicSMin Int64 old arr ind val) = doAtomic s Int64 old arr ind val "atomic_smin" [C.cty|typename int64_t|] atomicOps s (AtomicUMax Int64 old arr ind val) = doAtomic s Int64 old arr ind val "atomic_umax" [C.cty|unsigned int64_t|] atomicOps s (AtomicUMin Int64 old arr ind val) = doAtomic s Int64 old arr ind val "atomic_umin" [C.cty|unsigned int64_t|] atomicOps s (AtomicAnd Int64 old arr ind val) = doAtomic s Int64 old arr ind val "atomic_and" [C.cty|typename int64_t|] atomicOps s (AtomicOr Int64 old arr ind val) = doAtomic s Int64 old arr ind val "atomic_or" [C.cty|typename int64_t|] atomicOps s (AtomicXor Int64 old arr ind val) = doAtomic s Int64 old arr ind val "atomic_xor" [C.cty|typename int64_t|] atomicOps s (AtomicCmpXchg (IntType Int64) old arr ind cmp val) = doAtomicCmpXchg s (IntType Int64) old arr ind cmp val [C.cty|typename int64_t|] atomicOps s (AtomicXchg (IntType Int64) old arr ind val) = doAtomicXchg s (IntType Int64) old arr ind val [C.cty|typename int64_t|] -- atomicOps s (AtomicAdd t old arr ind val) = doAtomic s t old arr ind val "atomic_add" [C.cty|int|] atomicOps s (AtomicFAdd t old arr ind val) = doAtomic s t old arr ind val "atomic_fadd" [C.cty|float|] atomicOps s (AtomicSMax t old arr ind val) = doAtomic s t old arr ind val "atomic_smax" [C.cty|int|] atomicOps s (AtomicSMin t old arr ind val) = doAtomic s t old arr ind val "atomic_smin" [C.cty|int|] atomicOps s (AtomicUMax t old arr ind val) = doAtomic s t old arr ind val "atomic_umax" [C.cty|unsigned int|] atomicOps s (AtomicUMin t old arr ind val) = doAtomic s t old arr ind val "atomic_umin" [C.cty|unsigned int|] atomicOps s (AtomicAnd t old arr ind val) = doAtomic s t old arr ind val "atomic_and" [C.cty|int|] atomicOps s (AtomicOr t old arr ind val) = doAtomic s t old arr ind val "atomic_or" [C.cty|int|] atomicOps s (AtomicXor t old arr ind val) = doAtomic s t old arr ind val "atomic_xor" [C.cty|int|] atomicOps s (AtomicCmpXchg t old arr ind cmp val) = doAtomicCmpXchg s t old arr ind cmp val [C.cty|int|] atomicOps s (AtomicXchg t old arr ind val) = doAtomicXchg s t old arr ind val [C.cty|int|] cannotAllocate :: GC.Allocate KernelOp KernelState cannotAllocate _ = error "Cannot allocate memory in kernel" cannotDeallocate :: GC.Deallocate KernelOp KernelState cannotDeallocate _ _ = error "Cannot deallocate memory in kernel" copyInKernel :: GC.Copy KernelOp KernelState copyInKernel _ _ _ _ _ _ _ _ = error "Cannot bulk copy in kernel." kernelMemoryType space = pure [C.cty|$tyquals:(pointerQuals space) $ty:defaultMemBlockType|] kernelWriteScalar = GC.writeScalarPointerWithQuals pointerQuals kernelReadScalar = GC.readScalarPointerWithQuals pointerQuals whatNext = do label <- nextErrorLabel pendingError True pure $ if has_communication then [C.citems|local_failure = 1; goto $id:label;|] else if mode == FunMode then [C.citems|return 1;|] else [C.citems|return;|] callInKernel dests fname args | functionMayFail fname env = do let out_args = [[C.cexp|&$id:d|] | d <- dests] args' = [C.cexp|global_failure|] : [C.cexp|global_failure_args|] : out_args ++ args what_next <- whatNext GC.item [C.citem|if ($id:(funName fname)($args:args') != 0) { $items:what_next; }|] | otherwise = do let out_args = [[C.cexp|&$id:d|] | d <- dests] args' = out_args ++ args GC.item [C.citem|$id:(funName fname)($args:args');|] errorInKernel msg@(ErrorMsg parts) backtrace = do n <- length . kernelFailures <$> GC.getUserState GC.modifyUserState $ \s -> s {kernelFailures = kernelFailures s ++ [FailureMsg msg backtrace]} let setArgs _ [] = pure [] setArgs i (ErrorString {} : parts') = setArgs i parts' -- FIXME: bogus for non-ints. setArgs i (ErrorVal _ x : parts') = do x' <- GC.compileExp x stms <- setArgs (i + 1) parts' pure $ [C.cstm|global_failure_args[$int:i] = (typename int64_t)$exp:x';|] : stms argstms <- setArgs (0 :: Int) parts what_next <- whatNext GC.stm [C.cstm|{ if (atomic_cmpxchg_i32_global(global_failure, -1, $int:n) == -1) { $stms:argstms; } $items:what_next }|] --- Checking requirements typesInKernel :: Kernel -> S.Set PrimType typesInKernel kernel = typesInCode $ kernelBody kernel typesInCode :: ImpGPU.KernelCode -> S.Set PrimType typesInCode Skip = mempty typesInCode (c1 :>>: c2) = typesInCode c1 <> typesInCode c2 typesInCode (For _ e c) = typesInExp e <> typesInCode c typesInCode (While (TPrimExp e) c) = typesInExp e <> typesInCode c typesInCode DeclareMem {} = mempty typesInCode (DeclareScalar _ _ t) = S.singleton t typesInCode (DeclareArray _ t _) = S.singleton t typesInCode (Allocate _ (Count (TPrimExp e)) _) = typesInExp e typesInCode Free {} = mempty typesInCode (Copy _ _ (Count (TPrimExp e1)) _ _ (Count (TPrimExp e2)) _ (Count (TPrimExp e3))) = typesInExp e1 <> typesInExp e2 <> typesInExp e3 typesInCode (Write _ (Count (TPrimExp e1)) t _ _ e2) = typesInExp e1 <> S.singleton t <> typesInExp e2 typesInCode (Read _ _ (Count (TPrimExp e1)) t _ _) = typesInExp e1 <> S.singleton t typesInCode (SetScalar _ e) = typesInExp e typesInCode SetMem {} = mempty typesInCode (Call _ _ es) = mconcat $ map typesInArg es where typesInArg MemArg {} = mempty typesInArg (ExpArg e) = typesInExp e typesInCode (If (TPrimExp e) c1 c2) = typesInExp e <> typesInCode c1 <> typesInCode c2 typesInCode (Assert e _ _) = typesInExp e typesInCode (Comment _ c) = typesInCode c typesInCode (DebugPrint _ v) = maybe mempty typesInExp v typesInCode (TracePrint msg) = foldMap typesInExp msg typesInCode Op {} = mempty typesInExp :: Exp -> S.Set PrimType typesInExp (ValueExp v) = S.singleton $ primValueType v typesInExp (BinOpExp _ e1 e2) = typesInExp e1 <> typesInExp e2 typesInExp (CmpOpExp _ e1 e2) = typesInExp e1 <> typesInExp e2 typesInExp (ConvOpExp op e) = S.fromList [from, to] <> typesInExp e where (from, to) = convOpType op typesInExp (UnOpExp _ e) = typesInExp e typesInExp (FunExp _ args t) = S.singleton t <> mconcat (map typesInExp args) typesInExp LeafExp {} = mempty