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[MLIR][OpenMP] Support allocations of device shared memory #150924
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[MLIR][OpenMP] Support allocations of device shared memory #150924
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| @llvm/pr-subscribers-mlir @llvm/pr-subscribers-flang-openmp Author: Sergio Afonso (skatrak) ChangesThis patch updates the allocation of some reduction and private variables within target regions to use device shared memory rather than private memory. This is a prerequisite to produce working Generic kernels containing parallel regions. In particular, the following situations result in the usage of device shared memory (only when compiling for the target device if they are placed inside of a target region representing a Generic kernel):
Currently, there is no support for delayed privatization on Patch is 23.49 KiB, truncated to 20.00 KiB below, full version: https://github.com/llvm/llvm-project/pull/150924.diff 2 Files Affected:
diff --git a/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp b/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp index 34358cdcece3c..c5a26cab553cf 100644 --- a/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp +++ b/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp @@ -1102,12 +1102,64 @@ struct DeferredStore { }; } // namespace +/// Check whether allocations for the given operation might potentially have to +/// be done in device shared memory. That means we're compiling for a offloading +/// target, the operation is an `omp::TargetOp` or nested inside of one and that +/// target region represents a Generic (non-SPMD) kernel. +/// +/// This represents a necessary but not sufficient set of conditions to use +/// device shared memory in place of regular allocas. Depending on the variable, +/// its uses or the associated OpenMP construct might also need to be taken into +/// account. +static bool +mightAllocInDeviceSharedMemory(Operation &op, + const llvm::OpenMPIRBuilder &ompBuilder) { + if (!ompBuilder.Config.isTargetDevice()) + return false; + + auto targetOp = dyn_cast<omp::TargetOp>(op); + if (!targetOp) + targetOp = op.getParentOfType<omp::TargetOp>(); + + return targetOp && + !bitEnumContainsAny( + targetOp.getKernelExecFlags(targetOp.getInnermostCapturedOmpOp()), + omp::TargetRegionFlags::spmd); +} + +/// Check whether the entry block argument representing the private copy of a +/// variable in an OpenMP construct must be allocated in device shared memory, +/// based on what the uses of that copy are. +/// +/// This must only be called if a previous call to +/// \c mightAllocInDeviceSharedMemory has already returned \c true for the +/// operation that owns the specified block argument. +static bool mustAllocPrivateVarInDeviceSharedMemory(BlockArgument value) { + Operation *parentOp = value.getOwner()->getParentOp(); + auto targetOp = dyn_cast<omp::TargetOp>(parentOp); + if (!targetOp) + targetOp = parentOp->getParentOfType<omp::TargetOp>(); + assert(targetOp && "expected a parent omp.target operation"); + + for (auto *user : value.getUsers()) { + if (auto parallelOp = dyn_cast<omp::ParallelOp>(user)) { + if (llvm::is_contained(parallelOp.getReductionVars(), value)) + return true; + } else if (auto parallelOp = user->getParentOfType<omp::ParallelOp>()) { + if (targetOp->isProperAncestor(parallelOp)) + return true; + } + } + + return false; +} + /// Allocate space for privatized reduction variables. /// `deferredStores` contains information to create store operations which needs /// to be inserted after all allocas template <typename T> static LogicalResult -allocReductionVars(T loop, ArrayRef<BlockArgument> reductionArgs, +allocReductionVars(T op, ArrayRef<BlockArgument> reductionArgs, llvm::IRBuilderBase &builder, LLVM::ModuleTranslation &moduleTranslation, const llvm::OpenMPIRBuilder::InsertPointTy &allocaIP, @@ -1119,10 +1171,14 @@ allocReductionVars(T loop, ArrayRef<BlockArgument> reductionArgs, llvm::IRBuilderBase::InsertPointGuard guard(builder); builder.SetInsertPoint(allocaIP.getBlock()->getTerminator()); + llvm::OpenMPIRBuilder *ompBuilder = moduleTranslation.getOpenMPBuilder(); + bool useDeviceSharedMem = + isa<omp::TeamsOp>(op) && mightAllocInDeviceSharedMemory(*op, *ompBuilder); + // delay creating stores until after all allocas - deferredStores.reserve(loop.getNumReductionVars()); + deferredStores.reserve(op.getNumReductionVars()); - for (std::size_t i = 0; i < loop.getNumReductionVars(); ++i) { + for (std::size_t i = 0; i < op.getNumReductionVars(); ++i) { Region &allocRegion = reductionDecls[i].getAllocRegion(); if (isByRefs[i]) { if (allocRegion.empty()) @@ -1131,7 +1187,7 @@ allocReductionVars(T loop, ArrayRef<BlockArgument> reductionArgs, SmallVector<llvm::Value *, 1> phis; if (failed(inlineConvertOmpRegions(allocRegion, "omp.reduction.alloc", builder, moduleTranslation, &phis))) - return loop.emitError( + return op.emitError( "failed to inline `alloc` region of `omp.declare_reduction`"); assert(phis.size() == 1 && "expected one allocation to be yielded"); @@ -1139,33 +1195,43 @@ allocReductionVars(T loop, ArrayRef<BlockArgument> reductionArgs, // Allocate reduction variable (which is a pointer to the real reduction // variable allocated in the inlined region) - llvm::Value *var = builder.CreateAlloca( - moduleTranslation.convertType(reductionDecls[i].getType())); - llvm::Type *ptrTy = builder.getPtrTy(); - llvm::Value *castVar = - builder.CreatePointerBitCastOrAddrSpaceCast(var, ptrTy); + llvm::Type *varTy = + moduleTranslation.convertType(reductionDecls[i].getType()); + llvm::Value *var; + if (useDeviceSharedMem) { + var = ompBuilder->createOMPAllocShared(builder, varTy); + } else { + var = builder.CreateAlloca(varTy); + var = builder.CreatePointerBitCastOrAddrSpaceCast(var, ptrTy); + } + llvm::Value *castPhi = builder.CreatePointerBitCastOrAddrSpaceCast(phis[0], ptrTy); - deferredStores.emplace_back(castPhi, castVar); + deferredStores.emplace_back(castPhi, var); - privateReductionVariables[i] = castVar; + privateReductionVariables[i] = var; moduleTranslation.mapValue(reductionArgs[i], castPhi); - reductionVariableMap.try_emplace(loop.getReductionVars()[i], castPhi); + reductionVariableMap.try_emplace(op.getReductionVars()[i], castPhi); } else { assert(allocRegion.empty() && "allocaction is implicit for by-val reduction"); - llvm::Value *var = builder.CreateAlloca( - moduleTranslation.convertType(reductionDecls[i].getType())); llvm::Type *ptrTy = builder.getPtrTy(); - llvm::Value *castVar = - builder.CreatePointerBitCastOrAddrSpaceCast(var, ptrTy); + llvm::Type *varTy = + moduleTranslation.convertType(reductionDecls[i].getType()); + llvm::Value *var; + if (useDeviceSharedMem) { + var = ompBuilder->createOMPAllocShared(builder, varTy); + } else { + var = builder.CreateAlloca(varTy); + var = builder.CreatePointerBitCastOrAddrSpaceCast(var, ptrTy); + } - moduleTranslation.mapValue(reductionArgs[i], castVar); - privateReductionVariables[i] = castVar; - reductionVariableMap.try_emplace(loop.getReductionVars()[i], castVar); + moduleTranslation.mapValue(reductionArgs[i], var); + privateReductionVariables[i] = var; + reductionVariableMap.try_emplace(op.getReductionVars()[i], var); } } @@ -1227,6 +1293,10 @@ initReductionVars(OP op, ArrayRef<BlockArgument> reductionArgs, if (op.getNumReductionVars() == 0) return success(); + llvm::OpenMPIRBuilder *ompBuilder = moduleTranslation.getOpenMPBuilder(); + bool useDeviceSharedMem = + isa<omp::TeamsOp>(op) && mightAllocInDeviceSharedMemory(*op, *ompBuilder); + llvm::BasicBlock *initBlock = splitBB(builder, true, "omp.reduction.init"); auto allocaIP = llvm::IRBuilderBase::InsertPoint( latestAllocaBlock, latestAllocaBlock->getTerminator()->getIterator()); @@ -1241,8 +1311,12 @@ initReductionVars(OP op, ArrayRef<BlockArgument> reductionArgs, // TODO: remove after all users of by-ref are updated to use the alloc // region: Allocate reduction variable (which is a pointer to the real // reduciton variable allocated in the inlined region) - byRefVars[i] = builder.CreateAlloca( - moduleTranslation.convertType(reductionDecls[i].getType())); + llvm::Type *varTy = + moduleTranslation.convertType(reductionDecls[i].getType()); + if (useDeviceSharedMem) + byRefVars[i] = ompBuilder->createOMPAllocShared(builder, varTy); + else + byRefVars[i] = builder.CreateAlloca(varTy); } } @@ -1438,10 +1512,20 @@ static LogicalResult createReductionsAndCleanup( [](omp::DeclareReductionOp reductionDecl) { return &reductionDecl.getCleanupRegion(); }); - return inlineOmpRegionCleanup(reductionRegions, privateReductionVariables, - moduleTranslation, builder, - "omp.reduction.cleanup"); - return success(); + LogicalResult result = inlineOmpRegionCleanup( + reductionRegions, privateReductionVariables, moduleTranslation, builder, + "omp.reduction.cleanup"); + + bool useDeviceSharedMem = + isa<omp::TeamsOp>(op) && mightAllocInDeviceSharedMemory(*op, *ompBuilder); + if (useDeviceSharedMem) { + for (auto [var, reductionDecl] : + llvm::zip_equal(privateReductionVariables, reductionDecls)) + ompBuilder->createOMPFreeShared( + builder, var, moduleTranslation.convertType(reductionDecl.getType())); + } + + return result; } static ArrayRef<bool> getIsByRef(std::optional<ArrayRef<bool>> attr) { @@ -1586,8 +1670,9 @@ initPrivateVars(llvm::IRBuilderBase &builder, /// Allocate and initialize delayed private variables. Returns the basic block /// which comes after all of these allocations. llvm::Value * for each of these /// private variables are populated in llvmPrivateVars. +template <typename T> static llvm::Expected<llvm::BasicBlock *> -allocatePrivateVars(llvm::IRBuilderBase &builder, +allocatePrivateVars(T op, llvm::IRBuilderBase &builder, LLVM::ModuleTranslation &moduleTranslation, PrivateVarsInfo &privateVarsInfo, const llvm::OpenMPIRBuilder::InsertPointTy &allocaIP, @@ -1610,6 +1695,10 @@ allocatePrivateVars(llvm::IRBuilderBase &builder, llvm::DataLayout dataLayout = builder.GetInsertBlock()->getDataLayout(); llvm::BasicBlock *afterAllocas = allocaTerminator->getSuccessor(0); + llvm::OpenMPIRBuilder *ompBuilder = moduleTranslation.getOpenMPBuilder(); + bool mightUseDeviceSharedMem = + isa<omp::TeamsOp, omp::DistributeOp>(*op) && + mightAllocInDeviceSharedMemory(*op, *ompBuilder); unsigned int allocaAS = moduleTranslation.getLLVMModule()->getDataLayout().getAllocaAddrSpace(); unsigned int defaultAS = moduleTranslation.getLLVMModule() @@ -1622,11 +1711,17 @@ allocatePrivateVars(llvm::IRBuilderBase &builder, llvm::Type *llvmAllocType = moduleTranslation.convertType(privDecl.getType()); builder.SetInsertPoint(allocaIP.getBlock()->getTerminator()); - llvm::Value *llvmPrivateVar = builder.CreateAlloca( - llvmAllocType, /*ArraySize=*/nullptr, "omp.private.alloc"); - if (allocaAS != defaultAS) - llvmPrivateVar = builder.CreateAddrSpaceCast(llvmPrivateVar, - builder.getPtrTy(defaultAS)); + llvm::Value *llvmPrivateVar = nullptr; + if (mightUseDeviceSharedMem && + mustAllocPrivateVarInDeviceSharedMemory(blockArg)) { + llvmPrivateVar = ompBuilder->createOMPAllocShared(builder, llvmAllocType); + } else { + llvmPrivateVar = builder.CreateAlloca( + llvmAllocType, /*ArraySize=*/nullptr, "omp.private.alloc"); + if (allocaAS != defaultAS) + llvmPrivateVar = builder.CreateAddrSpaceCast( + llvmPrivateVar, builder.getPtrTy(defaultAS)); + } privateVarsInfo.llvmVars.push_back(llvmPrivateVar); } @@ -1698,24 +1793,41 @@ static LogicalResult copyFirstPrivateVars( return success(); } +template <typename T> static LogicalResult -cleanupPrivateVars(llvm::IRBuilderBase &builder, +cleanupPrivateVars(T op, llvm::IRBuilderBase &builder, LLVM::ModuleTranslation &moduleTranslation, Location loc, - SmallVectorImpl<llvm::Value *> &llvmPrivateVars, - SmallVectorImpl<omp::PrivateClauseOp> &privateDecls) { + PrivateVarsInfo &privateVarsInfo) { // private variable deallocation SmallVector<Region *> privateCleanupRegions; - llvm::transform(privateDecls, std::back_inserter(privateCleanupRegions), + llvm::transform(privateVarsInfo.privatizers, + std::back_inserter(privateCleanupRegions), [](omp::PrivateClauseOp privatizer) { return &privatizer.getDeallocRegion(); }); - if (failed(inlineOmpRegionCleanup( - privateCleanupRegions, llvmPrivateVars, moduleTranslation, builder, - "omp.private.dealloc", /*shouldLoadCleanupRegionArg=*/false))) + if (failed(inlineOmpRegionCleanup(privateCleanupRegions, + privateVarsInfo.llvmVars, moduleTranslation, + builder, "omp.private.dealloc", + /*shouldLoadCleanupRegionArg=*/false))) return mlir::emitError(loc, "failed to inline `dealloc` region of an " "`omp.private` op in"); + llvm::OpenMPIRBuilder *ompBuilder = moduleTranslation.getOpenMPBuilder(); + bool mightUseDeviceSharedMem = + isa<omp::TeamsOp, omp::DistributeOp>(*op) && + mightAllocInDeviceSharedMemory(*op, *ompBuilder); + for (auto [privDecl, llvmPrivVar, blockArg] : + llvm::zip_equal(privateVarsInfo.privatizers, privateVarsInfo.llvmVars, + privateVarsInfo.blockArgs)) { + if (mightUseDeviceSharedMem && + mustAllocPrivateVarInDeviceSharedMemory(blockArg)) { + ompBuilder->createOMPFreeShared( + builder, llvmPrivVar, + moduleTranslation.convertType(privDecl.getType())); + } + } + return success(); } @@ -2382,9 +2494,8 @@ convertOmpTaskOp(omp::TaskOp taskOp, llvm::IRBuilderBase &builder, builder.SetInsertPoint(continuationBlockOrError.get()->getTerminator()); - if (failed(cleanupPrivateVars(builder, moduleTranslation, taskOp.getLoc(), - privateVarsInfo.llvmVars, - privateVarsInfo.privatizers))) + if (failed(cleanupPrivateVars(taskOp, builder, moduleTranslation, + taskOp.getLoc(), privateVarsInfo))) return llvm::make_error<PreviouslyReportedError>(); // Free heap allocated task context structure at the end of the task. @@ -2501,7 +2612,7 @@ convertOmpWsloop(Operation &opInst, llvm::IRBuilderBase &builder, wsloopOp.getNumReductionVars()); llvm::Expected<llvm::BasicBlock *> afterAllocas = allocatePrivateVars( - builder, moduleTranslation, privateVarsInfo, allocaIP); + wsloopOp, builder, moduleTranslation, privateVarsInfo, allocaIP); if (handleError(afterAllocas, opInst).failed()) return failure(); @@ -2627,9 +2738,8 @@ convertOmpWsloop(Operation &opInst, llvm::IRBuilderBase &builder, /*isTeamsReduction=*/false))) return failure(); - return cleanupPrivateVars(builder, moduleTranslation, wsloopOp.getLoc(), - privateVarsInfo.llvmVars, - privateVarsInfo.privatizers); + return cleanupPrivateVars(wsloopOp, builder, moduleTranslation, + wsloopOp.getLoc(), privateVarsInfo); } /// Converts the OpenMP parallel operation to LLVM IR. @@ -2656,7 +2766,7 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder, auto bodyGenCB = [&](InsertPointTy allocaIP, InsertPointTy codeGenIP) -> llvm::Error { llvm::Expected<llvm::BasicBlock *> afterAllocas = allocatePrivateVars( - builder, moduleTranslation, privateVarsInfo, allocaIP); + opInst, builder, moduleTranslation, privateVarsInfo, allocaIP); if (handleError(afterAllocas, *opInst).failed()) return llvm::make_error<PreviouslyReportedError>(); @@ -2770,9 +2880,8 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder, return llvm::createStringError( "failed to inline `cleanup` region of `omp.declare_reduction`"); - if (failed(cleanupPrivateVars(builder, moduleTranslation, opInst.getLoc(), - privateVarsInfo.llvmVars, - privateVarsInfo.privatizers))) + if (failed(cleanupPrivateVars(opInst, builder, moduleTranslation, + opInst.getLoc(), privateVarsInfo))) return llvm::make_error<PreviouslyReportedError>(); builder.restoreIP(oldIP); @@ -2844,7 +2953,7 @@ convertOmpSimd(Operation &opInst, llvm::IRBuilderBase &builder, findAllocaInsertPoint(builder, moduleTranslation); llvm::Expected<llvm::BasicBlock *> afterAllocas = allocatePrivateVars( - builder, moduleTranslation, privateVarsInfo, allocaIP); + simdOp, builder, moduleTranslation, privateVarsInfo, allocaIP); if (handleError(afterAllocas, opInst).failed()) return failure(); @@ -2958,9 +3067,8 @@ convertOmpSimd(Operation &opInst, llvm::IRBuilderBase &builder, "omp.reduction.cleanup"))) return failure(); - return cleanupPrivateVars(builder, moduleTranslation, simdOp.getLoc(), - privateVarsInfo.llvmVars, - privateVarsInfo.privatizers); + return cleanupPrivateVars(simdOp, builder, moduleTranslation, simdOp.getLoc(), + privateVarsInfo); } /// Converts an OpenMP loop nest into LLVM IR using OpenMPIRBuilder. @@ -4776,8 +4884,8 @@ convertOmpDistribute(Operation &opInst, llvm::IRBuilderBase &builder, builder.restoreIP(codeGenIP); PrivateVarsInfo privVarsInfo(distributeOp); - llvm::Expected<llvm::BasicBlock *> afterAllocas = - allocatePrivateVars(builder, moduleTranslation, privVarsInfo, allocaIP); + llvm::Expected<llvm::BasicBlock *> afterAllocas = allocatePrivateVars( + distributeOp, builder, moduleTranslation, privVarsInfo, allocaIP); if (handleError(afterAllocas, opInst).failed()) return llvm::make_error<PreviouslyReportedError>(); @@ -4830,9 +4938,8 @@ convertOmpDistribute(Operation &opInst, llvm::IRBuilderBase &builder, return wsloopIP.takeError(); } - if (failed(cleanupPrivateVars(builder, moduleTranslation, - distributeOp.getLoc(), privVarsInfo.llvmVars, - privVarsInfo.privatizers))) + if (failed(cleanupPrivateVars(distributeOp, builder, moduleTranslation, + distributeOp.getLoc(), privVarsInfo))) return llvm::make_error<PreviouslyReportedError>(); return llvm::Error::success(); @@ -5555,8 +5662,8 @@ convertOmpTarget(Operation &opInst, llvm::IRBuilderBase &builder, PrivateVarsInfo privateVarsInfo(targetOp); llvm::Expected<llvm::BasicBlock *> afterAllocas = - allocatePrivateVars(builder, moduleTranslation, privateVarsInfo, - allocaIP, &mappedPrivateVars); + allocatePrivateVars(targetOp, builder, moduleTranslation, + privateVarsInfo, allocaIP, &mappedPrivateVars); if (failed(handleError(afterAllocas, *targetOp))) return llvm::make_error<PreviouslyReportedError>(); diff --git a/mlir/test/Target/LLVMIR/omptarget-device-shared-memory.mlir b/mlir/test/Target/LLVMIR/omptarget-device-shared-memory.mlir new file mode 100644 index 0000000000000..0e08b771633c6 --- /dev/null +++ b/mlir/test/Target/LLVMIR/omptarget-device-shared-memory.mlir @@ -0,0 +1,86 @@ +// RUN: mlir-translate -mlir-to-llvmir %s | FileCheck %s + +// This test checks that, when compiling for an offloading target, device shared +// memory will be used in place of allocas for certain private variables. + +module attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<"dlti.alloca_memory_space", 5 : ui32>>, llvm.data_layout = "e-p:64:64-p1:64:64-p2:32:32-p3:32:32-p4:64:64-p5:32:32-p6:32:32-p7:160:256:256:32-p8:128:128:128:48-i64:64-v16:16-v24:32-v32:32-v48:64-v96:128-v192:256-v256:256-v512:512-v1024:1024-v2048:2048-n32:64-S32-A5-G1-ni:7:8", llvm.target_triple = "amdgcn-amd-amdhsa", omp.is_gpu = true, omp.is_target_device = true} { + omp.private {type = private} @privatizer : i32 + omp.declare_reduction @reduction : i32 init { + ^bb0... [truncated] |
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LGTM
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Thanks for this PR, @skatrak. One nit and one clarifying question on my part.
| /// | ||
| /// This represents a necessary but not sufficient set of conditions to use | ||
| /// device shared memory in place of regular allocas. Depending on the variable, | ||
| /// its uses or the associated OpenMP construct might also need to be taken into |
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- The 'or' in this sentence seems to be off. Did you mean "Depending on the variable and its uses, the associated OpenMP construct might need to be taken.."?
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Yes, I agree it was a bit convoluted. I made some changes, let me know if this works for you.
| if (llvm::is_contained(parallelOp.getReductionVars(), value)) | ||
| return true; | ||
| } else if (auto parallelOp = user->getParentOfType<omp::ParallelOp>()) { | ||
| if (targetOp->isProperAncestor(parallelOp)) |
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There seems to be a hole in my understanding of this. At this point in the code, we know that value iis a BlockArgument. We know that it has an an ancestor, targetOp that is an omp::TargetOp. Should't all the users of a BlockArgument be such that they are dominated by the BlockArgument. Therefore targetOp should trivially be an ancestor of all users, no? All this is to say that the use of a BlockArgument inside a omp::ParallelOp should be enough and this ancestor check is superfluous. Unless, of course, I am missing something that is obvious.
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The main thing that's happening here is that when we call op->getParentOfType<X>() we're not doing dyn_cast<X>(op->getParentOp()), but rather it will continue querying parent ops until it finds an operation of that type or reaches the top level. That means it could capture any random omp.parallel that's not even inside of the omp.target operation. I made some additions to the unit test to also check for this situation, which should make it clearer.
However, as a result of this comment I'm also making a small tweak to the logic, and replacing targetOp->isProperAncestor with parentOp->isProperAncestor. Functionally they are going to detect the same situations, given the circumstances under which this check is made (i.e. for privatized omp.teams and omp.distribute only when compiling for the device) and the restrictions of how omp.parallel can be nested among such operations, but if at some point anything changes the proper check would be that the parallel region containing that use of the value is also a child of the operation defining the value.
f27aedb to 9493624 Compare 0586e88 to 1b7dd6c Compare This patch updates the allocation of some reduction and private variables within target regions to use device shared memory rather than private memory. This is a prerequisite to produce working Generic kernels containing parallel regions. In particular, the following situations result in the usage of device shared memory (only when compiling for the target device if they are placed inside of a target region representing a Generic kernel): - Reduction variables on `teams` constructs. - Private variables on `teams` and `distribute` constructs that are reduced or used inside of a `parallel` region. Currently, there is no support for delayed privatization on `teams` constructs, so private variables on these constructs won't currently be affected. When support is added, if it uses the existing `allocatePrivateVars` and `cleanupPrivateVars` functions, usage of device shared memory will be introduced automatically.
9493624 to 9ba91fe Compare 1b7dd6c to 4c56b09 Compare There was a problem hiding this comment.
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LG, Thanks.
This patch updates the allocation of some reduction and private variables within target regions to use device shared memory rather than private memory. This is a prerequisite to produce working Generic kernels containing parallel regions.
In particular, the following situations result in the usage of device shared memory (only when compiling for the target device if they are placed inside of a target region representing a Generic kernel):
teamsconstructs.teamsanddistributeconstructs that are reduced or used inside of aparallelregion.Currently, there is no support for delayed privatization on
teamsconstructs, so private variables on these constructs won't currently be affected. When support is added, if it uses the existingallocatePrivateVarsandcleanupPrivateVarsfunctions, usage of device shared memory will be introduced automatically.