forked from OSchip/llvm-project
517 lines
20 KiB
C++
517 lines
20 KiB
C++
//===----- CGCUDANV.cpp - Interface to NVIDIA CUDA Runtime ----------------===//
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//
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// The LLVM Compiler Infrastructure
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//
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// This file is distributed under the University of Illinois Open Source
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// License. See LICENSE.TXT for details.
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//
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//===----------------------------------------------------------------------===//
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//
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// This provides a class for CUDA code generation targeting the NVIDIA CUDA
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// runtime library.
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//
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//===----------------------------------------------------------------------===//
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#include "CGCUDARuntime.h"
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#include "CodeGenFunction.h"
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#include "CodeGenModule.h"
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#include "clang/AST/Decl.h"
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#include "clang/CodeGen/ConstantInitBuilder.h"
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#include "llvm/IR/BasicBlock.h"
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#include "llvm/IR/CallSite.h"
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#include "llvm/IR/Constants.h"
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#include "llvm/IR/DerivedTypes.h"
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#include "llvm/Support/Format.h"
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using namespace clang;
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using namespace CodeGen;
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namespace {
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constexpr unsigned CudaFatMagic = 0x466243b1;
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constexpr unsigned HIPFatMagic = 0x48495046; // "HIPF"
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class CGNVCUDARuntime : public CGCUDARuntime {
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private:
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llvm::IntegerType *IntTy, *SizeTy;
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llvm::Type *VoidTy;
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llvm::PointerType *CharPtrTy, *VoidPtrTy, *VoidPtrPtrTy;
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/// Convenience reference to LLVM Context
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llvm::LLVMContext &Context;
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/// Convenience reference to the current module
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llvm::Module &TheModule;
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/// Keeps track of kernel launch stubs emitted in this module
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llvm::SmallVector<llvm::Function *, 16> EmittedKernels;
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llvm::SmallVector<std::pair<llvm::GlobalVariable *, unsigned>, 16> DeviceVars;
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/// Keeps track of variable containing handle of GPU binary. Populated by
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/// ModuleCtorFunction() and used to create corresponding cleanup calls in
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/// ModuleDtorFunction()
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llvm::GlobalVariable *GpuBinaryHandle = nullptr;
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/// Whether we generate relocatable device code.
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bool RelocatableDeviceCode;
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llvm::Constant *getSetupArgumentFn() const;
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llvm::Constant *getLaunchFn() const;
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llvm::FunctionType *getRegisterGlobalsFnTy() const;
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llvm::FunctionType *getCallbackFnTy() const;
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llvm::FunctionType *getRegisterLinkedBinaryFnTy() const;
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std::string addPrefixToName(StringRef FuncName) const;
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std::string addUnderscoredPrefixToName(StringRef FuncName) const;
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/// Creates a function to register all kernel stubs generated in this module.
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llvm::Function *makeRegisterGlobalsFn();
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/// Helper function that generates a constant string and returns a pointer to
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/// the start of the string. The result of this function can be used anywhere
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/// where the C code specifies const char*.
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llvm::Constant *makeConstantString(const std::string &Str,
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const std::string &Name = "",
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const std::string &SectionName = "",
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unsigned Alignment = 0) {
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llvm::Constant *Zeros[] = {llvm::ConstantInt::get(SizeTy, 0),
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llvm::ConstantInt::get(SizeTy, 0)};
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auto ConstStr = CGM.GetAddrOfConstantCString(Str, Name.c_str());
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llvm::GlobalVariable *GV =
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cast<llvm::GlobalVariable>(ConstStr.getPointer());
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if (!SectionName.empty()) {
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GV->setSection(SectionName);
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// Mark the address as used which make sure that this section isn't
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// merged and we will really have it in the object file.
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GV->setUnnamedAddr(llvm::GlobalValue::UnnamedAddr::None);
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}
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if (Alignment)
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GV->setAlignment(Alignment);
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return llvm::ConstantExpr::getGetElementPtr(ConstStr.getElementType(),
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ConstStr.getPointer(), Zeros);
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}
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/// Helper function that generates an empty dummy function returning void.
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llvm::Function *makeDummyFunction(llvm::FunctionType *FnTy) {
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assert(FnTy->getReturnType()->isVoidTy() &&
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"Can only generate dummy functions returning void!");
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llvm::Function *DummyFunc = llvm::Function::Create(
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FnTy, llvm::GlobalValue::InternalLinkage, "dummy", &TheModule);
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llvm::BasicBlock *DummyBlock =
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llvm::BasicBlock::Create(Context, "", DummyFunc);
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CGBuilderTy FuncBuilder(CGM, Context);
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FuncBuilder.SetInsertPoint(DummyBlock);
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FuncBuilder.CreateRetVoid();
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return DummyFunc;
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}
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void emitDeviceStubBody(CodeGenFunction &CGF, FunctionArgList &Args);
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public:
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CGNVCUDARuntime(CodeGenModule &CGM);
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void emitDeviceStub(CodeGenFunction &CGF, FunctionArgList &Args) override;
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void registerDeviceVar(llvm::GlobalVariable &Var, unsigned Flags) override {
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DeviceVars.push_back(std::make_pair(&Var, Flags));
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}
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/// Creates module constructor function
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llvm::Function *makeModuleCtorFunction() override;
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/// Creates module destructor function
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llvm::Function *makeModuleDtorFunction() override;
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};
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}
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std::string CGNVCUDARuntime::addPrefixToName(StringRef FuncName) const {
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if (CGM.getLangOpts().HIP)
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return ((Twine("hip") + Twine(FuncName)).str());
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return ((Twine("cuda") + Twine(FuncName)).str());
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}
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std::string
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CGNVCUDARuntime::addUnderscoredPrefixToName(StringRef FuncName) const {
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if (CGM.getLangOpts().HIP)
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return ((Twine("__hip") + Twine(FuncName)).str());
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return ((Twine("__cuda") + Twine(FuncName)).str());
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}
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CGNVCUDARuntime::CGNVCUDARuntime(CodeGenModule &CGM)
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: CGCUDARuntime(CGM), Context(CGM.getLLVMContext()),
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TheModule(CGM.getModule()),
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RelocatableDeviceCode(CGM.getLangOpts().CUDARelocatableDeviceCode) {
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CodeGen::CodeGenTypes &Types = CGM.getTypes();
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ASTContext &Ctx = CGM.getContext();
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IntTy = CGM.IntTy;
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SizeTy = CGM.SizeTy;
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VoidTy = CGM.VoidTy;
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CharPtrTy = llvm::PointerType::getUnqual(Types.ConvertType(Ctx.CharTy));
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VoidPtrTy = cast<llvm::PointerType>(Types.ConvertType(Ctx.VoidPtrTy));
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VoidPtrPtrTy = VoidPtrTy->getPointerTo();
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}
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llvm::Constant *CGNVCUDARuntime::getSetupArgumentFn() const {
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// cudaError_t cudaSetupArgument(void *, size_t, size_t)
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llvm::Type *Params[] = {VoidPtrTy, SizeTy, SizeTy};
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return CGM.CreateRuntimeFunction(
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llvm::FunctionType::get(IntTy, Params, false),
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addPrefixToName("SetupArgument"));
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}
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llvm::Constant *CGNVCUDARuntime::getLaunchFn() const {
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if (CGM.getLangOpts().HIP) {
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// hipError_t hipLaunchByPtr(char *);
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return CGM.CreateRuntimeFunction(
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llvm::FunctionType::get(IntTy, CharPtrTy, false), "hipLaunchByPtr");
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} else {
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// cudaError_t cudaLaunch(char *);
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return CGM.CreateRuntimeFunction(
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llvm::FunctionType::get(IntTy, CharPtrTy, false), "cudaLaunch");
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}
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}
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llvm::FunctionType *CGNVCUDARuntime::getRegisterGlobalsFnTy() const {
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return llvm::FunctionType::get(VoidTy, VoidPtrPtrTy, false);
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}
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llvm::FunctionType *CGNVCUDARuntime::getCallbackFnTy() const {
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return llvm::FunctionType::get(VoidTy, VoidPtrTy, false);
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}
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llvm::FunctionType *CGNVCUDARuntime::getRegisterLinkedBinaryFnTy() const {
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auto CallbackFnTy = getCallbackFnTy();
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auto RegisterGlobalsFnTy = getRegisterGlobalsFnTy();
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llvm::Type *Params[] = {RegisterGlobalsFnTy->getPointerTo(), VoidPtrTy,
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VoidPtrTy, CallbackFnTy->getPointerTo()};
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return llvm::FunctionType::get(VoidTy, Params, false);
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}
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void CGNVCUDARuntime::emitDeviceStub(CodeGenFunction &CGF,
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FunctionArgList &Args) {
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EmittedKernels.push_back(CGF.CurFn);
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emitDeviceStubBody(CGF, Args);
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}
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void CGNVCUDARuntime::emitDeviceStubBody(CodeGenFunction &CGF,
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FunctionArgList &Args) {
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// Emit a call to cudaSetupArgument for each arg in Args.
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llvm::Constant *cudaSetupArgFn = getSetupArgumentFn();
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llvm::BasicBlock *EndBlock = CGF.createBasicBlock("setup.end");
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CharUnits Offset = CharUnits::Zero();
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for (const VarDecl *A : Args) {
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CharUnits TyWidth, TyAlign;
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std::tie(TyWidth, TyAlign) =
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CGM.getContext().getTypeInfoInChars(A->getType());
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Offset = Offset.alignTo(TyAlign);
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llvm::Value *Args[] = {
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CGF.Builder.CreatePointerCast(CGF.GetAddrOfLocalVar(A).getPointer(),
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VoidPtrTy),
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llvm::ConstantInt::get(SizeTy, TyWidth.getQuantity()),
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llvm::ConstantInt::get(SizeTy, Offset.getQuantity()),
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};
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llvm::CallSite CS = CGF.EmitRuntimeCallOrInvoke(cudaSetupArgFn, Args);
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llvm::Constant *Zero = llvm::ConstantInt::get(IntTy, 0);
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llvm::Value *CSZero = CGF.Builder.CreateICmpEQ(CS.getInstruction(), Zero);
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llvm::BasicBlock *NextBlock = CGF.createBasicBlock("setup.next");
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CGF.Builder.CreateCondBr(CSZero, NextBlock, EndBlock);
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CGF.EmitBlock(NextBlock);
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Offset += TyWidth;
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}
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// Emit the call to cudaLaunch
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llvm::Constant *cudaLaunchFn = getLaunchFn();
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llvm::Value *Arg = CGF.Builder.CreatePointerCast(CGF.CurFn, CharPtrTy);
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CGF.EmitRuntimeCallOrInvoke(cudaLaunchFn, Arg);
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CGF.EmitBranch(EndBlock);
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CGF.EmitBlock(EndBlock);
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}
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/// Creates a function that sets up state on the host side for CUDA objects that
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/// have a presence on both the host and device sides. Specifically, registers
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/// the host side of kernel functions and device global variables with the CUDA
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/// runtime.
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/// \code
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/// void __cuda_register_globals(void** GpuBinaryHandle) {
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/// __cudaRegisterFunction(GpuBinaryHandle,Kernel0,...);
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/// ...
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/// __cudaRegisterFunction(GpuBinaryHandle,KernelM,...);
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/// __cudaRegisterVar(GpuBinaryHandle, GlobalVar0, ...);
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/// ...
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/// __cudaRegisterVar(GpuBinaryHandle, GlobalVarN, ...);
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/// }
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/// \endcode
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llvm::Function *CGNVCUDARuntime::makeRegisterGlobalsFn() {
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// No need to register anything
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if (EmittedKernels.empty() && DeviceVars.empty())
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return nullptr;
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llvm::Function *RegisterKernelsFunc = llvm::Function::Create(
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getRegisterGlobalsFnTy(), llvm::GlobalValue::InternalLinkage,
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addUnderscoredPrefixToName("_register_globals"), &TheModule);
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llvm::BasicBlock *EntryBB =
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llvm::BasicBlock::Create(Context, "entry", RegisterKernelsFunc);
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CGBuilderTy Builder(CGM, Context);
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Builder.SetInsertPoint(EntryBB);
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// void __cudaRegisterFunction(void **, const char *, char *, const char *,
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// int, uint3*, uint3*, dim3*, dim3*, int*)
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llvm::Type *RegisterFuncParams[] = {
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VoidPtrPtrTy, CharPtrTy, CharPtrTy, CharPtrTy, IntTy,
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VoidPtrTy, VoidPtrTy, VoidPtrTy, VoidPtrTy, IntTy->getPointerTo()};
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llvm::Constant *RegisterFunc = CGM.CreateRuntimeFunction(
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llvm::FunctionType::get(IntTy, RegisterFuncParams, false),
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addUnderscoredPrefixToName("RegisterFunction"));
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// Extract GpuBinaryHandle passed as the first argument passed to
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// __cuda_register_globals() and generate __cudaRegisterFunction() call for
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// each emitted kernel.
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llvm::Argument &GpuBinaryHandlePtr = *RegisterKernelsFunc->arg_begin();
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for (llvm::Function *Kernel : EmittedKernels) {
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llvm::Constant *KernelName = makeConstantString(Kernel->getName());
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llvm::Constant *NullPtr = llvm::ConstantPointerNull::get(VoidPtrTy);
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llvm::Value *Args[] = {
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&GpuBinaryHandlePtr, Builder.CreateBitCast(Kernel, VoidPtrTy),
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KernelName, KernelName, llvm::ConstantInt::get(IntTy, -1), NullPtr,
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NullPtr, NullPtr, NullPtr,
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llvm::ConstantPointerNull::get(IntTy->getPointerTo())};
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Builder.CreateCall(RegisterFunc, Args);
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}
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// void __cudaRegisterVar(void **, char *, char *, const char *,
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// int, int, int, int)
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llvm::Type *RegisterVarParams[] = {VoidPtrPtrTy, CharPtrTy, CharPtrTy,
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CharPtrTy, IntTy, IntTy,
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IntTy, IntTy};
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llvm::Constant *RegisterVar = CGM.CreateRuntimeFunction(
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llvm::FunctionType::get(IntTy, RegisterVarParams, false),
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addUnderscoredPrefixToName("RegisterVar"));
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for (auto &Pair : DeviceVars) {
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llvm::GlobalVariable *Var = Pair.first;
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unsigned Flags = Pair.second;
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llvm::Constant *VarName = makeConstantString(Var->getName());
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uint64_t VarSize =
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CGM.getDataLayout().getTypeAllocSize(Var->getValueType());
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llvm::Value *Args[] = {
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&GpuBinaryHandlePtr,
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Builder.CreateBitCast(Var, VoidPtrTy),
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VarName,
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VarName,
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llvm::ConstantInt::get(IntTy, (Flags & ExternDeviceVar) ? 1 : 0),
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llvm::ConstantInt::get(IntTy, VarSize),
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llvm::ConstantInt::get(IntTy, (Flags & ConstantDeviceVar) ? 1 : 0),
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llvm::ConstantInt::get(IntTy, 0)};
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Builder.CreateCall(RegisterVar, Args);
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}
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Builder.CreateRetVoid();
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return RegisterKernelsFunc;
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}
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/// Creates a global constructor function for the module:
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/// \code
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/// void __cuda_module_ctor(void*) {
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/// Handle = __cudaRegisterFatBinary(GpuBinaryBlob);
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/// __cuda_register_globals(Handle);
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/// }
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/// \endcode
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llvm::Function *CGNVCUDARuntime::makeModuleCtorFunction() {
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bool IsHIP = CGM.getLangOpts().HIP;
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// No need to generate ctors/dtors if there is no GPU binary.
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StringRef CudaGpuBinaryFileName = CGM.getCodeGenOpts().CudaGpuBinaryFileName;
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if (CudaGpuBinaryFileName.empty() && !IsHIP)
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return nullptr;
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// void __{cuda|hip}_register_globals(void* handle);
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llvm::Function *RegisterGlobalsFunc = makeRegisterGlobalsFn();
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// We always need a function to pass in as callback. Create a dummy
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// implementation if we don't need to register anything.
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if (RelocatableDeviceCode && !RegisterGlobalsFunc)
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RegisterGlobalsFunc = makeDummyFunction(getRegisterGlobalsFnTy());
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// void ** __{cuda|hip}RegisterFatBinary(void *);
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llvm::Constant *RegisterFatbinFunc = CGM.CreateRuntimeFunction(
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llvm::FunctionType::get(VoidPtrPtrTy, VoidPtrTy, false),
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addUnderscoredPrefixToName("RegisterFatBinary"));
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// struct { int magic, int version, void * gpu_binary, void * dont_care };
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llvm::StructType *FatbinWrapperTy =
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llvm::StructType::get(IntTy, IntTy, VoidPtrTy, VoidPtrTy);
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// Register GPU binary with the CUDA runtime, store returned handle in a
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// global variable and save a reference in GpuBinaryHandle to be cleaned up
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// in destructor on exit. Then associate all known kernels with the GPU binary
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// handle so CUDA runtime can figure out what to call on the GPU side.
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std::unique_ptr<llvm::MemoryBuffer> CudaGpuBinary;
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if (!IsHIP) {
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llvm::ErrorOr<std::unique_ptr<llvm::MemoryBuffer>> CudaGpuBinaryOrErr =
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llvm::MemoryBuffer::getFileOrSTDIN(CudaGpuBinaryFileName);
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if (std::error_code EC = CudaGpuBinaryOrErr.getError()) {
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CGM.getDiags().Report(diag::err_cannot_open_file)
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<< CudaGpuBinaryFileName << EC.message();
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return nullptr;
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}
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CudaGpuBinary = std::move(CudaGpuBinaryOrErr.get());
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}
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llvm::Function *ModuleCtorFunc = llvm::Function::Create(
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llvm::FunctionType::get(VoidTy, VoidPtrTy, false),
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llvm::GlobalValue::InternalLinkage,
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addUnderscoredPrefixToName("_module_ctor"), &TheModule);
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llvm::BasicBlock *CtorEntryBB =
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llvm::BasicBlock::Create(Context, "entry", ModuleCtorFunc);
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CGBuilderTy CtorBuilder(CGM, Context);
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CtorBuilder.SetInsertPoint(CtorEntryBB);
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const char *FatbinConstantName;
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const char *FatbinSectionName;
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const char *ModuleIDSectionName;
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StringRef ModuleIDPrefix;
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llvm::Constant *FatBinStr;
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unsigned FatMagic;
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if (IsHIP) {
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FatbinConstantName = ".hip_fatbin";
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FatbinSectionName = ".hipFatBinSegment";
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ModuleIDSectionName = "__hip_module_id";
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ModuleIDPrefix = "__hip_";
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// For HIP, create an external symbol __hip_fatbin in section .hip_fatbin.
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// The external symbol is supposed to contain the fat binary but will be
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// populated somewhere else, e.g. by lld through link script.
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FatBinStr = new llvm::GlobalVariable(
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CGM.getModule(), CGM.Int8Ty,
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/*isConstant=*/true, llvm::GlobalValue::ExternalLinkage, nullptr,
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"__hip_fatbin", nullptr,
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llvm::GlobalVariable::NotThreadLocal);
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cast<llvm::GlobalVariable>(FatBinStr)->setSection(FatbinConstantName);
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FatMagic = HIPFatMagic;
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} else {
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if (RelocatableDeviceCode)
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// TODO: Figure out how this is called on mac OS!
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FatbinConstantName = "__nv_relfatbin";
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else
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FatbinConstantName =
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CGM.getTriple().isMacOSX() ? "__NV_CUDA,__nv_fatbin" : ".nv_fatbin";
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// NVIDIA's cuobjdump looks for fatbins in this section.
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FatbinSectionName =
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CGM.getTriple().isMacOSX() ? "__NV_CUDA,__fatbin" : ".nvFatBinSegment";
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// TODO: Figure out how this is called on mac OS!
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ModuleIDSectionName = "__nv_module_id";
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ModuleIDPrefix = "__nv_";
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// For CUDA, create a string literal containing the fat binary loaded from
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// the given file.
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FatBinStr = makeConstantString(CudaGpuBinary->getBuffer(), "",
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FatbinConstantName, 8);
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FatMagic = CudaFatMagic;
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}
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// Create initialized wrapper structure that points to the loaded GPU binary
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ConstantInitBuilder Builder(CGM);
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auto Values = Builder.beginStruct(FatbinWrapperTy);
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// Fatbin wrapper magic.
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Values.addInt(IntTy, FatMagic);
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// Fatbin version.
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Values.addInt(IntTy, 1);
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// Data.
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Values.add(FatBinStr);
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// Unused in fatbin v1.
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Values.add(llvm::ConstantPointerNull::get(VoidPtrTy));
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llvm::GlobalVariable *FatbinWrapper = Values.finishAndCreateGlobal(
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addUnderscoredPrefixToName("_fatbin_wrapper"), CGM.getPointerAlign(),
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/*constant*/ true);
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FatbinWrapper->setSection(FatbinSectionName);
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// Register binary with CUDA/HIP runtime. This is substantially different in
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// default mode vs. separate compilation!
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if (!RelocatableDeviceCode) {
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// GpuBinaryHandle = __{cuda|hip}RegisterFatBinary(&FatbinWrapper);
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llvm::CallInst *RegisterFatbinCall = CtorBuilder.CreateCall(
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RegisterFatbinFunc,
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CtorBuilder.CreateBitCast(FatbinWrapper, VoidPtrTy));
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GpuBinaryHandle = new llvm::GlobalVariable(
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TheModule, VoidPtrPtrTy, false, llvm::GlobalValue::InternalLinkage,
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llvm::ConstantPointerNull::get(VoidPtrPtrTy),
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addUnderscoredPrefixToName("_gpubin_handle"));
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CtorBuilder.CreateAlignedStore(RegisterFatbinCall, GpuBinaryHandle,
|
|
CGM.getPointerAlign());
|
|
|
|
// Call __{cuda|hip}_register_globals(GpuBinaryHandle);
|
|
if (RegisterGlobalsFunc)
|
|
CtorBuilder.CreateCall(RegisterGlobalsFunc, RegisterFatbinCall);
|
|
} else {
|
|
// Generate a unique module ID.
|
|
SmallString<64> ModuleID;
|
|
llvm::raw_svector_ostream OS(ModuleID);
|
|
OS << ModuleIDPrefix << llvm::format("%x", FatbinWrapper->getGUID());
|
|
llvm::Constant *ModuleIDConstant =
|
|
makeConstantString(ModuleID.str(), "", ModuleIDSectionName, 32);
|
|
|
|
// Create an alias for the FatbinWrapper that nvcc or hip backend will
|
|
// look for.
|
|
llvm::GlobalAlias::create(llvm::GlobalValue::ExternalLinkage,
|
|
Twine("__fatbinwrap") + ModuleID, FatbinWrapper);
|
|
|
|
// void __{cuda|hip}RegisterLinkedBinary%ModuleID%(void (*)(void *), void *,
|
|
// void *, void (*)(void **))
|
|
SmallString<128> RegisterLinkedBinaryName(
|
|
addUnderscoredPrefixToName("RegisterLinkedBinary"));
|
|
RegisterLinkedBinaryName += ModuleID;
|
|
llvm::Constant *RegisterLinkedBinaryFunc = CGM.CreateRuntimeFunction(
|
|
getRegisterLinkedBinaryFnTy(), RegisterLinkedBinaryName);
|
|
|
|
assert(RegisterGlobalsFunc && "Expecting at least dummy function!");
|
|
llvm::Value *Args[] = {RegisterGlobalsFunc,
|
|
CtorBuilder.CreateBitCast(FatbinWrapper, VoidPtrTy),
|
|
ModuleIDConstant,
|
|
makeDummyFunction(getCallbackFnTy())};
|
|
CtorBuilder.CreateCall(RegisterLinkedBinaryFunc, Args);
|
|
}
|
|
|
|
CtorBuilder.CreateRetVoid();
|
|
return ModuleCtorFunc;
|
|
}
|
|
|
|
/// Creates a global destructor function that unregisters the GPU code blob
|
|
/// registered by constructor.
|
|
/// \code
|
|
/// void __cuda_module_dtor(void*) {
|
|
/// __cudaUnregisterFatBinary(Handle);
|
|
/// }
|
|
/// \endcode
|
|
llvm::Function *CGNVCUDARuntime::makeModuleDtorFunction() {
|
|
// No need for destructor if we don't have a handle to unregister.
|
|
if (!GpuBinaryHandle)
|
|
return nullptr;
|
|
|
|
// void __cudaUnregisterFatBinary(void ** handle);
|
|
llvm::Constant *UnregisterFatbinFunc = CGM.CreateRuntimeFunction(
|
|
llvm::FunctionType::get(VoidTy, VoidPtrPtrTy, false),
|
|
addUnderscoredPrefixToName("UnregisterFatBinary"));
|
|
|
|
llvm::Function *ModuleDtorFunc = llvm::Function::Create(
|
|
llvm::FunctionType::get(VoidTy, VoidPtrTy, false),
|
|
llvm::GlobalValue::InternalLinkage,
|
|
addUnderscoredPrefixToName("_module_dtor"), &TheModule);
|
|
|
|
llvm::BasicBlock *DtorEntryBB =
|
|
llvm::BasicBlock::Create(Context, "entry", ModuleDtorFunc);
|
|
CGBuilderTy DtorBuilder(CGM, Context);
|
|
DtorBuilder.SetInsertPoint(DtorEntryBB);
|
|
|
|
auto HandleValue =
|
|
DtorBuilder.CreateAlignedLoad(GpuBinaryHandle, CGM.getPointerAlign());
|
|
DtorBuilder.CreateCall(UnregisterFatbinFunc, HandleValue);
|
|
|
|
DtorBuilder.CreateRetVoid();
|
|
return ModuleDtorFunc;
|
|
}
|
|
|
|
CGCUDARuntime *CodeGen::CreateNVCUDARuntime(CodeGenModule &CGM) {
|
|
return new CGNVCUDARuntime(CGM);
|
|
}
|