| //===- ConvertLaunchFuncToLLVMCalls.cpp - MLIR GPU launch to LLVM pass ----===// | |
| // | |
| // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. | |
| // See https://llvm.org/LICENSE.txt for license information. | |
| // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | |
| // | |
| //===----------------------------------------------------------------------===// | |
| // | |
| // This file implements passes to convert `gpu.launch_func` op into a sequence | |
| // of LLVM calls that emulate the host and device sides. | |
| // | |
| //===----------------------------------------------------------------------===// | |
| #include "../SPIRVCommon/Pattern.h" | |
| #include "mlir/Conversion/ArithToLLVM/ArithToLLVM.h" | |
| #include "mlir/Conversion/FuncToLLVM/ConvertFuncToLLVM.h" | |
| #include "mlir/Conversion/LLVMCommon/LoweringOptions.h" | |
| #include "mlir/Conversion/LLVMCommon/Pattern.h" | |
| #include "mlir/Conversion/LLVMCommon/TypeConverter.h" | |
| #include "mlir/Conversion/MemRefToLLVM/MemRefToLLVM.h" | |
| #include "mlir/Conversion/SPIRVToLLVM/SPIRVToLLVM.h" | |
| #include "mlir/Dialect/Func/IR/FuncOps.h" | |
| #include "mlir/Dialect/GPU/IR/GPUDialect.h" | |
| #include "mlir/Dialect/LLVMIR/LLVMDialect.h" | |
| #include "mlir/Dialect/SPIRV/IR/SPIRVOps.h" | |
| #include "mlir/IR/BuiltinOps.h" | |
| #include "mlir/IR/SymbolTable.h" | |
| #include "mlir/Pass/Pass.h" | |
| #include "mlir/Transforms/DialectConversion.h" | |
| #include "llvm/ADT/DenseMap.h" | |
| #include "llvm/ADT/StringExtras.h" | |
| #include "llvm/Support/FormatVariadic.h" | |
| namespace mlir { | |
| #define GEN_PASS_DEF_LOWERHOSTCODETOLLVMPASS | |
| #include "mlir/Conversion/Passes.h.inc" | |
| } // namespace mlir | |
| using namespace mlir; | |
| static constexpr const char kSPIRVModule[] = "__spv__"; | |
| //===----------------------------------------------------------------------===// | |
| // Utility functions | |
| //===----------------------------------------------------------------------===// | |
| /// Calculates the index of the kernel's operand that is represented by the | |
| /// given global variable with the `bind` attribute. We assume that the index of | |
| /// each kernel's operand is mapped to (descriptorSet, binding) by the map: | |
| /// i -> (0, i) | |
| /// which is implemented under `LowerABIAttributesPass`. | |
| static unsigned calculateGlobalIndex(spirv::GlobalVariableOp op) { | |
| return *op.getBinding(); | |
| } | |
| /// Copies the given number of bytes from src to dst pointers. | |
| static void copy(Location loc, Value dst, Value src, Value size, | |
| OpBuilder &builder) { | |
| LLVM::MemcpyOp::create(builder, loc, dst, src, size, /*isVolatile=*/false); | |
| } | |
| /// Encodes the binding and descriptor set numbers into a new symbolic name. | |
| /// The name is specified by | |
| /// {kernel_module_name}_{variable_name}_descriptor_set{ds}_binding{b} | |
| /// to avoid symbolic conflicts, where 'ds' and 'b' are descriptor set and | |
| /// binding numbers. | |
| static std::string | |
| createGlobalVariableWithBindName(spirv::GlobalVariableOp op, | |
| StringRef kernelModuleName) { | |
| return llvm::formatv("{0}_{1}_descriptor_set{2}_binding{3}", | |
| kernelModuleName.str(), op.getSymName().str(), | |
| std::to_string(*op.getDescriptorSet()), | |
| std::to_string(*op.getBinding())); | |
| } | |
| /// Returns true if the given global variable has both a descriptor set number | |
| /// and a binding number. | |
| static bool hasDescriptorSetAndBinding(spirv::GlobalVariableOp op) { | |
| return op.getDescriptorSetAttr() && op.getBindingAttr(); | |
| } | |
| /// Fills `globalVariableMap` with SPIR-V global variables that represent kernel | |
| /// arguments from the given SPIR-V module. We assume that the module contains a | |
| /// single entry point function. Hence, all `spirv.GlobalVariable`s with a bind | |
| /// attribute are kernel arguments. | |
| static LogicalResult getKernelGlobalVariables( | |
| spirv::ModuleOp module, | |
| DenseMap<uint32_t, spirv::GlobalVariableOp> &globalVariableMap) { | |
| auto entryPoints = module.getOps<spirv::EntryPointOp>(); | |
| if (!llvm::hasSingleElement(entryPoints)) { | |
| return module.emitError( | |
| "The module must contain exactly one entry point function"); | |
| } | |
| auto globalVariables = module.getOps<spirv::GlobalVariableOp>(); | |
| for (auto globalOp : globalVariables) { | |
| if (hasDescriptorSetAndBinding(globalOp)) | |
| globalVariableMap[calculateGlobalIndex(globalOp)] = globalOp; | |
| } | |
| return success(); | |
| } | |
| /// Encodes the SPIR-V module's symbolic name into the name of the entry point | |
| /// function. | |
| static LogicalResult encodeKernelName(spirv::ModuleOp module) { | |
| StringRef spvModuleName = module.getSymName().value_or(kSPIRVModule); | |
| // We already know that the module contains exactly one entry point function | |
| // based on `getKernelGlobalVariables()` call. Update this function's name | |
| // to: | |
| // {spv_module_name}_{function_name} | |
| auto entryPoints = module.getOps<spirv::EntryPointOp>(); | |
| if (!llvm::hasSingleElement(entryPoints)) { | |
| return module.emitError( | |
| "The module must contain exactly one entry point function"); | |
| } | |
| spirv::EntryPointOp entryPoint = *entryPoints.begin(); | |
| StringRef funcName = entryPoint.getFn(); | |
| auto funcOp = module.lookupSymbol<spirv::FuncOp>(entryPoint.getFnAttr()); | |
| StringAttr newFuncName = | |
| StringAttr::get(module->getContext(), spvModuleName + "_" + funcName); | |
| if (failed(SymbolTable::replaceAllSymbolUses(funcOp, newFuncName, module))) | |
| return failure(); | |
| SymbolTable::setSymbolName(funcOp, newFuncName); | |
| return success(); | |
| } | |
| //===----------------------------------------------------------------------===// | |
| // Conversion patterns | |
| //===----------------------------------------------------------------------===// | |
| namespace { | |
| /// Structure to group information about the variables being copied. | |
| struct CopyInfo { | |
| Value dst; | |
| Value src; | |
| Value size; | |
| }; | |
| /// This pattern emulates a call to the kernel in LLVM dialect. For that, we | |
| /// copy the data to the global variable (emulating device side), call the | |
| /// kernel as a normal void LLVM function, and copy the data back (emulating the | |
| /// host side). | |
| class GPULaunchLowering : public ConvertOpToLLVMPattern<gpu::LaunchFuncOp> { | |
| using ConvertOpToLLVMPattern<gpu::LaunchFuncOp>::ConvertOpToLLVMPattern; | |
| LogicalResult | |
| matchAndRewrite(gpu::LaunchFuncOp launchOp, OpAdaptor adaptor, | |
| ConversionPatternRewriter &rewriter) const override { | |
| auto *op = launchOp.getOperation(); | |
| MLIRContext *context = rewriter.getContext(); | |
| auto module = launchOp->getParentOfType<ModuleOp>(); | |
| // Get the SPIR-V module that represents the gpu kernel module. The module | |
| // is named: | |
| // __spv__{kernel_module_name} | |
| // based on GPU to SPIR-V conversion. | |
| StringRef kernelModuleName = launchOp.getKernelModuleName().getValue(); | |
| std::string spvModuleName = kSPIRVModule + kernelModuleName.str(); | |
| auto spvModule = module.lookupSymbol<spirv::ModuleOp>( | |
| StringAttr::get(context, spvModuleName)); | |
| if (!spvModule) { | |
| return launchOp.emitOpError("SPIR-V kernel module '") | |
| << spvModuleName << "' is not found"; | |
| } | |
| // Declare kernel function in the main module so that it later can be linked | |
| // with its definition from the kernel module. We know that the kernel | |
| // function would have no arguments and the data is passed via global | |
| // variables. The name of the kernel will be | |
| // {spv_module_name}_{kernel_function_name} | |
| // to avoid symbolic name conflicts. | |
| StringRef kernelFuncName = launchOp.getKernelName().getValue(); | |
| std::string newKernelFuncName = spvModuleName + "_" + kernelFuncName.str(); | |
| auto kernelFunc = module.lookupSymbol<LLVM::LLVMFuncOp>( | |
| StringAttr::get(context, newKernelFuncName)); | |
| if (!kernelFunc) { | |
| OpBuilder::InsertionGuard guard(rewriter); | |
| rewriter.setInsertionPointToStart(module.getBody()); | |
| kernelFunc = LLVM::LLVMFuncOp::create( | |
| rewriter, rewriter.getUnknownLoc(), newKernelFuncName, | |
| LLVM::LLVMFunctionType::get(LLVM::LLVMVoidType::get(context), | |
| ArrayRef<Type>())); | |
| rewriter.setInsertionPoint(launchOp); | |
| } | |
| // Get all global variables associated with the kernel operands. | |
| DenseMap<uint32_t, spirv::GlobalVariableOp> globalVariableMap; | |
| if (failed(getKernelGlobalVariables(spvModule, globalVariableMap))) | |
| return failure(); | |
| // Traverse kernel operands that were converted to MemRefDescriptors. For | |
| // each operand, create a global variable and copy data from operand to it. | |
| Location loc = launchOp.getLoc(); | |
| SmallVector<CopyInfo, 4> copyInfo; | |
| auto numKernelOperands = launchOp.getNumKernelOperands(); | |
| auto kernelOperands = adaptor.getOperands().take_back(numKernelOperands); | |
| for (const auto &operand : llvm::enumerate(kernelOperands)) { | |
| // Check if the kernel's operand is a ranked memref. | |
| auto memRefType = dyn_cast<MemRefType>( | |
| launchOp.getKernelOperand(operand.index()).getType()); | |
| if (!memRefType) | |
| return failure(); | |
| // Calculate the size of the memref and get the pointer to the allocated | |
| // buffer. | |
| SmallVector<Value, 4> sizes; | |
| SmallVector<Value, 4> strides; | |
| Value sizeBytes; | |
| getMemRefDescriptorSizes(loc, memRefType, {}, rewriter, sizes, strides, | |
| sizeBytes); | |
| MemRefDescriptor descriptor(operand.value()); | |
| Value src = descriptor.allocatedPtr(rewriter, loc); | |
| // Get the global variable in the SPIR-V module that is associated with | |
| // the kernel operand. Construct its new name and create a corresponding | |
| // LLVM dialect global variable. | |
| spirv::GlobalVariableOp spirvGlobal = globalVariableMap[operand.index()]; | |
| auto pointeeType = | |
| cast<spirv::PointerType>(spirvGlobal.getType()).getPointeeType(); | |
| auto dstGlobalType = typeConverter->convertType(pointeeType); | |
| if (!dstGlobalType) | |
| return failure(); | |
| std::string name = | |
| createGlobalVariableWithBindName(spirvGlobal, spvModuleName); | |
| // Check if this variable has already been created. | |
| auto dstGlobal = module.lookupSymbol<LLVM::GlobalOp>(name); | |
| if (!dstGlobal) { | |
| OpBuilder::InsertionGuard guard(rewriter); | |
| rewriter.setInsertionPointToStart(module.getBody()); | |
| dstGlobal = LLVM::GlobalOp::create( | |
| rewriter, loc, dstGlobalType, | |
| /*isConstant=*/false, LLVM::Linkage::Linkonce, name, Attribute(), | |
| /*alignment=*/0); | |
| rewriter.setInsertionPoint(launchOp); | |
| } | |
| // Copy the data from src operand pointer to dst global variable. Save | |
| // src, dst and size so that we can copy data back after emulating the | |
| // kernel call. | |
| Value dst = LLVM::AddressOfOp::create( | |
| rewriter, loc, typeConverter->convertType(spirvGlobal.getType()), | |
| dstGlobal.getSymName()); | |
| copy(loc, dst, src, sizeBytes, rewriter); | |
| CopyInfo info; | |
| info.dst = dst; | |
| info.src = src; | |
| info.size = sizeBytes; | |
| copyInfo.push_back(info); | |
| } | |
| // Create a call to the kernel and copy the data back. | |
| rewriter.replaceOpWithNewOp<LLVM::CallOp>(op, kernelFunc, | |
| ArrayRef<Value>()); | |
| for (CopyInfo info : copyInfo) | |
| copy(loc, info.src, info.dst, info.size, rewriter); | |
| return success(); | |
| } | |
| }; | |
| class LowerHostCodeToLLVM | |
| : public impl::LowerHostCodeToLLVMPassBase<LowerHostCodeToLLVM> { | |
| public: | |
| using Base::Base; | |
| void runOnOperation() override { | |
| ModuleOp module = getOperation(); | |
| // Erase the GPU module. | |
| for (auto gpuModule : | |
| llvm::make_early_inc_range(module.getOps<gpu::GPUModuleOp>())) | |
| gpuModule.erase(); | |
| // Request C wrapper emission. | |
| for (auto func : module.getOps<func::FuncOp>()) { | |
| func->setDiscardableAttr(LLVM::LLVMDialect::getEmitCWrapperAttrName(), | |
| UnitAttr::get(&getContext())); | |
| } | |
| // Specify options to lower to LLVM and pull in the conversion patterns. | |
| LowerToLLVMOptions options(module.getContext()); | |
| auto *context = module.getContext(); | |
| RewritePatternSet patterns(context); | |
| LLVMTypeConverter typeConverter(context, options); | |
| mlir::arith::populateArithToLLVMConversionPatterns(typeConverter, patterns); | |
| populateFinalizeMemRefToLLVMConversionPatterns(typeConverter, patterns); | |
| populateFuncToLLVMConversionPatterns(typeConverter, patterns); | |
| patterns.add<GPULaunchLowering>(typeConverter); | |
| // Pull in SPIR-V type conversion patterns to convert SPIR-V global | |
| // variable's type to LLVM dialect type. | |
| populateSPIRVToLLVMTypeConversion(typeConverter); | |
| ConversionTarget target(*context); | |
| target.addLegalDialect<LLVM::LLVMDialect>(); | |
| if (failed(applyPartialConversion(module, target, std::move(patterns)))) | |
| signalPassFailure(); | |
| // Finally, modify the kernel function in SPIR-V modules to avoid symbolic | |
| // conflicts. | |
| for (auto spvModule : module.getOps<spirv::ModuleOp>()) { | |
| if (failed(encodeKernelName(spvModule))) { | |
| signalPassFailure(); | |
| return; | |
| } | |
| } | |
| } | |
| }; | |
| } // namespace |