| //===- OpToFuncCallLowering.h - GPU ops lowering to custom calls *- C++ -*-===// | |
| // | |
| // 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 | |
| // | |
| //===----------------------------------------------------------------------===// | |
| #ifndef MLIR_CONVERSION_GPUCOMMON_OPTOFUNCCALLLOWERING_H_ | |
| #define MLIR_CONVERSION_GPUCOMMON_OPTOFUNCCALLLOWERING_H_ | |
| #include "mlir/Conversion/LLVMCommon/Pattern.h" | |
| #include "mlir/Dialect/Arith/IR/ArithAttributes.h" | |
| #include "mlir/Dialect/GPU/IR/GPUDialect.h" | |
| #include "mlir/Dialect/LLVMIR/LLVMDialect.h" | |
| #include "mlir/IR/Builders.h" | |
| namespace mlir { | |
| namespace { | |
| /// Detection trait tor the `getFastmath` instance method. | |
| template <typename T> | |
| using has_get_fastmath_t = decltype(std::declval<T>().getFastmath()); | |
| } // namespace | |
| /// Rewriting that replaces SourceOp with a CallOp to `f32Func` or `f64Func` or | |
| /// `f32ApproxFunc` or `f16Func` or `i32Type` depending on the element type and | |
| /// the fastMathFlag of that Op, if present. The function declaration is added | |
| /// in case it was not added before. | |
| /// | |
| /// If the input values are of bf16 type (or f16 type if f16Func is empty), the | |
| /// value is first casted to f32, the function called and then the result casted | |
| /// back. | |
| /// | |
| /// Example with NVVM: | |
| /// %exp_f32 = math.exp %arg_f32 : f32 | |
| /// | |
| /// will be transformed into | |
| /// llvm.call @__nv_expf(%arg_f32) : (f32) -> f32 | |
| /// | |
| /// If the fastMathFlag attribute of SourceOp is `afn` or `fast`, this Op lowers | |
| /// to the approximate calculation function. | |
| /// | |
| /// Also example with NVVM: | |
| /// %exp_f32 = math.exp %arg_f32 fastmath<afn> : f32 | |
| /// | |
| /// will be transformed into | |
| /// llvm.call @__nv_fast_expf(%arg_f32) : (f32) -> f32 | |
| /// | |
| /// Final example with NVVM: | |
| /// %pow_f32 = math.fpowi %arg_f32, %arg_i32 | |
| /// | |
| /// will be transformed into | |
| /// llvm.call @__nv_powif(%arg_f32, %arg_i32) : (f32, i32) -> f32 | |
| template <typename SourceOp> | |
| struct OpToFuncCallLowering : public ConvertOpToLLVMPattern<SourceOp> { | |
| public: | |
| explicit OpToFuncCallLowering( | |
| const LLVMTypeConverter &lowering, StringRef f32Func, StringRef f64Func, | |
| StringRef f32ApproxFunc, StringRef f16Func, StringRef i32Func = "", | |
| PatternBenefit benefit = 1, | |
| LLVM::cconv::CConv cconv = LLVM::cconv::CConv::C) | |
| : ConvertOpToLLVMPattern<SourceOp>(lowering, benefit), f32Func(f32Func), | |
| f64Func(f64Func), f32ApproxFunc(f32ApproxFunc), f16Func(f16Func), | |
| i32Func(i32Func), cconv(cconv) {} | |
| LogicalResult | |
| matchAndRewrite(SourceOp op, typename SourceOp::Adaptor adaptor, | |
| ConversionPatternRewriter &rewriter) const override { | |
| using LLVM::LLVMFuncOp; | |
| static_assert( | |
| std::is_base_of<OpTrait::OneResult<SourceOp>, SourceOp>::value, | |
| "expected single result op"); | |
| // This pattern only handles scalar ops. Ops with shaped (e.g. vector) | |
| // result types, such as `math.isinf` on `vector<Nxf32>`, are expected to be | |
| // scalarized first by `ScalarizeVectorOpLowering`, which is co-registered | |
| // for these ops; bail out so that pattern can take over. | |
| Type opResultType = op->getResultTypes().front(); | |
| if (!opResultType.isIntOrIndexOrFloat()) | |
| return rewriter.notifyMatchFailure(op, "expected scalar result type"); | |
| bool isResultBool = opResultType.isInteger(1); | |
| if constexpr (!std::is_base_of<OpTrait::SameOperandsAndResultType<SourceOp>, | |
| SourceOp>::value) { | |
| assert(op->getNumOperands() > 0 && | |
| "expected op to take at least one operand"); | |
| assert((op->getResultTypes().front() == op->getOperand(0).getType() || | |
| isResultBool) && | |
| "expected op with same operand and result types"); | |
| } | |
| if (!op->template getParentOfType<FunctionOpInterface>()) { | |
| return rewriter.notifyMatchFailure( | |
| op, "expected op to be within a function region"); | |
| } | |
| SmallVector<Value, 1> castedOperands; | |
| for (Value operand : adaptor.getOperands()) | |
| castedOperands.push_back(maybeCast(operand, rewriter)); | |
| Type castedOperandType = castedOperands.front().getType(); | |
| // At ABI level, booleans are treated as i32. | |
| Type resultType = | |
| isResultBool ? rewriter.getIntegerType(32) : castedOperandType; | |
| Type funcType = getFunctionType(resultType, castedOperands); | |
| StringRef funcName = getFunctionName(castedOperandType, op); | |
| if (funcName.empty()) | |
| return failure(); | |
| LLVMFuncOp funcOp = appendOrGetFuncOp(funcName, funcType, op); | |
| auto callOp = | |
| LLVM::CallOp::create(rewriter, op->getLoc(), funcOp, castedOperands); | |
| callOp.setCConv(cconv); | |
| if (resultType == adaptor.getOperands().front().getType()) { | |
| rewriter.replaceOp(op, {callOp.getResult()}); | |
| return success(); | |
| } | |
| // Boolean result are mapping to i32 at the ABI level with zero values being | |
| // interpreted as false and non-zero values being interpreted as true. Since | |
| // there is no guarantee of a specific value being used to indicate true, | |
| // compare for inequality with zero (rather than truncate or shift). | |
| if (isResultBool) { | |
| Value zero = LLVM::ConstantOp::create(rewriter, op->getLoc(), | |
| rewriter.getIntegerType(32), | |
| rewriter.getI32IntegerAttr(0)); | |
| Value truncated = | |
| LLVM::ICmpOp::create(rewriter, op->getLoc(), LLVM::ICmpPredicate::ne, | |
| callOp.getResult(), zero); | |
| rewriter.replaceOp(op, {truncated}); | |
| return success(); | |
| } | |
| assert(callOp.getResult().getType().isF32() && | |
| "only f32 types are supposed to be truncated back"); | |
| Value truncated = LLVM::FPTruncOp::create( | |
| rewriter, op->getLoc(), adaptor.getOperands().front().getType(), | |
| callOp.getResult()); | |
| rewriter.replaceOp(op, {truncated}); | |
| return success(); | |
| } | |
| Value maybeCast(Value operand, PatternRewriter &rewriter) const { | |
| Type type = operand.getType(); | |
| if (!isa<Float16Type, BFloat16Type>(type)) | |
| return operand; | |
| // If there's an f16 function, no need to cast f16 values. | |
| if (!f16Func.empty() && isa<Float16Type>(type)) | |
| return operand; | |
| return LLVM::FPExtOp::create(rewriter, operand.getLoc(), | |
| Float32Type::get(rewriter.getContext()), | |
| operand); | |
| } | |
| Type getFunctionType(Type resultType, ValueRange operands) const { | |
| SmallVector<Type> operandTypes(operands.getTypes()); | |
| return LLVM::LLVMFunctionType::get(resultType, operandTypes); | |
| } | |
| LLVM::LLVMFuncOp appendOrGetFuncOp(StringRef funcName, Type funcType, | |
| Operation *op) const { | |
| using LLVM::LLVMFuncOp; | |
| auto funcAttr = StringAttr::get(op->getContext(), funcName); | |
| auto funcOp = | |
| SymbolTable::lookupNearestSymbolFrom<LLVMFuncOp>(op, funcAttr); | |
| if (funcOp) | |
| return funcOp; | |
| auto parentFunc = op->getParentOfType<FunctionOpInterface>(); | |
| assert(parentFunc && "expected there to be a parent function"); | |
| OpBuilder b(parentFunc); | |
| // Create a valid global location removing any metadata attached to the | |
| // location as debug info metadata inside of a function cannot be used | |
| // outside of that function. | |
| auto globalloc = op->getLoc()->findInstanceOfOrUnknown<FileLineColLoc>(); | |
| auto newFuncOp = LLVMFuncOp::create(b, globalloc, funcName, funcType); | |
| newFuncOp.setCConv(cconv); | |
| return newFuncOp; | |
| } | |
| StringRef getFunctionName(Type type, SourceOp op) const { | |
| bool useApprox = false; | |
| if constexpr (llvm::is_detected<has_get_fastmath_t, SourceOp>::value) { | |
| arith::FastMathFlags flag = op.getFastmath(); | |
| useApprox = ((uint32_t)arith::FastMathFlags::afn & (uint32_t)flag) && | |
| !f32ApproxFunc.empty(); | |
| } | |
| if (isa<Float16Type>(type)) | |
| return f16Func; | |
| if (isa<Float32Type>(type)) { | |
| if (useApprox) | |
| return f32ApproxFunc; | |
| return f32Func; | |
| } | |
| if (isa<Float64Type>(type)) | |
| return f64Func; | |
| if (type.isInteger(32)) | |
| return i32Func; | |
| return ""; | |
| } | |
| const std::string f32Func; | |
| const std::string f64Func; | |
| const std::string f32ApproxFunc; | |
| const std::string f16Func; | |
| const std::string i32Func; | |
| const LLVM::cconv::CConv cconv; | |
| }; | |
| } // namespace mlir | |
| #endif // MLIR_CONVERSION_GPUCOMMON_OPTOFUNCCALLLOWERING_H_ |