//===- CodegenStrategy.cpp - Linalg programmable codegen strategy ---------===// // // 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 logic and helpers to expose Linalg transforms as // composable rewrite patterns through a programmable CodegenStrategy object. // //===----------------------------------------------------------------------===// #include "mlir/Dialect/Linalg/Transforms/CodegenStrategy.h" #include "mlir/Dialect/Linalg/Transforms/Hoisting.h" #include "mlir/Dialect/SCF/Transforms.h" #include "mlir/Dialect/Vector/VectorOps.h" #include "mlir/Dialect/Vector/VectorTransforms.h" #include "mlir/Pass/PassManager.h" #include "mlir/Transforms/GreedyPatternRewriteDriver.h" #include "mlir/Transforms/LoopUtils.h" #include "mlir/Transforms/Passes.h" using namespace mlir; using namespace mlir::linalg; #define DEBUG_TYPE "linalg-codegen-strategy" void mlir::linalg::CodegenStrategy::transform(FuncOp func) const { MLIRContext *context = func.getContext(); // Emplace patterns one at a time while also maintaining a simple chained // state transition. unsigned stepCount = 0; SmallVector stage1Patterns; auto zeroState = Identifier::get(std::to_string(stepCount), context); auto currentState = zeroState; for (const std::unique_ptr &t : transformationSequence) { auto nextState = Identifier::get(std::to_string(++stepCount), context); auto marker = (currentState == zeroState) ? linalg::LinalgTransformationFilter( t->filter, ArrayRef{}, nextState) : linalg::LinalgTransformationFilter( t->filter, currentState, nextState); stage1Patterns.emplace_back(t->buildRewritePatterns(context, marker)); currentState = nextState; } RewritePatternSet stage2Patterns = linalg::getLinalgTilingCanonicalizationPatterns(context); scf::populateSCFLoopBodyCanonicalizationPatterns(stage2Patterns); auto stage3Transforms = [&](Operation *op) { // Some of these may be too aggressive as a stage 3 that is applied on each // stage 1 application and may have to be split out to post staged patterns // application (in which case they could just be passes, TBD). if (lateCodegenStrategyOptions.enableLICM) { op->walk([&](LoopLikeOpInterface loopLike) { LLVM_DEBUG(loopLike.print(llvm::dbgs() << "\nOriginal loop:\n")); if (failed(moveLoopInvariantCode(loopLike))) llvm_unreachable("unexpected LICM failure"); }); } promoteSingleIterationLoops(cast(op)); if (lateCodegenStrategyOptions.enableHoistRedundantVectorTransfers) hoistRedundantVectorTransfers(cast(op)); if (lateCodegenStrategyOptions.enableHoistRedundantVectorTransfersOnTensor) hoistRedundantVectorTransfersOnTensor(cast(op)); return success(); }; (void)linalg::applyStagedPatterns( func, stage1Patterns, std::move(stage2Patterns), stage3Transforms); //===--------------------------------------------------------------------===// // Post staged patterns transforms //===--------------------------------------------------------------------===// // Programmatic splitting of slow/fast path vector transfers. if (lateCodegenStrategyOptions.enableVectorTransferPartialRewrite) { RewritePatternSet patterns(context); patterns.add( context, vectorTransformsOptions); (void)applyPatternsAndFoldGreedily(func, std::move(patterns)); } // Programmatic controlled lowering of vector.contract only. if (lateCodegenStrategyOptions.enableVectorContractLowering) { RewritePatternSet vectorContractLoweringPatterns(context); vectorContractLoweringPatterns .add( vectorTransformsOptions, context); vector::populateVectorTransferPermutationMapLoweringPatterns( vectorContractLoweringPatterns); (void)applyPatternsAndFoldGreedily( func, std::move(vectorContractLoweringPatterns)); } // Programmatic controlled lowering of vector.transfer only. if (lateCodegenStrategyOptions.enableVectorToSCFConversion) { RewritePatternSet vectorToLoopsPatterns(context); populateVectorToSCFConversionPatterns(vectorToLoopsPatterns, vectorToSCFOptions); (void)applyPatternsAndFoldGreedily(func, std::move(vectorToLoopsPatterns)); } // Ensure we drop the marker in the end. func.walk([](LinalgOp op) { op->removeAttr(LinalgTransforms::kLinalgTransformMarker); }); }