1 //===- CodegenStrategy.cpp - Linalg programmable codegen strategy ---------===// 2 // 3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. 4 // See https://llvm.org/LICENSE.txt for license information. 5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception 6 // 7 //===----------------------------------------------------------------------===// 8 // 9 // This file implements logic and helpers to expose Linalg transforms as 10 // composable rewrite patterns through a programmable CodegenStrategy object. 11 // 12 //===----------------------------------------------------------------------===// 13 14 #include "mlir/Dialect/Linalg/Transforms/CodegenStrategy.h" 15 16 #include "mlir/Dialect/Linalg/Transforms/Hoisting.h" 17 #include "mlir/Dialect/Vector/VectorOps.h" 18 #include "mlir/Dialect/Vector/VectorTransforms.h" 19 #include "mlir/Pass/PassManager.h" 20 #include "mlir/Transforms/GreedyPatternRewriteDriver.h" 21 #include "mlir/Transforms/LoopUtils.h" 22 #include "mlir/Transforms/Passes.h" 23 24 using namespace mlir; 25 using namespace mlir::linalg; 26 27 #define DEBUG_TYPE "linalg-codegen-strategy" 28 29 void mlir::linalg::CodegenStrategy::transform(FuncOp func) const { 30 MLIRContext *context = func.getContext(); 31 // Emplace patterns one at a time while also maintaining a simple chained 32 // state transition. 33 unsigned stepCount = 0; 34 SmallVector<FrozenRewritePatternList, 4> stage1Patterns; 35 auto zeroState = Identifier::get(std::to_string(stepCount), context); 36 auto currentState = zeroState; 37 for (const std::unique_ptr<Transformation> &t : transformationSequence) { 38 auto nextState = Identifier::get(std::to_string(++stepCount), context); 39 auto marker = (currentState == zeroState) 40 ? linalg::LinalgMarker({}, nextState) 41 : linalg::LinalgMarker(currentState, nextState); 42 stage1Patterns.emplace_back(t->buildRewritePatterns(context, marker)); 43 currentState = nextState; 44 } 45 46 OwningRewritePatternList stage2Patterns = 47 linalg::getLinalgTilingCanonicalizationPatterns(context); 48 stage2Patterns.insert<AffineMinSCFCanonicalizationPattern>(context); 49 50 auto stage3Transforms = [](Operation *op) { 51 // Some of these may be too aggressive as a stage 3 that is applied on each 52 // stage 1 application and may have to be split out to post staged patterns 53 // application (in which case they could just be passes, TBD). 54 PassManager pm(op->getContext()); 55 pm.addPass(createLoopInvariantCodeMotionPass()); 56 if (failed(pm.run(op->getParentOfType<ModuleOp>()))) 57 llvm_unreachable("Unexpected failure in cleanup pass pipeline."); 58 promoteSingleIterationLoops(cast<FuncOp>(op)); 59 hoistViewAllocOps(cast<FuncOp>(op)); 60 hoistRedundantVectorTransfers(cast<FuncOp>(op)); 61 return success(); 62 }; 63 linalg::applyStagedPatterns(func, stage1Patterns, std::move(stage2Patterns), 64 stage3Transforms); 65 66 //===--------------------------------------------------------------------===// 67 // Post staged patterns transforms 68 //===--------------------------------------------------------------------===// 69 70 ModuleOp module = func->getParentOfType<ModuleOp>(); 71 72 // Programmatic splitting of slow/fast path vector transfers. 73 OwningRewritePatternList patterns; 74 patterns.insert<vector::VectorTransferFullPartialRewriter>( 75 context, vectorTransformsOptions); 76 applyPatternsAndFoldGreedily(module, std::move(patterns)); 77 78 // Programmatic controlled lowering of vector.contract only. 79 OwningRewritePatternList vectorContractLoweringPatterns; 80 vectorContractLoweringPatterns 81 .insert<ContractionOpToOuterProductOpLowering, 82 ContractionOpToMatmulOpLowering, ContractionOpLowering>( 83 vectorTransformsOptions, context); 84 applyPatternsAndFoldGreedily(module, 85 std::move(vectorContractLoweringPatterns)); 86 87 // Programmatic controlled lowering of vector.transfer only. 88 OwningRewritePatternList vectorToLoopsPatterns; 89 populateVectorToSCFConversionPatterns(vectorToLoopsPatterns, context, 90 vectorToSCFOptions); 91 applyPatternsAndFoldGreedily(module, std::move(vectorToLoopsPatterns)); 92 93 // Ensure we drop the marker in the end. 94 module.walk([](LinalgOp op) { 95 op.removeAttr(LinalgTransforms::kLinalgTransformMarker); 96 }); 97 } 98