//===- ArmSMEToSCF.cpp - Convert ArmSME to SCF dialect ----------*- 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 // //===----------------------------------------------------------------------===// // // This file implements lowering of ArmSME operations to SCF. // //===----------------------------------------------------------------------===// #include "mlir/Conversion/ArmSMEToSCF/ArmSMEToSCF.h" #include "mlir/Dialect/Arith/IR/Arith.h" #include "mlir/Dialect/ArmSME/IR/ArmSME.h" #include "mlir/Dialect/ArmSME/Utils/Utils.h" #include "mlir/Dialect/SCF/IR/SCF.h" #include "mlir/Pass/Pass.h" #include "mlir/Transforms/DialectConversion.h" namespace mlir { #define GEN_PASS_DEF_CONVERTARMSMETOSCF #include "mlir/Conversion/Passes.h.inc" } // namespace mlir using namespace mlir; namespace { /// Adjusts `indices` as follows for a given tile slice and returns them in /// `outIndices`: /// rank 1: (indices[0] + (tileSliceIndex * tileSliceNumElts)) /// rank 2: (indices[0] + tileSliceIndex, indices[1]) void getMemrefIndices(ValueRange indices, unsigned rank, Value tileSliceIndex, Value tileSliceNumElts, SmallVectorImpl &outIndices, Location loc, PatternRewriter &rewriter) { assert((rank == 1 || rank == 2) && "memref has unexpected rank!"); auto tileSliceOffset = tileSliceIndex; if (rank == 1) tileSliceOffset = rewriter.create(loc, tileSliceOffset, tileSliceNumElts); auto baseIndexPlusTileSliceOffset = rewriter.create(loc, indices[0], tileSliceOffset); outIndices.push_back(baseIndexPlusTileSliceOffset); if (rank == 2) outIndices.push_back(indices[1]); } /// Lower `arm_sme.tile_load` to a loop over the tile slices and load each slice /// using `arm_sme.load_tile_slice`. /// /// BEFORE: /// ```mlir /// %tile = arm_sme.tile_load %src[%c0, %c0] : /// memref, vector<[4]x[4]xi32> /// ``` /// /// AFTER: /// ```mlir /// %tile_id = arm_sme.get_tile_id : i32 /// %tile = arm_sme.cast_tile_to_vector %tile_id : i32 to vector<[4]x[4]xi32> /// %vscale = vector.vscale /// %c0 = arith.constant 0 : index /// %c1 = arith.constant 1 : index /// %min_svl_s = arith.constant 4 : index /// %svl_s = arith.muli %min_svl_s, %vscale : index /// scf.for %tile_slice_idx = %c0 to %svl_s step %c1 { /// %tile_update = arm_sme.load_tile_slice %src[%tile_slice_idx], /// %tile, %tile_slice_idx : memref, vector<[4]x[4]xi32> /// } /// ``` struct TileLoadOpConversion : public OpRewritePattern { using OpRewritePattern::OpRewritePattern; LogicalResult matchAndRewrite(arm_sme::TileLoadOp tileLoadOp, PatternRewriter &rewriter) const override { OpBuilder::InsertionGuard g(rewriter); auto loc = tileLoadOp.getLoc(); auto tileType = tileLoadOp.getVectorType(); auto tileElementType = tileType.getElementType(); unsigned tileElementWidth = tileElementType.getIntOrFloatBitWidth(); // Create 'arm_sme.get_tile' op. auto tileId = rewriter.create( loc, rewriter.getIntegerType(tileElementWidth)); // Create `arm_sme.cast_tile_to_vector` to cast tile ID to a vector type to // use as input tile to 'arm_sme.load_tile_slice' ops. auto tile = rewriter.create(loc, tileType, tileId); // Create a loop that loads each ZA tile slice from memory. auto step = rewriter.create(loc, 1); auto minTileSlices = rewriter.create( loc, arm_sme::getSMETileSliceMinNumElts(tileElementType)); auto vscale = rewriter.create(loc, rewriter.getIndexType()); auto lowerBound = rewriter.create(loc, 0); // This describes both the number of ZA tile slices and the number of // elements in a vector of SVL bits for a given element type (SVL_B, SVL_H, // ..., SVL_Q). auto numTileSlices = rewriter.create(loc, minTileSlices, vscale); auto forOp = rewriter.create(loc, lowerBound, numTileSlices, step); rewriter.setInsertionPointToStart(forOp.getBody()); // Create 'arm_sme.load_tile_slice' to load tile slice from memory into // tile. SmallVector memrefIndices; auto tileSliceIndex = forOp.getInductionVar(); getMemrefIndices(tileLoadOp.getIndices(), tileLoadOp.getMemRefType().getRank(), tileSliceIndex, numTileSlices, memrefIndices, loc, rewriter); rewriter.create(loc, tileType, tileLoadOp.getBase(), tile, memrefIndices, tileSliceIndex); rewriter.setInsertionPointAfter(forOp); // Replace 'arm_sme.tile_load' with the tile. rewriter.replaceOp(tileLoadOp, tile); return success(); } }; /// Lower `arm_sme.tile_store` to a loop over the tile slices and store each /// slice using `arm_sme.store_tile_slice`. /// /// BEFORE: /// ```mlir /// arm_sme.tile_store %tile, %dest[%c0, %c0] /// : memref, vector<[4]x[4]xi32 /// ``` /// /// AFTER: /// ```mlir /// %vscale = vector.vscale /// %c0 = arith.constant 0 : index /// %c1 = arith.constant 1 : index /// %min_svl_s = arith.constant 4 : index /// %svl_s = arith.muli %min_svl_s, %vscale : index /// scf.for %tile_slice_idx = %c0 to %svl_s step %c1 { /// arm_sme.store_tile_slice %tile, %tile_slice_idx, %dest[%tile_slice_idx] /// : memref, vector<[4]x[4]xi32> /// } /// ``` struct TileStoreOpConversion : public OpRewritePattern { using OpRewritePattern::OpRewritePattern; LogicalResult matchAndRewrite(arm_sme::TileStoreOp tileStoreOp, PatternRewriter &rewriter) const override { OpBuilder::InsertionGuard g(rewriter); auto loc = tileStoreOp.getLoc(); auto tileType = tileStoreOp.getVectorType(); auto tileElementType = tileType.getElementType(); // Create a loop that stores each ZA tile slice from memory. auto step = rewriter.create(loc, 1); auto minTileSlices = rewriter.create( loc, arm_sme::getSMETileSliceMinNumElts(tileElementType)); auto vscale = rewriter.create(loc, rewriter.getIndexType()); auto lowerBound = rewriter.create(loc, 0); // This describes both the number of ZA tile slices and the number of // elements in a vector of SVL bits for a given element type (SVL_B, SVL_H, // ..., SVL_Q). auto numTileSlices = rewriter.create(loc, minTileSlices, vscale); auto forOp = rewriter.create(loc, lowerBound, numTileSlices, step); rewriter.setInsertionPointToStart(forOp.getBody()); SmallVector memrefIndices; auto tileSliceIndex = forOp.getInductionVar(); getMemrefIndices(tileStoreOp.getIndices(), tileStoreOp.getMemRefType().getRank(), tileSliceIndex, numTileSlices, memrefIndices, loc, rewriter); rewriter.replaceOpWithNewOp( tileStoreOp, tileStoreOp.getValueToStore(), tileSliceIndex, tileStoreOp.getBase(), memrefIndices); return success(); } }; } // namespace void mlir::populateArmSMEToSCFConversionPatterns(RewritePatternSet &patterns) { patterns.add( patterns.getContext()); } namespace { struct ConvertArmSMEToSCFPass : public impl::ConvertArmSMEToSCFBase { void runOnOperation() override { RewritePatternSet patterns(&getContext()); ConversionTarget target(getContext()); populateArmSMEToSCFConversionPatterns(patterns); target.addLegalDialect(); target.addIllegalOp(); if (failed(applyPartialConversion(getOperation(), target, std::move(patterns)))) signalPassFailure(); } }; } // namespace std::unique_ptr mlir::createConvertArmSMEToSCFPass() { return std::make_unique(); }