//===- 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 /// %ptrue_s = arith.constant dense : vector<[4]xi1> /// %init_tile = arm_sme.get_tile : 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 /// %tile = scf.for %tile_slice_idx = %c0 to %svl_s step %c1 /// iter_args(%iter_tile = %init_tile) -> (vector<[4]x[4]xi32>) { /// %tile_update = arm_sme.load_tile_slice %src[%tile_slice_idx], /// %ptrue_s, %iter_tile, %tile_slice_idx /// : memref, vector<[4]xi1>, vector<[4]x[4]xi32> /// scf.yield %tile_update : vector<[4]x[4]xi32> /// } /// ``` struct TileLoadOpConversion : public OpRewritePattern { using OpRewritePattern::OpRewritePattern; LogicalResult matchAndRewrite(arm_sme::TileLoadOp tileLoadOp, PatternRewriter &rewriter) const override { if (tileLoadOp.getMask()) return rewriter.notifyMatchFailure(tileLoadOp, "op has mask, apply masked patterns"); OpBuilder::InsertionGuard g(rewriter); auto loc = tileLoadOp.getLoc(); auto tileType = tileLoadOp.getVectorType(); auto tileElementType = tileType.getElementType(); // Allocate a new SME tile. auto initTile = tileLoadOp.createOpAndForwardTileId( rewriter, loc, tileType); // 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, ValueRange{initTile}); rewriter.setInsertionPointToStart(forOp.getBody()); // Create an 'all true' predicate for the tile slice. auto predicateType = VectorType::get(tileType.getDimSize(1), rewriter.getI1Type(), true); auto allTruePredicate = rewriter.create( loc, DenseElementsAttr::get(predicateType, true)); // 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); auto currentTile = forOp.getRegionIterArg(0); auto loadSlice = tileLoadOp.createOpAndForwardTileId( rewriter, loc, tileType, tileLoadOp.getBase(), allTruePredicate, currentTile, memrefIndices, tileSliceIndex, tileLoadOp.getLayout()); rewriter.create(loc, loadSlice.getResult()); rewriter.setInsertionPointAfter(forOp); // Replace 'arm_sme.tile_load' with the result. rewriter.replaceOp(tileLoadOp, forOp.getResult(0)); return success(); } }; /// Lower `arm_sme.tile_load` with mask and pad of constant zero. /// /// BEFORE: /// ```mlir /// %pad = arith.constant 0 : i32 /// %num_rows = arith.constant 2 : index /// %num_cols = arith.constant 4 : index /// %mask = vector.create_mask %num_rows, %num_cols : vector<[4]x[4]xi1> /// %tile = arm_sme.tile_load %src[%c0, %c0], %pad, %mask : /// memref, vector<[4]x[4]xi32> /// ``` /// /// AFTER: /// ```mlir /// %c0 = arith.constant 0 : index /// %c1 = arith.constant 1 : index /// %init_tile = arm_sme.zero : vector<[4]x[4]xi32> /// %num_rows = arith.constant 2 : index /// %num_cols = vector.create_mask %c4 : vector<[4]xi1> /// %tile = scf.for %tile_slice_idx = %c0 to %num_rows step %c1 /// iter_args(%iter_tile = %init_tile) -> (vector<[4]x[4]xi32>) { /// %tile_update = arm_sme.load_tile_slice /// %src[%tile_slice_idx], %num_cols, %iter_tile, %tile_slice_idx : /// memref, vector<[1]xi32>, vector<[4]x[4]xi32> /// scf.yield %tile_update : vector<[4]x[4]xi32> /// } /// ``` /// /// NOTE: Only mask of 'vector.create_mask' op is currently supported. struct TileLoadOpWithMaskAndPadZeroConversion : 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 maskOp = tileLoadOp.getMask(); if (!maskOp) return rewriter.notifyMatchFailure( tileLoadOp, "op has no mask, needs unmasked pattern"); auto padOp = tileLoadOp.getPadding(); assert(padOp && "expected padding when masking!"); auto createMaskOp = maskOp.getDefiningOp(); if (!createMaskOp) return rewriter.notifyMatchFailure( tileLoadOp, "unsupported mask op, only 'vector.create_mask' is " "currently supported"); auto constPadOp = padOp.getDefiningOp(); if (!constPadOp || constPadOp.getValue() != rewriter.getZeroAttr(tileType.getElementType())) return rewriter.notifyMatchFailure( tileLoadOp, "op has non-zero pad, needs non-zero pad pattern"); auto numRows = createMaskOp.getOperands()[0]; auto numCols = createMaskOp.getOperands()[1]; auto predicateType = VectorType::get(tileType.getDimSize(1), rewriter.getI1Type(), true); auto numColsOp = rewriter.create(loc, predicateType, numCols); // Initialize tile with zero to satisfy padding. Inactive cols will be // zeroed anyway since the loads use zeroing predication. For inactive rows // however, no load will occur so these need to be zeroed. auto initTile = tileLoadOp.createOpAndForwardTileId( rewriter, loc, tileType); // Create a loop to load the active tile slices from memory. auto step = rewriter.create(loc, 1); auto lowerBound = rewriter.create(loc, 0); auto upperBound = numRows; auto forOp = rewriter.create(loc, lowerBound, upperBound, step, ValueRange{initTile}); rewriter.setInsertionPointToStart(forOp.getBody()); // Create 'arm_sme.load_tile_slice' to load tile slice from memory into // tile. SmallVector memrefIndices; auto tileSliceIndex = forOp.getInductionVar(); auto currentTile = forOp.getRegionIterArg(0); getMemrefIndices(tileLoadOp.getIndices(), tileLoadOp.getMemRefType().getRank(), tileSliceIndex, upperBound, memrefIndices, loc, rewriter); auto loadSlice = tileLoadOp.createOpAndForwardTileId( rewriter, loc, tileType, tileLoadOp.getBase(), numColsOp, currentTile, memrefIndices, tileSliceIndex, tileLoadOp.getLayout()); rewriter.create(loc, loadSlice.getResult()); rewriter.setInsertionPointAfter(forOp); // Replace 'arm_sme.tile_load' with the result. rewriter.replaceOp(tileLoadOp, forOp.getResult(0)); return success(); } }; /// Lower `arm_sme.tile_load` with mask and non-zero pad. /// /// BEFORE: /// ```mlir /// %pad = arith.constant 1 : i32 /// %num_rows = arith.constant 2 : index /// %num_cols = arith.constant 4 : index /// %mask = vector.create_mask %num_rows, %num_cols : vector<[4]x[4]xi1> /// %tile = arm_sme.tile_load %src[%c0, %c0], %pad, %mask : /// memref, vector<[4]x[4]xi32> /// ``` /// /// AFTER: /// ```mlir /// ... /// %pad_1d = arith.constant dense<1> : vector<[4]xi32> /// %tile = scf.for %tile_slice_idx = %c0 to %svl_s step %c1 /// iter_args(%iter_tile = %init_tile) -> (vector<[4]x[4]xi32>) { /// ... /// %mask_1d = vector.create_mask : vector<[4]xi1> /// %slice = vector.maskedload %base[%tile_slice_idx, %c0], %mask_1d, %pad_1d /// : memref, vector<[4]xi1>, /// vector<[4]xi32> into vector<[4]xi32> /// // Insert slice into tile /// %tile_update = arm_sme.move_vector_to_tile_slice /// %slice, %iter_tile, %tile_slice_idx : /// vector<[4]xi32> into vector<[4]x[4]xi32> /// scf.yield %tile_update : vector<[4]x[4]xi32> /// } /// ``` struct TileLoadOpWithMaskAndPadNonZeroConversion : 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(); auto maskOp = tileLoadOp.getMask(); if (!maskOp) return rewriter.notifyMatchFailure( tileLoadOp, "op has no mask, needs unmasked pattern"); auto padOp = tileLoadOp.getPadding(); assert(padOp && "expected padding when masking!"); auto createMaskOp = maskOp.getDefiningOp(); if (!createMaskOp) return rewriter.notifyMatchFailure( tileLoadOp, "unsupported mask op, only 'vector.create_mask' is " "currently supported"); auto constPadOp = padOp.getDefiningOp(); if (constPadOp && constPadOp.getValue() == rewriter.getZeroAttr(tileElementType)) return rewriter.notifyMatchFailure( tileLoadOp, "op has constant zero pad, needs zero pad pattern"); auto numRows = createMaskOp.getOperands()[0]; auto numCols = createMaskOp.getOperands()[1]; auto numColsI32 = rewriter.create( loc, rewriter.getI32Type(), numCols); // Allocate a new SME tile. auto initTile = tileLoadOp.createOpAndForwardTileId( rewriter, loc, tileType); // 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); auto numTileSlices = rewriter.create(loc, minTileSlices, vscale); auto forOp = rewriter.create(loc, lowerBound, numTileSlices, step, ValueRange{initTile}); rewriter.setInsertionPointToStart(forOp.getBody()); auto tileSliceIndex = forOp.getInductionVar(); auto currentTile = forOp.getRegionIterArg(0); // Combine masks. auto rowIsActive = rewriter.create( loc, arith::CmpIPredicate::ult, tileSliceIndex, numRows); auto rowIsActiveI32 = rewriter.create( loc, rewriter.getI32Type(), rowIsActive); auto mask = rewriter.create(loc, rowIsActiveI32, numColsI32); auto maskIndex = rewriter.create(loc, rewriter.getIndexType(), mask); auto predicateType = VectorType::get(tileType.getDimSize(1), rewriter.getI1Type(), true); auto maskOp1D = rewriter.create( loc, predicateType, maskIndex.getResult()); SmallVector memrefIndices; getMemrefIndices(tileLoadOp.getIndices(), tileLoadOp.getMemRefType().getRank(), tileSliceIndex, numTileSlices, memrefIndices, loc, rewriter); // Splat pad into 1-D vector matching type of tile slice. VectorType tileSliceType = VectorType::Builder(tileType).dropDim(0); auto pad1DOp = rewriter.create(loc, tileSliceType, padOp); auto loadSlice = rewriter.create( loc, tileSliceType, tileLoadOp.getBase(), memrefIndices, maskOp1D, /*passthru=*/pad1DOp); // Create 'arm_sme.move_vector_to_tile_slice' to move slice into tile. auto moveSlice = tileLoadOp.createOpAndForwardTileId( rewriter, loc, tileType, loadSlice->getResult(0), currentTile, tileSliceIndex, tileLoadOp.getLayout()); rewriter.create(loc, moveSlice.getResult()); rewriter.setInsertionPointAfter(forOp); // Replace 'arm_sme.tile_load' with the result. rewriter.replaceOp(tileLoadOp, forOp.getResult(0)); 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] layout /// : 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], /// layout : 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(); auto predicateType = VectorType::get(tileType.getDimSize(1), rewriter.getI1Type(), true); Value maskCols; Value upperBound; auto maskOp = tileStoreOp.getMask(); if (maskOp) { auto createMaskOp = maskOp.getDefiningOp(); if (!createMaskOp) return rewriter.notifyMatchFailure( tileStoreOp, "unsupported mask op, only 'vector.create_mask' is " "currently supported"); auto numRows = createMaskOp.getOperands()[0]; auto numCols = createMaskOp.getOperands()[1]; upperBound = numRows; maskCols = rewriter.create(loc, predicateType, numCols); } else { // Store all tile slices if no mask. auto minTileSlices = rewriter.create( loc, arm_sme::getSMETileSliceMinNumElts(tileElementType)); auto vscale = rewriter.create(loc, rewriter.getIndexType()); // 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); upperBound = numTileSlices; // Create an 'all true' predicate for the tile slice. maskCols = rewriter.create( loc, DenseElementsAttr::get(predicateType, true)); } // Create a loop that stores each (active) active ZA tile slice from memory. auto step = rewriter.create(loc, 1); auto lowerBound = rewriter.create(loc, 0); auto forOp = rewriter.create(loc, lowerBound, upperBound, step); rewriter.setInsertionPointToStart(forOp.getBody()); SmallVector memrefIndices; auto tileSliceIndex = forOp.getInductionVar(); getMemrefIndices(tileStoreOp.getIndices(), tileStoreOp.getMemRefType().getRank(), tileSliceIndex, upperBound, memrefIndices, loc, rewriter); tileStoreOp.replaceWithAndForwardTileId( rewriter, tileStoreOp.getValueToStore(), tileSliceIndex, maskCols, tileStoreOp.getBase(), memrefIndices, tileStoreOp.getLayout()); 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(); }