1 //===- FoldSubViewOps.cpp - Fold memref.subview ops -----------------------===// 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 transformation pass folds loading/storing from/to subview ops into 10 // loading/storing from/to the original memref. 11 // 12 //===----------------------------------------------------------------------===// 13 14 #include "PassDetail.h" 15 #include "mlir/Dialect/Affine/IR/AffineOps.h" 16 #include "mlir/Dialect/Arithmetic/IR/Arithmetic.h" 17 #include "mlir/Dialect/MemRef/IR/MemRef.h" 18 #include "mlir/Dialect/MemRef/Transforms/Passes.h" 19 #include "mlir/Dialect/Vector/IR/VectorOps.h" 20 #include "mlir/IR/BuiltinTypes.h" 21 #include "mlir/Transforms/GreedyPatternRewriteDriver.h" 22 #include "llvm/ADT/SmallBitVector.h" 23 24 using namespace mlir; 25 26 //===----------------------------------------------------------------------===// 27 // Utility functions 28 //===----------------------------------------------------------------------===// 29 30 /// Given the 'indices' of an load/store operation where the memref is a result 31 /// of a subview op, returns the indices w.r.t to the source memref of the 32 /// subview op. For example 33 /// 34 /// %0 = ... : memref<12x42xf32> 35 /// %1 = subview %0[%arg0, %arg1][][%stride1, %stride2] : memref<12x42xf32> to 36 /// memref<4x4xf32, offset=?, strides=[?, ?]> 37 /// %2 = load %1[%i1, %i2] : memref<4x4xf32, offset=?, strides=[?, ?]> 38 /// 39 /// could be folded into 40 /// 41 /// %2 = load %0[%arg0 + %i1 * %stride1][%arg1 + %i2 * %stride2] : 42 /// memref<12x42xf32> 43 static LogicalResult 44 resolveSourceIndices(Location loc, PatternRewriter &rewriter, 45 memref::SubViewOp subViewOp, ValueRange indices, 46 SmallVectorImpl<Value> &sourceIndices) { 47 SmallVector<OpFoldResult> mixedOffsets = subViewOp.getMixedOffsets(); 48 SmallVector<OpFoldResult> mixedSizes = subViewOp.getMixedSizes(); 49 SmallVector<OpFoldResult> mixedStrides = subViewOp.getMixedStrides(); 50 51 SmallVector<Value> useIndices; 52 // Check if this is rank-reducing case. Then for every unit-dim size add a 53 // zero to the indices. 54 unsigned resultDim = 0; 55 llvm::SmallBitVector unusedDims = subViewOp.getDroppedDims(); 56 for (auto dim : llvm::seq<unsigned>(0, subViewOp.getSourceType().getRank())) { 57 if (unusedDims.test(dim)) 58 useIndices.push_back(rewriter.create<arith::ConstantIndexOp>(loc, 0)); 59 else 60 useIndices.push_back(indices[resultDim++]); 61 } 62 if (useIndices.size() != mixedOffsets.size()) 63 return failure(); 64 sourceIndices.resize(useIndices.size()); 65 for (auto index : llvm::seq<size_t>(0, mixedOffsets.size())) { 66 SmallVector<Value> dynamicOperands; 67 AffineExpr expr = rewriter.getAffineDimExpr(0); 68 unsigned numSymbols = 0; 69 dynamicOperands.push_back(useIndices[index]); 70 71 // Multiply the stride; 72 if (auto attr = mixedStrides[index].dyn_cast<Attribute>()) { 73 expr = expr * attr.cast<IntegerAttr>().getInt(); 74 } else { 75 dynamicOperands.push_back(mixedStrides[index].get<Value>()); 76 expr = expr * rewriter.getAffineSymbolExpr(numSymbols++); 77 } 78 79 // Add the offset. 80 if (auto attr = mixedOffsets[index].dyn_cast<Attribute>()) { 81 expr = expr + attr.cast<IntegerAttr>().getInt(); 82 } else { 83 dynamicOperands.push_back(mixedOffsets[index].get<Value>()); 84 expr = expr + rewriter.getAffineSymbolExpr(numSymbols++); 85 } 86 Location loc = subViewOp.getLoc(); 87 sourceIndices[index] = rewriter.create<AffineApplyOp>( 88 loc, AffineMap::get(1, numSymbols, expr), dynamicOperands); 89 } 90 return success(); 91 } 92 93 /// Helpers to access the memref operand for each op. 94 template <typename LoadOrStoreOpTy> 95 static Value getMemRefOperand(LoadOrStoreOpTy op) { 96 return op.memref(); 97 } 98 99 static Value getMemRefOperand(vector::TransferReadOp op) { return op.source(); } 100 101 static Value getMemRefOperand(vector::TransferWriteOp op) { 102 return op.source(); 103 } 104 105 /// Given the permutation map of the original 106 /// `vector.transfer_read`/`vector.transfer_write` operations compute the 107 /// permutation map to use after the subview is folded with it. 108 static AffineMapAttr getPermutationMapAttr(MLIRContext *context, 109 memref::SubViewOp subViewOp, 110 AffineMap currPermutationMap) { 111 llvm::SmallBitVector unusedDims = subViewOp.getDroppedDims(); 112 SmallVector<AffineExpr> exprs; 113 int64_t sourceRank = subViewOp.getSourceType().getRank(); 114 for (auto dim : llvm::seq<int64_t>(0, sourceRank)) { 115 if (unusedDims.test(dim)) 116 continue; 117 exprs.push_back(getAffineDimExpr(dim, context)); 118 } 119 auto resultDimToSourceDimMap = AffineMap::get(sourceRank, 0, exprs, context); 120 return AffineMapAttr::get( 121 currPermutationMap.compose(resultDimToSourceDimMap)); 122 } 123 124 //===----------------------------------------------------------------------===// 125 // Patterns 126 //===----------------------------------------------------------------------===// 127 128 namespace { 129 /// Merges subview operation with load/transferRead operation. 130 template <typename OpTy> 131 class LoadOpOfSubViewFolder final : public OpRewritePattern<OpTy> { 132 public: 133 using OpRewritePattern<OpTy>::OpRewritePattern; 134 135 LogicalResult matchAndRewrite(OpTy loadOp, 136 PatternRewriter &rewriter) const override; 137 138 private: 139 void replaceOp(OpTy loadOp, memref::SubViewOp subViewOp, 140 ArrayRef<Value> sourceIndices, 141 PatternRewriter &rewriter) const; 142 }; 143 144 /// Merges subview operation with store/transferWriteOp operation. 145 template <typename OpTy> 146 class StoreOpOfSubViewFolder final : public OpRewritePattern<OpTy> { 147 public: 148 using OpRewritePattern<OpTy>::OpRewritePattern; 149 150 LogicalResult matchAndRewrite(OpTy storeOp, 151 PatternRewriter &rewriter) const override; 152 153 private: 154 void replaceOp(OpTy storeOp, memref::SubViewOp subViewOp, 155 ArrayRef<Value> sourceIndices, 156 PatternRewriter &rewriter) const; 157 }; 158 159 template <typename LoadOpTy> 160 void LoadOpOfSubViewFolder<LoadOpTy>::replaceOp( 161 LoadOpTy loadOp, memref::SubViewOp subViewOp, ArrayRef<Value> sourceIndices, 162 PatternRewriter &rewriter) const { 163 rewriter.replaceOpWithNewOp<LoadOpTy>(loadOp, subViewOp.source(), 164 sourceIndices); 165 } 166 167 template <> 168 void LoadOpOfSubViewFolder<vector::TransferReadOp>::replaceOp( 169 vector::TransferReadOp transferReadOp, memref::SubViewOp subViewOp, 170 ArrayRef<Value> sourceIndices, PatternRewriter &rewriter) const { 171 // TODO: support 0-d corner case. 172 if (transferReadOp.getTransferRank() == 0) 173 return; 174 rewriter.replaceOpWithNewOp<vector::TransferReadOp>( 175 transferReadOp, transferReadOp.getVectorType(), subViewOp.source(), 176 sourceIndices, 177 getPermutationMapAttr(rewriter.getContext(), subViewOp, 178 transferReadOp.permutation_map()), 179 transferReadOp.padding(), 180 /*mask=*/Value(), transferReadOp.in_boundsAttr()); 181 } 182 183 template <typename StoreOpTy> 184 void StoreOpOfSubViewFolder<StoreOpTy>::replaceOp( 185 StoreOpTy storeOp, memref::SubViewOp subViewOp, 186 ArrayRef<Value> sourceIndices, PatternRewriter &rewriter) const { 187 rewriter.replaceOpWithNewOp<StoreOpTy>(storeOp, storeOp.value(), 188 subViewOp.source(), sourceIndices); 189 } 190 191 template <> 192 void StoreOpOfSubViewFolder<vector::TransferWriteOp>::replaceOp( 193 vector::TransferWriteOp transferWriteOp, memref::SubViewOp subViewOp, 194 ArrayRef<Value> sourceIndices, PatternRewriter &rewriter) const { 195 // TODO: support 0-d corner case. 196 if (transferWriteOp.getTransferRank() == 0) 197 return; 198 rewriter.replaceOpWithNewOp<vector::TransferWriteOp>( 199 transferWriteOp, transferWriteOp.vector(), subViewOp.source(), 200 sourceIndices, 201 getPermutationMapAttr(rewriter.getContext(), subViewOp, 202 transferWriteOp.permutation_map()), 203 transferWriteOp.in_boundsAttr()); 204 } 205 } // namespace 206 207 template <typename OpTy> 208 LogicalResult 209 LoadOpOfSubViewFolder<OpTy>::matchAndRewrite(OpTy loadOp, 210 PatternRewriter &rewriter) const { 211 auto subViewOp = 212 getMemRefOperand(loadOp).template getDefiningOp<memref::SubViewOp>(); 213 if (!subViewOp) 214 return failure(); 215 216 SmallVector<Value, 4> sourceIndices; 217 if (failed(resolveSourceIndices(loadOp.getLoc(), rewriter, subViewOp, 218 loadOp.indices(), sourceIndices))) 219 return failure(); 220 221 replaceOp(loadOp, subViewOp, sourceIndices, rewriter); 222 return success(); 223 } 224 225 template <typename OpTy> 226 LogicalResult 227 StoreOpOfSubViewFolder<OpTy>::matchAndRewrite(OpTy storeOp, 228 PatternRewriter &rewriter) const { 229 auto subViewOp = 230 getMemRefOperand(storeOp).template getDefiningOp<memref::SubViewOp>(); 231 if (!subViewOp) 232 return failure(); 233 234 SmallVector<Value, 4> sourceIndices; 235 if (failed(resolveSourceIndices(storeOp.getLoc(), rewriter, subViewOp, 236 storeOp.indices(), sourceIndices))) 237 return failure(); 238 239 replaceOp(storeOp, subViewOp, sourceIndices, rewriter); 240 return success(); 241 } 242 243 void memref::populateFoldSubViewOpPatterns(RewritePatternSet &patterns) { 244 patterns.add<LoadOpOfSubViewFolder<AffineLoadOp>, 245 LoadOpOfSubViewFolder<memref::LoadOp>, 246 LoadOpOfSubViewFolder<vector::TransferReadOp>, 247 StoreOpOfSubViewFolder<AffineStoreOp>, 248 StoreOpOfSubViewFolder<memref::StoreOp>, 249 StoreOpOfSubViewFolder<vector::TransferWriteOp>>( 250 patterns.getContext()); 251 } 252 253 //===----------------------------------------------------------------------===// 254 // Pass registration 255 //===----------------------------------------------------------------------===// 256 257 namespace { 258 259 struct FoldSubViewOpsPass final 260 : public FoldSubViewOpsBase<FoldSubViewOpsPass> { 261 void runOnOperation() override; 262 }; 263 264 } // namespace 265 266 void FoldSubViewOpsPass::runOnOperation() { 267 RewritePatternSet patterns(&getContext()); 268 memref::populateFoldSubViewOpPatterns(patterns); 269 (void)applyPatternsAndFoldGreedily(getOperation(), std::move(patterns)); 270 } 271 272 std::unique_ptr<Pass> memref::createFoldSubViewOpsPass() { 273 return std::make_unique<FoldSubViewOpsPass>(); 274 } 275