| 1 | //===- FoldMemRefAliasOps.cpp - Fold memref alias 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 "mlir/Dialect/Affine/IR/AffineOps.h" |
| 15 | #include "mlir/Dialect/Affine/ViewLikeInterfaceUtils.h" |
| 16 | #include "mlir/Dialect/Arith/Utils/Utils.h" |
| 17 | #include "mlir/Dialect/GPU/IR/GPUDialect.h" |
| 18 | #include "mlir/Dialect/MemRef/IR/MemRef.h" |
| 19 | #include "mlir/Dialect/MemRef/Transforms/Passes.h" |
| 20 | #include "mlir/Dialect/MemRef/Transforms/Transforms.h" |
| 21 | #include "mlir/Dialect/MemRef/Utils/MemRefUtils.h" |
| 22 | #include "mlir/Dialect/NVGPU/IR/NVGPUDialect.h" |
| 23 | #include "mlir/Dialect/Vector/IR/VectorOps.h" |
| 24 | #include "mlir/IR/AffineMap.h" |
| 25 | #include "mlir/Transforms/GreedyPatternRewriteDriver.h" |
| 26 | #include "llvm/ADT/STLExtras.h" |
| 27 | #include "llvm/ADT/SmallBitVector.h" |
| 28 | #include "llvm/ADT/TypeSwitch.h" |
| 29 | #include "llvm/Support/Debug.h" |
| 30 | |
| 31 | #define DEBUG_TYPE "fold-memref-alias-ops" |
| 32 | #define DBGS() (llvm::dbgs() << "[" DEBUG_TYPE "]: ") |
| 33 | |
| 34 | namespace mlir { |
| 35 | namespace memref { |
| 36 | #define GEN_PASS_DEF_FOLDMEMREFALIASOPSPASS |
| 37 | #include "mlir/Dialect/MemRef/Transforms/Passes.h.inc" |
| 38 | } // namespace memref |
| 39 | } // namespace mlir |
| 40 | |
| 41 | using namespace mlir; |
| 42 | |
| 43 | //===----------------------------------------------------------------------===// |
| 44 | // Utility functions |
| 45 | //===----------------------------------------------------------------------===// |
| 46 | |
| 47 | /// Given the 'indices' of a load/store operation where the memref is a result |
| 48 | /// of a expand_shape op, returns the indices w.r.t to the source memref of the |
| 49 | /// expand_shape op. For example |
| 50 | /// |
| 51 | /// %0 = ... : memref<12x42xf32> |
| 52 | /// %1 = memref.expand_shape %0 [[0, 1], [2]] |
| 53 | /// : memref<12x42xf32> into memref<2x6x42xf32> |
| 54 | /// %2 = load %1[%i1, %i2, %i3] : memref<2x6x42xf32 |
| 55 | /// |
| 56 | /// could be folded into |
| 57 | /// |
| 58 | /// %2 = load %0[6 * i1 + i2, %i3] : |
| 59 | /// memref<12x42xf32> |
| 60 | static LogicalResult resolveSourceIndicesExpandShape( |
| 61 | Location loc, PatternRewriter &rewriter, |
| 62 | memref::ExpandShapeOp expandShapeOp, ValueRange indices, |
| 63 | SmallVectorImpl<Value> &sourceIndices, bool startsInbounds) { |
| 64 | SmallVector<OpFoldResult> destShape = expandShapeOp.getMixedOutputShape(); |
| 65 | |
| 66 | // Traverse all reassociation groups to determine the appropriate indices |
| 67 | // corresponding to each one of them post op folding. |
| 68 | for (ArrayRef<int64_t> group : expandShapeOp.getReassociationIndices()) { |
| 69 | assert(!group.empty() && "association indices groups cannot be empty" ); |
| 70 | int64_t groupSize = group.size(); |
| 71 | if (groupSize == 1) { |
| 72 | sourceIndices.push_back(Elt: indices[group[0]]); |
| 73 | continue; |
| 74 | } |
| 75 | SmallVector<OpFoldResult> groupBasis = |
| 76 | llvm::map_to_vector(C&: group, F: [&](int64_t d) { return destShape[d]; }); |
| 77 | SmallVector<Value> groupIndices = |
| 78 | llvm::map_to_vector(C&: group, F: [&](int64_t d) { return indices[d]; }); |
| 79 | Value collapsedIndex = rewriter.create<affine::AffineLinearizeIndexOp>( |
| 80 | location: loc, args&: groupIndices, args&: groupBasis, /*disjoint=*/args&: startsInbounds); |
| 81 | sourceIndices.push_back(Elt: collapsedIndex); |
| 82 | } |
| 83 | return success(); |
| 84 | } |
| 85 | |
| 86 | /// Given the 'indices' of a load/store operation where the memref is a result |
| 87 | /// of a collapse_shape op, returns the indices w.r.t to the source memref of |
| 88 | /// the collapse_shape op. For example |
| 89 | /// |
| 90 | /// %0 = ... : memref<2x6x42xf32> |
| 91 | /// %1 = memref.collapse_shape %0 [[0, 1], [2]] |
| 92 | /// : memref<2x6x42xf32> into memref<12x42xf32> |
| 93 | /// %2 = load %1[%i1, %i2] : memref<12x42xf32> |
| 94 | /// |
| 95 | /// could be folded into |
| 96 | /// |
| 97 | /// %2 = load %0[%i1 / 6, %i1 % 6, %i2] : |
| 98 | /// memref<2x6x42xf32> |
| 99 | static LogicalResult |
| 100 | resolveSourceIndicesCollapseShape(Location loc, PatternRewriter &rewriter, |
| 101 | memref::CollapseShapeOp collapseShapeOp, |
| 102 | ValueRange indices, |
| 103 | SmallVectorImpl<Value> &sourceIndices) { |
| 104 | // Note: collapse_shape requires a strided memref, we can do this. |
| 105 | auto metadata = rewriter.create<memref::ExtractStridedMetadataOp>( |
| 106 | location: loc, args: collapseShapeOp.getSrc()); |
| 107 | SmallVector<OpFoldResult> sourceSizes = metadata.getConstifiedMixedSizes(); |
| 108 | for (auto [index, group] : |
| 109 | llvm::zip(t&: indices, u: collapseShapeOp.getReassociationIndices())) { |
| 110 | assert(!group.empty() && "association indices groups cannot be empty" ); |
| 111 | int64_t groupSize = group.size(); |
| 112 | |
| 113 | if (groupSize == 1) { |
| 114 | sourceIndices.push_back(Elt: index); |
| 115 | continue; |
| 116 | } |
| 117 | |
| 118 | SmallVector<OpFoldResult> basis = |
| 119 | llvm::map_to_vector(C&: group, F: [&](int64_t d) { return sourceSizes[d]; }); |
| 120 | auto delinearize = rewriter.create<affine::AffineDelinearizeIndexOp>( |
| 121 | location: loc, args&: index, args&: basis, /*hasOuterBound=*/args: true); |
| 122 | llvm::append_range(C&: sourceIndices, R: delinearize.getResults()); |
| 123 | } |
| 124 | if (collapseShapeOp.getReassociationIndices().empty()) { |
| 125 | auto zeroAffineMap = rewriter.getConstantAffineMap(val: 0); |
| 126 | int64_t srcRank = |
| 127 | cast<MemRefType>(Val: collapseShapeOp.getViewSource().getType()).getRank(); |
| 128 | OpFoldResult ofr = affine::makeComposedFoldedAffineApply( |
| 129 | b&: rewriter, loc, map: zeroAffineMap, operands: ArrayRef<OpFoldResult>{}); |
| 130 | for (int64_t i = 0; i < srcRank; i++) { |
| 131 | sourceIndices.push_back( |
| 132 | Elt: getValueOrCreateConstantIndexOp(b&: rewriter, loc, ofr)); |
| 133 | } |
| 134 | } |
| 135 | return success(); |
| 136 | } |
| 137 | |
| 138 | /// Helpers to access the memref operand for each op. |
| 139 | template <typename LoadOrStoreOpTy> |
| 140 | static Value getMemRefOperand(LoadOrStoreOpTy op) { |
| 141 | return op.getMemref(); |
| 142 | } |
| 143 | |
| 144 | static Value getMemRefOperand(vector::TransferReadOp op) { |
| 145 | return op.getBase(); |
| 146 | } |
| 147 | |
| 148 | static Value getMemRefOperand(nvgpu::LdMatrixOp op) { |
| 149 | return op.getSrcMemref(); |
| 150 | } |
| 151 | |
| 152 | static Value getMemRefOperand(vector::LoadOp op) { return op.getBase(); } |
| 153 | |
| 154 | static Value getMemRefOperand(vector::StoreOp op) { return op.getBase(); } |
| 155 | |
| 156 | static Value getMemRefOperand(vector::MaskedLoadOp op) { return op.getBase(); } |
| 157 | |
| 158 | static Value getMemRefOperand(vector::MaskedStoreOp op) { return op.getBase(); } |
| 159 | |
| 160 | static Value getMemRefOperand(vector::TransferWriteOp op) { |
| 161 | return op.getBase(); |
| 162 | } |
| 163 | |
| 164 | static Value getMemRefOperand(gpu::SubgroupMmaLoadMatrixOp op) { |
| 165 | return op.getSrcMemref(); |
| 166 | } |
| 167 | |
| 168 | static Value getMemRefOperand(gpu::SubgroupMmaStoreMatrixOp op) { |
| 169 | return op.getDstMemref(); |
| 170 | } |
| 171 | |
| 172 | //===----------------------------------------------------------------------===// |
| 173 | // Patterns |
| 174 | //===----------------------------------------------------------------------===// |
| 175 | |
| 176 | namespace { |
| 177 | /// Merges subview operation with load/transferRead operation. |
| 178 | template <typename OpTy> |
| 179 | class LoadOpOfSubViewOpFolder final : public OpRewritePattern<OpTy> { |
| 180 | public: |
| 181 | using OpRewritePattern<OpTy>::OpRewritePattern; |
| 182 | |
| 183 | LogicalResult matchAndRewrite(OpTy loadOp, |
| 184 | PatternRewriter &rewriter) const override; |
| 185 | }; |
| 186 | |
| 187 | /// Merges expand_shape operation with load/transferRead operation. |
| 188 | template <typename OpTy> |
| 189 | class LoadOpOfExpandShapeOpFolder final : public OpRewritePattern<OpTy> { |
| 190 | public: |
| 191 | using OpRewritePattern<OpTy>::OpRewritePattern; |
| 192 | |
| 193 | LogicalResult matchAndRewrite(OpTy loadOp, |
| 194 | PatternRewriter &rewriter) const override; |
| 195 | }; |
| 196 | |
| 197 | /// Merges collapse_shape operation with load/transferRead operation. |
| 198 | template <typename OpTy> |
| 199 | class LoadOpOfCollapseShapeOpFolder final : public OpRewritePattern<OpTy> { |
| 200 | public: |
| 201 | using OpRewritePattern<OpTy>::OpRewritePattern; |
| 202 | |
| 203 | LogicalResult matchAndRewrite(OpTy loadOp, |
| 204 | PatternRewriter &rewriter) const override; |
| 205 | }; |
| 206 | |
| 207 | /// Merges subview operation with store/transferWriteOp operation. |
| 208 | template <typename OpTy> |
| 209 | class StoreOpOfSubViewOpFolder final : public OpRewritePattern<OpTy> { |
| 210 | public: |
| 211 | using OpRewritePattern<OpTy>::OpRewritePattern; |
| 212 | |
| 213 | LogicalResult matchAndRewrite(OpTy storeOp, |
| 214 | PatternRewriter &rewriter) const override; |
| 215 | }; |
| 216 | |
| 217 | /// Merges expand_shape operation with store/transferWriteOp operation. |
| 218 | template <typename OpTy> |
| 219 | class StoreOpOfExpandShapeOpFolder final : public OpRewritePattern<OpTy> { |
| 220 | public: |
| 221 | using OpRewritePattern<OpTy>::OpRewritePattern; |
| 222 | |
| 223 | LogicalResult matchAndRewrite(OpTy storeOp, |
| 224 | PatternRewriter &rewriter) const override; |
| 225 | }; |
| 226 | |
| 227 | /// Merges collapse_shape operation with store/transferWriteOp operation. |
| 228 | template <typename OpTy> |
| 229 | class StoreOpOfCollapseShapeOpFolder final : public OpRewritePattern<OpTy> { |
| 230 | public: |
| 231 | using OpRewritePattern<OpTy>::OpRewritePattern; |
| 232 | |
| 233 | LogicalResult matchAndRewrite(OpTy storeOp, |
| 234 | PatternRewriter &rewriter) const override; |
| 235 | }; |
| 236 | |
| 237 | /// Folds subview(subview(x)) to a single subview(x). |
| 238 | class SubViewOfSubViewFolder : public OpRewritePattern<memref::SubViewOp> { |
| 239 | public: |
| 240 | using OpRewritePattern<memref::SubViewOp>::OpRewritePattern; |
| 241 | |
| 242 | LogicalResult matchAndRewrite(memref::SubViewOp subView, |
| 243 | PatternRewriter &rewriter) const override { |
| 244 | auto srcSubView = subView.getSource().getDefiningOp<memref::SubViewOp>(); |
| 245 | if (!srcSubView) |
| 246 | return failure(); |
| 247 | |
| 248 | // TODO: relax unit stride assumption. |
| 249 | if (!subView.hasUnitStride()) { |
| 250 | return rewriter.notifyMatchFailure(arg&: subView, msg: "requires unit strides" ); |
| 251 | } |
| 252 | if (!srcSubView.hasUnitStride()) { |
| 253 | return rewriter.notifyMatchFailure(arg&: srcSubView, msg: "requires unit strides" ); |
| 254 | } |
| 255 | |
| 256 | // Resolve sizes according to dropped dims. |
| 257 | SmallVector<OpFoldResult> resolvedSizes; |
| 258 | llvm::SmallBitVector srcDroppedDims = srcSubView.getDroppedDims(); |
| 259 | affine::resolveSizesIntoOpWithSizes(sourceSizes: srcSubView.getMixedSizes(), |
| 260 | destSizes: subView.getMixedSizes(), rankReducedSourceDims: srcDroppedDims, |
| 261 | resolvedSizes); |
| 262 | |
| 263 | // Resolve offsets according to source offsets and strides. |
| 264 | SmallVector<Value> resolvedOffsets; |
| 265 | affine::resolveIndicesIntoOpWithOffsetsAndStrides( |
| 266 | rewriter, loc: subView.getLoc(), mixedSourceOffsets: srcSubView.getMixedOffsets(), |
| 267 | mixedSourceStrides: srcSubView.getMixedStrides(), rankReducedDims: srcDroppedDims, consumerIndices: subView.getMixedOffsets(), |
| 268 | resolvedIndices&: resolvedOffsets); |
| 269 | |
| 270 | // Replace original op. |
| 271 | rewriter.replaceOpWithNewOp<memref::SubViewOp>( |
| 272 | op: subView, args: subView.getType(), args: srcSubView.getSource(), |
| 273 | args: getAsOpFoldResult(values: resolvedOffsets), args&: resolvedSizes, |
| 274 | args: srcSubView.getMixedStrides()); |
| 275 | |
| 276 | return success(); |
| 277 | } |
| 278 | }; |
| 279 | |
| 280 | /// Folds nvgpu.device_async_copy subviews into the copy itself. This pattern |
| 281 | /// is folds subview on src and dst memref of the copy. |
| 282 | class NVGPUAsyncCopyOpSubViewOpFolder final |
| 283 | : public OpRewritePattern<nvgpu::DeviceAsyncCopyOp> { |
| 284 | public: |
| 285 | using OpRewritePattern<nvgpu::DeviceAsyncCopyOp>::OpRewritePattern; |
| 286 | |
| 287 | LogicalResult matchAndRewrite(nvgpu::DeviceAsyncCopyOp copyOp, |
| 288 | PatternRewriter &rewriter) const override; |
| 289 | }; |
| 290 | } // namespace |
| 291 | |
| 292 | static SmallVector<Value> |
| 293 | calculateExpandedAccessIndices(AffineMap affineMap, |
| 294 | const SmallVector<Value> &indices, Location loc, |
| 295 | PatternRewriter &rewriter) { |
| 296 | SmallVector<OpFoldResult> indicesOfr(llvm::to_vector( |
| 297 | Range: llvm::map_range(C: indices, F: [](Value v) -> OpFoldResult { return v; }))); |
| 298 | SmallVector<Value> expandedIndices; |
| 299 | for (unsigned i = 0, e = affineMap.getNumResults(); i < e; i++) { |
| 300 | OpFoldResult ofr = affine::makeComposedFoldedAffineApply( |
| 301 | b&: rewriter, loc, map: affineMap.getSubMap(resultPos: {i}), operands: indicesOfr); |
| 302 | expandedIndices.push_back( |
| 303 | Elt: getValueOrCreateConstantIndexOp(b&: rewriter, loc, ofr)); |
| 304 | } |
| 305 | return expandedIndices; |
| 306 | } |
| 307 | |
| 308 | template <typename XferOp> |
| 309 | static LogicalResult |
| 310 | preconditionsFoldSubViewOpImpl(RewriterBase &rewriter, XferOp xferOp, |
| 311 | memref::SubViewOp subviewOp) { |
| 312 | static_assert( |
| 313 | !llvm::is_one_of<vector::TransferReadOp, vector::TransferWriteOp>::value, |
| 314 | "must be a vector transfer op" ); |
| 315 | if (xferOp.hasOutOfBoundsDim()) |
| 316 | return rewriter.notifyMatchFailure(xferOp, "out of bounds transfer dim" ); |
| 317 | if (!subviewOp.hasUnitStride()) { |
| 318 | return rewriter.notifyMatchFailure( |
| 319 | xferOp, "non-1 stride subview, need to track strides in folded memref" ); |
| 320 | } |
| 321 | return success(); |
| 322 | } |
| 323 | |
| 324 | static LogicalResult preconditionsFoldSubViewOp(RewriterBase &rewriter, |
| 325 | Operation *op, |
| 326 | memref::SubViewOp subviewOp) { |
| 327 | return success(); |
| 328 | } |
| 329 | |
| 330 | static LogicalResult preconditionsFoldSubViewOp(RewriterBase &rewriter, |
| 331 | vector::TransferReadOp readOp, |
| 332 | memref::SubViewOp subviewOp) { |
| 333 | return preconditionsFoldSubViewOpImpl(rewriter, xferOp: readOp, subviewOp); |
| 334 | } |
| 335 | |
| 336 | static LogicalResult preconditionsFoldSubViewOp(RewriterBase &rewriter, |
| 337 | vector::TransferWriteOp writeOp, |
| 338 | memref::SubViewOp subviewOp) { |
| 339 | return preconditionsFoldSubViewOpImpl(rewriter, xferOp: writeOp, subviewOp); |
| 340 | } |
| 341 | |
| 342 | template <typename OpTy> |
| 343 | LogicalResult LoadOpOfSubViewOpFolder<OpTy>::matchAndRewrite( |
| 344 | OpTy loadOp, PatternRewriter &rewriter) const { |
| 345 | auto subViewOp = |
| 346 | getMemRefOperand(loadOp).template getDefiningOp<memref::SubViewOp>(); |
| 347 | |
| 348 | if (!subViewOp) |
| 349 | return rewriter.notifyMatchFailure(loadOp, "not a subview producer" ); |
| 350 | |
| 351 | LogicalResult preconditionResult = |
| 352 | preconditionsFoldSubViewOp(rewriter, loadOp, subViewOp); |
| 353 | if (failed(Result: preconditionResult)) |
| 354 | return preconditionResult; |
| 355 | |
| 356 | SmallVector<Value> indices(loadOp.getIndices().begin(), |
| 357 | loadOp.getIndices().end()); |
| 358 | // For affine ops, we need to apply the map to get the operands to get the |
| 359 | // "actual" indices. |
| 360 | if (auto affineLoadOp = |
| 361 | dyn_cast<affine::AffineLoadOp>(loadOp.getOperation())) { |
| 362 | AffineMap affineMap = affineLoadOp.getAffineMap(); |
| 363 | auto expandedIndices = calculateExpandedAccessIndices( |
| 364 | affineMap, indices, loadOp.getLoc(), rewriter); |
| 365 | indices.assign(expandedIndices.begin(), expandedIndices.end()); |
| 366 | } |
| 367 | SmallVector<Value> sourceIndices; |
| 368 | affine::resolveIndicesIntoOpWithOffsetsAndStrides( |
| 369 | rewriter, loadOp.getLoc(), subViewOp.getMixedOffsets(), |
| 370 | subViewOp.getMixedStrides(), subViewOp.getDroppedDims(), indices, |
| 371 | sourceIndices); |
| 372 | |
| 373 | llvm::TypeSwitch<Operation *, void>(loadOp) |
| 374 | .Case([&](affine::AffineLoadOp op) { |
| 375 | rewriter.replaceOpWithNewOp<affine::AffineLoadOp>( |
| 376 | loadOp, subViewOp.getSource(), sourceIndices); |
| 377 | }) |
| 378 | .Case([&](memref::LoadOp op) { |
| 379 | rewriter.replaceOpWithNewOp<memref::LoadOp>( |
| 380 | loadOp, subViewOp.getSource(), sourceIndices, op.getNontemporal()); |
| 381 | }) |
| 382 | .Case([&](vector::LoadOp op) { |
| 383 | rewriter.replaceOpWithNewOp<vector::LoadOp>( |
| 384 | op, op.getType(), subViewOp.getSource(), sourceIndices); |
| 385 | }) |
| 386 | .Case([&](vector::MaskedLoadOp op) { |
| 387 | rewriter.replaceOpWithNewOp<vector::MaskedLoadOp>( |
| 388 | op, op.getType(), subViewOp.getSource(), sourceIndices, |
| 389 | op.getMask(), op.getPassThru()); |
| 390 | }) |
| 391 | .Case([&](vector::TransferReadOp op) { |
| 392 | rewriter.replaceOpWithNewOp<vector::TransferReadOp>( |
| 393 | op, op.getVectorType(), subViewOp.getSource(), sourceIndices, |
| 394 | AffineMapAttr::get(value: expandDimsToRank( |
| 395 | op.getPermutationMap(), subViewOp.getSourceType().getRank(), |
| 396 | subViewOp.getDroppedDims())), |
| 397 | op.getPadding(), op.getMask(), op.getInBoundsAttr()); |
| 398 | }) |
| 399 | .Case([&](gpu::SubgroupMmaLoadMatrixOp op) { |
| 400 | rewriter.replaceOpWithNewOp<gpu::SubgroupMmaLoadMatrixOp>( |
| 401 | op, op.getType(), subViewOp.getSource(), sourceIndices, |
| 402 | op.getLeadDimension(), op.getTransposeAttr()); |
| 403 | }) |
| 404 | .Case([&](nvgpu::LdMatrixOp op) { |
| 405 | rewriter.replaceOpWithNewOp<nvgpu::LdMatrixOp>( |
| 406 | op, op.getType(), subViewOp.getSource(), sourceIndices, |
| 407 | op.getTranspose(), op.getNumTiles()); |
| 408 | }) |
| 409 | .Default([](Operation *) { llvm_unreachable("unexpected operation." ); }); |
| 410 | return success(); |
| 411 | } |
| 412 | |
| 413 | template <typename OpTy> |
| 414 | LogicalResult LoadOpOfExpandShapeOpFolder<OpTy>::matchAndRewrite( |
| 415 | OpTy loadOp, PatternRewriter &rewriter) const { |
| 416 | auto expandShapeOp = |
| 417 | getMemRefOperand(loadOp).template getDefiningOp<memref::ExpandShapeOp>(); |
| 418 | |
| 419 | if (!expandShapeOp) |
| 420 | return failure(); |
| 421 | |
| 422 | SmallVector<Value> indices(loadOp.getIndices().begin(), |
| 423 | loadOp.getIndices().end()); |
| 424 | // For affine ops, we need to apply the map to get the operands to get the |
| 425 | // "actual" indices. |
| 426 | if (auto affineLoadOp = |
| 427 | dyn_cast<affine::AffineLoadOp>(loadOp.getOperation())) { |
| 428 | AffineMap affineMap = affineLoadOp.getAffineMap(); |
| 429 | auto expandedIndices = calculateExpandedAccessIndices( |
| 430 | affineMap, indices, loadOp.getLoc(), rewriter); |
| 431 | indices.assign(expandedIndices.begin(), expandedIndices.end()); |
| 432 | } |
| 433 | SmallVector<Value> sourceIndices; |
| 434 | // memref.load and affine.load guarantee that indexes start inbounds |
| 435 | // while the vector operations don't. This impacts if our linearization |
| 436 | // is `disjoint` |
| 437 | if (failed(resolveSourceIndicesExpandShape( |
| 438 | loadOp.getLoc(), rewriter, expandShapeOp, indices, sourceIndices, |
| 439 | isa<affine::AffineLoadOp, memref::LoadOp>(loadOp.getOperation())))) |
| 440 | return failure(); |
| 441 | llvm::TypeSwitch<Operation *, void>(loadOp) |
| 442 | .Case([&](affine::AffineLoadOp op) { |
| 443 | rewriter.replaceOpWithNewOp<affine::AffineLoadOp>( |
| 444 | loadOp, expandShapeOp.getViewSource(), sourceIndices); |
| 445 | }) |
| 446 | .Case([&](memref::LoadOp op) { |
| 447 | rewriter.replaceOpWithNewOp<memref::LoadOp>( |
| 448 | loadOp, expandShapeOp.getViewSource(), sourceIndices, |
| 449 | op.getNontemporal()); |
| 450 | }) |
| 451 | .Case([&](vector::LoadOp op) { |
| 452 | rewriter.replaceOpWithNewOp<vector::LoadOp>( |
| 453 | op, op.getType(), expandShapeOp.getViewSource(), sourceIndices, |
| 454 | op.getNontemporal()); |
| 455 | }) |
| 456 | .Case([&](vector::MaskedLoadOp op) { |
| 457 | rewriter.replaceOpWithNewOp<vector::MaskedLoadOp>( |
| 458 | op, op.getType(), expandShapeOp.getViewSource(), sourceIndices, |
| 459 | op.getMask(), op.getPassThru()); |
| 460 | }) |
| 461 | .Default([](Operation *) { llvm_unreachable("unexpected operation." ); }); |
| 462 | return success(); |
| 463 | } |
| 464 | |
| 465 | template <typename OpTy> |
| 466 | LogicalResult LoadOpOfCollapseShapeOpFolder<OpTy>::matchAndRewrite( |
| 467 | OpTy loadOp, PatternRewriter &rewriter) const { |
| 468 | auto collapseShapeOp = getMemRefOperand(loadOp) |
| 469 | .template getDefiningOp<memref::CollapseShapeOp>(); |
| 470 | |
| 471 | if (!collapseShapeOp) |
| 472 | return failure(); |
| 473 | |
| 474 | SmallVector<Value> indices(loadOp.getIndices().begin(), |
| 475 | loadOp.getIndices().end()); |
| 476 | // For affine ops, we need to apply the map to get the operands to get the |
| 477 | // "actual" indices. |
| 478 | if (auto affineLoadOp = |
| 479 | dyn_cast<affine::AffineLoadOp>(loadOp.getOperation())) { |
| 480 | AffineMap affineMap = affineLoadOp.getAffineMap(); |
| 481 | auto expandedIndices = calculateExpandedAccessIndices( |
| 482 | affineMap, indices, loadOp.getLoc(), rewriter); |
| 483 | indices.assign(expandedIndices.begin(), expandedIndices.end()); |
| 484 | } |
| 485 | SmallVector<Value> sourceIndices; |
| 486 | if (failed(resolveSourceIndicesCollapseShape( |
| 487 | loadOp.getLoc(), rewriter, collapseShapeOp, indices, sourceIndices))) |
| 488 | return failure(); |
| 489 | llvm::TypeSwitch<Operation *, void>(loadOp) |
| 490 | .Case([&](affine::AffineLoadOp op) { |
| 491 | rewriter.replaceOpWithNewOp<affine::AffineLoadOp>( |
| 492 | loadOp, collapseShapeOp.getViewSource(), sourceIndices); |
| 493 | }) |
| 494 | .Case([&](memref::LoadOp op) { |
| 495 | rewriter.replaceOpWithNewOp<memref::LoadOp>( |
| 496 | loadOp, collapseShapeOp.getViewSource(), sourceIndices, |
| 497 | op.getNontemporal()); |
| 498 | }) |
| 499 | .Case([&](vector::LoadOp op) { |
| 500 | rewriter.replaceOpWithNewOp<vector::LoadOp>( |
| 501 | op, op.getType(), collapseShapeOp.getViewSource(), sourceIndices, |
| 502 | op.getNontemporal()); |
| 503 | }) |
| 504 | .Case([&](vector::MaskedLoadOp op) { |
| 505 | rewriter.replaceOpWithNewOp<vector::MaskedLoadOp>( |
| 506 | op, op.getType(), collapseShapeOp.getViewSource(), sourceIndices, |
| 507 | op.getMask(), op.getPassThru()); |
| 508 | }) |
| 509 | .Default([](Operation *) { llvm_unreachable("unexpected operation." ); }); |
| 510 | return success(); |
| 511 | } |
| 512 | |
| 513 | template <typename OpTy> |
| 514 | LogicalResult StoreOpOfSubViewOpFolder<OpTy>::matchAndRewrite( |
| 515 | OpTy storeOp, PatternRewriter &rewriter) const { |
| 516 | auto subViewOp = |
| 517 | getMemRefOperand(storeOp).template getDefiningOp<memref::SubViewOp>(); |
| 518 | |
| 519 | if (!subViewOp) |
| 520 | return rewriter.notifyMatchFailure(storeOp, "not a subview producer" ); |
| 521 | |
| 522 | LogicalResult preconditionResult = |
| 523 | preconditionsFoldSubViewOp(rewriter, storeOp, subViewOp); |
| 524 | if (failed(Result: preconditionResult)) |
| 525 | return preconditionResult; |
| 526 | |
| 527 | SmallVector<Value> indices(storeOp.getIndices().begin(), |
| 528 | storeOp.getIndices().end()); |
| 529 | // For affine ops, we need to apply the map to get the operands to get the |
| 530 | // "actual" indices. |
| 531 | if (auto affineStoreOp = |
| 532 | dyn_cast<affine::AffineStoreOp>(storeOp.getOperation())) { |
| 533 | AffineMap affineMap = affineStoreOp.getAffineMap(); |
| 534 | auto expandedIndices = calculateExpandedAccessIndices( |
| 535 | affineMap, indices, storeOp.getLoc(), rewriter); |
| 536 | indices.assign(expandedIndices.begin(), expandedIndices.end()); |
| 537 | } |
| 538 | SmallVector<Value> sourceIndices; |
| 539 | affine::resolveIndicesIntoOpWithOffsetsAndStrides( |
| 540 | rewriter, storeOp.getLoc(), subViewOp.getMixedOffsets(), |
| 541 | subViewOp.getMixedStrides(), subViewOp.getDroppedDims(), indices, |
| 542 | sourceIndices); |
| 543 | |
| 544 | llvm::TypeSwitch<Operation *, void>(storeOp) |
| 545 | .Case([&](affine::AffineStoreOp op) { |
| 546 | rewriter.replaceOpWithNewOp<affine::AffineStoreOp>( |
| 547 | op, op.getValue(), subViewOp.getSource(), sourceIndices); |
| 548 | }) |
| 549 | .Case([&](memref::StoreOp op) { |
| 550 | rewriter.replaceOpWithNewOp<memref::StoreOp>( |
| 551 | op, op.getValue(), subViewOp.getSource(), sourceIndices, |
| 552 | op.getNontemporal()); |
| 553 | }) |
| 554 | .Case([&](vector::TransferWriteOp op) { |
| 555 | rewriter.replaceOpWithNewOp<vector::TransferWriteOp>( |
| 556 | op, op.getValue(), subViewOp.getSource(), sourceIndices, |
| 557 | AffineMapAttr::get(value: expandDimsToRank( |
| 558 | op.getPermutationMap(), subViewOp.getSourceType().getRank(), |
| 559 | subViewOp.getDroppedDims())), |
| 560 | op.getMask(), op.getInBoundsAttr()); |
| 561 | }) |
| 562 | .Case([&](vector::StoreOp op) { |
| 563 | rewriter.replaceOpWithNewOp<vector::StoreOp>( |
| 564 | op, op.getValueToStore(), subViewOp.getSource(), sourceIndices); |
| 565 | }) |
| 566 | .Case([&](vector::MaskedStoreOp op) { |
| 567 | rewriter.replaceOpWithNewOp<vector::MaskedStoreOp>( |
| 568 | op, subViewOp.getSource(), sourceIndices, op.getMask(), |
| 569 | op.getValueToStore()); |
| 570 | }) |
| 571 | .Case([&](gpu::SubgroupMmaStoreMatrixOp op) { |
| 572 | rewriter.replaceOpWithNewOp<gpu::SubgroupMmaStoreMatrixOp>( |
| 573 | op, op.getSrc(), subViewOp.getSource(), sourceIndices, |
| 574 | op.getLeadDimension(), op.getTransposeAttr()); |
| 575 | }) |
| 576 | .Default([](Operation *) { llvm_unreachable("unexpected operation." ); }); |
| 577 | return success(); |
| 578 | } |
| 579 | |
| 580 | template <typename OpTy> |
| 581 | LogicalResult StoreOpOfExpandShapeOpFolder<OpTy>::matchAndRewrite( |
| 582 | OpTy storeOp, PatternRewriter &rewriter) const { |
| 583 | auto expandShapeOp = |
| 584 | getMemRefOperand(storeOp).template getDefiningOp<memref::ExpandShapeOp>(); |
| 585 | |
| 586 | if (!expandShapeOp) |
| 587 | return failure(); |
| 588 | |
| 589 | SmallVector<Value> indices(storeOp.getIndices().begin(), |
| 590 | storeOp.getIndices().end()); |
| 591 | // For affine ops, we need to apply the map to get the operands to get the |
| 592 | // "actual" indices. |
| 593 | if (auto affineStoreOp = |
| 594 | dyn_cast<affine::AffineStoreOp>(storeOp.getOperation())) { |
| 595 | AffineMap affineMap = affineStoreOp.getAffineMap(); |
| 596 | auto expandedIndices = calculateExpandedAccessIndices( |
| 597 | affineMap, indices, storeOp.getLoc(), rewriter); |
| 598 | indices.assign(expandedIndices.begin(), expandedIndices.end()); |
| 599 | } |
| 600 | SmallVector<Value> sourceIndices; |
| 601 | // memref.store and affine.store guarantee that indexes start inbounds |
| 602 | // while the vector operations don't. This impacts if our linearization |
| 603 | // is `disjoint` |
| 604 | if (failed(resolveSourceIndicesExpandShape( |
| 605 | storeOp.getLoc(), rewriter, expandShapeOp, indices, sourceIndices, |
| 606 | isa<affine::AffineStoreOp, memref::StoreOp>(storeOp.getOperation())))) |
| 607 | return failure(); |
| 608 | llvm::TypeSwitch<Operation *, void>(storeOp) |
| 609 | .Case([&](affine::AffineStoreOp op) { |
| 610 | rewriter.replaceOpWithNewOp<affine::AffineStoreOp>( |
| 611 | storeOp, op.getValueToStore(), expandShapeOp.getViewSource(), |
| 612 | sourceIndices); |
| 613 | }) |
| 614 | .Case([&](memref::StoreOp op) { |
| 615 | rewriter.replaceOpWithNewOp<memref::StoreOp>( |
| 616 | storeOp, op.getValueToStore(), expandShapeOp.getViewSource(), |
| 617 | sourceIndices, op.getNontemporal()); |
| 618 | }) |
| 619 | .Case([&](vector::StoreOp op) { |
| 620 | rewriter.replaceOpWithNewOp<vector::StoreOp>( |
| 621 | op, op.getValueToStore(), expandShapeOp.getViewSource(), |
| 622 | sourceIndices, op.getNontemporal()); |
| 623 | }) |
| 624 | .Case([&](vector::MaskedStoreOp op) { |
| 625 | rewriter.replaceOpWithNewOp<vector::MaskedStoreOp>( |
| 626 | op, expandShapeOp.getViewSource(), sourceIndices, op.getMask(), |
| 627 | op.getValueToStore()); |
| 628 | }) |
| 629 | .Default([](Operation *) { llvm_unreachable("unexpected operation." ); }); |
| 630 | return success(); |
| 631 | } |
| 632 | |
| 633 | template <typename OpTy> |
| 634 | LogicalResult StoreOpOfCollapseShapeOpFolder<OpTy>::matchAndRewrite( |
| 635 | OpTy storeOp, PatternRewriter &rewriter) const { |
| 636 | auto collapseShapeOp = getMemRefOperand(storeOp) |
| 637 | .template getDefiningOp<memref::CollapseShapeOp>(); |
| 638 | |
| 639 | if (!collapseShapeOp) |
| 640 | return failure(); |
| 641 | |
| 642 | SmallVector<Value> indices(storeOp.getIndices().begin(), |
| 643 | storeOp.getIndices().end()); |
| 644 | // For affine ops, we need to apply the map to get the operands to get the |
| 645 | // "actual" indices. |
| 646 | if (auto affineStoreOp = |
| 647 | dyn_cast<affine::AffineStoreOp>(storeOp.getOperation())) { |
| 648 | AffineMap affineMap = affineStoreOp.getAffineMap(); |
| 649 | auto expandedIndices = calculateExpandedAccessIndices( |
| 650 | affineMap, indices, storeOp.getLoc(), rewriter); |
| 651 | indices.assign(expandedIndices.begin(), expandedIndices.end()); |
| 652 | } |
| 653 | SmallVector<Value> sourceIndices; |
| 654 | if (failed(resolveSourceIndicesCollapseShape( |
| 655 | storeOp.getLoc(), rewriter, collapseShapeOp, indices, sourceIndices))) |
| 656 | return failure(); |
| 657 | llvm::TypeSwitch<Operation *, void>(storeOp) |
| 658 | .Case([&](affine::AffineStoreOp op) { |
| 659 | rewriter.replaceOpWithNewOp<affine::AffineStoreOp>( |
| 660 | storeOp, op.getValueToStore(), collapseShapeOp.getViewSource(), |
| 661 | sourceIndices); |
| 662 | }) |
| 663 | .Case([&](memref::StoreOp op) { |
| 664 | rewriter.replaceOpWithNewOp<memref::StoreOp>( |
| 665 | storeOp, op.getValueToStore(), collapseShapeOp.getViewSource(), |
| 666 | sourceIndices, op.getNontemporal()); |
| 667 | }) |
| 668 | .Case([&](vector::StoreOp op) { |
| 669 | rewriter.replaceOpWithNewOp<vector::StoreOp>( |
| 670 | op, op.getValueToStore(), collapseShapeOp.getViewSource(), |
| 671 | sourceIndices, op.getNontemporal()); |
| 672 | }) |
| 673 | .Case([&](vector::MaskedStoreOp op) { |
| 674 | rewriter.replaceOpWithNewOp<vector::MaskedStoreOp>( |
| 675 | op, collapseShapeOp.getViewSource(), sourceIndices, op.getMask(), |
| 676 | op.getValueToStore()); |
| 677 | }) |
| 678 | .Default([](Operation *) { llvm_unreachable("unexpected operation." ); }); |
| 679 | return success(); |
| 680 | } |
| 681 | |
| 682 | LogicalResult NVGPUAsyncCopyOpSubViewOpFolder::matchAndRewrite( |
| 683 | nvgpu::DeviceAsyncCopyOp copyOp, PatternRewriter &rewriter) const { |
| 684 | |
| 685 | LLVM_DEBUG(DBGS() << "copyOp : " << copyOp << "\n" ); |
| 686 | |
| 687 | auto srcSubViewOp = |
| 688 | copyOp.getSrc().template getDefiningOp<memref::SubViewOp>(); |
| 689 | auto dstSubViewOp = |
| 690 | copyOp.getDst().template getDefiningOp<memref::SubViewOp>(); |
| 691 | |
| 692 | if (!(srcSubViewOp || dstSubViewOp)) |
| 693 | return rewriter.notifyMatchFailure(arg&: copyOp, msg: "does not use subview ops for " |
| 694 | "source or destination" ); |
| 695 | |
| 696 | // If the source is a subview, we need to resolve the indices. |
| 697 | SmallVector<Value> srcindices(copyOp.getSrcIndices().begin(), |
| 698 | copyOp.getSrcIndices().end()); |
| 699 | SmallVector<Value> foldedSrcIndices(srcindices); |
| 700 | |
| 701 | if (srcSubViewOp) { |
| 702 | LLVM_DEBUG(DBGS() << "srcSubViewOp : " << srcSubViewOp << "\n" ); |
| 703 | affine::resolveIndicesIntoOpWithOffsetsAndStrides( |
| 704 | rewriter, loc: copyOp.getLoc(), mixedSourceOffsets: srcSubViewOp.getMixedOffsets(), |
| 705 | mixedSourceStrides: srcSubViewOp.getMixedStrides(), rankReducedDims: srcSubViewOp.getDroppedDims(), |
| 706 | consumerIndices: srcindices, resolvedIndices&: foldedSrcIndices); |
| 707 | } |
| 708 | |
| 709 | // If the destination is a subview, we need to resolve the indices. |
| 710 | SmallVector<Value> dstindices(copyOp.getDstIndices().begin(), |
| 711 | copyOp.getDstIndices().end()); |
| 712 | SmallVector<Value> foldedDstIndices(dstindices); |
| 713 | |
| 714 | if (dstSubViewOp) { |
| 715 | LLVM_DEBUG(DBGS() << "dstSubViewOp : " << dstSubViewOp << "\n" ); |
| 716 | affine::resolveIndicesIntoOpWithOffsetsAndStrides( |
| 717 | rewriter, loc: copyOp.getLoc(), mixedSourceOffsets: dstSubViewOp.getMixedOffsets(), |
| 718 | mixedSourceStrides: dstSubViewOp.getMixedStrides(), rankReducedDims: dstSubViewOp.getDroppedDims(), |
| 719 | consumerIndices: dstindices, resolvedIndices&: foldedDstIndices); |
| 720 | } |
| 721 | |
| 722 | // Replace the copy op with a new copy op that uses the source and destination |
| 723 | // of the subview. |
| 724 | rewriter.replaceOpWithNewOp<nvgpu::DeviceAsyncCopyOp>( |
| 725 | op: copyOp, args: nvgpu::DeviceAsyncTokenType::get(ctx: copyOp.getContext()), |
| 726 | args: (dstSubViewOp ? dstSubViewOp.getSource() : copyOp.getDst()), |
| 727 | args&: foldedDstIndices, |
| 728 | args: (srcSubViewOp ? srcSubViewOp.getSource() : copyOp.getSrc()), |
| 729 | args&: foldedSrcIndices, args: copyOp.getDstElements(), args: copyOp.getSrcElements(), |
| 730 | args: copyOp.getBypassL1Attr()); |
| 731 | |
| 732 | return success(); |
| 733 | } |
| 734 | |
| 735 | void memref::populateFoldMemRefAliasOpPatterns(RewritePatternSet &patterns) { |
| 736 | patterns.add<LoadOpOfSubViewOpFolder<affine::AffineLoadOp>, |
| 737 | LoadOpOfSubViewOpFolder<memref::LoadOp>, |
| 738 | LoadOpOfSubViewOpFolder<nvgpu::LdMatrixOp>, |
| 739 | LoadOpOfSubViewOpFolder<vector::LoadOp>, |
| 740 | LoadOpOfSubViewOpFolder<vector::MaskedLoadOp>, |
| 741 | LoadOpOfSubViewOpFolder<vector::TransferReadOp>, |
| 742 | LoadOpOfSubViewOpFolder<gpu::SubgroupMmaLoadMatrixOp>, |
| 743 | StoreOpOfSubViewOpFolder<affine::AffineStoreOp>, |
| 744 | StoreOpOfSubViewOpFolder<memref::StoreOp>, |
| 745 | StoreOpOfSubViewOpFolder<vector::TransferWriteOp>, |
| 746 | StoreOpOfSubViewOpFolder<vector::StoreOp>, |
| 747 | StoreOpOfSubViewOpFolder<vector::MaskedStoreOp>, |
| 748 | StoreOpOfSubViewOpFolder<gpu::SubgroupMmaStoreMatrixOp>, |
| 749 | LoadOpOfExpandShapeOpFolder<affine::AffineLoadOp>, |
| 750 | LoadOpOfExpandShapeOpFolder<memref::LoadOp>, |
| 751 | LoadOpOfExpandShapeOpFolder<vector::LoadOp>, |
| 752 | LoadOpOfExpandShapeOpFolder<vector::MaskedLoadOp>, |
| 753 | StoreOpOfExpandShapeOpFolder<affine::AffineStoreOp>, |
| 754 | StoreOpOfExpandShapeOpFolder<memref::StoreOp>, |
| 755 | StoreOpOfExpandShapeOpFolder<vector::StoreOp>, |
| 756 | StoreOpOfExpandShapeOpFolder<vector::MaskedStoreOp>, |
| 757 | LoadOpOfCollapseShapeOpFolder<affine::AffineLoadOp>, |
| 758 | LoadOpOfCollapseShapeOpFolder<memref::LoadOp>, |
| 759 | LoadOpOfCollapseShapeOpFolder<vector::LoadOp>, |
| 760 | LoadOpOfCollapseShapeOpFolder<vector::MaskedLoadOp>, |
| 761 | StoreOpOfCollapseShapeOpFolder<affine::AffineStoreOp>, |
| 762 | StoreOpOfCollapseShapeOpFolder<memref::StoreOp>, |
| 763 | StoreOpOfCollapseShapeOpFolder<vector::StoreOp>, |
| 764 | StoreOpOfCollapseShapeOpFolder<vector::MaskedStoreOp>, |
| 765 | SubViewOfSubViewFolder, NVGPUAsyncCopyOpSubViewOpFolder>( |
| 766 | arg: patterns.getContext()); |
| 767 | } |
| 768 | |
| 769 | //===----------------------------------------------------------------------===// |
| 770 | // Pass registration |
| 771 | //===----------------------------------------------------------------------===// |
| 772 | |
| 773 | namespace { |
| 774 | |
| 775 | struct FoldMemRefAliasOpsPass final |
| 776 | : public memref::impl::FoldMemRefAliasOpsPassBase<FoldMemRefAliasOpsPass> { |
| 777 | void runOnOperation() override; |
| 778 | }; |
| 779 | |
| 780 | } // namespace |
| 781 | |
| 782 | void FoldMemRefAliasOpsPass::runOnOperation() { |
| 783 | RewritePatternSet patterns(&getContext()); |
| 784 | memref::populateFoldMemRefAliasOpPatterns(patterns); |
| 785 | (void)applyPatternsGreedily(op: getOperation(), patterns: std::move(patterns)); |
| 786 | } |
| 787 | |