MLIR 22.0.0git
FlattenMemRefs.cpp
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1//===----- FlattenMemRefs.cpp - MemRef ops flattener pass ----------------===//
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 contains patterns for flattening an multi-rank memref-related
10// ops into 1-d memref ops.
11//
12//===----------------------------------------------------------------------===//
13
23#include "mlir/IR/Attributes.h"
24#include "mlir/IR/Builders.h"
29#include "llvm/ADT/TypeSwitch.h"
30
31namespace mlir {
32namespace memref {
33#define GEN_PASS_DEF_FLATTENMEMREFSPASS
34#include "mlir/Dialect/MemRef/Transforms/Passes.h.inc"
35} // namespace memref
36} // namespace mlir
37
38using namespace mlir;
39
41 OpFoldResult in) {
42 if (Attribute offsetAttr = dyn_cast<Attribute>(in)) {
44 rewriter, loc, cast<IntegerAttr>(offsetAttr).getInt());
45 }
46 return cast<Value>(in);
47}
48
49/// Returns a collapsed memref and the linearized index to access the element
50/// at the specified indices.
51static std::pair<Value, Value> getFlattenMemrefAndOffset(OpBuilder &rewriter,
52 Location loc,
53 Value source,
55 int64_t sourceOffset;
56 SmallVector<int64_t, 4> sourceStrides;
57 auto sourceType = cast<MemRefType>(source.getType());
58 if (failed(sourceType.getStridesAndOffset(sourceStrides, sourceOffset))) {
59 assert(false);
60 }
61
62 memref::ExtractStridedMetadataOp stridedMetadata =
63 memref::ExtractStridedMetadataOp::create(rewriter, loc, source);
64
65 auto typeBit = sourceType.getElementType().getIntOrFloatBitWidth();
66 OpFoldResult linearizedIndices;
67 memref::LinearizedMemRefInfo linearizedInfo;
68 std::tie(linearizedInfo, linearizedIndices) =
70 rewriter, loc, typeBit, typeBit,
71 stridedMetadata.getConstifiedMixedOffset(),
72 stridedMetadata.getConstifiedMixedSizes(),
73 stridedMetadata.getConstifiedMixedStrides(),
75
76 return std::make_pair(
77 memref::ReinterpretCastOp::create(
78 rewriter, loc, source,
79 /* offset = */ linearizedInfo.linearizedOffset,
80 /* shapes = */
81 ArrayRef<OpFoldResult>{linearizedInfo.linearizedSize},
82 /* strides = */
83 ArrayRef<OpFoldResult>{rewriter.getIndexAttr(1)}),
84 getValueFromOpFoldResult(rewriter, loc, linearizedIndices));
85}
86
87static bool needFlattening(Value val) {
88 auto type = cast<MemRefType>(val.getType());
89 return type.getRank() > 1;
90}
91
92static bool checkLayout(Value val) {
93 auto type = cast<MemRefType>(val.getType());
94 return type.getLayout().isIdentity() ||
95 isa<StridedLayoutAttr>(type.getLayout());
96}
97
98namespace {
99static Value getTargetMemref(Operation *op) {
101 .template Case<memref::LoadOp, memref::StoreOp, memref::AllocaOp,
102 memref::AllocOp>([](auto op) { return op.getMemref(); })
103 .template Case<vector::LoadOp, vector::StoreOp, vector::MaskedLoadOp,
104 vector::MaskedStoreOp, vector::TransferReadOp,
105 vector::TransferWriteOp>(
106 [](auto op) { return op.getBase(); })
107 .Default(nullptr);
108}
109
110template <typename T>
111static void castAllocResult(T oper, T newOper, Location loc,
112 PatternRewriter &rewriter) {
113 memref::ExtractStridedMetadataOp stridedMetadata =
114 memref::ExtractStridedMetadataOp::create(rewriter, loc, oper);
115 rewriter.replaceOpWithNewOp<memref::ReinterpretCastOp>(
116 oper, cast<MemRefType>(oper.getType()), newOper,
117 /*offset=*/rewriter.getIndexAttr(0),
118 stridedMetadata.getConstifiedMixedSizes(),
119 stridedMetadata.getConstifiedMixedStrides());
120}
121
122template <typename T>
123static void replaceOp(T op, PatternRewriter &rewriter, Value flatMemref,
124 Value offset) {
125 Location loc = op->getLoc();
126 llvm::TypeSwitch<Operation *>(op.getOperation())
127 .template Case<memref::AllocOp>([&](auto oper) {
128 auto newAlloc = memref::AllocOp::create(
129 rewriter, loc, cast<MemRefType>(flatMemref.getType()),
130 oper.getAlignmentAttr());
131 castAllocResult(oper, newAlloc, loc, rewriter);
132 })
133 .template Case<memref::AllocaOp>([&](auto oper) {
134 auto newAlloca = memref::AllocaOp::create(
135 rewriter, loc, cast<MemRefType>(flatMemref.getType()),
136 oper.getAlignmentAttr());
137 castAllocResult(oper, newAlloca, loc, rewriter);
138 })
139 .template Case<memref::LoadOp>([&](auto op) {
140 auto newLoad =
141 memref::LoadOp::create(rewriter, loc, op->getResultTypes(),
142 flatMemref, ValueRange{offset});
143 newLoad->setAttrs(op->getAttrs());
144 rewriter.replaceOp(op, newLoad.getResult());
145 })
146 .template Case<memref::StoreOp>([&](auto op) {
147 auto newStore =
148 memref::StoreOp::create(rewriter, loc, op->getOperands().front(),
149 flatMemref, ValueRange{offset});
150 newStore->setAttrs(op->getAttrs());
151 rewriter.replaceOp(op, newStore);
152 })
153 .template Case<vector::LoadOp>([&](auto op) {
154 auto newLoad =
155 vector::LoadOp::create(rewriter, loc, op->getResultTypes(),
156 flatMemref, ValueRange{offset});
157 newLoad->setAttrs(op->getAttrs());
158 rewriter.replaceOp(op, newLoad.getResult());
159 })
160 .template Case<vector::StoreOp>([&](auto op) {
161 auto newStore =
162 vector::StoreOp::create(rewriter, loc, op->getOperands().front(),
163 flatMemref, ValueRange{offset});
164 newStore->setAttrs(op->getAttrs());
165 rewriter.replaceOp(op, newStore);
166 })
167 .template Case<vector::MaskedLoadOp>([&](auto op) {
168 auto newMaskedLoad = vector::MaskedLoadOp::create(
169 rewriter, loc, op.getType(), flatMemref, ValueRange{offset},
170 op.getMask(), op.getPassThru());
171 newMaskedLoad->setAttrs(op->getAttrs());
172 rewriter.replaceOp(op, newMaskedLoad.getResult());
173 })
174 .template Case<vector::MaskedStoreOp>([&](auto op) {
175 auto newMaskedStore = vector::MaskedStoreOp::create(
176 rewriter, loc, flatMemref, ValueRange{offset}, op.getMask(),
177 op.getValueToStore());
178 newMaskedStore->setAttrs(op->getAttrs());
179 rewriter.replaceOp(op, newMaskedStore);
180 })
181 .template Case<vector::TransferReadOp>([&](auto op) {
182 auto newTransferRead = vector::TransferReadOp::create(
183 rewriter, loc, op.getType(), flatMemref, ValueRange{offset},
184 op.getPadding());
185 rewriter.replaceOp(op, newTransferRead.getResult());
186 })
187 .template Case<vector::TransferWriteOp>([&](auto op) {
188 auto newTransferWrite = vector::TransferWriteOp::create(
189 rewriter, loc, op.getVector(), flatMemref, ValueRange{offset});
190 rewriter.replaceOp(op, newTransferWrite);
191 })
192 .Default([&](auto op) {
193 op->emitOpError("unimplemented: do not know how to replace op.");
194 });
195}
196
197template <typename T>
198static ValueRange getIndices(T op) {
199 if constexpr (std::is_same_v<T, memref::AllocaOp> ||
200 std::is_same_v<T, memref::AllocOp>) {
201 return ValueRange{};
202 } else {
203 return op.getIndices();
204 }
205}
206
207template <typename T>
208static LogicalResult canBeFlattened(T op, PatternRewriter &rewriter) {
209 return llvm::TypeSwitch<Operation *, LogicalResult>(op.getOperation())
210 .template Case<vector::TransferReadOp, vector::TransferWriteOp>(
211 [&](auto oper) {
212 // For vector.transfer_read/write, must make sure:
213 // 1. all accesses are inbound, and
214 // 2. has an identity or minor identity permutation map.
215 auto permutationMap = oper.getPermutationMap();
216 if (!permutationMap.isIdentity() &&
217 !permutationMap.isMinorIdentity()) {
218 return rewriter.notifyMatchFailure(
219 oper, "only identity permutation map is supported");
220 }
221 mlir::ArrayAttr inbounds = oper.getInBounds();
222 if (llvm::any_of(inbounds, [](Attribute attr) {
223 return !cast<BoolAttr>(attr).getValue();
224 })) {
225 return rewriter.notifyMatchFailure(oper,
226 "only inbounds are supported");
227 }
228 return success();
229 })
230 .Default([&](auto op) { return success(); });
231}
232
233template <typename T>
234struct MemRefRewritePattern : public OpRewritePattern<T> {
235 using OpRewritePattern<T>::OpRewritePattern;
236 LogicalResult matchAndRewrite(T op,
237 PatternRewriter &rewriter) const override {
238 LogicalResult canFlatten = canBeFlattened(op, rewriter);
239 if (failed(canFlatten)) {
240 return canFlatten;
241 }
242
243 Value memref = getTargetMemref(op);
244 if (!needFlattening(memref) || !checkLayout(memref))
245 return failure();
246 auto &&[flatMemref, offset] = getFlattenMemrefAndOffset(
247 rewriter, op->getLoc(), memref, getIndices<T>(op));
248 replaceOp<T>(op, rewriter, flatMemref, offset);
249 return success();
250 }
251};
252
253struct FlattenMemrefsPass
254 : public mlir::memref::impl::FlattenMemrefsPassBase<FlattenMemrefsPass> {
255 using Base::Base;
256
257 void getDependentDialects(DialectRegistry &registry) const override {
258 registry.insert<affine::AffineDialect, arith::ArithDialect,
259 memref::MemRefDialect, vector::VectorDialect>();
260 }
261
262 void runOnOperation() override {
263 RewritePatternSet patterns(&getContext());
264
266
267 if (failed(applyPatternsGreedily(getOperation(), std::move(patterns))))
268 return signalPassFailure();
269 }
270};
271
272} // namespace
273
276 patterns.insert<MemRefRewritePattern<vector::LoadOp>,
277 MemRefRewritePattern<vector::StoreOp>,
278 MemRefRewritePattern<vector::TransferReadOp>,
279 MemRefRewritePattern<vector::TransferWriteOp>,
280 MemRefRewritePattern<vector::MaskedLoadOp>,
281 MemRefRewritePattern<vector::MaskedStoreOp>>(
282 patterns.getContext());
283}
286 patterns.insert<MemRefRewritePattern<memref::LoadOp>,
287 MemRefRewritePattern<memref::StoreOp>,
288 MemRefRewritePattern<memref::AllocOp>,
289 MemRefRewritePattern<memref::AllocaOp>>(
290 patterns.getContext());
292
return success()
static bool checkLayout(Value val)
static bool needFlattening(Value val)
static Value getValueFromOpFoldResult(OpBuilder &rewriter, Location loc, OpFoldResult in)
static std::pair< Value, Value > getFlattenMemrefAndOffset(OpBuilder &rewriter, Location loc, Value source, ValueRange indices)
Returns a collapsed memref and the linearized index to access the element at the specified indices.
b getContext())
Attributes are known-constant values of operations.
Definition Attributes.h:25
IntegerAttr getIndexAttr(int64_t value)
Definition Builders.cpp:108
This class defines the main interface for locations in MLIR and acts as a non-nullable wrapper around...
Definition Location.h:76
This class helps build Operations.
Definition Builders.h:207
This class represents a single result from folding an operation.
Operation is the basic unit of execution within MLIR.
Definition Operation.h:88
A special type of RewriterBase that coordinates the application of a rewrite pattern on the current I...
virtual void replaceOp(Operation *op, ValueRange newValues)
Replace the results of the given (original) operation with the specified list of values (replacements...
std::enable_if_t<!std::is_convertible< CallbackT, Twine >::value, LogicalResult > notifyMatchFailure(Location loc, CallbackT &&reasonCallback)
Used to notify the listener that the IR failed to be rewritten because of a match failure,...
OpTy replaceOpWithNewOp(Operation *op, Args &&...args)
Replace the results of the given (original) op with a new op that is created without verification (re...
This class provides an abstraction over the different types of ranges over Values.
Definition ValueRange.h:387
This class represents an instance of an SSA value in the MLIR system, representing a computable value...
Definition Value.h:96
Type getType() const
Return the type of this value.
Definition Value.h:105
static ConstantIndexOp create(OpBuilder &builder, Location location, int64_t value)
Definition ArithOps.cpp:359
std::pair< LinearizedMemRefInfo, OpFoldResult > getLinearizedMemRefOffsetAndSize(OpBuilder &builder, Location loc, int srcBits, int dstBits, OpFoldResult offset, ArrayRef< OpFoldResult > sizes, ArrayRef< OpFoldResult > strides, ArrayRef< OpFoldResult > indices={})
void populateFlattenMemrefsPatterns(RewritePatternSet &patterns)
void populateFlattenMemrefOpsPatterns(RewritePatternSet &patterns)
void populateFlattenVectorOpsOnMemrefPatterns(RewritePatternSet &patterns)
Patterns for flattening multi-dimensional memref operations into one-dimensional memref operations.
Operation::operand_range getIndices(Operation *op)
Get the indices that the given load/store operation is operating on.
Definition Utils.cpp:18
detail::InFlightRemark failed(Location loc, RemarkOpts opts)
Report an optimization remark that failed.
Definition Remarks.h:561
Include the generated interface declarations.
LogicalResult applyPatternsGreedily(Region &region, const FrozenRewritePatternSet &patterns, GreedyRewriteConfig config=GreedyRewriteConfig(), bool *changed=nullptr)
Rewrite ops in the given region, which must be isolated from above, by repeatedly applying the highes...
const FrozenRewritePatternSet & patterns
OpFoldResult getAsOpFoldResult(Value val)
Given a value, try to extract a constant Attribute.
OpRewritePattern is a wrapper around RewritePattern that allows for matching and rewriting against an...
For a memref with offset, sizes and strides, returns the offset, size, and potentially the size padde...
Definition MemRefUtils.h:50