MLIR 22.0.0git
BufferViewFlowAnalysis.cpp
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1//======- BufferViewFlowAnalysis.cpp - Buffer alias analysis -*- C++ -*-======//
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
10
16#include "llvm/ADT/SetOperations.h"
17
18using namespace mlir;
19using namespace mlir::bufferization;
20
21//===----------------------------------------------------------------------===//
22// BufferViewFlowAnalysis
23//===----------------------------------------------------------------------===//
24
25/// Constructs a new alias analysis using the op provided.
27
32 queue.push_back(value);
33 while (!queue.empty()) {
34 Value currentValue = queue.pop_back_val();
35 if (result.insert(currentValue).second) {
36 auto it = map.find(currentValue);
37 if (it != map.end()) {
38 for (Value aliasValue : it->second)
39 queue.push_back(aliasValue);
40 }
41 }
42 }
43 return result;
44}
45
46/// Find all immediate and indirect dependent buffers this value could
47/// potentially have. Note that the resulting set will also contain the value
48/// provided as it is a dependent alias of itself.
51 return resolveValues(dependencies, rootValue);
52}
53
56 return resolveValues(reverseDependencies, rootValue);
57}
58
59/// Removes the given values from all alias sets.
61 for (auto &entry : dependencies)
62 llvm::set_subtract(entry.second, aliasValues);
63}
64
66 dependencies[to] = dependencies[from];
67 dependencies.erase(from);
68
69 for (auto &[_, value] : dependencies) {
70 if (value.contains(from)) {
71 value.insert(to);
72 value.erase(from);
73 }
74 }
75}
76
77/// This function constructs a mapping from values to its immediate
78/// dependencies. It iterates over all blocks, gets their predecessors,
79/// determines the values that will be passed to the corresponding block
80/// arguments and inserts them into the underlying map. Furthermore, it wires
81/// successor regions and branch-like return operations from nested regions.
82void BufferViewFlowAnalysis::build(Operation *op) {
83 // Registers all dependencies of the given values.
84 auto registerDependencies = [&](ValueRange values, ValueRange dependencies) {
85 for (auto [value, dep] : llvm::zip_equal(values, dependencies)) {
86 this->dependencies[value].insert(dep);
87 this->reverseDependencies[dep].insert(value);
88 }
89 };
90
91 // Mark all buffer results and buffer region entry block arguments of the
92 // given op as terminals.
93 auto populateTerminalValues = [&](Operation *op) {
94 for (Value v : op->getResults())
95 if (isa<BaseMemRefType>(v.getType()))
96 this->terminals.insert(v);
97 for (Region &r : op->getRegions())
98 for (BlockArgument v : r.getArguments())
99 if (isa<BaseMemRefType>(v.getType()))
100 this->terminals.insert(v);
101 };
102
103 op->walk([&](Operation *op) {
104 // Query BufferViewFlowOpInterface. If the op does not implement that
105 // interface, try to infer the dependencies from other interfaces that the
106 // op may implement.
107 if (auto bufferViewFlowOp = dyn_cast<BufferViewFlowOpInterface>(op)) {
108 bufferViewFlowOp.populateDependencies(registerDependencies);
109 for (Value v : op->getResults())
110 if (isa<BaseMemRefType>(v.getType()) &&
111 bufferViewFlowOp.mayBeTerminalBuffer(v))
112 this->terminals.insert(v);
113 for (Region &r : op->getRegions())
114 for (BlockArgument v : r.getArguments())
115 if (isa<BaseMemRefType>(v.getType()) &&
116 bufferViewFlowOp.mayBeTerminalBuffer(v))
117 this->terminals.insert(v);
118 return WalkResult::advance();
119 }
120
121 // Add additional dependencies created by view changes to the alias list.
122 if (auto viewInterface = dyn_cast<ViewLikeOpInterface>(op)) {
123 registerDependencies(viewInterface.getViewSource(),
124 viewInterface.getViewDest());
125 return WalkResult::advance();
126 }
127
128 if (auto branchInterface = dyn_cast<BranchOpInterface>(op)) {
129 // Query all branch interfaces to link block argument dependencies.
130 Block *parentBlock = branchInterface->getBlock();
131 for (auto it = parentBlock->succ_begin(), e = parentBlock->succ_end();
132 it != e; ++it) {
133 // Query the branch op interface to get the successor operands.
134 auto successorOperands =
135 branchInterface.getSuccessorOperands(it.getIndex());
136 // Build the actual mapping of values to their immediate dependencies.
137 registerDependencies(successorOperands.getForwardedOperands(),
138 (*it)->getArguments().drop_front(
139 successorOperands.getProducedOperandCount()));
140 }
141 return WalkResult::advance();
142 }
143
144 if (auto regionInterface = dyn_cast<RegionBranchOpInterface>(op)) {
145 // Query the RegionBranchOpInterface to find potential successor regions.
146 // Extract all entry regions and wire all initial entry successor inputs.
147 SmallVector<RegionSuccessor, 2> entrySuccessors;
148 regionInterface.getSuccessorRegions(/*point=*/RegionBranchPoint::parent(),
149 entrySuccessors);
150 for (RegionSuccessor &entrySuccessor : entrySuccessors) {
151 // Wire the entry region's successor arguments with the initial
152 // successor inputs.
153 registerDependencies(
154 regionInterface.getEntrySuccessorOperands(entrySuccessor),
155 entrySuccessor.getSuccessorInputs());
156 }
157
158 // Wire flow between regions and from region exits.
159 for (Region &region : regionInterface->getRegions()) {
160 // Iterate over all successor region entries that are reachable from the
161 // current region.
162 SmallVector<RegionSuccessor, 2> successorRegions;
163 regionInterface.getSuccessorRegions(region, successorRegions);
164 for (RegionSuccessor &successorRegion : successorRegions) {
165 // Iterate over all immediate terminator operations and wire the
166 // successor inputs with the successor operands of each terminator.
167 for (Block &block : region)
168 if (auto terminator = dyn_cast<RegionBranchTerminatorOpInterface>(
169 block.getTerminator()))
170 registerDependencies(
171 terminator.getSuccessorOperands(successorRegion),
172 successorRegion.getSuccessorInputs());
173 }
174 }
175
176 return WalkResult::advance();
177 }
178
179 // Region terminators are handled together with RegionBranchOpInterface.
180 if (isa<RegionBranchTerminatorOpInterface>(op))
181 return WalkResult::advance();
182
183 if (isa<CallOpInterface>(op)) {
184 // This is an intra-function analysis. We have no information about other
185 // functions. Conservatively assume that each operand may alias with each
186 // result. Also mark the results are terminals because the function could
187 // return newly allocated buffers.
188 populateTerminalValues(op);
189 for (Value operand : op->getOperands())
190 for (Value result : op->getResults())
191 registerDependencies({operand}, {result});
192 return WalkResult::advance();
193 }
194
195 // We have no information about unknown ops.
196 populateTerminalValues(op);
197
198 return WalkResult::advance();
199 });
200}
201
203 assert(isa<BaseMemRefType>(value.getType()) && "expected memref");
204 return terminals.contains(value);
205}
206
207//===----------------------------------------------------------------------===//
208// BufferOriginAnalysis
209//===----------------------------------------------------------------------===//
210
211/// Return "true" if the given value is the result of a memory allocation.
213 Operation *op = v.getDefiningOp();
214 if (!op)
215 return false;
217}
218
219/// Return "true" if the given value is a function block argument.
220static bool isFunctionArgument(Value v) {
221 auto bbArg = dyn_cast<BlockArgument>(v);
222 if (!bbArg)
223 return false;
224 Block *b = bbArg.getOwner();
225 auto funcOp = dyn_cast<FunctionOpInterface>(b->getParentOp());
226 if (!funcOp)
227 return false;
228 return bbArg.getOwner() == &funcOp.getFunctionBody().front();
229}
230
231/// Given a memref value, return the "base" value by skipping over all
232/// ViewLikeOpInterface ops (if any) in the reverse use-def chain.
233static Value getViewBase(Value value) {
234 while (auto viewLikeOp = value.getDefiningOp<ViewLikeOpInterface>()) {
235 if (value != viewLikeOp.getViewDest()) {
236 break;
237 }
238 value = viewLikeOp.getViewSource();
239 }
240 return value;
241}
242
244
246 assert(isa<BaseMemRefType>(v1.getType()) && "expected buffer");
247 assert(isa<BaseMemRefType>(v2.getType()) && "expected buffer");
248
249 // Skip over all view-like ops.
250 v1 = getViewBase(v1);
251 v2 = getViewBase(v2);
252
253 // Fast path: If both buffers are the same SSA value, we can be sure that
254 // they originate from the same allocation.
255 if (v1 == v2)
256 return true;
257
258 // Compute the SSA values from which the buffers `v1` and `v2` originate.
259 SmallPtrSet<Value, 16> origin1 = analysis.resolveReverse(v1);
260 SmallPtrSet<Value, 16> origin2 = analysis.resolveReverse(v2);
261
262 // Originating buffers are "terminal" if they could not be traced back any
263 // further by the `BufferViewFlowAnalysis`. Examples of terminal buffers:
264 // - function block arguments
265 // - values defined by allocation ops such as "memref.alloc"
266 // - values defined by ops that are unknown to the buffer view flow analysis
267 // - values that are marked as "terminal" in the `BufferViewFlowOpInterface`
268 SmallPtrSet<Value, 16> terminal1, terminal2;
269
270 // While gathering terminal buffers, keep track of whether all terminal
271 // buffers are newly allocated buffer or function entry arguments.
272 bool allAllocs1 = true, allAllocs2 = true;
273 bool allAllocsOrFuncEntryArgs1 = true, allAllocsOrFuncEntryArgs2 = true;
274
275 // Helper function that gathers terminal buffers among `origin`.
276 auto gatherTerminalBuffers = [this](const SmallPtrSet<Value, 16> &origin,
277 SmallPtrSet<Value, 16> &terminal,
278 bool &allAllocs,
279 bool &allAllocsOrFuncEntryArgs) {
280 for (Value v : origin) {
281 if (isa<BaseMemRefType>(v.getType()) && analysis.mayBeTerminalBuffer(v)) {
282 terminal.insert(v);
283 allAllocs &= hasAllocateSideEffect(v);
284 allAllocsOrFuncEntryArgs &=
286 }
287 }
288 assert(!terminal.empty() && "expected non-empty terminal set");
289 };
290
291 // Gather terminal buffers for `v1` and `v2`.
292 gatherTerminalBuffers(origin1, terminal1, allAllocs1,
293 allAllocsOrFuncEntryArgs1);
294 gatherTerminalBuffers(origin2, terminal2, allAllocs2,
295 allAllocsOrFuncEntryArgs2);
296
297 // If both `v1` and `v2` have a single matching terminal buffer, they are
298 // guaranteed to originate from the same buffer allocation.
299 if (llvm::hasSingleElement(terminal1) && llvm::hasSingleElement(terminal2) &&
300 *terminal1.begin() == *terminal2.begin())
301 return true;
302
303 // At least one of the two values has multiple terminals.
304
305 // Check if there is overlap between the terminal buffers of `v1` and `v2`.
306 bool distinctTerminalSets = true;
307 for (Value v : terminal1)
308 distinctTerminalSets &= !terminal2.contains(v);
309 // If there is overlap between the terminal buffers of `v1` and `v2`, we
310 // cannot make an accurate decision without further analysis.
311 if (!distinctTerminalSets)
312 return std::nullopt;
313
314 // If `v1` originates from only allocs, and `v2` is guaranteed to originate
315 // from different allocations (that is guaranteed if `v2` originates from
316 // only distinct allocs or function entry arguments), we can be sure that
317 // `v1` and `v2` originate from different allocations. The same argument can
318 // be made when swapping `v1` and `v2`.
319 bool isolatedAlloc1 = allAllocs1 && (allAllocs2 || allAllocsOrFuncEntryArgs2);
320 bool isolatedAlloc2 = (allAllocs1 || allAllocsOrFuncEntryArgs1) && allAllocs2;
321 if (isolatedAlloc1 || isolatedAlloc2)
322 return false;
323
324 // Otherwise: We do not know whether `v1` and `v2` originate from the same
325 // allocation or not.
326 // TODO: Function arguments are currently handled conservatively. We assume
327 // that they could be the same allocation.
328 // TODO: Terminals other than allocations and function arguments are
329 // currently handled conservatively. We assume that they could be the same
330 // allocation. E.g., we currently return "nullopt" for values that originate
331 // from different "memref.get_global" ops (with different symbols).
332 return std::nullopt;
333}
static Value getViewBase(Value value)
Given a memref value, return the "base" value by skipping over all ViewLikeOpInterface ops (if any) i...
static bool isFunctionArgument(Value v)
Return "true" if the given value is a function block argument.
static BufferViewFlowAnalysis::ValueSetT resolveValues(const BufferViewFlowAnalysis::ValueMapT &map, Value value)
static bool hasAllocateSideEffect(Value v)
Return "true" if the given value is the result of a memory allocation.
b
Return true if permutation is a valid permutation of the outer_dims_perm (case OuterOrInnerPerm::Oute...
template bool mlir::hasEffect< MemoryEffects::Allocate >(Operation *)
Block represents an ordered list of Operations.
Definition Block.h:33
succ_iterator succ_end()
Definition Block.h:269
succ_iterator succ_begin()
Definition Block.h:268
std::optional< bool > isSameAllocation(Value v1, Value v2)
Return "true" if v1 and v2 originate from the same buffer allocation.
SmallPtrSet< Value, 16 > ValueSetT
BufferViewFlowAnalysis(Operation *op)
Constructs a new alias analysis using the op provided.
void remove(const SetVector< Value > &aliasValues)
Removes the given values from all alias sets.
ValueSetT resolve(Value value) const
Find all immediate and indirect views upon this value.
llvm::DenseMap< Value, ValueSetT > ValueMapT
void rename(Value from, Value to)
Replaces all occurrences of 'from' in the internal datastructures with 'to'.
bool mayBeTerminalBuffer(Value value) const
Returns "true" if the given value may be a terminal.
ValueSetT resolveReverse(Value value) const
Operation is the basic unit of execution within MLIR.
Definition Operation.h:88
MutableArrayRef< Region > getRegions()
Returns the regions held by this operation.
Definition Operation.h:677
operand_range getOperands()
Returns an iterator on the underlying Value's.
Definition Operation.h:378
std::enable_if_t< llvm::function_traits< std::decay_t< FnT > >::num_args==1, RetT > walk(FnT &&callback)
Walk the operation by calling the callback for each nested operation (including this one),...
Definition Operation.h:797
result_range getResults()
Definition Operation.h:415
static constexpr RegionBranchPoint parent()
Returns an instance of RegionBranchPoint representing the parent operation.
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
Operation * getDefiningOp() const
If this value is the result of an operation, return the operation that defines it.
Definition Value.cpp:18
static WalkResult advance()
Definition WalkResult.h:47
Include the generated interface declarations.
llvm::SetVector< T, Vector, Set, N > SetVector
Definition LLVM.h:131