1 //===- BufferOptimizations.cpp - pre-pass optimizations for bufferization -===//
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 implements logic for three optimization passes. The first two
10 // passes try to move alloc nodes out of blocks to reduce the number of
11 // allocations and copies during buffer deallocation. The third pass tries to
12 // convert heap-based allocations to stack-based allocations, if possible.
13 
14 #include "PassDetail.h"
15 #include "mlir/Dialect/Bufferization/Transforms/BufferUtils.h"
16 #include "mlir/Dialect/Bufferization/Transforms/Passes.h"
17 #include "mlir/Dialect/MemRef/IR/MemRef.h"
18 #include "mlir/IR/Operation.h"
19 #include "mlir/Interfaces/LoopLikeInterface.h"
20 #include "mlir/Pass/Pass.h"
21 
22 using namespace mlir;
23 using namespace mlir::bufferization;
24 
25 /// Returns true if the given operation implements a known high-level region-
26 /// based control-flow interface.
27 static bool isKnownControlFlowInterface(Operation *op) {
28   return isa<LoopLikeOpInterface, RegionBranchOpInterface>(op);
29 }
30 
31 /// Check if the size of the allocation is less than the given size. The
32 /// transformation is only applied to small buffers since large buffers could
33 /// exceed the stack space.
34 static bool defaultIsSmallAlloc(Value alloc, unsigned maximumSizeInBytes,
35                                 unsigned maxRankOfAllocatedMemRef) {
36   auto type = alloc.getType().dyn_cast<ShapedType>();
37   if (!type || !alloc.getDefiningOp<memref::AllocOp>())
38     return false;
39   if (!type.hasStaticShape()) {
40     // Check if the dynamic shape dimension of the alloc is produced by
41     // `memref.rank`. If this is the case, it is likely to be small.
42     // Furthermore, the dimension is limited to the maximum rank of the
43     // allocated memref to avoid large values by multiplying several small
44     // values.
45     if (type.getRank() <= maxRankOfAllocatedMemRef) {
46       return llvm::all_of(alloc.getDefiningOp()->getOperands(),
47                           [&](Value operand) {
48                             return operand.getDefiningOp<memref::RankOp>();
49                           });
50     }
51     return false;
52   }
53   unsigned bitwidth = mlir::DataLayout::closest(alloc.getDefiningOp())
54                           .getTypeSizeInBits(type.getElementType());
55   return type.getNumElements() * bitwidth <= maximumSizeInBytes * 8;
56 }
57 
58 /// Checks whether the given aliases leave the allocation scope.
59 static bool
60 leavesAllocationScope(Region *parentRegion,
61                       const BufferViewFlowAnalysis::ValueSetT &aliases) {
62   for (Value alias : aliases) {
63     for (auto *use : alias.getUsers()) {
64       // If there is at least one alias that leaves the parent region, we know
65       // that this alias escapes the whole region and hence the associated
66       // allocation leaves allocation scope.
67       if (isRegionReturnLike(use) && use->getParentRegion() == parentRegion)
68         return true;
69     }
70   }
71   return false;
72 }
73 
74 /// Checks, if an automated allocation scope for a given alloc value exists.
75 static bool hasAllocationScope(Value alloc,
76                                const BufferViewFlowAnalysis &aliasAnalysis) {
77   Region *region = alloc.getParentRegion();
78   do {
79     if (Operation *parentOp = region->getParentOp()) {
80       // Check if the operation is an automatic allocation scope and whether an
81       // alias leaves the scope. This means, an allocation yields out of
82       // this scope and can not be transformed in a stack-based allocation.
83       if (parentOp->hasTrait<OpTrait::AutomaticAllocationScope>() &&
84           !leavesAllocationScope(region, aliasAnalysis.resolve(alloc)))
85         return true;
86       // Check if the operation is a known control flow interface and break the
87       // loop to avoid transformation in loops. Furthermore skip transformation
88       // if the operation does not implement a RegionBeanchOpInterface.
89       if (BufferPlacementTransformationBase::isLoop(parentOp) ||
90           !isKnownControlFlowInterface(parentOp))
91         break;
92     }
93   } while ((region = region->getParentRegion()));
94   return false;
95 }
96 
97 namespace {
98 
99 //===----------------------------------------------------------------------===//
100 // BufferAllocationHoisting
101 //===----------------------------------------------------------------------===//
102 
103 /// A base implementation compatible with the `BufferAllocationHoisting` class.
104 struct BufferAllocationHoistingStateBase {
105   /// A pointer to the current dominance info.
106   DominanceInfo *dominators;
107 
108   /// The current allocation value.
109   Value allocValue;
110 
111   /// The current placement block (if any).
112   Block *placementBlock;
113 
114   /// Initializes the state base.
115   BufferAllocationHoistingStateBase(DominanceInfo *dominators, Value allocValue,
116                                     Block *placementBlock)
117       : dominators(dominators), allocValue(allocValue),
118         placementBlock(placementBlock) {}
119 };
120 
121 /// Implements the actual hoisting logic for allocation nodes.
122 template <typename StateT>
123 class BufferAllocationHoisting : public BufferPlacementTransformationBase {
124 public:
125   BufferAllocationHoisting(Operation *op)
126       : BufferPlacementTransformationBase(op), dominators(op),
127         postDominators(op), scopeOp(op) {}
128 
129   /// Moves allocations upwards.
130   void hoist() {
131     SmallVector<Value> allocsAndAllocas;
132     for (BufferPlacementAllocs::AllocEntry &entry : allocs)
133       allocsAndAllocas.push_back(std::get<0>(entry));
134     scopeOp->walk(
135         [&](memref::AllocaOp op) { allocsAndAllocas.push_back(op.memref()); });
136 
137     for (auto allocValue : allocsAndAllocas) {
138       if (!StateT::shouldHoistOpType(allocValue.getDefiningOp()))
139         continue;
140       Operation *definingOp = allocValue.getDefiningOp();
141       assert(definingOp && "No defining op");
142       auto operands = definingOp->getOperands();
143       auto resultAliases = aliases.resolve(allocValue);
144       // Determine the common dominator block of all aliases.
145       Block *dominatorBlock =
146           findCommonDominator(allocValue, resultAliases, dominators);
147       // Init the initial hoisting state.
148       StateT state(&dominators, allocValue, allocValue.getParentBlock());
149       // Check for additional allocation dependencies to compute an upper bound
150       // for hoisting.
151       Block *dependencyBlock = nullptr;
152       // If this node has dependencies, check all dependent nodes. This ensures
153       // that all dependency values have been computed before allocating the
154       // buffer.
155       for (Value depValue : operands) {
156         Block *depBlock = depValue.getParentBlock();
157         if (!dependencyBlock || dominators.dominates(dependencyBlock, depBlock))
158           dependencyBlock = depBlock;
159       }
160 
161       // Find the actual placement block and determine the start operation using
162       // an upper placement-block boundary. The idea is that placement block
163       // cannot be moved any further upwards than the given upper bound.
164       Block *placementBlock = findPlacementBlock(
165           state, state.computeUpperBound(dominatorBlock, dependencyBlock));
166       Operation *startOperation = BufferPlacementAllocs::getStartOperation(
167           allocValue, placementBlock, liveness);
168 
169       // Move the alloc in front of the start operation.
170       Operation *allocOperation = allocValue.getDefiningOp();
171       allocOperation->moveBefore(startOperation);
172     }
173   }
174 
175 private:
176   /// Finds a valid placement block by walking upwards in the CFG until we
177   /// either cannot continue our walk due to constraints (given by the StateT
178   /// implementation) or we have reached the upper-most dominator block.
179   Block *findPlacementBlock(StateT &state, Block *upperBound) {
180     Block *currentBlock = state.placementBlock;
181     // Walk from the innermost regions/loops to the outermost regions/loops and
182     // find an appropriate placement block that satisfies the constraint of the
183     // current StateT implementation. Walk until we reach the upperBound block
184     // (if any).
185 
186     // If we are not able to find a valid parent operation or an associated
187     // parent block, break the walk loop.
188     Operation *parentOp;
189     Block *parentBlock;
190     while ((parentOp = currentBlock->getParentOp()) &&
191            (parentBlock = parentOp->getBlock()) &&
192            (!upperBound ||
193             dominators.properlyDominates(upperBound, currentBlock))) {
194       // Try to find an immediate dominator and check whether the parent block
195       // is above the immediate dominator (if any).
196       DominanceInfoNode *idom = nullptr;
197 
198       // DominanceInfo doesn't support getNode queries for single-block regions.
199       if (!currentBlock->isEntryBlock())
200         idom = dominators.getNode(currentBlock)->getIDom();
201 
202       if (idom && dominators.properlyDominates(parentBlock, idom->getBlock())) {
203         // If the current immediate dominator is below the placement block, move
204         // to the immediate dominator block.
205         currentBlock = idom->getBlock();
206         state.recordMoveToDominator(currentBlock);
207       } else {
208         // We have to move to our parent block since an immediate dominator does
209         // either not exist or is above our parent block. If we cannot move to
210         // our parent operation due to constraints given by the StateT
211         // implementation, break the walk loop. Furthermore, we should not move
212         // allocations out of unknown region-based control-flow operations.
213         if (!isKnownControlFlowInterface(parentOp) ||
214             !state.isLegalPlacement(parentOp))
215           break;
216         // Move to our parent block by notifying the current StateT
217         // implementation.
218         currentBlock = parentBlock;
219         state.recordMoveToParent(currentBlock);
220       }
221     }
222     // Return the finally determined placement block.
223     return state.placementBlock;
224   }
225 
226   /// The dominator info to find the appropriate start operation to move the
227   /// allocs.
228   DominanceInfo dominators;
229 
230   /// The post dominator info to move the dependent allocs in the right
231   /// position.
232   PostDominanceInfo postDominators;
233 
234   /// The map storing the final placement blocks of a given alloc value.
235   llvm::DenseMap<Value, Block *> placementBlocks;
236 
237   /// The operation that this transformation is working on. It is used to also
238   /// gather allocas.
239   Operation *scopeOp;
240 };
241 
242 /// A state implementation compatible with the `BufferAllocationHoisting` class
243 /// that hoists allocations into dominator blocks while keeping them inside of
244 /// loops.
245 struct BufferAllocationHoistingState : BufferAllocationHoistingStateBase {
246   using BufferAllocationHoistingStateBase::BufferAllocationHoistingStateBase;
247 
248   /// Computes the upper bound for the placement block search.
249   Block *computeUpperBound(Block *dominatorBlock, Block *dependencyBlock) {
250     // If we do not have a dependency block, the upper bound is given by the
251     // dominator block.
252     if (!dependencyBlock)
253       return dominatorBlock;
254 
255     // Find the "lower" block of the dominator and the dependency block to
256     // ensure that we do not move allocations above this block.
257     return dominators->properlyDominates(dominatorBlock, dependencyBlock)
258                ? dependencyBlock
259                : dominatorBlock;
260   }
261 
262   /// Returns true if the given operation does not represent a loop.
263   bool isLegalPlacement(Operation *op) {
264     return !BufferPlacementTransformationBase::isLoop(op);
265   }
266 
267   /// Returns true if the given operation should be considered for hoisting.
268   static bool shouldHoistOpType(Operation *op) {
269     return llvm::isa<memref::AllocOp>(op);
270   }
271 
272   /// Sets the current placement block to the given block.
273   void recordMoveToDominator(Block *block) { placementBlock = block; }
274 
275   /// Sets the current placement block to the given block.
276   void recordMoveToParent(Block *block) { recordMoveToDominator(block); }
277 };
278 
279 /// A state implementation compatible with the `BufferAllocationHoisting` class
280 /// that hoists allocations out of loops.
281 struct BufferAllocationLoopHoistingState : BufferAllocationHoistingStateBase {
282   using BufferAllocationHoistingStateBase::BufferAllocationHoistingStateBase;
283 
284   /// Remembers the dominator block of all aliases.
285   Block *aliasDominatorBlock = nullptr;
286 
287   /// Computes the upper bound for the placement block search.
288   Block *computeUpperBound(Block *dominatorBlock, Block *dependencyBlock) {
289     aliasDominatorBlock = dominatorBlock;
290     // If there is a dependency block, we have to use this block as an upper
291     // bound to satisfy all allocation value dependencies.
292     return dependencyBlock ? dependencyBlock : nullptr;
293   }
294 
295   /// Returns true if the given operation represents a loop and one of the
296   /// aliases caused the `aliasDominatorBlock` to be "above" the block of the
297   /// given loop operation. If this is the case, it indicates that the
298   /// allocation is passed via a back edge.
299   bool isLegalPlacement(Operation *op) {
300     return BufferPlacementTransformationBase::isLoop(op) &&
301            !dominators->dominates(aliasDominatorBlock, op->getBlock());
302   }
303 
304   /// Returns true if the given operation should be considered for hoisting.
305   static bool shouldHoistOpType(Operation *op) {
306     return llvm::isa<memref::AllocOp, memref::AllocaOp>(op);
307   }
308 
309   /// Does not change the internal placement block, as we want to move
310   /// operations out of loops only.
311   void recordMoveToDominator(Block *block) {}
312 
313   /// Sets the current placement block to the given block.
314   void recordMoveToParent(Block *block) { placementBlock = block; }
315 };
316 
317 //===----------------------------------------------------------------------===//
318 // BufferPlacementPromotion
319 //===----------------------------------------------------------------------===//
320 
321 /// Promotes heap-based allocations to stack-based allocations (if possible).
322 class BufferPlacementPromotion : BufferPlacementTransformationBase {
323 public:
324   BufferPlacementPromotion(Operation *op)
325       : BufferPlacementTransformationBase(op) {}
326 
327   /// Promote buffers to stack-based allocations.
328   void promote(function_ref<bool(Value)> isSmallAlloc) {
329     for (BufferPlacementAllocs::AllocEntry &entry : allocs) {
330       Value alloc = std::get<0>(entry);
331       Operation *dealloc = std::get<1>(entry);
332       // Checking several requirements to transform an AllocOp into an AllocaOp.
333       // The transformation is done if the allocation is limited to a given
334       // size. Furthermore, a deallocation must not be defined for this
335       // allocation entry and a parent allocation scope must exist.
336       if (!isSmallAlloc(alloc) || dealloc ||
337           !hasAllocationScope(alloc, aliases))
338         continue;
339 
340       Operation *startOperation = BufferPlacementAllocs::getStartOperation(
341           alloc, alloc.getParentBlock(), liveness);
342       // Build a new alloca that is associated with its parent
343       // `AutomaticAllocationScope` determined during the initialization phase.
344       OpBuilder builder(startOperation);
345       Operation *allocOp = alloc.getDefiningOp();
346       Operation *alloca = builder.create<memref::AllocaOp>(
347           alloc.getLoc(), alloc.getType().cast<MemRefType>(),
348           allocOp->getOperands());
349 
350       // Replace the original alloc by a newly created alloca.
351       allocOp->replaceAllUsesWith(alloca);
352       allocOp->erase();
353     }
354   }
355 };
356 
357 //===----------------------------------------------------------------------===//
358 // BufferOptimizationPasses
359 //===----------------------------------------------------------------------===//
360 
361 /// The buffer hoisting pass that hoists allocation nodes into dominating
362 /// blocks.
363 struct BufferHoistingPass : BufferHoistingBase<BufferHoistingPass> {
364 
365   void runOnOperation() override {
366     // Hoist all allocations into dominator blocks.
367     BufferAllocationHoisting<BufferAllocationHoistingState> optimizer(
368         getOperation());
369     optimizer.hoist();
370   }
371 };
372 
373 /// The buffer loop hoisting pass that hoists allocation nodes out of loops.
374 struct BufferLoopHoistingPass : BufferLoopHoistingBase<BufferLoopHoistingPass> {
375 
376   void runOnOperation() override {
377     // Hoist all allocations out of loops.
378     BufferAllocationHoisting<BufferAllocationLoopHoistingState> optimizer(
379         getOperation());
380     optimizer.hoist();
381   }
382 };
383 
384 /// The promote buffer to stack pass that tries to convert alloc nodes into
385 /// alloca nodes.
386 class PromoteBuffersToStackPass
387     : public PromoteBuffersToStackBase<PromoteBuffersToStackPass> {
388 public:
389   PromoteBuffersToStackPass(unsigned maxAllocSizeInBytes,
390                             unsigned maxRankOfAllocatedMemRef) {
391     this->maxAllocSizeInBytes = maxAllocSizeInBytes;
392     this->maxRankOfAllocatedMemRef = maxRankOfAllocatedMemRef;
393   }
394 
395   explicit PromoteBuffersToStackPass(std::function<bool(Value)> isSmallAlloc)
396       : isSmallAlloc(std::move(isSmallAlloc)) {}
397 
398   LogicalResult initialize(MLIRContext *context) override {
399     if (isSmallAlloc == nullptr) {
400       isSmallAlloc = [=](Value alloc) {
401         return defaultIsSmallAlloc(alloc, maxAllocSizeInBytes,
402                                    maxRankOfAllocatedMemRef);
403       };
404     }
405     return success();
406   }
407 
408   void runOnOperation() override {
409     // Move all allocation nodes and convert candidates into allocas.
410     BufferPlacementPromotion optimizer(getOperation());
411     optimizer.promote(isSmallAlloc);
412   }
413 
414 private:
415   std::function<bool(Value)> isSmallAlloc;
416 };
417 
418 } // namespace
419 
420 std::unique_ptr<Pass> mlir::bufferization::createBufferHoistingPass() {
421   return std::make_unique<BufferHoistingPass>();
422 }
423 
424 std::unique_ptr<Pass> mlir::bufferization::createBufferLoopHoistingPass() {
425   return std::make_unique<BufferLoopHoistingPass>();
426 }
427 
428 std::unique_ptr<Pass> mlir::bufferization::createPromoteBuffersToStackPass(
429     unsigned maxAllocSizeInBytes, unsigned maxRankOfAllocatedMemRef) {
430   return std::make_unique<PromoteBuffersToStackPass>(maxAllocSizeInBytes,
431                                                      maxRankOfAllocatedMemRef);
432 }
433 
434 std::unique_ptr<Pass> mlir::bufferization::createPromoteBuffersToStackPass(
435     std::function<bool(Value)> isSmallAlloc) {
436   return std::make_unique<PromoteBuffersToStackPass>(std::move(isSmallAlloc));
437 }
438