/src/llvm-project/llvm/lib/Analysis/LoopCacheAnalysis.cpp
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1 | | //===- LoopCacheAnalysis.cpp - Loop Cache Analysis -------------------------==// |
2 | | // |
3 | | // The LLVM Compiler Infrastructure |
4 | | // |
5 | | // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. |
6 | | // See https://llvm.org/LICENSE.txt for license information. |
7 | | // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
8 | | // |
9 | | //===----------------------------------------------------------------------===// |
10 | | /// |
11 | | /// \file |
12 | | /// This file defines the implementation for the loop cache analysis. |
13 | | /// The implementation is largely based on the following paper: |
14 | | /// |
15 | | /// Compiler Optimizations for Improving Data Locality |
16 | | /// By: Steve Carr, Katherine S. McKinley, Chau-Wen Tseng |
17 | | /// http://www.cs.utexas.edu/users/mckinley/papers/asplos-1994.pdf |
18 | | /// |
19 | | /// The general approach taken to estimate the number of cache lines used by the |
20 | | /// memory references in an inner loop is: |
21 | | /// 1. Partition memory references that exhibit temporal or spacial reuse |
22 | | /// into reference groups. |
23 | | /// 2. For each loop L in the a loop nest LN: |
24 | | /// a. Compute the cost of the reference group |
25 | | /// b. Compute the loop cost by summing up the reference groups costs |
26 | | //===----------------------------------------------------------------------===// |
27 | | |
28 | | #include "llvm/Analysis/LoopCacheAnalysis.h" |
29 | | #include "llvm/ADT/BreadthFirstIterator.h" |
30 | | #include "llvm/ADT/Sequence.h" |
31 | | #include "llvm/ADT/SmallVector.h" |
32 | | #include "llvm/Analysis/AliasAnalysis.h" |
33 | | #include "llvm/Analysis/Delinearization.h" |
34 | | #include "llvm/Analysis/DependenceAnalysis.h" |
35 | | #include "llvm/Analysis/LoopInfo.h" |
36 | | #include "llvm/Analysis/ScalarEvolutionExpressions.h" |
37 | | #include "llvm/Analysis/TargetTransformInfo.h" |
38 | | #include "llvm/Support/CommandLine.h" |
39 | | #include "llvm/Support/Debug.h" |
40 | | |
41 | | using namespace llvm; |
42 | | |
43 | | #define DEBUG_TYPE "loop-cache-cost" |
44 | | |
45 | | static cl::opt<unsigned> DefaultTripCount( |
46 | | "default-trip-count", cl::init(100), cl::Hidden, |
47 | | cl::desc("Use this to specify the default trip count of a loop")); |
48 | | |
49 | | // In this analysis two array references are considered to exhibit temporal |
50 | | // reuse if they access either the same memory location, or a memory location |
51 | | // with distance smaller than a configurable threshold. |
52 | | static cl::opt<unsigned> TemporalReuseThreshold( |
53 | | "temporal-reuse-threshold", cl::init(2), cl::Hidden, |
54 | | cl::desc("Use this to specify the max. distance between array elements " |
55 | | "accessed in a loop so that the elements are classified to have " |
56 | | "temporal reuse")); |
57 | | |
58 | | /// Retrieve the innermost loop in the given loop nest \p Loops. It returns a |
59 | | /// nullptr if any loops in the loop vector supplied has more than one sibling. |
60 | | /// The loop vector is expected to contain loops collected in breadth-first |
61 | | /// order. |
62 | 0 | static Loop *getInnerMostLoop(const LoopVectorTy &Loops) { |
63 | 0 | assert(!Loops.empty() && "Expecting a non-empy loop vector"); |
64 | | |
65 | 0 | Loop *LastLoop = Loops.back(); |
66 | 0 | Loop *ParentLoop = LastLoop->getParentLoop(); |
67 | |
|
68 | 0 | if (ParentLoop == nullptr) { |
69 | 0 | assert(Loops.size() == 1 && "Expecting a single loop"); |
70 | 0 | return LastLoop; |
71 | 0 | } |
72 | | |
73 | 0 | return (llvm::is_sorted(Loops, |
74 | 0 | [](const Loop *L1, const Loop *L2) { |
75 | 0 | return L1->getLoopDepth() < L2->getLoopDepth(); |
76 | 0 | })) |
77 | 0 | ? LastLoop |
78 | 0 | : nullptr; |
79 | 0 | } |
80 | | |
81 | | static bool isOneDimensionalArray(const SCEV &AccessFn, const SCEV &ElemSize, |
82 | 0 | const Loop &L, ScalarEvolution &SE) { |
83 | 0 | const SCEVAddRecExpr *AR = dyn_cast<SCEVAddRecExpr>(&AccessFn); |
84 | 0 | if (!AR || !AR->isAffine()) |
85 | 0 | return false; |
86 | | |
87 | 0 | assert(AR->getLoop() && "AR should have a loop"); |
88 | | |
89 | | // Check that start and increment are not add recurrences. |
90 | 0 | const SCEV *Start = AR->getStart(); |
91 | 0 | const SCEV *Step = AR->getStepRecurrence(SE); |
92 | 0 | if (isa<SCEVAddRecExpr>(Start) || isa<SCEVAddRecExpr>(Step)) |
93 | 0 | return false; |
94 | | |
95 | | // Check that start and increment are both invariant in the loop. |
96 | 0 | if (!SE.isLoopInvariant(Start, &L) || !SE.isLoopInvariant(Step, &L)) |
97 | 0 | return false; |
98 | | |
99 | 0 | const SCEV *StepRec = AR->getStepRecurrence(SE); |
100 | 0 | if (StepRec && SE.isKnownNegative(StepRec)) |
101 | 0 | StepRec = SE.getNegativeSCEV(StepRec); |
102 | |
|
103 | 0 | return StepRec == &ElemSize; |
104 | 0 | } |
105 | | |
106 | | /// Compute the trip count for the given loop \p L or assume a default value if |
107 | | /// it is not a compile time constant. Return the SCEV expression for the trip |
108 | | /// count. |
109 | | static const SCEV *computeTripCount(const Loop &L, const SCEV &ElemSize, |
110 | 0 | ScalarEvolution &SE) { |
111 | 0 | const SCEV *BackedgeTakenCount = SE.getBackedgeTakenCount(&L); |
112 | 0 | const SCEV *TripCount = (!isa<SCEVCouldNotCompute>(BackedgeTakenCount) && |
113 | 0 | isa<SCEVConstant>(BackedgeTakenCount)) |
114 | 0 | ? SE.getTripCountFromExitCount(BackedgeTakenCount) |
115 | 0 | : nullptr; |
116 | |
|
117 | 0 | if (!TripCount) { |
118 | 0 | LLVM_DEBUG(dbgs() << "Trip count of loop " << L.getName() |
119 | 0 | << " could not be computed, using DefaultTripCount\n"); |
120 | 0 | TripCount = SE.getConstant(ElemSize.getType(), DefaultTripCount); |
121 | 0 | } |
122 | |
|
123 | 0 | return TripCount; |
124 | 0 | } |
125 | | |
126 | | //===----------------------------------------------------------------------===// |
127 | | // IndexedReference implementation |
128 | | // |
129 | 0 | raw_ostream &llvm::operator<<(raw_ostream &OS, const IndexedReference &R) { |
130 | 0 | if (!R.IsValid) { |
131 | 0 | OS << R.StoreOrLoadInst; |
132 | 0 | OS << ", IsValid=false."; |
133 | 0 | return OS; |
134 | 0 | } |
135 | | |
136 | 0 | OS << *R.BasePointer; |
137 | 0 | for (const SCEV *Subscript : R.Subscripts) |
138 | 0 | OS << "[" << *Subscript << "]"; |
139 | |
|
140 | 0 | OS << ", Sizes: "; |
141 | 0 | for (const SCEV *Size : R.Sizes) |
142 | 0 | OS << "[" << *Size << "]"; |
143 | |
|
144 | 0 | return OS; |
145 | 0 | } |
146 | | |
147 | | IndexedReference::IndexedReference(Instruction &StoreOrLoadInst, |
148 | | const LoopInfo &LI, ScalarEvolution &SE) |
149 | 0 | : StoreOrLoadInst(StoreOrLoadInst), SE(SE) { |
150 | 0 | assert((isa<StoreInst>(StoreOrLoadInst) || isa<LoadInst>(StoreOrLoadInst)) && |
151 | 0 | "Expecting a load or store instruction"); |
152 | | |
153 | 0 | IsValid = delinearize(LI); |
154 | 0 | if (IsValid) |
155 | 0 | LLVM_DEBUG(dbgs().indent(2) << "Succesfully delinearized: " << *this |
156 | 0 | << "\n"); |
157 | 0 | } |
158 | | |
159 | | std::optional<bool> |
160 | | IndexedReference::hasSpacialReuse(const IndexedReference &Other, unsigned CLS, |
161 | 0 | AAResults &AA) const { |
162 | 0 | assert(IsValid && "Expecting a valid reference"); |
163 | | |
164 | 0 | if (BasePointer != Other.getBasePointer() && !isAliased(Other, AA)) { |
165 | 0 | LLVM_DEBUG(dbgs().indent(2) |
166 | 0 | << "No spacial reuse: different base pointers\n"); |
167 | 0 | return false; |
168 | 0 | } |
169 | | |
170 | 0 | unsigned NumSubscripts = getNumSubscripts(); |
171 | 0 | if (NumSubscripts != Other.getNumSubscripts()) { |
172 | 0 | LLVM_DEBUG(dbgs().indent(2) |
173 | 0 | << "No spacial reuse: different number of subscripts\n"); |
174 | 0 | return false; |
175 | 0 | } |
176 | | |
177 | | // all subscripts must be equal, except the leftmost one (the last one). |
178 | 0 | for (auto SubNum : seq<unsigned>(0, NumSubscripts - 1)) { |
179 | 0 | if (getSubscript(SubNum) != Other.getSubscript(SubNum)) { |
180 | 0 | LLVM_DEBUG(dbgs().indent(2) << "No spacial reuse, different subscripts: " |
181 | 0 | << "\n\t" << *getSubscript(SubNum) << "\n\t" |
182 | 0 | << *Other.getSubscript(SubNum) << "\n"); |
183 | 0 | return false; |
184 | 0 | } |
185 | 0 | } |
186 | | |
187 | | // the difference between the last subscripts must be less than the cache line |
188 | | // size. |
189 | 0 | const SCEV *LastSubscript = getLastSubscript(); |
190 | 0 | const SCEV *OtherLastSubscript = Other.getLastSubscript(); |
191 | 0 | const SCEVConstant *Diff = dyn_cast<SCEVConstant>( |
192 | 0 | SE.getMinusSCEV(LastSubscript, OtherLastSubscript)); |
193 | |
|
194 | 0 | if (Diff == nullptr) { |
195 | 0 | LLVM_DEBUG(dbgs().indent(2) |
196 | 0 | << "No spacial reuse, difference between subscript:\n\t" |
197 | 0 | << *LastSubscript << "\n\t" << OtherLastSubscript |
198 | 0 | << "\nis not constant.\n"); |
199 | 0 | return std::nullopt; |
200 | 0 | } |
201 | | |
202 | 0 | bool InSameCacheLine = (Diff->getValue()->getSExtValue() < CLS); |
203 | |
|
204 | 0 | LLVM_DEBUG({ |
205 | 0 | if (InSameCacheLine) |
206 | 0 | dbgs().indent(2) << "Found spacial reuse.\n"; |
207 | 0 | else |
208 | 0 | dbgs().indent(2) << "No spacial reuse.\n"; |
209 | 0 | }); |
210 | |
|
211 | 0 | return InSameCacheLine; |
212 | 0 | } |
213 | | |
214 | | std::optional<bool> |
215 | | IndexedReference::hasTemporalReuse(const IndexedReference &Other, |
216 | | unsigned MaxDistance, const Loop &L, |
217 | 0 | DependenceInfo &DI, AAResults &AA) const { |
218 | 0 | assert(IsValid && "Expecting a valid reference"); |
219 | | |
220 | 0 | if (BasePointer != Other.getBasePointer() && !isAliased(Other, AA)) { |
221 | 0 | LLVM_DEBUG(dbgs().indent(2) |
222 | 0 | << "No temporal reuse: different base pointer\n"); |
223 | 0 | return false; |
224 | 0 | } |
225 | | |
226 | 0 | std::unique_ptr<Dependence> D = |
227 | 0 | DI.depends(&StoreOrLoadInst, &Other.StoreOrLoadInst, true); |
228 | |
|
229 | 0 | if (D == nullptr) { |
230 | 0 | LLVM_DEBUG(dbgs().indent(2) << "No temporal reuse: no dependence\n"); |
231 | 0 | return false; |
232 | 0 | } |
233 | | |
234 | 0 | if (D->isLoopIndependent()) { |
235 | 0 | LLVM_DEBUG(dbgs().indent(2) << "Found temporal reuse\n"); |
236 | 0 | return true; |
237 | 0 | } |
238 | | |
239 | | // Check the dependence distance at every loop level. There is temporal reuse |
240 | | // if the distance at the given loop's depth is small (|d| <= MaxDistance) and |
241 | | // it is zero at every other loop level. |
242 | 0 | int LoopDepth = L.getLoopDepth(); |
243 | 0 | int Levels = D->getLevels(); |
244 | 0 | for (int Level = 1; Level <= Levels; ++Level) { |
245 | 0 | const SCEV *Distance = D->getDistance(Level); |
246 | 0 | const SCEVConstant *SCEVConst = dyn_cast_or_null<SCEVConstant>(Distance); |
247 | |
|
248 | 0 | if (SCEVConst == nullptr) { |
249 | 0 | LLVM_DEBUG(dbgs().indent(2) << "No temporal reuse: distance unknown\n"); |
250 | 0 | return std::nullopt; |
251 | 0 | } |
252 | | |
253 | 0 | const ConstantInt &CI = *SCEVConst->getValue(); |
254 | 0 | if (Level != LoopDepth && !CI.isZero()) { |
255 | 0 | LLVM_DEBUG(dbgs().indent(2) |
256 | 0 | << "No temporal reuse: distance is not zero at depth=" << Level |
257 | 0 | << "\n"); |
258 | 0 | return false; |
259 | 0 | } else if (Level == LoopDepth && CI.getSExtValue() > MaxDistance) { |
260 | 0 | LLVM_DEBUG( |
261 | 0 | dbgs().indent(2) |
262 | 0 | << "No temporal reuse: distance is greater than MaxDistance at depth=" |
263 | 0 | << Level << "\n"); |
264 | 0 | return false; |
265 | 0 | } |
266 | 0 | } |
267 | | |
268 | 0 | LLVM_DEBUG(dbgs().indent(2) << "Found temporal reuse\n"); |
269 | 0 | return true; |
270 | 0 | } |
271 | | |
272 | | CacheCostTy IndexedReference::computeRefCost(const Loop &L, |
273 | 0 | unsigned CLS) const { |
274 | 0 | assert(IsValid && "Expecting a valid reference"); |
275 | 0 | LLVM_DEBUG({ |
276 | 0 | dbgs().indent(2) << "Computing cache cost for:\n"; |
277 | 0 | dbgs().indent(4) << *this << "\n"; |
278 | 0 | }); |
279 | | |
280 | | // If the indexed reference is loop invariant the cost is one. |
281 | 0 | if (isLoopInvariant(L)) { |
282 | 0 | LLVM_DEBUG(dbgs().indent(4) << "Reference is loop invariant: RefCost=1\n"); |
283 | 0 | return 1; |
284 | 0 | } |
285 | | |
286 | 0 | const SCEV *TripCount = computeTripCount(L, *Sizes.back(), SE); |
287 | 0 | assert(TripCount && "Expecting valid TripCount"); |
288 | 0 | LLVM_DEBUG(dbgs() << "TripCount=" << *TripCount << "\n"); |
289 | |
|
290 | 0 | const SCEV *RefCost = nullptr; |
291 | 0 | const SCEV *Stride = nullptr; |
292 | 0 | if (isConsecutive(L, Stride, CLS)) { |
293 | | // If the indexed reference is 'consecutive' the cost is |
294 | | // (TripCount*Stride)/CLS. |
295 | 0 | assert(Stride != nullptr && |
296 | 0 | "Stride should not be null for consecutive access!"); |
297 | 0 | Type *WiderType = SE.getWiderType(Stride->getType(), TripCount->getType()); |
298 | 0 | const SCEV *CacheLineSize = SE.getConstant(WiderType, CLS); |
299 | 0 | Stride = SE.getNoopOrAnyExtend(Stride, WiderType); |
300 | 0 | TripCount = SE.getNoopOrZeroExtend(TripCount, WiderType); |
301 | 0 | const SCEV *Numerator = SE.getMulExpr(Stride, TripCount); |
302 | 0 | RefCost = SE.getUDivExpr(Numerator, CacheLineSize); |
303 | |
|
304 | 0 | LLVM_DEBUG(dbgs().indent(4) |
305 | 0 | << "Access is consecutive: RefCost=(TripCount*Stride)/CLS=" |
306 | 0 | << *RefCost << "\n"); |
307 | 0 | } else { |
308 | | // If the indexed reference is not 'consecutive' the cost is proportional to |
309 | | // the trip count and the depth of the dimension which the subject loop |
310 | | // subscript is accessing. We try to estimate this by multiplying the cost |
311 | | // by the trip counts of loops corresponding to the inner dimensions. For |
312 | | // example, given the indexed reference 'A[i][j][k]', and assuming the |
313 | | // i-loop is in the innermost position, the cost would be equal to the |
314 | | // iterations of the i-loop multiplied by iterations of the j-loop. |
315 | 0 | RefCost = TripCount; |
316 | |
|
317 | 0 | int Index = getSubscriptIndex(L); |
318 | 0 | assert(Index >= 0 && "Cound not locate a valid Index"); |
319 | | |
320 | 0 | for (unsigned I = Index + 1; I < getNumSubscripts() - 1; ++I) { |
321 | 0 | const SCEVAddRecExpr *AR = dyn_cast<SCEVAddRecExpr>(getSubscript(I)); |
322 | 0 | assert(AR && AR->getLoop() && "Expecting valid loop"); |
323 | 0 | const SCEV *TripCount = |
324 | 0 | computeTripCount(*AR->getLoop(), *Sizes.back(), SE); |
325 | 0 | Type *WiderType = SE.getWiderType(RefCost->getType(), TripCount->getType()); |
326 | 0 | RefCost = SE.getMulExpr(SE.getNoopOrZeroExtend(RefCost, WiderType), |
327 | 0 | SE.getNoopOrZeroExtend(TripCount, WiderType)); |
328 | 0 | } |
329 | |
|
330 | 0 | LLVM_DEBUG(dbgs().indent(4) |
331 | 0 | << "Access is not consecutive: RefCost=" << *RefCost << "\n"); |
332 | 0 | } |
333 | 0 | assert(RefCost && "Expecting a valid RefCost"); |
334 | | |
335 | | // Attempt to fold RefCost into a constant. |
336 | 0 | if (auto ConstantCost = dyn_cast<SCEVConstant>(RefCost)) |
337 | 0 | return ConstantCost->getValue()->getZExtValue(); |
338 | | |
339 | 0 | LLVM_DEBUG(dbgs().indent(4) |
340 | 0 | << "RefCost is not a constant! Setting to RefCost=InvalidCost " |
341 | 0 | "(invalid value).\n"); |
342 | |
|
343 | 0 | return CacheCost::InvalidCost; |
344 | 0 | } |
345 | | |
346 | | bool IndexedReference::tryDelinearizeFixedSize( |
347 | 0 | const SCEV *AccessFn, SmallVectorImpl<const SCEV *> &Subscripts) { |
348 | 0 | SmallVector<int, 4> ArraySizes; |
349 | 0 | if (!tryDelinearizeFixedSizeImpl(&SE, &StoreOrLoadInst, AccessFn, Subscripts, |
350 | 0 | ArraySizes)) |
351 | 0 | return false; |
352 | | |
353 | | // Populate Sizes with scev expressions to be used in calculations later. |
354 | 0 | for (auto Idx : seq<unsigned>(1, Subscripts.size())) |
355 | 0 | Sizes.push_back( |
356 | 0 | SE.getConstant(Subscripts[Idx]->getType(), ArraySizes[Idx - 1])); |
357 | |
|
358 | 0 | LLVM_DEBUG({ |
359 | 0 | dbgs() << "Delinearized subscripts of fixed-size array\n" |
360 | 0 | << "GEP:" << *getLoadStorePointerOperand(&StoreOrLoadInst) |
361 | 0 | << "\n"; |
362 | 0 | }); |
363 | 0 | return true; |
364 | 0 | } |
365 | | |
366 | 0 | bool IndexedReference::delinearize(const LoopInfo &LI) { |
367 | 0 | assert(Subscripts.empty() && "Subscripts should be empty"); |
368 | 0 | assert(Sizes.empty() && "Sizes should be empty"); |
369 | 0 | assert(!IsValid && "Should be called once from the constructor"); |
370 | 0 | LLVM_DEBUG(dbgs() << "Delinearizing: " << StoreOrLoadInst << "\n"); |
371 | |
|
372 | 0 | const SCEV *ElemSize = SE.getElementSize(&StoreOrLoadInst); |
373 | 0 | const BasicBlock *BB = StoreOrLoadInst.getParent(); |
374 | |
|
375 | 0 | if (Loop *L = LI.getLoopFor(BB)) { |
376 | 0 | const SCEV *AccessFn = |
377 | 0 | SE.getSCEVAtScope(getPointerOperand(&StoreOrLoadInst), L); |
378 | |
|
379 | 0 | BasePointer = dyn_cast<SCEVUnknown>(SE.getPointerBase(AccessFn)); |
380 | 0 | if (BasePointer == nullptr) { |
381 | 0 | LLVM_DEBUG( |
382 | 0 | dbgs().indent(2) |
383 | 0 | << "ERROR: failed to delinearize, can't identify base pointer\n"); |
384 | 0 | return false; |
385 | 0 | } |
386 | | |
387 | 0 | bool IsFixedSize = false; |
388 | | // Try to delinearize fixed-size arrays. |
389 | 0 | if (tryDelinearizeFixedSize(AccessFn, Subscripts)) { |
390 | 0 | IsFixedSize = true; |
391 | | // The last element of Sizes is the element size. |
392 | 0 | Sizes.push_back(ElemSize); |
393 | 0 | LLVM_DEBUG(dbgs().indent(2) << "In Loop '" << L->getName() |
394 | 0 | << "', AccessFn: " << *AccessFn << "\n"); |
395 | 0 | } |
396 | |
|
397 | 0 | AccessFn = SE.getMinusSCEV(AccessFn, BasePointer); |
398 | | |
399 | | // Try to delinearize parametric-size arrays. |
400 | 0 | if (!IsFixedSize) { |
401 | 0 | LLVM_DEBUG(dbgs().indent(2) << "In Loop '" << L->getName() |
402 | 0 | << "', AccessFn: " << *AccessFn << "\n"); |
403 | 0 | llvm::delinearize(SE, AccessFn, Subscripts, Sizes, |
404 | 0 | SE.getElementSize(&StoreOrLoadInst)); |
405 | 0 | } |
406 | |
|
407 | 0 | if (Subscripts.empty() || Sizes.empty() || |
408 | 0 | Subscripts.size() != Sizes.size()) { |
409 | | // Attempt to determine whether we have a single dimensional array access. |
410 | | // before giving up. |
411 | 0 | if (!isOneDimensionalArray(*AccessFn, *ElemSize, *L, SE)) { |
412 | 0 | LLVM_DEBUG(dbgs().indent(2) |
413 | 0 | << "ERROR: failed to delinearize reference\n"); |
414 | 0 | Subscripts.clear(); |
415 | 0 | Sizes.clear(); |
416 | 0 | return false; |
417 | 0 | } |
418 | | |
419 | | // The array may be accessed in reverse, for example: |
420 | | // for (i = N; i > 0; i--) |
421 | | // A[i] = 0; |
422 | | // In this case, reconstruct the access function using the absolute value |
423 | | // of the step recurrence. |
424 | 0 | const SCEVAddRecExpr *AccessFnAR = dyn_cast<SCEVAddRecExpr>(AccessFn); |
425 | 0 | const SCEV *StepRec = AccessFnAR ? AccessFnAR->getStepRecurrence(SE) : nullptr; |
426 | |
|
427 | 0 | if (StepRec && SE.isKnownNegative(StepRec)) |
428 | 0 | AccessFn = SE.getAddRecExpr(AccessFnAR->getStart(), |
429 | 0 | SE.getNegativeSCEV(StepRec), |
430 | 0 | AccessFnAR->getLoop(), |
431 | 0 | AccessFnAR->getNoWrapFlags()); |
432 | 0 | const SCEV *Div = SE.getUDivExactExpr(AccessFn, ElemSize); |
433 | 0 | Subscripts.push_back(Div); |
434 | 0 | Sizes.push_back(ElemSize); |
435 | 0 | } |
436 | | |
437 | 0 | return all_of(Subscripts, [&](const SCEV *Subscript) { |
438 | 0 | return isSimpleAddRecurrence(*Subscript, *L); |
439 | 0 | }); |
440 | 0 | } |
441 | | |
442 | 0 | return false; |
443 | 0 | } |
444 | | |
445 | 0 | bool IndexedReference::isLoopInvariant(const Loop &L) const { |
446 | 0 | Value *Addr = getPointerOperand(&StoreOrLoadInst); |
447 | 0 | assert(Addr != nullptr && "Expecting either a load or a store instruction"); |
448 | 0 | assert(SE.isSCEVable(Addr->getType()) && "Addr should be SCEVable"); |
449 | | |
450 | 0 | if (SE.isLoopInvariant(SE.getSCEV(Addr), &L)) |
451 | 0 | return true; |
452 | | |
453 | | // The indexed reference is loop invariant if none of the coefficients use |
454 | | // the loop induction variable. |
455 | 0 | bool allCoeffForLoopAreZero = all_of(Subscripts, [&](const SCEV *Subscript) { |
456 | 0 | return isCoeffForLoopZeroOrInvariant(*Subscript, L); |
457 | 0 | }); |
458 | |
|
459 | 0 | return allCoeffForLoopAreZero; |
460 | 0 | } |
461 | | |
462 | | bool IndexedReference::isConsecutive(const Loop &L, const SCEV *&Stride, |
463 | 0 | unsigned CLS) const { |
464 | | // The indexed reference is 'consecutive' if the only coefficient that uses |
465 | | // the loop induction variable is the last one... |
466 | 0 | const SCEV *LastSubscript = Subscripts.back(); |
467 | 0 | for (const SCEV *Subscript : Subscripts) { |
468 | 0 | if (Subscript == LastSubscript) |
469 | 0 | continue; |
470 | 0 | if (!isCoeffForLoopZeroOrInvariant(*Subscript, L)) |
471 | 0 | return false; |
472 | 0 | } |
473 | | |
474 | | // ...and the access stride is less than the cache line size. |
475 | 0 | const SCEV *Coeff = getLastCoefficient(); |
476 | 0 | const SCEV *ElemSize = Sizes.back(); |
477 | 0 | Type *WiderType = SE.getWiderType(Coeff->getType(), ElemSize->getType()); |
478 | | // FIXME: This assumes that all values are signed integers which may |
479 | | // be incorrect in unusual codes and incorrectly use sext instead of zext. |
480 | | // for (uint32_t i = 0; i < 512; ++i) { |
481 | | // uint8_t trunc = i; |
482 | | // A[trunc] = 42; |
483 | | // } |
484 | | // This consecutively iterates twice over A. If `trunc` is sign-extended, |
485 | | // we would conclude that this may iterate backwards over the array. |
486 | | // However, LoopCacheAnalysis is heuristic anyway and transformations must |
487 | | // not result in wrong optimizations if the heuristic was incorrect. |
488 | 0 | Stride = SE.getMulExpr(SE.getNoopOrSignExtend(Coeff, WiderType), |
489 | 0 | SE.getNoopOrSignExtend(ElemSize, WiderType)); |
490 | 0 | const SCEV *CacheLineSize = SE.getConstant(Stride->getType(), CLS); |
491 | |
|
492 | 0 | Stride = SE.isKnownNegative(Stride) ? SE.getNegativeSCEV(Stride) : Stride; |
493 | 0 | return SE.isKnownPredicate(ICmpInst::ICMP_ULT, Stride, CacheLineSize); |
494 | 0 | } |
495 | | |
496 | 0 | int IndexedReference::getSubscriptIndex(const Loop &L) const { |
497 | 0 | for (auto Idx : seq<int>(0, getNumSubscripts())) { |
498 | 0 | const SCEVAddRecExpr *AR = dyn_cast<SCEVAddRecExpr>(getSubscript(Idx)); |
499 | 0 | if (AR && AR->getLoop() == &L) { |
500 | 0 | return Idx; |
501 | 0 | } |
502 | 0 | } |
503 | 0 | return -1; |
504 | 0 | } |
505 | | |
506 | 0 | const SCEV *IndexedReference::getLastCoefficient() const { |
507 | 0 | const SCEV *LastSubscript = getLastSubscript(); |
508 | 0 | auto *AR = cast<SCEVAddRecExpr>(LastSubscript); |
509 | 0 | return AR->getStepRecurrence(SE); |
510 | 0 | } |
511 | | |
512 | | bool IndexedReference::isCoeffForLoopZeroOrInvariant(const SCEV &Subscript, |
513 | 0 | const Loop &L) const { |
514 | 0 | const SCEVAddRecExpr *AR = dyn_cast<SCEVAddRecExpr>(&Subscript); |
515 | 0 | return (AR != nullptr) ? AR->getLoop() != &L |
516 | 0 | : SE.isLoopInvariant(&Subscript, &L); |
517 | 0 | } |
518 | | |
519 | | bool IndexedReference::isSimpleAddRecurrence(const SCEV &Subscript, |
520 | 0 | const Loop &L) const { |
521 | 0 | if (!isa<SCEVAddRecExpr>(Subscript)) |
522 | 0 | return false; |
523 | | |
524 | 0 | const SCEVAddRecExpr *AR = cast<SCEVAddRecExpr>(&Subscript); |
525 | 0 | assert(AR->getLoop() && "AR should have a loop"); |
526 | | |
527 | 0 | if (!AR->isAffine()) |
528 | 0 | return false; |
529 | | |
530 | 0 | const SCEV *Start = AR->getStart(); |
531 | 0 | const SCEV *Step = AR->getStepRecurrence(SE); |
532 | |
|
533 | 0 | if (!SE.isLoopInvariant(Start, &L) || !SE.isLoopInvariant(Step, &L)) |
534 | 0 | return false; |
535 | | |
536 | 0 | return true; |
537 | 0 | } |
538 | | |
539 | | bool IndexedReference::isAliased(const IndexedReference &Other, |
540 | 0 | AAResults &AA) const { |
541 | 0 | const auto &Loc1 = MemoryLocation::get(&StoreOrLoadInst); |
542 | 0 | const auto &Loc2 = MemoryLocation::get(&Other.StoreOrLoadInst); |
543 | 0 | return AA.isMustAlias(Loc1, Loc2); |
544 | 0 | } |
545 | | |
546 | | //===----------------------------------------------------------------------===// |
547 | | // CacheCost implementation |
548 | | // |
549 | 0 | raw_ostream &llvm::operator<<(raw_ostream &OS, const CacheCost &CC) { |
550 | 0 | for (const auto &LC : CC.LoopCosts) { |
551 | 0 | const Loop *L = LC.first; |
552 | 0 | OS << "Loop '" << L->getName() << "' has cost = " << LC.second << "\n"; |
553 | 0 | } |
554 | 0 | return OS; |
555 | 0 | } |
556 | | |
557 | | CacheCost::CacheCost(const LoopVectorTy &Loops, const LoopInfo &LI, |
558 | | ScalarEvolution &SE, TargetTransformInfo &TTI, |
559 | | AAResults &AA, DependenceInfo &DI, |
560 | | std::optional<unsigned> TRT) |
561 | | : Loops(Loops), TRT(TRT.value_or(TemporalReuseThreshold)), LI(LI), SE(SE), |
562 | 0 | TTI(TTI), AA(AA), DI(DI) { |
563 | 0 | assert(!Loops.empty() && "Expecting a non-empty loop vector."); |
564 | | |
565 | 0 | for (const Loop *L : Loops) { |
566 | 0 | unsigned TripCount = SE.getSmallConstantTripCount(L); |
567 | 0 | TripCount = (TripCount == 0) ? DefaultTripCount : TripCount; |
568 | 0 | TripCounts.push_back({L, TripCount}); |
569 | 0 | } |
570 | |
|
571 | 0 | calculateCacheFootprint(); |
572 | 0 | } |
573 | | |
574 | | std::unique_ptr<CacheCost> |
575 | | CacheCost::getCacheCost(Loop &Root, LoopStandardAnalysisResults &AR, |
576 | 0 | DependenceInfo &DI, std::optional<unsigned> TRT) { |
577 | 0 | if (!Root.isOutermost()) { |
578 | 0 | LLVM_DEBUG(dbgs() << "Expecting the outermost loop in a loop nest\n"); |
579 | 0 | return nullptr; |
580 | 0 | } |
581 | | |
582 | 0 | LoopVectorTy Loops; |
583 | 0 | append_range(Loops, breadth_first(&Root)); |
584 | |
|
585 | 0 | if (!getInnerMostLoop(Loops)) { |
586 | 0 | LLVM_DEBUG(dbgs() << "Cannot compute cache cost of loop nest with more " |
587 | 0 | "than one innermost loop\n"); |
588 | 0 | return nullptr; |
589 | 0 | } |
590 | | |
591 | 0 | return std::make_unique<CacheCost>(Loops, AR.LI, AR.SE, AR.TTI, AR.AA, DI, TRT); |
592 | 0 | } |
593 | | |
594 | 0 | void CacheCost::calculateCacheFootprint() { |
595 | 0 | LLVM_DEBUG(dbgs() << "POPULATING REFERENCE GROUPS\n"); |
596 | 0 | ReferenceGroupsTy RefGroups; |
597 | 0 | if (!populateReferenceGroups(RefGroups)) |
598 | 0 | return; |
599 | | |
600 | 0 | LLVM_DEBUG(dbgs() << "COMPUTING LOOP CACHE COSTS\n"); |
601 | 0 | for (const Loop *L : Loops) { |
602 | 0 | assert(llvm::none_of( |
603 | 0 | LoopCosts, |
604 | 0 | [L](const LoopCacheCostTy &LCC) { return LCC.first == L; }) && |
605 | 0 | "Should not add duplicate element"); |
606 | 0 | CacheCostTy LoopCost = computeLoopCacheCost(*L, RefGroups); |
607 | 0 | LoopCosts.push_back(std::make_pair(L, LoopCost)); |
608 | 0 | } |
609 | |
|
610 | 0 | sortLoopCosts(); |
611 | 0 | RefGroups.clear(); |
612 | 0 | } |
613 | | |
614 | 0 | bool CacheCost::populateReferenceGroups(ReferenceGroupsTy &RefGroups) const { |
615 | 0 | assert(RefGroups.empty() && "Reference groups should be empty"); |
616 | | |
617 | 0 | unsigned CLS = TTI.getCacheLineSize(); |
618 | 0 | Loop *InnerMostLoop = getInnerMostLoop(Loops); |
619 | 0 | assert(InnerMostLoop != nullptr && "Expecting a valid innermost loop"); |
620 | | |
621 | 0 | for (BasicBlock *BB : InnerMostLoop->getBlocks()) { |
622 | 0 | for (Instruction &I : *BB) { |
623 | 0 | if (!isa<StoreInst>(I) && !isa<LoadInst>(I)) |
624 | 0 | continue; |
625 | | |
626 | 0 | std::unique_ptr<IndexedReference> R(new IndexedReference(I, LI, SE)); |
627 | 0 | if (!R->isValid()) |
628 | 0 | continue; |
629 | | |
630 | 0 | bool Added = false; |
631 | 0 | for (ReferenceGroupTy &RefGroup : RefGroups) { |
632 | 0 | const IndexedReference &Representative = *RefGroup.front(); |
633 | 0 | LLVM_DEBUG({ |
634 | 0 | dbgs() << "References:\n"; |
635 | 0 | dbgs().indent(2) << *R << "\n"; |
636 | 0 | dbgs().indent(2) << Representative << "\n"; |
637 | 0 | }); |
638 | | |
639 | | |
640 | | // FIXME: Both positive and negative access functions will be placed |
641 | | // into the same reference group, resulting in a bi-directional array |
642 | | // access such as: |
643 | | // for (i = N; i > 0; i--) |
644 | | // A[i] = A[N - i]; |
645 | | // having the same cost calculation as a single dimention access pattern |
646 | | // for (i = 0; i < N; i++) |
647 | | // A[i] = A[i]; |
648 | | // when in actuality, depending on the array size, the first example |
649 | | // should have a cost closer to 2x the second due to the two cache |
650 | | // access per iteration from opposite ends of the array |
651 | 0 | std::optional<bool> HasTemporalReuse = |
652 | 0 | R->hasTemporalReuse(Representative, *TRT, *InnerMostLoop, DI, AA); |
653 | 0 | std::optional<bool> HasSpacialReuse = |
654 | 0 | R->hasSpacialReuse(Representative, CLS, AA); |
655 | |
|
656 | 0 | if ((HasTemporalReuse && *HasTemporalReuse) || |
657 | 0 | (HasSpacialReuse && *HasSpacialReuse)) { |
658 | 0 | RefGroup.push_back(std::move(R)); |
659 | 0 | Added = true; |
660 | 0 | break; |
661 | 0 | } |
662 | 0 | } |
663 | |
|
664 | 0 | if (!Added) { |
665 | 0 | ReferenceGroupTy RG; |
666 | 0 | RG.push_back(std::move(R)); |
667 | 0 | RefGroups.push_back(std::move(RG)); |
668 | 0 | } |
669 | 0 | } |
670 | 0 | } |
671 | |
|
672 | 0 | if (RefGroups.empty()) |
673 | 0 | return false; |
674 | | |
675 | 0 | LLVM_DEBUG({ |
676 | 0 | dbgs() << "\nIDENTIFIED REFERENCE GROUPS:\n"; |
677 | 0 | int n = 1; |
678 | 0 | for (const ReferenceGroupTy &RG : RefGroups) { |
679 | 0 | dbgs().indent(2) << "RefGroup " << n << ":\n"; |
680 | 0 | for (const auto &IR : RG) |
681 | 0 | dbgs().indent(4) << *IR << "\n"; |
682 | 0 | n++; |
683 | 0 | } |
684 | 0 | dbgs() << "\n"; |
685 | 0 | }); |
686 | |
|
687 | 0 | return true; |
688 | 0 | } |
689 | | |
690 | | CacheCostTy |
691 | | CacheCost::computeLoopCacheCost(const Loop &L, |
692 | 0 | const ReferenceGroupsTy &RefGroups) const { |
693 | 0 | if (!L.isLoopSimplifyForm()) |
694 | 0 | return InvalidCost; |
695 | | |
696 | 0 | LLVM_DEBUG(dbgs() << "Considering loop '" << L.getName() |
697 | 0 | << "' as innermost loop.\n"); |
698 | | |
699 | | // Compute the product of the trip counts of each other loop in the nest. |
700 | 0 | CacheCostTy TripCountsProduct = 1; |
701 | 0 | for (const auto &TC : TripCounts) { |
702 | 0 | if (TC.first == &L) |
703 | 0 | continue; |
704 | 0 | TripCountsProduct *= TC.second; |
705 | 0 | } |
706 | |
|
707 | 0 | CacheCostTy LoopCost = 0; |
708 | 0 | for (const ReferenceGroupTy &RG : RefGroups) { |
709 | 0 | CacheCostTy RefGroupCost = computeRefGroupCacheCost(RG, L); |
710 | 0 | LoopCost += RefGroupCost * TripCountsProduct; |
711 | 0 | } |
712 | |
|
713 | 0 | LLVM_DEBUG(dbgs().indent(2) << "Loop '" << L.getName() |
714 | 0 | << "' has cost=" << LoopCost << "\n"); |
715 | |
|
716 | 0 | return LoopCost; |
717 | 0 | } |
718 | | |
719 | | CacheCostTy CacheCost::computeRefGroupCacheCost(const ReferenceGroupTy &RG, |
720 | 0 | const Loop &L) const { |
721 | 0 | assert(!RG.empty() && "Reference group should have at least one member."); |
722 | | |
723 | 0 | const IndexedReference *Representative = RG.front().get(); |
724 | 0 | return Representative->computeRefCost(L, TTI.getCacheLineSize()); |
725 | 0 | } |
726 | | |
727 | | //===----------------------------------------------------------------------===// |
728 | | // LoopCachePrinterPass implementation |
729 | | // |
730 | | PreservedAnalyses LoopCachePrinterPass::run(Loop &L, LoopAnalysisManager &AM, |
731 | | LoopStandardAnalysisResults &AR, |
732 | 0 | LPMUpdater &U) { |
733 | 0 | Function *F = L.getHeader()->getParent(); |
734 | 0 | DependenceInfo DI(F, &AR.AA, &AR.SE, &AR.LI); |
735 | |
|
736 | 0 | if (auto CC = CacheCost::getCacheCost(L, AR, DI)) |
737 | 0 | OS << *CC; |
738 | |
|
739 | 0 | return PreservedAnalyses::all(); |
740 | 0 | } |