1 //===------ ZoneAlgo.cpp ----------------------------------------*- C++ -*-===//
2 //
3 //                     The LLVM Compiler Infrastructure
4 //
5 // This file is distributed under the University of Illinois Open Source
6 // License. See LICENSE.TXT for details.
7 //
8 //===----------------------------------------------------------------------===//
9 //
10 // Derive information about array elements between statements ("Zones").
11 //
12 // The algorithms here work on the scatter space - the image space of the
13 // schedule returned by Scop::getSchedule(). We call an element in that space a
14 // "timepoint". Timepoints are lexicographically ordered such that we can
15 // defined ranges in the scatter space. We use two flavors of such ranges:
16 // Timepoint sets and zones. A timepoint set is simply a subset of the scatter
17 // space and is directly stored as isl_set.
18 //
19 // Zones are used to describe the space between timepoints as open sets, i.e.
20 // they do not contain the extrema. Using isl rational sets to express these
21 // would be overkill. We also cannot store them as the integer timepoints they
22 // contain; the (nonempty) zone between 1 and 2 would be empty and
23 // indistinguishable from e.g. the zone between 3 and 4. Also, we cannot store
24 // the integer set including the extrema; the set ]1,2[ + ]3,4[ could be
25 // coalesced to ]1,3[, although we defined the range [2,3] to be not in the set.
26 // Instead, we store the "half-open" integer extrema, including the lower bound,
27 // but excluding the upper bound. Examples:
28 //
29 // * The set { [i] : 1 <= i <= 3 } represents the zone ]0,3[ (which contains the
30 //   integer points 1 and 2, but not 0 or 3)
31 //
32 // * { [1] } represents the zone ]0,1[
33 //
34 // * { [i] : i = 1 or i = 3 } represents the zone ]0,1[ + ]2,3[
35 //
36 // Therefore, an integer i in the set represents the zone ]i-1,i[, i.e. strictly
37 // speaking the integer points never belong to the zone. However, depending an
38 // the interpretation, one might want to include them. Part of the
39 // interpretation may not be known when the zone is constructed.
40 //
41 // Reads are assumed to always take place before writes, hence we can think of
42 // reads taking place at the beginning of a timepoint and writes at the end.
43 //
44 // Let's assume that the zone represents the lifetime of a variable. That is,
45 // the zone begins with a write that defines the value during its lifetime and
46 // ends with the last read of that value. In the following we consider whether a
47 // read/write at the beginning/ending of the lifetime zone should be within the
48 // zone or outside of it.
49 //
50 // * A read at the timepoint that starts the live-range loads the previous
51 //   value. Hence, exclude the timepoint starting the zone.
52 //
53 // * A write at the timepoint that starts the live-range is not defined whether
54 //   it occurs before or after the write that starts the lifetime. We do not
55 //   allow this situation to occur. Hence, we include the timepoint starting the
56 //   zone to determine whether they are conflicting.
57 //
58 // * A read at the timepoint that ends the live-range reads the same variable.
59 //   We include the timepoint at the end of the zone to include that read into
60 //   the live-range. Doing otherwise would mean that the two reads access
61 //   different values, which would mean that the value they read are both alive
62 //   at the same time but occupy the same variable.
63 //
64 // * A write at the timepoint that ends the live-range starts a new live-range.
65 //   It must not be included in the live-range of the previous definition.
66 //
67 // All combinations of reads and writes at the endpoints are possible, but most
68 // of the time only the write->read (for instance, a live-range from definition
69 // to last use) and read->write (for instance, an unused range from last use to
70 // overwrite) and combinations are interesting (half-open ranges). write->write
71 // zones might be useful as well in some context to represent
72 // output-dependencies.
73 //
74 // @see convertZoneToTimepoints
75 //
76 //
77 // The code makes use of maps and sets in many different spaces. To not loose
78 // track in which space a set or map is expected to be in, variables holding an
79 // isl reference are usually annotated in the comments. They roughly follow isl
80 // syntax for spaces, but only the tuples, not the dimensions. The tuples have a
81 // meaning as follows:
82 //
83 // * Space[] - An unspecified tuple. Used for function parameters such that the
84 //             function caller can use it for anything they like.
85 //
86 // * Domain[] - A statement instance as returned by ScopStmt::getDomain()
87 //     isl_id_get_name: Stmt_<NameOfBasicBlock>
88 //     isl_id_get_user: Pointer to ScopStmt
89 //
90 // * Element[] - An array element as in the range part of
91 //               MemoryAccess::getAccessRelation()
92 //     isl_id_get_name: MemRef_<NameOfArrayVariable>
93 //     isl_id_get_user: Pointer to ScopArrayInfo
94 //
95 // * Scatter[] - Scatter space or space of timepoints
96 //     Has no tuple id
97 //
98 // * Zone[] - Range between timepoints as described above
99 //     Has no tuple id
100 //
101 // * ValInst[] - An llvm::Value as defined at a specific timepoint.
102 //
103 //     A ValInst[] itself can be structured as one of:
104 //
105 //     * [] - An unknown value.
106 //         Always zero dimensions
107 //         Has no tuple id
108 //
109 //     * Value[] - An llvm::Value that is read-only in the SCoP, i.e. its
110 //                 runtime content does not depend on the timepoint.
111 //         Always zero dimensions
112 //         isl_id_get_name: Val_<NameOfValue>
113 //         isl_id_get_user: A pointer to an llvm::Value
114 //
115 //     * SCEV[...] - A synthesizable llvm::SCEV Expression.
116 //         In contrast to a Value[] is has at least one dimension per
117 //         SCEVAddRecExpr in the SCEV.
118 //
119 //     * [Domain[] -> Value[]] - An llvm::Value that may change during the
120 //                               Scop's execution.
121 //         The tuple itself has no id, but it wraps a map space holding a
122 //         statement instance which defines the llvm::Value as the map's domain
123 //         and llvm::Value itself as range.
124 //
125 // @see makeValInst()
126 //
127 // An annotation "{ Domain[] -> Scatter[] }" therefore means: A map from a
128 // statement instance to a timepoint, aka a schedule. There is only one scatter
129 // space, but most of the time multiple statements are processed in one set.
130 // This is why most of the time isl_union_map has to be used.
131 //
132 // The basic algorithm works as follows:
133 // At first we verify that the SCoP is compatible with this technique. For
134 // instance, two writes cannot write to the same location at the same statement
135 // instance because we cannot determine within the polyhedral model which one
136 // comes first. Once this was verified, we compute zones at which an array
137 // element is unused. This computation can fail if it takes too long. Then the
138 // main algorithm is executed. Because every store potentially trails an unused
139 // zone, we start at stores. We search for a scalar (MemoryKind::Value or
140 // MemoryKind::PHI) that we can map to the array element overwritten by the
141 // store, preferably one that is used by the store or at least the ScopStmt.
142 // When it does not conflict with the lifetime of the values in the array
143 // element, the map is applied and the unused zone updated as it is now used. We
144 // continue to try to map scalars to the array element until there are no more
145 // candidates to map. The algorithm is greedy in the sense that the first scalar
146 // not conflicting will be mapped. Other scalars processed later that could have
147 // fit the same unused zone will be rejected. As such the result depends on the
148 // processing order.
149 //
150 //===----------------------------------------------------------------------===//
151 
152 #include "polly/ZoneAlgo.h"
153 #include "polly/ScopInfo.h"
154 #include "polly/Support/GICHelper.h"
155 #include "polly/Support/ISLTools.h"
156 #include "polly/Support/VirtualInstruction.h"
157 #include "llvm/ADT/Statistic.h"
158 #include "llvm/Support/raw_ostream.h"
159 
160 #define DEBUG_TYPE "polly-zone"
161 
162 STATISTIC(NumIncompatibleArrays, "Number of not zone-analyzable arrays");
163 STATISTIC(NumCompatibleArrays, "Number of zone-analyzable arrays");
164 STATISTIC(NumRecursivePHIs, "Number of recursive PHIs");
165 STATISTIC(NumNormalizablePHIs, "Number of normalizable PHIs");
166 STATISTIC(NumPHINormialization, "Number of PHI executed normalizations");
167 
168 using namespace polly;
169 using namespace llvm;
170 
171 static isl::union_map computeReachingDefinition(isl::union_map Schedule,
172                                                 isl::union_map Writes,
173                                                 bool InclDef, bool InclRedef) {
174   return computeReachingWrite(Schedule, Writes, false, InclDef, InclRedef);
175 }
176 
177 /// Compute the reaching definition of a scalar.
178 ///
179 /// Compared to computeReachingDefinition, there is just one element which is
180 /// accessed and therefore only a set if instances that accesses that element is
181 /// required.
182 ///
183 /// @param Schedule  { DomainWrite[] -> Scatter[] }
184 /// @param Writes    { DomainWrite[] }
185 /// @param InclDef   Include the timepoint of the definition to the result.
186 /// @param InclRedef Include the timepoint of the overwrite into the result.
187 ///
188 /// @return { Scatter[] -> DomainWrite[] }
189 static isl::union_map computeScalarReachingDefinition(isl::union_map Schedule,
190                                                       isl::union_set Writes,
191                                                       bool InclDef,
192                                                       bool InclRedef) {
193   // { DomainWrite[] -> Element[] }
194   isl::union_map Defs = isl::union_map::from_domain(Writes);
195 
196   // { [Element[] -> Scatter[]] -> DomainWrite[] }
197   auto ReachDefs =
198       computeReachingDefinition(Schedule, Defs, InclDef, InclRedef);
199 
200   // { Scatter[] -> DomainWrite[] }
201   return ReachDefs.curry().range().unwrap();
202 }
203 
204 /// Compute the reaching definition of a scalar.
205 ///
206 /// This overload accepts only a single writing statement as an isl_map,
207 /// consequently the result also is only a single isl_map.
208 ///
209 /// @param Schedule  { DomainWrite[] -> Scatter[] }
210 /// @param Writes    { DomainWrite[] }
211 /// @param InclDef   Include the timepoint of the definition to the result.
212 /// @param InclRedef Include the timepoint of the overwrite into the result.
213 ///
214 /// @return { Scatter[] -> DomainWrite[] }
215 static isl::map computeScalarReachingDefinition(isl::union_map Schedule,
216                                                 isl::set Writes, bool InclDef,
217                                                 bool InclRedef) {
218   isl::space DomainSpace = Writes.get_space();
219   isl::space ScatterSpace = getScatterSpace(Schedule);
220 
221   //  { Scatter[] -> DomainWrite[] }
222   isl::union_map UMap = computeScalarReachingDefinition(
223       Schedule, isl::union_set(Writes), InclDef, InclRedef);
224 
225   isl::space ResultSpace = ScatterSpace.map_from_domain_and_range(DomainSpace);
226   return singleton(UMap, ResultSpace);
227 }
228 
229 isl::union_map polly::makeUnknownForDomain(isl::union_set Domain) {
230   return give(isl_union_map_from_domain(Domain.take()));
231 }
232 
233 /// Create a domain-to-unknown value mapping.
234 ///
235 /// @see makeUnknownForDomain(isl::union_set)
236 ///
237 /// @param Domain { Domain[] }
238 ///
239 /// @return { Domain[] -> ValInst[] }
240 static isl::map makeUnknownForDomain(isl::set Domain) {
241   return give(isl_map_from_domain(Domain.take()));
242 }
243 
244 /// Return whether @p Map maps to an unknown value.
245 ///
246 /// @param { [] -> ValInst[] }
247 static bool isMapToUnknown(const isl::map &Map) {
248   isl::space Space = Map.get_space().range();
249   return Space.has_tuple_id(isl::dim::set).is_false() &&
250          Space.is_wrapping().is_false() && Space.dim(isl::dim::set) == 0;
251 }
252 
253 isl::union_map polly::filterKnownValInst(const isl::union_map &UMap) {
254   isl::union_map Result = isl::union_map::empty(UMap.get_space());
255   isl::stat Success = UMap.foreach_map([=, &Result](isl::map Map) -> isl::stat {
256     if (!isMapToUnknown(Map))
257       Result = Result.add_map(Map);
258     return isl::stat::ok;
259   });
260   if (Success != isl::stat::ok)
261     return {};
262   return Result;
263 }
264 
265 ZoneAlgorithm::ZoneAlgorithm(const char *PassName, Scop *S, LoopInfo *LI)
266     : PassName(PassName), IslCtx(S->getSharedIslCtx()), S(S), LI(LI),
267       Schedule(S->getSchedule()) {
268   auto Domains = S->getDomains();
269 
270   Schedule =
271       give(isl_union_map_intersect_domain(Schedule.take(), Domains.take()));
272   ParamSpace = give(isl_union_map_get_space(Schedule.keep()));
273   ScatterSpace = getScatterSpace(Schedule);
274 }
275 
276 /// Check if all stores in @p Stmt store the very same value.
277 ///
278 /// This covers a special situation occurring in Polybench's
279 /// covariance/correlation (which is typical for algorithms that cover symmetric
280 /// matrices):
281 ///
282 /// for (int i = 0; i < n; i += 1)
283 /// 	for (int j = 0; j <= i; j += 1) {
284 /// 		double x = ...;
285 /// 		C[i][j] = x;
286 /// 		C[j][i] = x;
287 /// 	}
288 ///
289 /// For i == j, the same value is written twice to the same element.Double
290 /// writes to the same element are not allowed in DeLICM because its algorithm
291 /// does not see which of the writes is effective.But if its the same value
292 /// anyway, it doesn't matter.
293 ///
294 /// LLVM passes, however, cannot simplify this because the write is necessary
295 /// for i != j (unless it would add a condition for one of the writes to occur
296 /// only if i != j).
297 ///
298 /// TODO: In the future we may want to extent this to make the checks
299 ///       specific to different memory locations.
300 static bool onlySameValueWrites(ScopStmt *Stmt) {
301   Value *V = nullptr;
302 
303   for (auto *MA : *Stmt) {
304     if (!MA->isLatestArrayKind() || !MA->isMustWrite() ||
305         !MA->isOriginalArrayKind())
306       continue;
307 
308     if (!V) {
309       V = MA->getAccessValue();
310       continue;
311     }
312 
313     if (V != MA->getAccessValue())
314       return false;
315   }
316   return true;
317 }
318 
319 void ZoneAlgorithm::collectIncompatibleElts(ScopStmt *Stmt,
320                                             isl::union_set &IncompatibleElts,
321                                             isl::union_set &AllElts) {
322   auto Stores = makeEmptyUnionMap();
323   auto Loads = makeEmptyUnionMap();
324 
325   // This assumes that the MemoryKind::Array MemoryAccesses are iterated in
326   // order.
327   for (auto *MA : *Stmt) {
328     if (!MA->isOriginalArrayKind())
329       continue;
330 
331     isl::map AccRelMap = getAccessRelationFor(MA);
332     isl::union_map AccRel = AccRelMap;
333 
334     // To avoid solving any ILP problems, always add entire arrays instead of
335     // just the elements that are accessed.
336     auto ArrayElts = isl::set::universe(AccRelMap.get_space().range());
337     AllElts = AllElts.add_set(ArrayElts);
338 
339     if (MA->isRead()) {
340       // Reject load after store to same location.
341       if (!isl_union_map_is_disjoint(Stores.keep(), AccRel.keep())) {
342         DEBUG(dbgs() << "Load after store of same element in same statement\n");
343         OptimizationRemarkMissed R(PassName, "LoadAfterStore",
344                                    MA->getAccessInstruction());
345         R << "load after store of same element in same statement";
346         R << " (previous stores: " << Stores;
347         R << ", loading: " << AccRel << ")";
348         S->getFunction().getContext().diagnose(R);
349 
350         IncompatibleElts = IncompatibleElts.add_set(ArrayElts);
351       }
352 
353       Loads = give(isl_union_map_union(Loads.take(), AccRel.take()));
354 
355       continue;
356     }
357 
358     // In region statements the order is less clear, eg. the load and store
359     // might be in a boxed loop.
360     if (Stmt->isRegionStmt() &&
361         !isl_union_map_is_disjoint(Loads.keep(), AccRel.keep())) {
362       DEBUG(dbgs() << "WRITE in non-affine subregion not supported\n");
363       OptimizationRemarkMissed R(PassName, "StoreInSubregion",
364                                  MA->getAccessInstruction());
365       R << "store is in a non-affine subregion";
366       S->getFunction().getContext().diagnose(R);
367 
368       IncompatibleElts = IncompatibleElts.add_set(ArrayElts);
369     }
370 
371     // Do not allow more than one store to the same location.
372     if (!isl_union_map_is_disjoint(Stores.keep(), AccRel.keep()) &&
373         !onlySameValueWrites(Stmt)) {
374       DEBUG(dbgs() << "WRITE after WRITE to same element\n");
375       OptimizationRemarkMissed R(PassName, "StoreAfterStore",
376                                  MA->getAccessInstruction());
377       R << "store after store of same element in same statement";
378       R << " (previous stores: " << Stores;
379       R << ", storing: " << AccRel << ")";
380       S->getFunction().getContext().diagnose(R);
381 
382       IncompatibleElts = IncompatibleElts.add_set(ArrayElts);
383     }
384 
385     Stores = give(isl_union_map_union(Stores.take(), AccRel.take()));
386   }
387 }
388 
389 void ZoneAlgorithm::addArrayReadAccess(MemoryAccess *MA) {
390   assert(MA->isLatestArrayKind());
391   assert(MA->isRead());
392   ScopStmt *Stmt = MA->getStatement();
393 
394   // { DomainRead[] -> Element[] }
395   auto AccRel = intersectRange(getAccessRelationFor(MA), CompatibleElts);
396   AllReads = give(isl_union_map_add_map(AllReads.take(), AccRel.copy()));
397 
398   if (LoadInst *Load = dyn_cast_or_null<LoadInst>(MA->getAccessInstruction())) {
399     // { DomainRead[] -> ValInst[] }
400     isl::map LoadValInst = makeValInst(
401         Load, Stmt, LI->getLoopFor(Load->getParent()), Stmt->isBlockStmt());
402 
403     // { DomainRead[] -> [Element[] -> DomainRead[]] }
404     isl::map IncludeElement =
405         give(isl_map_curry(isl_map_domain_map(AccRel.take())));
406 
407     // { [Element[] -> DomainRead[]] -> ValInst[] }
408     isl::map EltLoadValInst =
409         give(isl_map_apply_domain(LoadValInst.take(), IncludeElement.take()));
410 
411     AllReadValInst = give(
412         isl_union_map_add_map(AllReadValInst.take(), EltLoadValInst.take()));
413   }
414 }
415 
416 isl::union_map ZoneAlgorithm::getWrittenValue(MemoryAccess *MA,
417                                               isl::map AccRel) {
418   if (!MA->isMustWrite())
419     return {};
420 
421   Value *AccVal = MA->getAccessValue();
422   ScopStmt *Stmt = MA->getStatement();
423   Instruction *AccInst = MA->getAccessInstruction();
424 
425   // Write a value to a single element.
426   auto L = MA->isOriginalArrayKind() ? LI->getLoopFor(AccInst->getParent())
427                                      : Stmt->getSurroundingLoop();
428   if (AccVal &&
429       AccVal->getType() == MA->getLatestScopArrayInfo()->getElementType() &&
430       AccRel.is_single_valued().is_true())
431     return makeNormalizedValInst(AccVal, Stmt, L);
432 
433   // memset(_, '0', ) is equivalent to writing the null value to all touched
434   // elements. isMustWrite() ensures that all of an element's bytes are
435   // overwritten.
436   if (auto *Memset = dyn_cast<MemSetInst>(AccInst)) {
437     auto *WrittenConstant = dyn_cast<Constant>(Memset->getValue());
438     Type *Ty = MA->getLatestScopArrayInfo()->getElementType();
439     if (WrittenConstant && WrittenConstant->isZeroValue()) {
440       Constant *Zero = Constant::getNullValue(Ty);
441       return makeNormalizedValInst(Zero, Stmt, L);
442     }
443   }
444 
445   return {};
446 }
447 
448 void ZoneAlgorithm::addArrayWriteAccess(MemoryAccess *MA) {
449   assert(MA->isLatestArrayKind());
450   assert(MA->isWrite());
451   auto *Stmt = MA->getStatement();
452 
453   // { Domain[] -> Element[] }
454   isl::map AccRel = intersectRange(getAccessRelationFor(MA), CompatibleElts);
455 
456   if (MA->isMustWrite())
457     AllMustWrites = AllMustWrites.add_map(AccRel);
458 
459   if (MA->isMayWrite())
460     AllMayWrites = AllMayWrites.add_map(AccRel);
461 
462   // { Domain[] -> ValInst[] }
463   isl::union_map WriteValInstance = getWrittenValue(MA, AccRel);
464   if (!WriteValInstance)
465     WriteValInstance = makeUnknownForDomain(Stmt);
466 
467   // { Domain[] -> [Element[] -> Domain[]] }
468   isl::map IncludeElement = AccRel.domain_map().curry();
469 
470   // { [Element[] -> DomainWrite[]] -> ValInst[] }
471   isl::union_map EltWriteValInst =
472       WriteValInstance.apply_domain(IncludeElement);
473 
474   AllWriteValInst = AllWriteValInst.unite(EltWriteValInst);
475 }
476 
477 /// Return whether @p PHI refers (also transitively through other PHIs) to
478 /// itself.
479 ///
480 /// loop:
481 ///   %phi1 = phi [0, %preheader], [%phi1, %loop]
482 ///   br i1 %c, label %loop, label %exit
483 ///
484 /// exit:
485 ///   %phi2 = phi [%phi1, %bb]
486 ///
487 /// In this example, %phi1 is recursive, but %phi2 is not.
488 static bool isRecursivePHI(const PHINode *PHI) {
489   SmallVector<const PHINode *, 8> Worklist;
490   SmallPtrSet<const PHINode *, 8> Visited;
491   Worklist.push_back(PHI);
492 
493   while (!Worklist.empty()) {
494     const PHINode *Cur = Worklist.pop_back_val();
495 
496     if (Visited.count(Cur))
497       continue;
498     Visited.insert(Cur);
499 
500     for (const Use &Incoming : Cur->incoming_values()) {
501       Value *IncomingVal = Incoming.get();
502       auto *IncomingPHI = dyn_cast<PHINode>(IncomingVal);
503       if (!IncomingPHI)
504         continue;
505 
506       if (IncomingPHI == PHI)
507         return true;
508       Worklist.push_back(IncomingPHI);
509     }
510   }
511   return false;
512 }
513 
514 isl::union_map ZoneAlgorithm::computePerPHI(const ScopArrayInfo *SAI) {
515   // TODO: If the PHI has an incoming block from before the SCoP, it is not
516   // represented in any ScopStmt.
517 
518   auto *PHI = cast<PHINode>(SAI->getBasePtr());
519   auto It = PerPHIMaps.find(PHI);
520   if (It != PerPHIMaps.end())
521     return It->second;
522 
523   assert(SAI->isPHIKind());
524 
525   // { DomainPHIWrite[] -> Scatter[] }
526   isl::union_map PHIWriteScatter = makeEmptyUnionMap();
527 
528   // Collect all incoming block timepoints.
529   for (MemoryAccess *MA : S->getPHIIncomings(SAI)) {
530     isl::map Scatter = getScatterFor(MA);
531     PHIWriteScatter = PHIWriteScatter.add_map(Scatter);
532   }
533 
534   // { DomainPHIRead[] -> Scatter[] }
535   isl::map PHIReadScatter = getScatterFor(S->getPHIRead(SAI));
536 
537   // { DomainPHIRead[] -> Scatter[] }
538   isl::map BeforeRead = beforeScatter(PHIReadScatter, true);
539 
540   // { Scatter[] }
541   isl::set WriteTimes = singleton(PHIWriteScatter.range(), ScatterSpace);
542 
543   // { DomainPHIRead[] -> Scatter[] }
544   isl::map PHIWriteTimes = BeforeRead.intersect_range(WriteTimes);
545   isl::map LastPerPHIWrites = PHIWriteTimes.lexmax();
546 
547   // { DomainPHIRead[] -> DomainPHIWrite[] }
548   isl::union_map Result =
549       isl::union_map(LastPerPHIWrites).apply_range(PHIWriteScatter.reverse());
550   assert(!Result.is_single_valued().is_false());
551   assert(!Result.is_injective().is_false());
552 
553   PerPHIMaps.insert({PHI, Result});
554   return Result;
555 }
556 
557 isl::union_set ZoneAlgorithm::makeEmptyUnionSet() const {
558   return give(isl_union_set_empty(ParamSpace.copy()));
559 }
560 
561 isl::union_map ZoneAlgorithm::makeEmptyUnionMap() const {
562   return give(isl_union_map_empty(ParamSpace.copy()));
563 }
564 
565 void ZoneAlgorithm::collectCompatibleElts() {
566   // First find all the incompatible elements, then take the complement.
567   // We compile the list of compatible (rather than incompatible) elements so
568   // users can intersect with the list, not requiring a subtract operation. It
569   // also allows us to define a 'universe' of all elements and makes it more
570   // explicit in which array elements can be used.
571   isl::union_set AllElts = makeEmptyUnionSet();
572   isl::union_set IncompatibleElts = makeEmptyUnionSet();
573 
574   for (auto &Stmt : *S)
575     collectIncompatibleElts(&Stmt, IncompatibleElts, AllElts);
576 
577   NumIncompatibleArrays += isl_union_set_n_set(IncompatibleElts.keep());
578   CompatibleElts = AllElts.subtract(IncompatibleElts);
579   NumCompatibleArrays += isl_union_set_n_set(CompatibleElts.keep());
580 }
581 
582 isl::map ZoneAlgorithm::getScatterFor(ScopStmt *Stmt) const {
583   isl::space ResultSpace = give(isl_space_map_from_domain_and_range(
584       Stmt->getDomainSpace().release(), ScatterSpace.copy()));
585   return give(isl_union_map_extract_map(Schedule.keep(), ResultSpace.take()));
586 }
587 
588 isl::map ZoneAlgorithm::getScatterFor(MemoryAccess *MA) const {
589   return getScatterFor(MA->getStatement());
590 }
591 
592 isl::union_map ZoneAlgorithm::getScatterFor(isl::union_set Domain) const {
593   return give(isl_union_map_intersect_domain(Schedule.copy(), Domain.take()));
594 }
595 
596 isl::map ZoneAlgorithm::getScatterFor(isl::set Domain) const {
597   auto ResultSpace = give(isl_space_map_from_domain_and_range(
598       isl_set_get_space(Domain.keep()), ScatterSpace.copy()));
599   auto UDomain = give(isl_union_set_from_set(Domain.copy()));
600   auto UResult = getScatterFor(std::move(UDomain));
601   auto Result = singleton(std::move(UResult), std::move(ResultSpace));
602   assert(!Result || isl_set_is_equal(give(isl_map_domain(Result.copy())).keep(),
603                                      Domain.keep()) == isl_bool_true);
604   return Result;
605 }
606 
607 isl::set ZoneAlgorithm::getDomainFor(ScopStmt *Stmt) const {
608   return Stmt->getDomain().remove_redundancies();
609 }
610 
611 isl::set ZoneAlgorithm::getDomainFor(MemoryAccess *MA) const {
612   return getDomainFor(MA->getStatement());
613 }
614 
615 isl::map ZoneAlgorithm::getAccessRelationFor(MemoryAccess *MA) const {
616   auto Domain = getDomainFor(MA);
617   auto AccRel = MA->getLatestAccessRelation();
618   return give(isl_map_intersect_domain(AccRel.take(), Domain.take()));
619 }
620 
621 isl::map ZoneAlgorithm::getScalarReachingDefinition(ScopStmt *Stmt) {
622   auto &Result = ScalarReachDefZone[Stmt];
623   if (Result)
624     return Result;
625 
626   auto Domain = getDomainFor(Stmt);
627   Result = computeScalarReachingDefinition(Schedule, Domain, false, true);
628   simplify(Result);
629 
630   return Result;
631 }
632 
633 isl::map ZoneAlgorithm::getScalarReachingDefinition(isl::set DomainDef) {
634   auto DomId = give(isl_set_get_tuple_id(DomainDef.keep()));
635   auto *Stmt = static_cast<ScopStmt *>(isl_id_get_user(DomId.keep()));
636 
637   auto StmtResult = getScalarReachingDefinition(Stmt);
638 
639   return give(isl_map_intersect_range(StmtResult.take(), DomainDef.take()));
640 }
641 
642 isl::map ZoneAlgorithm::makeUnknownForDomain(ScopStmt *Stmt) const {
643   return ::makeUnknownForDomain(getDomainFor(Stmt));
644 }
645 
646 isl::id ZoneAlgorithm::makeValueId(Value *V) {
647   if (!V)
648     return nullptr;
649 
650   auto &Id = ValueIds[V];
651   if (Id.is_null()) {
652     auto Name = getIslCompatibleName("Val_", V, ValueIds.size() - 1,
653                                      std::string(), UseInstructionNames);
654     Id = give(isl_id_alloc(IslCtx.get(), Name.c_str(), V));
655   }
656   return Id;
657 }
658 
659 isl::space ZoneAlgorithm::makeValueSpace(Value *V) {
660   auto Result = give(isl_space_set_from_params(ParamSpace.copy()));
661   return give(isl_space_set_tuple_id(Result.take(), isl_dim_set,
662                                      makeValueId(V).take()));
663 }
664 
665 isl::set ZoneAlgorithm::makeValueSet(Value *V) {
666   auto Space = makeValueSpace(V);
667   return give(isl_set_universe(Space.take()));
668 }
669 
670 isl::map ZoneAlgorithm::makeValInst(Value *Val, ScopStmt *UserStmt, Loop *Scope,
671                                     bool IsCertain) {
672   // If the definition/write is conditional, the value at the location could
673   // be either the written value or the old value. Since we cannot know which
674   // one, consider the value to be unknown.
675   if (!IsCertain)
676     return makeUnknownForDomain(UserStmt);
677 
678   auto DomainUse = getDomainFor(UserStmt);
679   auto VUse = VirtualUse::create(S, UserStmt, Scope, Val, true);
680   switch (VUse.getKind()) {
681   case VirtualUse::Constant:
682   case VirtualUse::Block:
683   case VirtualUse::Hoisted:
684   case VirtualUse::ReadOnly: {
685     // The definition does not depend on the statement which uses it.
686     auto ValSet = makeValueSet(Val);
687     return give(isl_map_from_domain_and_range(DomainUse.take(), ValSet.take()));
688   }
689 
690   case VirtualUse::Synthesizable: {
691     auto *ScevExpr = VUse.getScevExpr();
692     auto UseDomainSpace = give(isl_set_get_space(DomainUse.keep()));
693 
694     // Construct the SCEV space.
695     // TODO: Add only the induction variables referenced in SCEVAddRecExpr
696     // expressions, not just all of them.
697     auto ScevId = give(isl_id_alloc(UseDomainSpace.get_ctx().get(), nullptr,
698                                     const_cast<SCEV *>(ScevExpr)));
699     auto ScevSpace =
700         give(isl_space_drop_dims(UseDomainSpace.copy(), isl_dim_set, 0, 0));
701     ScevSpace = give(
702         isl_space_set_tuple_id(ScevSpace.take(), isl_dim_set, ScevId.copy()));
703 
704     // { DomainUse[] -> ScevExpr[] }
705     auto ValInst = give(isl_map_identity(isl_space_map_from_domain_and_range(
706         UseDomainSpace.copy(), ScevSpace.copy())));
707     return ValInst;
708   }
709 
710   case VirtualUse::Intra: {
711     // Definition and use is in the same statement. We do not need to compute
712     // a reaching definition.
713 
714     // { llvm::Value }
715     auto ValSet = makeValueSet(Val);
716 
717     // {  UserDomain[] -> llvm::Value }
718     auto ValInstSet =
719         give(isl_map_from_domain_and_range(DomainUse.take(), ValSet.take()));
720 
721     // { UserDomain[] -> [UserDomain[] - >llvm::Value] }
722     auto Result = give(isl_map_reverse(isl_map_domain_map(ValInstSet.take())));
723     simplify(Result);
724     return Result;
725   }
726 
727   case VirtualUse::Inter: {
728     // The value is defined in a different statement.
729 
730     auto *Inst = cast<Instruction>(Val);
731     auto *ValStmt = S->getStmtFor(Inst);
732 
733     // If the llvm::Value is defined in a removed Stmt, we cannot derive its
734     // domain. We could use an arbitrary statement, but this could result in
735     // different ValInst[] for the same llvm::Value.
736     if (!ValStmt)
737       return ::makeUnknownForDomain(DomainUse);
738 
739     // { DomainDef[] }
740     auto DomainDef = getDomainFor(ValStmt);
741 
742     // { Scatter[] -> DomainDef[] }
743     auto ReachDef = getScalarReachingDefinition(DomainDef);
744 
745     // { DomainUse[] -> Scatter[] }
746     auto UserSched = getScatterFor(DomainUse);
747 
748     // { DomainUse[] -> DomainDef[] }
749     auto UsedInstance =
750         give(isl_map_apply_range(UserSched.take(), ReachDef.take()));
751 
752     // { llvm::Value }
753     auto ValSet = makeValueSet(Val);
754 
755     // { DomainUse[] -> llvm::Value[] }
756     auto ValInstSet =
757         give(isl_map_from_domain_and_range(DomainUse.take(), ValSet.take()));
758 
759     // { DomainUse[] -> [DomainDef[] -> llvm::Value]  }
760     auto Result =
761         give(isl_map_range_product(UsedInstance.take(), ValInstSet.take()));
762 
763     simplify(Result);
764     return Result;
765   }
766   }
767   llvm_unreachable("Unhandled use type");
768 }
769 
770 /// Remove all computed PHIs out of @p Input and replace by their incoming
771 /// value.
772 ///
773 /// @param Input        { [] -> ValInst[] }
774 /// @param ComputedPHIs Set of PHIs that are replaced. Its ValInst must appear
775 ///                     on the LHS of @p NormalizeMap.
776 /// @param NormalizeMap { ValInst[] -> ValInst[] }
777 static isl::union_map normalizeValInst(isl::union_map Input,
778                                        const DenseSet<PHINode *> &ComputedPHIs,
779                                        isl::union_map NormalizeMap) {
780   isl::union_map Result = isl::union_map::empty(Input.get_space());
781   Input.foreach_map(
782       [&Result, &ComputedPHIs, &NormalizeMap](isl::map Map) -> isl::stat {
783         isl::space Space = Map.get_space();
784         isl::space RangeSpace = Space.range();
785 
786         // Instructions within the SCoP are always wrapped. Non-wrapped tuples
787         // are therefore invariant in the SCoP and don't need normalization.
788         if (!RangeSpace.is_wrapping()) {
789           Result = Result.add_map(Map);
790           return isl::stat::ok;
791         }
792 
793         auto *PHI = dyn_cast<PHINode>(static_cast<Value *>(
794             RangeSpace.unwrap().get_tuple_id(isl::dim::out).get_user()));
795 
796         // If no normalization is necessary, then the ValInst stands for itself.
797         if (!ComputedPHIs.count(PHI)) {
798           Result = Result.add_map(Map);
799           return isl::stat::ok;
800         }
801 
802         // Otherwise, apply the normalization.
803         isl::union_map Mapped = isl::union_map(Map).apply_range(NormalizeMap);
804         Result = Result.unite(Mapped);
805         NumPHINormialization++;
806         return isl::stat::ok;
807       });
808   return Result;
809 }
810 
811 isl::union_map ZoneAlgorithm::makeNormalizedValInst(llvm::Value *Val,
812                                                     ScopStmt *UserStmt,
813                                                     llvm::Loop *Scope,
814                                                     bool IsCertain) {
815   isl::map ValInst = makeValInst(Val, UserStmt, Scope, IsCertain);
816   isl::union_map Normalized =
817       normalizeValInst(ValInst, ComputedPHIs, NormalizeMap);
818   return Normalized;
819 }
820 
821 bool ZoneAlgorithm::isCompatibleAccess(MemoryAccess *MA) {
822   if (!MA)
823     return false;
824   if (!MA->isLatestArrayKind())
825     return false;
826   Instruction *AccInst = MA->getAccessInstruction();
827   return isa<StoreInst>(AccInst) || isa<LoadInst>(AccInst);
828 }
829 
830 bool ZoneAlgorithm::isNormalizable(MemoryAccess *MA) {
831   assert(MA->isRead());
832 
833   // Exclude ExitPHIs, we are assuming that a normalizable PHI has a READ
834   // MemoryAccess.
835   if (!MA->isOriginalPHIKind())
836     return false;
837 
838   // Exclude recursive PHIs, normalizing them would require a transitive
839   // closure.
840   auto *PHI = cast<PHINode>(MA->getAccessInstruction());
841   if (RecursivePHIs.count(PHI))
842     return false;
843 
844   // Ensure that each incoming value can be represented by a ValInst[].
845   // We do represent values from statements associated to multiple incoming
846   // value by the PHI itself, but we do not handle this case yet (especially
847   // isNormalized()) when normalizing.
848   const ScopArrayInfo *SAI = MA->getOriginalScopArrayInfo();
849   auto Incomings = S->getPHIIncomings(SAI);
850   for (MemoryAccess *Incoming : Incomings) {
851     if (Incoming->getIncoming().size() != 1)
852       return false;
853   }
854 
855   return true;
856 }
857 
858 bool ZoneAlgorithm::isNormalized(isl::map Map) {
859   isl::space Space = Map.get_space();
860   isl::space RangeSpace = Space.range();
861 
862   if (!RangeSpace.is_wrapping())
863     return true;
864 
865   auto *PHI = dyn_cast<PHINode>(static_cast<Value *>(
866       RangeSpace.unwrap().get_tuple_id(isl::dim::out).get_user()));
867   if (!PHI)
868     return true;
869 
870   auto *IncomingStmt = static_cast<ScopStmt *>(
871       RangeSpace.unwrap().get_tuple_id(isl::dim::in).get_user());
872   MemoryAccess *PHIRead = IncomingStmt->lookupPHIReadOf(PHI);
873   if (!isNormalizable(PHIRead))
874     return true;
875 
876   return false;
877 }
878 
879 bool ZoneAlgorithm::isNormalized(isl::union_map UMap) {
880   auto Result = UMap.foreach_map([this](isl::map Map) -> isl::stat {
881     if (isNormalized(Map))
882       return isl::stat::ok;
883     return isl::stat::error;
884   });
885   return Result == isl::stat::ok;
886 }
887 
888 void ZoneAlgorithm::computeCommon() {
889   AllReads = makeEmptyUnionMap();
890   AllMayWrites = makeEmptyUnionMap();
891   AllMustWrites = makeEmptyUnionMap();
892   AllWriteValInst = makeEmptyUnionMap();
893   AllReadValInst = makeEmptyUnionMap();
894 
895   // Default to empty, i.e. no normalization/replacement is taking place. Call
896   // computeNormalizedPHIs() to initialize.
897   NormalizeMap = makeEmptyUnionMap();
898   ComputedPHIs.clear();
899 
900   for (auto &Stmt : *S) {
901     for (auto *MA : Stmt) {
902       if (!MA->isLatestArrayKind())
903         continue;
904 
905       if (MA->isRead())
906         addArrayReadAccess(MA);
907 
908       if (MA->isWrite())
909         addArrayWriteAccess(MA);
910     }
911   }
912 
913   // { DomainWrite[] -> Element[] }
914   AllWrites =
915       give(isl_union_map_union(AllMustWrites.copy(), AllMayWrites.copy()));
916 
917   // { [Element[] -> Zone[]] -> DomainWrite[] }
918   WriteReachDefZone =
919       computeReachingDefinition(Schedule, AllWrites, false, true);
920   simplify(WriteReachDefZone);
921 }
922 
923 void ZoneAlgorithm::computeNormalizedPHIs() {
924   // Determine which PHIs can reference themselves. They are excluded from
925   // normalization to avoid problems with transitive closures.
926   for (ScopStmt &Stmt : *S) {
927     for (MemoryAccess *MA : Stmt) {
928       if (!MA->isPHIKind())
929         continue;
930       if (!MA->isRead())
931         continue;
932 
933       // TODO: Can be more efficient since isRecursivePHI can theoretically
934       // determine recursiveness for multiple values and/or cache results.
935       auto *PHI = cast<PHINode>(MA->getAccessInstruction());
936       if (isRecursivePHI(PHI)) {
937         NumRecursivePHIs++;
938         RecursivePHIs.insert(PHI);
939       }
940     }
941   }
942 
943   // { PHIValInst[] -> IncomingValInst[] }
944   isl::union_map AllPHIMaps = makeEmptyUnionMap();
945 
946   // Discover new PHIs and try to normalize them.
947   DenseSet<PHINode *> AllPHIs;
948   for (ScopStmt &Stmt : *S) {
949     for (MemoryAccess *MA : Stmt) {
950       if (!MA->isOriginalPHIKind())
951         continue;
952       if (!MA->isRead())
953         continue;
954       if (!isNormalizable(MA))
955         continue;
956 
957       auto *PHI = cast<PHINode>(MA->getAccessInstruction());
958       const ScopArrayInfo *SAI = MA->getOriginalScopArrayInfo();
959 
960       // { PHIDomain[] -> PHIValInst[] }
961       isl::map PHIValInst = makeValInst(PHI, &Stmt, Stmt.getSurroundingLoop());
962 
963       // { IncomingDomain[] -> IncomingValInst[] }
964       isl::union_map IncomingValInsts = makeEmptyUnionMap();
965 
966       // Get all incoming values.
967       for (MemoryAccess *MA : S->getPHIIncomings(SAI)) {
968         ScopStmt *IncomingStmt = MA->getStatement();
969 
970         auto Incoming = MA->getIncoming();
971         assert(Incoming.size() == 1 && "The incoming value must be "
972                                        "representable by something else than "
973                                        "the PHI itself");
974         Value *IncomingVal = Incoming[0].second;
975 
976         // { IncomingDomain[] -> IncomingValInst[] }
977         isl::map IncomingValInst = makeValInst(
978             IncomingVal, IncomingStmt, IncomingStmt->getSurroundingLoop());
979 
980         IncomingValInsts = IncomingValInsts.add_map(IncomingValInst);
981       }
982 
983       // Determine which instance of the PHI statement corresponds to which
984       // incoming value.
985       // { PHIDomain[] -> IncomingDomain[] }
986       isl::union_map PerPHI = computePerPHI(SAI);
987 
988       // { PHIValInst[] -> IncomingValInst[] }
989       isl::union_map PHIMap =
990           PerPHI.apply_domain(PHIValInst).apply_range(IncomingValInsts);
991       assert(!PHIMap.is_single_valued().is_false());
992 
993       // Resolve transitiveness: The incoming value of the newly discovered PHI
994       // may reference a previously normalized PHI. At the same time, already
995       // normalized PHIs might be normalized to the new PHI. At the end, none of
996       // the PHIs may appear on the right-hand-side of the normalization map.
997       PHIMap = normalizeValInst(PHIMap, AllPHIs, AllPHIMaps);
998       AllPHIs.insert(PHI);
999       AllPHIMaps = normalizeValInst(AllPHIMaps, AllPHIs, PHIMap);
1000 
1001       AllPHIMaps = AllPHIMaps.unite(PHIMap);
1002       NumNormalizablePHIs++;
1003     }
1004   }
1005   simplify(AllPHIMaps);
1006 
1007   // Apply the normalization.
1008   ComputedPHIs = AllPHIs;
1009   NormalizeMap = AllPHIMaps;
1010 
1011   assert(!NormalizeMap || isNormalized(NormalizeMap));
1012 }
1013 
1014 void ZoneAlgorithm::printAccesses(llvm::raw_ostream &OS, int Indent) const {
1015   OS.indent(Indent) << "After accesses {\n";
1016   for (auto &Stmt : *S) {
1017     OS.indent(Indent + 4) << Stmt.getBaseName() << "\n";
1018     for (auto *MA : Stmt)
1019       MA->print(OS);
1020   }
1021   OS.indent(Indent) << "}\n";
1022 }
1023 
1024 isl::union_map ZoneAlgorithm::computeKnownFromMustWrites() const {
1025   // { [Element[] -> Zone[]] -> [Element[] -> DomainWrite[]] }
1026   isl::union_map EltReachdDef = distributeDomain(WriteReachDefZone.curry());
1027 
1028   // { [Element[] -> DomainWrite[]] -> ValInst[] }
1029   isl::union_map AllKnownWriteValInst = filterKnownValInst(AllWriteValInst);
1030 
1031   // { [Element[] -> Zone[]] -> ValInst[] }
1032   return EltReachdDef.apply_range(AllKnownWriteValInst);
1033 }
1034 
1035 isl::union_map ZoneAlgorithm::computeKnownFromLoad() const {
1036   // { Element[] }
1037   isl::union_set AllAccessedElts = AllReads.range().unite(AllWrites.range());
1038 
1039   // { Element[] -> Scatter[] }
1040   isl::union_map EltZoneUniverse = isl::union_map::from_domain_and_range(
1041       AllAccessedElts, isl::set::universe(ScatterSpace));
1042 
1043   // This assumes there are no "holes" in
1044   // isl_union_map_domain(WriteReachDefZone); alternatively, compute the zone
1045   // before the first write or that are not written at all.
1046   // { Element[] -> Scatter[] }
1047   isl::union_set NonReachDef =
1048       EltZoneUniverse.wrap().subtract(WriteReachDefZone.domain());
1049 
1050   // { [Element[] -> Zone[]] -> ReachDefId[] }
1051   isl::union_map DefZone =
1052       WriteReachDefZone.unite(isl::union_map::from_domain(NonReachDef));
1053 
1054   // { [Element[] -> Scatter[]] -> Element[] }
1055   isl::union_map EltZoneElt = EltZoneUniverse.domain_map();
1056 
1057   // { [Element[] -> Zone[]] -> [Element[] -> ReachDefId[]] }
1058   isl::union_map DefZoneEltDefId = EltZoneElt.range_product(DefZone);
1059 
1060   // { Element[] -> [Zone[] -> ReachDefId[]] }
1061   isl::union_map EltDefZone = DefZone.curry();
1062 
1063   // { [Element[] -> Zone[] -> [Element[] -> ReachDefId[]] }
1064   isl::union_map EltZoneEltDefid = distributeDomain(EltDefZone);
1065 
1066   // { [Element[] -> Scatter[]] -> DomainRead[] }
1067   isl::union_map Reads = AllReads.range_product(Schedule).reverse();
1068 
1069   // { [Element[] -> Scatter[]] -> [Element[] -> DomainRead[]] }
1070   isl::union_map ReadsElt = EltZoneElt.range_product(Reads);
1071 
1072   // { [Element[] -> Scatter[]] -> ValInst[] }
1073   isl::union_map ScatterKnown = ReadsElt.apply_range(AllReadValInst);
1074 
1075   // { [Element[] -> ReachDefId[]] -> ValInst[] }
1076   isl::union_map DefidKnown =
1077       DefZoneEltDefId.apply_domain(ScatterKnown).reverse();
1078 
1079   // { [Element[] -> Zone[]] -> ValInst[] }
1080   return DefZoneEltDefId.apply_range(DefidKnown);
1081 }
1082 
1083 isl::union_map ZoneAlgorithm::computeKnown(bool FromWrite,
1084                                            bool FromRead) const {
1085   isl::union_map Result = makeEmptyUnionMap();
1086 
1087   if (FromWrite)
1088     Result = Result.unite(computeKnownFromMustWrites());
1089 
1090   if (FromRead)
1091     Result = Result.unite(computeKnownFromLoad());
1092 
1093   simplify(Result);
1094   return Result;
1095 }
1096