1 //===- SLPVectorizer.cpp - A bottom up SLP Vectorizer ---------------------===//
3 // The LLVM Compiler Infrastructure
5 // This file is distributed under the University of Illinois Open Source
6 // License. See LICENSE.TXT for details.
8 //===----------------------------------------------------------------------===//
9 // This pass implements the Bottom Up SLP vectorizer. It detects consecutive
10 // stores that can be put together into vector-stores. Next, it attempts to
11 // construct vectorizable tree using the use-def chains. If a profitable tree
12 // was found, the SLP vectorizer performs vectorization on the tree.
14 // The pass is inspired by the work described in the paper:
15 // "Loop-Aware SLP in GCC" by Ira Rosen, Dorit Nuzman, Ayal Zaks.
17 //===----------------------------------------------------------------------===//
18 #define SV_NAME "slp-vectorizer"
19 #define DEBUG_TYPE "SLP"
21 #include "llvm/Transforms/Vectorize.h"
22 #include "llvm/ADT/MapVector.h"
23 #include "llvm/ADT/PostOrderIterator.h"
24 #include "llvm/ADT/SetVector.h"
25 #include "llvm/Analysis/AliasAnalysis.h"
26 #include "llvm/Analysis/LoopInfo.h"
27 #include "llvm/Analysis/ScalarEvolution.h"
28 #include "llvm/Analysis/ScalarEvolutionExpressions.h"
29 #include "llvm/Analysis/TargetTransformInfo.h"
30 #include "llvm/Analysis/ValueTracking.h"
31 #include "llvm/IR/DataLayout.h"
32 #include "llvm/IR/Dominators.h"
33 #include "llvm/IR/IRBuilder.h"
34 #include "llvm/IR/Instructions.h"
35 #include "llvm/IR/IntrinsicInst.h"
36 #include "llvm/IR/Module.h"
37 #include "llvm/IR/Type.h"
38 #include "llvm/IR/Value.h"
39 #include "llvm/IR/Verifier.h"
40 #include "llvm/Pass.h"
41 #include "llvm/Support/CommandLine.h"
42 #include "llvm/Support/Debug.h"
43 #include "llvm/Support/raw_ostream.h"
50 SLPCostThreshold("slp-threshold", cl::init(0), cl::Hidden,
51 cl::desc("Only vectorize if you gain more than this "
55 ShouldVectorizeHor("slp-vectorize-hor", cl::init(false), cl::Hidden,
56 cl::desc("Attempt to vectorize horizontal reductions"));
58 static cl::opt<bool> ShouldStartVectorizeHorAtStore(
59 "slp-vectorize-hor-store", cl::init(false), cl::Hidden,
61 "Attempt to vectorize horizontal reductions feeding into a store"));
65 static const unsigned MinVecRegSize = 128;
67 static const unsigned RecursionMaxDepth = 12;
69 /// A helper class for numbering instructions in multiple blocks.
70 /// Numbers start at zero for each basic block.
71 struct BlockNumbering {
73 BlockNumbering(BasicBlock *Bb) : BB(Bb), Valid(false) {}
75 BlockNumbering() : BB(0), Valid(false) {}
77 void numberInstructions() {
81 // Number the instructions in the block.
82 for (BasicBlock::iterator it = BB->begin(), e = BB->end(); it != e; ++it) {
84 InstrVec.push_back(it);
85 assert(InstrVec[InstrIdx[it]] == it && "Invalid allocation");
90 int getIndex(Instruction *I) {
91 assert(I->getParent() == BB && "Invalid instruction");
94 assert(InstrIdx.count(I) && "Unknown instruction");
98 Instruction *getInstruction(unsigned loc) {
100 numberInstructions();
101 assert(InstrVec.size() > loc && "Invalid Index");
102 return InstrVec[loc];
105 void forget() { Valid = false; }
108 /// The block we are numbering.
110 /// Is the block numbered.
112 /// Maps instructions to numbers and back.
113 SmallDenseMap<Instruction *, int> InstrIdx;
114 /// Maps integers to Instructions.
115 SmallVector<Instruction *, 32> InstrVec;
118 /// \returns the parent basic block if all of the instructions in \p VL
119 /// are in the same block or null otherwise.
120 static BasicBlock *getSameBlock(ArrayRef<Value *> VL) {
121 Instruction *I0 = dyn_cast<Instruction>(VL[0]);
124 BasicBlock *BB = I0->getParent();
125 for (int i = 1, e = VL.size(); i < e; i++) {
126 Instruction *I = dyn_cast<Instruction>(VL[i]);
130 if (BB != I->getParent())
136 /// \returns True if all of the values in \p VL are constants.
137 static bool allConstant(ArrayRef<Value *> VL) {
138 for (unsigned i = 0, e = VL.size(); i < e; ++i)
139 if (!isa<Constant>(VL[i]))
144 /// \returns True if all of the values in \p VL are identical.
145 static bool isSplat(ArrayRef<Value *> VL) {
146 for (unsigned i = 1, e = VL.size(); i < e; ++i)
152 /// \returns The opcode if all of the Instructions in \p VL have the same
154 static unsigned getSameOpcode(ArrayRef<Value *> VL) {
155 Instruction *I0 = dyn_cast<Instruction>(VL[0]);
158 unsigned Opcode = I0->getOpcode();
159 for (int i = 1, e = VL.size(); i < e; i++) {
160 Instruction *I = dyn_cast<Instruction>(VL[i]);
161 if (!I || Opcode != I->getOpcode())
167 /// \returns \p I after propagating metadata from \p VL.
168 static Instruction *propagateMetadata(Instruction *I, ArrayRef<Value *> VL) {
169 Instruction *I0 = cast<Instruction>(VL[0]);
170 SmallVector<std::pair<unsigned, MDNode *>, 4> Metadata;
171 I0->getAllMetadataOtherThanDebugLoc(Metadata);
173 for (unsigned i = 0, n = Metadata.size(); i != n; ++i) {
174 unsigned Kind = Metadata[i].first;
175 MDNode *MD = Metadata[i].second;
177 for (int i = 1, e = VL.size(); MD && i != e; i++) {
178 Instruction *I = cast<Instruction>(VL[i]);
179 MDNode *IMD = I->getMetadata(Kind);
183 MD = 0; // Remove unknown metadata
185 case LLVMContext::MD_tbaa:
186 MD = MDNode::getMostGenericTBAA(MD, IMD);
188 case LLVMContext::MD_fpmath:
189 MD = MDNode::getMostGenericFPMath(MD, IMD);
193 I->setMetadata(Kind, MD);
198 /// \returns The type that all of the values in \p VL have or null if there
199 /// are different types.
200 static Type* getSameType(ArrayRef<Value *> VL) {
201 Type *Ty = VL[0]->getType();
202 for (int i = 1, e = VL.size(); i < e; i++)
203 if (VL[i]->getType() != Ty)
209 /// \returns True if the ExtractElement instructions in VL can be vectorized
210 /// to use the original vector.
211 static bool CanReuseExtract(ArrayRef<Value *> VL) {
212 assert(Instruction::ExtractElement == getSameOpcode(VL) && "Invalid opcode");
213 // Check if all of the extracts come from the same vector and from the
216 ExtractElementInst *E0 = cast<ExtractElementInst>(VL0);
217 Value *Vec = E0->getOperand(0);
219 // We have to extract from the same vector type.
220 unsigned NElts = Vec->getType()->getVectorNumElements();
222 if (NElts != VL.size())
225 // Check that all of the indices extract from the correct offset.
226 ConstantInt *CI = dyn_cast<ConstantInt>(E0->getOperand(1));
227 if (!CI || CI->getZExtValue())
230 for (unsigned i = 1, e = VL.size(); i < e; ++i) {
231 ExtractElementInst *E = cast<ExtractElementInst>(VL[i]);
232 ConstantInt *CI = dyn_cast<ConstantInt>(E->getOperand(1));
234 if (!CI || CI->getZExtValue() != i || E->getOperand(0) != Vec)
241 static void reorderInputsAccordingToOpcode(ArrayRef<Value *> VL,
242 SmallVectorImpl<Value *> &Left,
243 SmallVectorImpl<Value *> &Right) {
245 SmallVector<Value *, 16> OrigLeft, OrigRight;
247 bool AllSameOpcodeLeft = true;
248 bool AllSameOpcodeRight = true;
249 for (unsigned i = 0, e = VL.size(); i != e; ++i) {
250 Instruction *I = cast<Instruction>(VL[i]);
251 Value *V0 = I->getOperand(0);
252 Value *V1 = I->getOperand(1);
254 OrigLeft.push_back(V0);
255 OrigRight.push_back(V1);
257 Instruction *I0 = dyn_cast<Instruction>(V0);
258 Instruction *I1 = dyn_cast<Instruction>(V1);
260 // Check whether all operands on one side have the same opcode. In this case
261 // we want to preserve the original order and not make things worse by
263 AllSameOpcodeLeft = I0;
264 AllSameOpcodeRight = I1;
266 if (i && AllSameOpcodeLeft) {
267 if(Instruction *P0 = dyn_cast<Instruction>(OrigLeft[i-1])) {
268 if(P0->getOpcode() != I0->getOpcode())
269 AllSameOpcodeLeft = false;
271 AllSameOpcodeLeft = false;
273 if (i && AllSameOpcodeRight) {
274 if(Instruction *P1 = dyn_cast<Instruction>(OrigRight[i-1])) {
275 if(P1->getOpcode() != I1->getOpcode())
276 AllSameOpcodeRight = false;
278 AllSameOpcodeRight = false;
281 // Sort two opcodes. In the code below we try to preserve the ability to use
282 // broadcast of values instead of individual inserts.
289 // If we just sorted according to opcode we would leave the first line in
290 // tact but we would swap vl2 with vr2 because opcode(phi) > opcode(load).
293 // Because vr2 and vr1 are from the same load we loose the opportunity of a
294 // broadcast for the packed right side in the backend: we have [vr1, vl2]
295 // instead of [vr1, vr2=vr1].
297 if(!i && I0->getOpcode() > I1->getOpcode()) {
300 } else if (i && I0->getOpcode() > I1->getOpcode() && Right[i-1] != I1) {
301 // Try not to destroy a broad cast for no apparent benefit.
304 } else if (i && I0->getOpcode() == I1->getOpcode() && Right[i-1] == I0) {
305 // Try preserve broadcasts.
308 } else if (i && I0->getOpcode() == I1->getOpcode() && Left[i-1] == I1) {
309 // Try preserve broadcasts.
318 // One opcode, put the instruction on the right.
328 bool LeftBroadcast = isSplat(Left);
329 bool RightBroadcast = isSplat(Right);
331 // Don't reorder if the operands where good to begin with.
332 if (!(LeftBroadcast || RightBroadcast) &&
333 (AllSameOpcodeRight || AllSameOpcodeLeft)) {
339 /// Bottom Up SLP Vectorizer.
342 typedef SmallVector<Value *, 8> ValueList;
343 typedef SmallVector<Instruction *, 16> InstrList;
344 typedef SmallPtrSet<Value *, 16> ValueSet;
345 typedef SmallVector<StoreInst *, 8> StoreList;
347 BoUpSLP(Function *Func, ScalarEvolution *Se, const DataLayout *Dl,
348 TargetTransformInfo *Tti, AliasAnalysis *Aa, LoopInfo *Li,
350 F(Func), SE(Se), DL(Dl), TTI(Tti), AA(Aa), LI(Li), DT(Dt),
351 Builder(Se->getContext()) {
352 // Setup the block numbering utility for all of the blocks in the
354 for (Function::iterator it = F->begin(), e = F->end(); it != e; ++it) {
356 BlocksNumbers[BB] = BlockNumbering(BB);
360 /// \brief Vectorize the tree that starts with the elements in \p VL.
361 /// Returns the vectorized root.
362 Value *vectorizeTree();
364 /// \returns the vectorization cost of the subtree that starts at \p VL.
365 /// A negative number means that this is profitable.
368 /// Construct a vectorizable tree that starts at \p Roots and is possibly
369 /// used by a reduction of \p RdxOps.
370 void buildTree(ArrayRef<Value *> Roots, ValueSet *RdxOps = 0);
372 /// Clear the internal data structures that are created by 'buildTree'.
375 VectorizableTree.clear();
376 ScalarToTreeEntry.clear();
378 ExternalUses.clear();
379 MemBarrierIgnoreList.clear();
382 /// \returns true if the memory operations A and B are consecutive.
383 bool isConsecutiveAccess(Value *A, Value *B);
385 /// \brief Perform LICM and CSE on the newly generated gather sequences.
386 void optimizeGatherSequence();
390 /// \returns the cost of the vectorizable entry.
391 int getEntryCost(TreeEntry *E);
393 /// This is the recursive part of buildTree.
394 void buildTree_rec(ArrayRef<Value *> Roots, unsigned Depth);
396 /// Vectorize a single entry in the tree.
397 Value *vectorizeTree(TreeEntry *E);
399 /// Vectorize a single entry in the tree, starting in \p VL.
400 Value *vectorizeTree(ArrayRef<Value *> VL);
402 /// \returns the pointer to the vectorized value if \p VL is already
403 /// vectorized, or NULL. They may happen in cycles.
404 Value *alreadyVectorized(ArrayRef<Value *> VL) const;
406 /// \brief Take the pointer operand from the Load/Store instruction.
407 /// \returns NULL if this is not a valid Load/Store instruction.
408 static Value *getPointerOperand(Value *I);
410 /// \brief Take the address space operand from the Load/Store instruction.
411 /// \returns -1 if this is not a valid Load/Store instruction.
412 static unsigned getAddressSpaceOperand(Value *I);
414 /// \returns the scalarization cost for this type. Scalarization in this
415 /// context means the creation of vectors from a group of scalars.
416 int getGatherCost(Type *Ty);
418 /// \returns the scalarization cost for this list of values. Assuming that
419 /// this subtree gets vectorized, we may need to extract the values from the
420 /// roots. This method calculates the cost of extracting the values.
421 int getGatherCost(ArrayRef<Value *> VL);
423 /// \returns the AA location that is being access by the instruction.
424 AliasAnalysis::Location getLocation(Instruction *I);
426 /// \brief Checks if it is possible to sink an instruction from
427 /// \p Src to \p Dst.
428 /// \returns the pointer to the barrier instruction if we can't sink.
429 Value *getSinkBarrier(Instruction *Src, Instruction *Dst);
431 /// \returns the index of the last instruction in the BB from \p VL.
432 int getLastIndex(ArrayRef<Value *> VL);
434 /// \returns the Instruction in the bundle \p VL.
435 Instruction *getLastInstruction(ArrayRef<Value *> VL);
437 /// \brief Set the Builder insert point to one after the last instruction in
439 void setInsertPointAfterBundle(ArrayRef<Value *> VL);
441 /// \returns a vector from a collection of scalars in \p VL.
442 Value *Gather(ArrayRef<Value *> VL, VectorType *Ty);
444 /// \returns whether the VectorizableTree is fully vectoriable and will
445 /// be beneficial even the tree height is tiny.
446 bool isFullyVectorizableTinyTree();
449 TreeEntry() : Scalars(), VectorizedValue(0), LastScalarIndex(0),
452 /// \returns true if the scalars in VL are equal to this entry.
453 bool isSame(ArrayRef<Value *> VL) const {
454 assert(VL.size() == Scalars.size() && "Invalid size");
455 return std::equal(VL.begin(), VL.end(), Scalars.begin());
458 /// A vector of scalars.
461 /// The Scalars are vectorized into this value. It is initialized to Null.
462 Value *VectorizedValue;
464 /// The index in the basic block of the last scalar.
467 /// Do we need to gather this sequence ?
471 /// Create a new VectorizableTree entry.
472 TreeEntry *newTreeEntry(ArrayRef<Value *> VL, bool Vectorized) {
473 VectorizableTree.push_back(TreeEntry());
474 int idx = VectorizableTree.size() - 1;
475 TreeEntry *Last = &VectorizableTree[idx];
476 Last->Scalars.insert(Last->Scalars.begin(), VL.begin(), VL.end());
477 Last->NeedToGather = !Vectorized;
479 Last->LastScalarIndex = getLastIndex(VL);
480 for (int i = 0, e = VL.size(); i != e; ++i) {
481 assert(!ScalarToTreeEntry.count(VL[i]) && "Scalar already in tree!");
482 ScalarToTreeEntry[VL[i]] = idx;
485 Last->LastScalarIndex = 0;
486 MustGather.insert(VL.begin(), VL.end());
491 /// -- Vectorization State --
492 /// Holds all of the tree entries.
493 std::vector<TreeEntry> VectorizableTree;
495 /// Maps a specific scalar to its tree entry.
496 SmallDenseMap<Value*, int> ScalarToTreeEntry;
498 /// A list of scalars that we found that we need to keep as scalars.
501 /// This POD struct describes one external user in the vectorized tree.
502 struct ExternalUser {
503 ExternalUser (Value *S, llvm::User *U, int L) :
504 Scalar(S), User(U), Lane(L){};
505 // Which scalar in our function.
507 // Which user that uses the scalar.
509 // Which lane does the scalar belong to.
512 typedef SmallVector<ExternalUser, 16> UserList;
514 /// A list of values that need to extracted out of the tree.
515 /// This list holds pairs of (Internal Scalar : External User).
516 UserList ExternalUses;
518 /// A list of instructions to ignore while sinking
519 /// memory instructions. This map must be reset between runs of getCost.
520 ValueSet MemBarrierIgnoreList;
522 /// Holds all of the instructions that we gathered.
523 SetVector<Instruction *> GatherSeq;
524 /// A list of blocks that we are going to CSE.
525 SetVector<BasicBlock *> CSEBlocks;
527 /// Numbers instructions in different blocks.
528 DenseMap<BasicBlock *, BlockNumbering> BlocksNumbers;
530 /// Reduction operators.
533 // Analysis and block reference.
536 const DataLayout *DL;
537 TargetTransformInfo *TTI;
541 /// Instruction builder to construct the vectorized tree.
545 void BoUpSLP::buildTree(ArrayRef<Value *> Roots, ValueSet *Rdx) {
548 if (!getSameType(Roots))
550 buildTree_rec(Roots, 0);
552 // Collect the values that we need to extract from the tree.
553 for (int EIdx = 0, EE = VectorizableTree.size(); EIdx < EE; ++EIdx) {
554 TreeEntry *Entry = &VectorizableTree[EIdx];
557 for (int Lane = 0, LE = Entry->Scalars.size(); Lane != LE; ++Lane) {
558 Value *Scalar = Entry->Scalars[Lane];
560 // No need to handle users of gathered values.
561 if (Entry->NeedToGather)
564 for (User *U : Scalar->users()) {
565 DEBUG(dbgs() << "SLP: Checking user:" << *U << ".\n");
567 // Skip in-tree scalars that become vectors.
568 if (ScalarToTreeEntry.count(U)) {
569 DEBUG(dbgs() << "SLP: \tInternal user will be removed:" <<
571 int Idx = ScalarToTreeEntry[U]; (void) Idx;
572 assert(!VectorizableTree[Idx].NeedToGather && "Bad state");
575 Instruction *UserInst = dyn_cast<Instruction>(U);
579 // Ignore uses that are part of the reduction.
580 if (Rdx && std::find(Rdx->begin(), Rdx->end(), UserInst) != Rdx->end())
583 DEBUG(dbgs() << "SLP: Need to extract:" << *U << " from lane " <<
584 Lane << " from " << *Scalar << ".\n");
585 ExternalUses.push_back(ExternalUser(Scalar, U, Lane));
592 void BoUpSLP::buildTree_rec(ArrayRef<Value *> VL, unsigned Depth) {
593 bool SameTy = getSameType(VL); (void)SameTy;
594 assert(SameTy && "Invalid types!");
596 if (Depth == RecursionMaxDepth) {
597 DEBUG(dbgs() << "SLP: Gathering due to max recursion depth.\n");
598 newTreeEntry(VL, false);
602 // Don't handle vectors.
603 if (VL[0]->getType()->isVectorTy()) {
604 DEBUG(dbgs() << "SLP: Gathering due to vector type.\n");
605 newTreeEntry(VL, false);
609 if (StoreInst *SI = dyn_cast<StoreInst>(VL[0]))
610 if (SI->getValueOperand()->getType()->isVectorTy()) {
611 DEBUG(dbgs() << "SLP: Gathering due to store vector type.\n");
612 newTreeEntry(VL, false);
616 // If all of the operands are identical or constant we have a simple solution.
617 if (allConstant(VL) || isSplat(VL) || !getSameBlock(VL) ||
618 !getSameOpcode(VL)) {
619 DEBUG(dbgs() << "SLP: Gathering due to C,S,B,O. \n");
620 newTreeEntry(VL, false);
624 // We now know that this is a vector of instructions of the same type from
627 // Check if this is a duplicate of another entry.
628 if (ScalarToTreeEntry.count(VL[0])) {
629 int Idx = ScalarToTreeEntry[VL[0]];
630 TreeEntry *E = &VectorizableTree[Idx];
631 for (unsigned i = 0, e = VL.size(); i != e; ++i) {
632 DEBUG(dbgs() << "SLP: \tChecking bundle: " << *VL[i] << ".\n");
633 if (E->Scalars[i] != VL[i]) {
634 DEBUG(dbgs() << "SLP: Gathering due to partial overlap.\n");
635 newTreeEntry(VL, false);
639 DEBUG(dbgs() << "SLP: Perfect diamond merge at " << *VL[0] << ".\n");
643 // Check that none of the instructions in the bundle are already in the tree.
644 for (unsigned i = 0, e = VL.size(); i != e; ++i) {
645 if (ScalarToTreeEntry.count(VL[i])) {
646 DEBUG(dbgs() << "SLP: The instruction (" << *VL[i] <<
647 ") is already in tree.\n");
648 newTreeEntry(VL, false);
653 // If any of the scalars appears in the table OR it is marked as a value that
654 // needs to stat scalar then we need to gather the scalars.
655 for (unsigned i = 0, e = VL.size(); i != e; ++i) {
656 if (ScalarToTreeEntry.count(VL[i]) || MustGather.count(VL[i])) {
657 DEBUG(dbgs() << "SLP: Gathering due to gathered scalar. \n");
658 newTreeEntry(VL, false);
663 // Check that all of the users of the scalars that we want to vectorize are
665 Instruction *VL0 = cast<Instruction>(VL[0]);
666 int MyLastIndex = getLastIndex(VL);
667 BasicBlock *BB = cast<Instruction>(VL0)->getParent();
669 for (unsigned i = 0, e = VL.size(); i != e; ++i) {
670 Instruction *Scalar = cast<Instruction>(VL[i]);
671 DEBUG(dbgs() << "SLP: Checking users of " << *Scalar << ". \n");
672 for (User *U : Scalar->users()) {
673 DEBUG(dbgs() << "SLP: \tUser " << *U << ". \n");
674 Instruction *UI = dyn_cast<Instruction>(U);
676 DEBUG(dbgs() << "SLP: Gathering due unknown user. \n");
677 newTreeEntry(VL, false);
681 // We don't care if the user is in a different basic block.
682 BasicBlock *UserBlock = UI->getParent();
683 if (UserBlock != BB) {
684 DEBUG(dbgs() << "SLP: User from a different basic block "
689 // If this is a PHINode within this basic block then we can place the
690 // extract wherever we want.
691 if (isa<PHINode>(*UI)) {
692 DEBUG(dbgs() << "SLP: \tWe can schedule PHIs:" << *UI << ". \n");
696 // Check if this is a safe in-tree user.
697 if (ScalarToTreeEntry.count(UI)) {
698 int Idx = ScalarToTreeEntry[UI];
699 int VecLocation = VectorizableTree[Idx].LastScalarIndex;
700 if (VecLocation <= MyLastIndex) {
701 DEBUG(dbgs() << "SLP: Gathering due to unschedulable vector. \n");
702 newTreeEntry(VL, false);
705 DEBUG(dbgs() << "SLP: In-tree user (" << *UI << ") at #" <<
706 VecLocation << " vector value (" << *Scalar << ") at #"
707 << MyLastIndex << ".\n");
711 // This user is part of the reduction.
712 if (RdxOps && RdxOps->count(UI))
715 // Make sure that we can schedule this unknown user.
716 BlockNumbering &BN = BlocksNumbers[BB];
717 int UserIndex = BN.getIndex(UI);
718 if (UserIndex < MyLastIndex) {
720 DEBUG(dbgs() << "SLP: Can't schedule extractelement for "
722 newTreeEntry(VL, false);
728 // Check that every instructions appears once in this bundle.
729 for (unsigned i = 0, e = VL.size(); i < e; ++i)
730 for (unsigned j = i+1; j < e; ++j)
731 if (VL[i] == VL[j]) {
732 DEBUG(dbgs() << "SLP: Scalar used twice in bundle.\n");
733 newTreeEntry(VL, false);
737 // Check that instructions in this bundle don't reference other instructions.
738 // The runtime of this check is O(N * N-1 * uses(N)) and a typical N is 4.
739 for (unsigned i = 0, e = VL.size(); i < e; ++i) {
740 for (User *U : VL[i]->users()) {
741 for (unsigned j = 0; j < e; ++j) {
742 if (i != j && U == VL[j]) {
743 DEBUG(dbgs() << "SLP: Intra-bundle dependencies!" << *U << ". \n");
744 newTreeEntry(VL, false);
751 DEBUG(dbgs() << "SLP: We are able to schedule this bundle.\n");
753 unsigned Opcode = getSameOpcode(VL);
755 // Check if it is safe to sink the loads or the stores.
756 if (Opcode == Instruction::Load || Opcode == Instruction::Store) {
757 Instruction *Last = getLastInstruction(VL);
759 for (unsigned i = 0, e = VL.size(); i < e; ++i) {
762 Value *Barrier = getSinkBarrier(cast<Instruction>(VL[i]), Last);
764 DEBUG(dbgs() << "SLP: Can't sink " << *VL[i] << "\n down to " << *Last
765 << "\n because of " << *Barrier << ". Gathering.\n");
766 newTreeEntry(VL, false);
773 case Instruction::PHI: {
774 PHINode *PH = dyn_cast<PHINode>(VL0);
776 // Check for terminator values (e.g. invoke).
777 for (unsigned j = 0; j < VL.size(); ++j)
778 for (unsigned i = 0, e = PH->getNumIncomingValues(); i < e; ++i) {
779 TerminatorInst *Term = dyn_cast<TerminatorInst>(
780 cast<PHINode>(VL[j])->getIncomingValueForBlock(PH->getIncomingBlock(i)));
782 DEBUG(dbgs() << "SLP: Need to swizzle PHINodes (TerminatorInst use).\n");
783 newTreeEntry(VL, false);
788 newTreeEntry(VL, true);
789 DEBUG(dbgs() << "SLP: added a vector of PHINodes.\n");
791 for (unsigned i = 0, e = PH->getNumIncomingValues(); i < e; ++i) {
793 // Prepare the operand vector.
794 for (unsigned j = 0; j < VL.size(); ++j)
795 Operands.push_back(cast<PHINode>(VL[j])->getIncomingValueForBlock(
796 PH->getIncomingBlock(i)));
798 buildTree_rec(Operands, Depth + 1);
802 case Instruction::ExtractElement: {
803 bool Reuse = CanReuseExtract(VL);
805 DEBUG(dbgs() << "SLP: Reusing extract sequence.\n");
807 newTreeEntry(VL, Reuse);
810 case Instruction::Load: {
811 // Check if the loads are consecutive or of we need to swizzle them.
812 for (unsigned i = 0, e = VL.size() - 1; i < e; ++i) {
813 LoadInst *L = cast<LoadInst>(VL[i]);
814 if (!L->isSimple() || !isConsecutiveAccess(VL[i], VL[i + 1])) {
815 newTreeEntry(VL, false);
816 DEBUG(dbgs() << "SLP: Need to swizzle loads.\n");
820 newTreeEntry(VL, true);
821 DEBUG(dbgs() << "SLP: added a vector of loads.\n");
824 case Instruction::ZExt:
825 case Instruction::SExt:
826 case Instruction::FPToUI:
827 case Instruction::FPToSI:
828 case Instruction::FPExt:
829 case Instruction::PtrToInt:
830 case Instruction::IntToPtr:
831 case Instruction::SIToFP:
832 case Instruction::UIToFP:
833 case Instruction::Trunc:
834 case Instruction::FPTrunc:
835 case Instruction::BitCast: {
836 Type *SrcTy = VL0->getOperand(0)->getType();
837 for (unsigned i = 0; i < VL.size(); ++i) {
838 Type *Ty = cast<Instruction>(VL[i])->getOperand(0)->getType();
839 if (Ty != SrcTy || Ty->isAggregateType() || Ty->isVectorTy()) {
840 newTreeEntry(VL, false);
841 DEBUG(dbgs() << "SLP: Gathering casts with different src types.\n");
845 newTreeEntry(VL, true);
846 DEBUG(dbgs() << "SLP: added a vector of casts.\n");
848 for (unsigned i = 0, e = VL0->getNumOperands(); i < e; ++i) {
850 // Prepare the operand vector.
851 for (unsigned j = 0; j < VL.size(); ++j)
852 Operands.push_back(cast<Instruction>(VL[j])->getOperand(i));
854 buildTree_rec(Operands, Depth+1);
858 case Instruction::ICmp:
859 case Instruction::FCmp: {
860 // Check that all of the compares have the same predicate.
861 CmpInst::Predicate P0 = dyn_cast<CmpInst>(VL0)->getPredicate();
862 Type *ComparedTy = cast<Instruction>(VL[0])->getOperand(0)->getType();
863 for (unsigned i = 1, e = VL.size(); i < e; ++i) {
864 CmpInst *Cmp = cast<CmpInst>(VL[i]);
865 if (Cmp->getPredicate() != P0 ||
866 Cmp->getOperand(0)->getType() != ComparedTy) {
867 newTreeEntry(VL, false);
868 DEBUG(dbgs() << "SLP: Gathering cmp with different predicate.\n");
873 newTreeEntry(VL, true);
874 DEBUG(dbgs() << "SLP: added a vector of compares.\n");
876 for (unsigned i = 0, e = VL0->getNumOperands(); i < e; ++i) {
878 // Prepare the operand vector.
879 for (unsigned j = 0; j < VL.size(); ++j)
880 Operands.push_back(cast<Instruction>(VL[j])->getOperand(i));
882 buildTree_rec(Operands, Depth+1);
886 case Instruction::Select:
887 case Instruction::Add:
888 case Instruction::FAdd:
889 case Instruction::Sub:
890 case Instruction::FSub:
891 case Instruction::Mul:
892 case Instruction::FMul:
893 case Instruction::UDiv:
894 case Instruction::SDiv:
895 case Instruction::FDiv:
896 case Instruction::URem:
897 case Instruction::SRem:
898 case Instruction::FRem:
899 case Instruction::Shl:
900 case Instruction::LShr:
901 case Instruction::AShr:
902 case Instruction::And:
903 case Instruction::Or:
904 case Instruction::Xor: {
905 newTreeEntry(VL, true);
906 DEBUG(dbgs() << "SLP: added a vector of bin op.\n");
908 // Sort operands of the instructions so that each side is more likely to
909 // have the same opcode.
910 if (isa<BinaryOperator>(VL0) && VL0->isCommutative()) {
911 ValueList Left, Right;
912 reorderInputsAccordingToOpcode(VL, Left, Right);
913 buildTree_rec(Left, Depth + 1);
914 buildTree_rec(Right, Depth + 1);
918 for (unsigned i = 0, e = VL0->getNumOperands(); i < e; ++i) {
920 // Prepare the operand vector.
921 for (unsigned j = 0; j < VL.size(); ++j)
922 Operands.push_back(cast<Instruction>(VL[j])->getOperand(i));
924 buildTree_rec(Operands, Depth+1);
928 case Instruction::Store: {
929 // Check if the stores are consecutive or of we need to swizzle them.
930 for (unsigned i = 0, e = VL.size() - 1; i < e; ++i)
931 if (!isConsecutiveAccess(VL[i], VL[i + 1])) {
932 newTreeEntry(VL, false);
933 DEBUG(dbgs() << "SLP: Non-consecutive store.\n");
937 newTreeEntry(VL, true);
938 DEBUG(dbgs() << "SLP: added a vector of stores.\n");
941 for (unsigned j = 0; j < VL.size(); ++j)
942 Operands.push_back(cast<Instruction>(VL[j])->getOperand(0));
944 // We can ignore these values because we are sinking them down.
945 MemBarrierIgnoreList.insert(VL.begin(), VL.end());
946 buildTree_rec(Operands, Depth + 1);
949 case Instruction::Call: {
950 // Check if the calls are all to the same vectorizable intrinsic.
951 IntrinsicInst *II = dyn_cast<IntrinsicInst>(VL[0]);
953 newTreeEntry(VL, false);
954 DEBUG(dbgs() << "SLP: Non-vectorizable call.\n");
958 Intrinsic::ID ID = II->getIntrinsicID();
960 for (unsigned i = 1, e = VL.size(); i != e; ++i) {
961 IntrinsicInst *II2 = dyn_cast<IntrinsicInst>(VL[i]);
962 if (!II2 || II2->getIntrinsicID() != ID) {
963 newTreeEntry(VL, false);
964 DEBUG(dbgs() << "SLP: mismatched calls:" << *II << "!=" << *VL[i]
970 newTreeEntry(VL, true);
971 for (unsigned i = 0, e = II->getNumArgOperands(); i != e; ++i) {
973 // Prepare the operand vector.
974 for (unsigned j = 0; j < VL.size(); ++j) {
975 IntrinsicInst *II2 = dyn_cast<IntrinsicInst>(VL[j]);
976 Operands.push_back(II2->getArgOperand(i));
978 buildTree_rec(Operands, Depth + 1);
983 newTreeEntry(VL, false);
984 DEBUG(dbgs() << "SLP: Gathering unknown instruction.\n");
989 int BoUpSLP::getEntryCost(TreeEntry *E) {
990 ArrayRef<Value*> VL = E->Scalars;
992 Type *ScalarTy = VL[0]->getType();
993 if (StoreInst *SI = dyn_cast<StoreInst>(VL[0]))
994 ScalarTy = SI->getValueOperand()->getType();
995 VectorType *VecTy = VectorType::get(ScalarTy, VL.size());
997 if (E->NeedToGather) {
1001 return TTI->getShuffleCost(TargetTransformInfo::SK_Broadcast, VecTy, 0);
1003 return getGatherCost(E->Scalars);
1006 assert(getSameOpcode(VL) && getSameType(VL) && getSameBlock(VL) &&
1008 Instruction *VL0 = cast<Instruction>(VL[0]);
1009 unsigned Opcode = VL0->getOpcode();
1011 case Instruction::PHI: {
1014 case Instruction::ExtractElement: {
1015 if (CanReuseExtract(VL))
1017 return getGatherCost(VecTy);
1019 case Instruction::ZExt:
1020 case Instruction::SExt:
1021 case Instruction::FPToUI:
1022 case Instruction::FPToSI:
1023 case Instruction::FPExt:
1024 case Instruction::PtrToInt:
1025 case Instruction::IntToPtr:
1026 case Instruction::SIToFP:
1027 case Instruction::UIToFP:
1028 case Instruction::Trunc:
1029 case Instruction::FPTrunc:
1030 case Instruction::BitCast: {
1031 Type *SrcTy = VL0->getOperand(0)->getType();
1033 // Calculate the cost of this instruction.
1034 int ScalarCost = VL.size() * TTI->getCastInstrCost(VL0->getOpcode(),
1035 VL0->getType(), SrcTy);
1037 VectorType *SrcVecTy = VectorType::get(SrcTy, VL.size());
1038 int VecCost = TTI->getCastInstrCost(VL0->getOpcode(), VecTy, SrcVecTy);
1039 return VecCost - ScalarCost;
1041 case Instruction::FCmp:
1042 case Instruction::ICmp:
1043 case Instruction::Select:
1044 case Instruction::Add:
1045 case Instruction::FAdd:
1046 case Instruction::Sub:
1047 case Instruction::FSub:
1048 case Instruction::Mul:
1049 case Instruction::FMul:
1050 case Instruction::UDiv:
1051 case Instruction::SDiv:
1052 case Instruction::FDiv:
1053 case Instruction::URem:
1054 case Instruction::SRem:
1055 case Instruction::FRem:
1056 case Instruction::Shl:
1057 case Instruction::LShr:
1058 case Instruction::AShr:
1059 case Instruction::And:
1060 case Instruction::Or:
1061 case Instruction::Xor: {
1062 // Calculate the cost of this instruction.
1065 if (Opcode == Instruction::FCmp || Opcode == Instruction::ICmp ||
1066 Opcode == Instruction::Select) {
1067 VectorType *MaskTy = VectorType::get(Builder.getInt1Ty(), VL.size());
1068 ScalarCost = VecTy->getNumElements() *
1069 TTI->getCmpSelInstrCost(Opcode, ScalarTy, Builder.getInt1Ty());
1070 VecCost = TTI->getCmpSelInstrCost(Opcode, VecTy, MaskTy);
1072 // Certain instructions can be cheaper to vectorize if they have a
1073 // constant second vector operand.
1074 TargetTransformInfo::OperandValueKind Op1VK =
1075 TargetTransformInfo::OK_AnyValue;
1076 TargetTransformInfo::OperandValueKind Op2VK =
1077 TargetTransformInfo::OK_UniformConstantValue;
1079 // If all operands are exactly the same ConstantInt then set the
1080 // operand kind to OK_UniformConstantValue.
1081 // If instead not all operands are constants, then set the operand kind
1082 // to OK_AnyValue. If all operands are constants but not the same,
1083 // then set the operand kind to OK_NonUniformConstantValue.
1084 ConstantInt *CInt = NULL;
1085 for (unsigned i = 0; i < VL.size(); ++i) {
1086 const Instruction *I = cast<Instruction>(VL[i]);
1087 if (!isa<ConstantInt>(I->getOperand(1))) {
1088 Op2VK = TargetTransformInfo::OK_AnyValue;
1092 CInt = cast<ConstantInt>(I->getOperand(1));
1095 if (Op2VK == TargetTransformInfo::OK_UniformConstantValue &&
1096 CInt != cast<ConstantInt>(I->getOperand(1)))
1097 Op2VK = TargetTransformInfo::OK_NonUniformConstantValue;
1101 VecTy->getNumElements() *
1102 TTI->getArithmeticInstrCost(Opcode, ScalarTy, Op1VK, Op2VK);
1103 VecCost = TTI->getArithmeticInstrCost(Opcode, VecTy, Op1VK, Op2VK);
1105 return VecCost - ScalarCost;
1107 case Instruction::Load: {
1108 // Cost of wide load - cost of scalar loads.
1109 int ScalarLdCost = VecTy->getNumElements() *
1110 TTI->getMemoryOpCost(Instruction::Load, ScalarTy, 1, 0);
1111 int VecLdCost = TTI->getMemoryOpCost(Instruction::Load, VecTy, 1, 0);
1112 return VecLdCost - ScalarLdCost;
1114 case Instruction::Store: {
1115 // We know that we can merge the stores. Calculate the cost.
1116 int ScalarStCost = VecTy->getNumElements() *
1117 TTI->getMemoryOpCost(Instruction::Store, ScalarTy, 1, 0);
1118 int VecStCost = TTI->getMemoryOpCost(Instruction::Store, VecTy, 1, 0);
1119 return VecStCost - ScalarStCost;
1121 case Instruction::Call: {
1122 CallInst *CI = cast<CallInst>(VL0);
1123 IntrinsicInst *II = cast<IntrinsicInst>(CI);
1124 Intrinsic::ID ID = II->getIntrinsicID();
1126 // Calculate the cost of the scalar and vector calls.
1127 SmallVector<Type*, 4> ScalarTys, VecTys;
1128 for (unsigned op = 0, opc = II->getNumArgOperands(); op!= opc; ++op) {
1129 ScalarTys.push_back(CI->getArgOperand(op)->getType());
1130 VecTys.push_back(VectorType::get(CI->getArgOperand(op)->getType(),
1131 VecTy->getNumElements()));
1134 int ScalarCallCost = VecTy->getNumElements() *
1135 TTI->getIntrinsicInstrCost(ID, ScalarTy, ScalarTys);
1137 int VecCallCost = TTI->getIntrinsicInstrCost(ID, VecTy, VecTys);
1139 DEBUG(dbgs() << "SLP: Call cost "<< VecCallCost - ScalarCallCost
1140 << " (" << VecCallCost << "-" << ScalarCallCost << ")"
1141 << " for " << *II << "\n");
1143 return VecCallCost - ScalarCallCost;
1146 llvm_unreachable("Unknown instruction");
1150 bool BoUpSLP::isFullyVectorizableTinyTree() {
1151 DEBUG(dbgs() << "SLP: Check whether the tree with height " <<
1152 VectorizableTree.size() << " is fully vectorizable .\n");
1154 // We only handle trees of height 2.
1155 if (VectorizableTree.size() != 2)
1158 // Handle splat stores.
1159 if (!VectorizableTree[0].NeedToGather && isSplat(VectorizableTree[1].Scalars))
1162 // Gathering cost would be too much for tiny trees.
1163 if (VectorizableTree[0].NeedToGather || VectorizableTree[1].NeedToGather)
1169 int BoUpSLP::getTreeCost() {
1171 DEBUG(dbgs() << "SLP: Calculating cost for tree of size " <<
1172 VectorizableTree.size() << ".\n");
1174 // We only vectorize tiny trees if it is fully vectorizable.
1175 if (VectorizableTree.size() < 3 && !isFullyVectorizableTinyTree()) {
1176 if (!VectorizableTree.size()) {
1177 assert(!ExternalUses.size() && "We should not have any external users");
1182 unsigned BundleWidth = VectorizableTree[0].Scalars.size();
1184 for (unsigned i = 0, e = VectorizableTree.size(); i != e; ++i) {
1185 int C = getEntryCost(&VectorizableTree[i]);
1186 DEBUG(dbgs() << "SLP: Adding cost " << C << " for bundle that starts with "
1187 << *VectorizableTree[i].Scalars[0] << " .\n");
1191 SmallSet<Value *, 16> ExtractCostCalculated;
1192 int ExtractCost = 0;
1193 for (UserList::iterator I = ExternalUses.begin(), E = ExternalUses.end();
1195 // We only add extract cost once for the same scalar.
1196 if (!ExtractCostCalculated.insert(I->Scalar))
1199 VectorType *VecTy = VectorType::get(I->Scalar->getType(), BundleWidth);
1200 ExtractCost += TTI->getVectorInstrCost(Instruction::ExtractElement, VecTy,
1204 DEBUG(dbgs() << "SLP: Total Cost " << Cost + ExtractCost<< ".\n");
1205 return Cost + ExtractCost;
1208 int BoUpSLP::getGatherCost(Type *Ty) {
1210 for (unsigned i = 0, e = cast<VectorType>(Ty)->getNumElements(); i < e; ++i)
1211 Cost += TTI->getVectorInstrCost(Instruction::InsertElement, Ty, i);
1215 int BoUpSLP::getGatherCost(ArrayRef<Value *> VL) {
1216 // Find the type of the operands in VL.
1217 Type *ScalarTy = VL[0]->getType();
1218 if (StoreInst *SI = dyn_cast<StoreInst>(VL[0]))
1219 ScalarTy = SI->getValueOperand()->getType();
1220 VectorType *VecTy = VectorType::get(ScalarTy, VL.size());
1221 // Find the cost of inserting/extracting values from the vector.
1222 return getGatherCost(VecTy);
1225 AliasAnalysis::Location BoUpSLP::getLocation(Instruction *I) {
1226 if (StoreInst *SI = dyn_cast<StoreInst>(I))
1227 return AA->getLocation(SI);
1228 if (LoadInst *LI = dyn_cast<LoadInst>(I))
1229 return AA->getLocation(LI);
1230 return AliasAnalysis::Location();
1233 Value *BoUpSLP::getPointerOperand(Value *I) {
1234 if (LoadInst *LI = dyn_cast<LoadInst>(I))
1235 return LI->getPointerOperand();
1236 if (StoreInst *SI = dyn_cast<StoreInst>(I))
1237 return SI->getPointerOperand();
1241 unsigned BoUpSLP::getAddressSpaceOperand(Value *I) {
1242 if (LoadInst *L = dyn_cast<LoadInst>(I))
1243 return L->getPointerAddressSpace();
1244 if (StoreInst *S = dyn_cast<StoreInst>(I))
1245 return S->getPointerAddressSpace();
1249 bool BoUpSLP::isConsecutiveAccess(Value *A, Value *B) {
1250 Value *PtrA = getPointerOperand(A);
1251 Value *PtrB = getPointerOperand(B);
1252 unsigned ASA = getAddressSpaceOperand(A);
1253 unsigned ASB = getAddressSpaceOperand(B);
1255 // Check that the address spaces match and that the pointers are valid.
1256 if (!PtrA || !PtrB || (ASA != ASB))
1259 // Make sure that A and B are different pointers of the same type.
1260 if (PtrA == PtrB || PtrA->getType() != PtrB->getType())
1263 unsigned PtrBitWidth = DL->getPointerSizeInBits(ASA);
1264 Type *Ty = cast<PointerType>(PtrA->getType())->getElementType();
1265 APInt Size(PtrBitWidth, DL->getTypeStoreSize(Ty));
1267 APInt OffsetA(PtrBitWidth, 0), OffsetB(PtrBitWidth, 0);
1268 PtrA = PtrA->stripAndAccumulateInBoundsConstantOffsets(*DL, OffsetA);
1269 PtrB = PtrB->stripAndAccumulateInBoundsConstantOffsets(*DL, OffsetB);
1271 APInt OffsetDelta = OffsetB - OffsetA;
1273 // Check if they are based on the same pointer. That makes the offsets
1276 return OffsetDelta == Size;
1278 // Compute the necessary base pointer delta to have the necessary final delta
1279 // equal to the size.
1280 APInt BaseDelta = Size - OffsetDelta;
1282 // Otherwise compute the distance with SCEV between the base pointers.
1283 const SCEV *PtrSCEVA = SE->getSCEV(PtrA);
1284 const SCEV *PtrSCEVB = SE->getSCEV(PtrB);
1285 const SCEV *C = SE->getConstant(BaseDelta);
1286 const SCEV *X = SE->getAddExpr(PtrSCEVA, C);
1287 return X == PtrSCEVB;
1290 Value *BoUpSLP::getSinkBarrier(Instruction *Src, Instruction *Dst) {
1291 assert(Src->getParent() == Dst->getParent() && "Not the same BB");
1292 BasicBlock::iterator I = Src, E = Dst;
1293 /// Scan all of the instruction from SRC to DST and check if
1294 /// the source may alias.
1295 for (++I; I != E; ++I) {
1296 // Ignore store instructions that are marked as 'ignore'.
1297 if (MemBarrierIgnoreList.count(I))
1299 if (Src->mayWriteToMemory()) /* Write */ {
1300 if (!I->mayReadOrWriteMemory())
1303 if (!I->mayWriteToMemory())
1306 AliasAnalysis::Location A = getLocation(&*I);
1307 AliasAnalysis::Location B = getLocation(Src);
1309 if (!A.Ptr || !B.Ptr || AA->alias(A, B))
1315 int BoUpSLP::getLastIndex(ArrayRef<Value *> VL) {
1316 BasicBlock *BB = cast<Instruction>(VL[0])->getParent();
1317 assert(BB == getSameBlock(VL) && BlocksNumbers.count(BB) && "Invalid block");
1318 BlockNumbering &BN = BlocksNumbers[BB];
1320 int MaxIdx = BN.getIndex(BB->getFirstNonPHI());
1321 for (unsigned i = 0, e = VL.size(); i < e; ++i)
1322 MaxIdx = std::max(MaxIdx, BN.getIndex(cast<Instruction>(VL[i])));
1326 Instruction *BoUpSLP::getLastInstruction(ArrayRef<Value *> VL) {
1327 BasicBlock *BB = cast<Instruction>(VL[0])->getParent();
1328 assert(BB == getSameBlock(VL) && BlocksNumbers.count(BB) && "Invalid block");
1329 BlockNumbering &BN = BlocksNumbers[BB];
1331 int MaxIdx = BN.getIndex(cast<Instruction>(VL[0]));
1332 for (unsigned i = 1, e = VL.size(); i < e; ++i)
1333 MaxIdx = std::max(MaxIdx, BN.getIndex(cast<Instruction>(VL[i])));
1334 Instruction *I = BN.getInstruction(MaxIdx);
1335 assert(I && "bad location");
1339 void BoUpSLP::setInsertPointAfterBundle(ArrayRef<Value *> VL) {
1340 Instruction *VL0 = cast<Instruction>(VL[0]);
1341 Instruction *LastInst = getLastInstruction(VL);
1342 BasicBlock::iterator NextInst = LastInst;
1344 Builder.SetInsertPoint(VL0->getParent(), NextInst);
1345 Builder.SetCurrentDebugLocation(VL0->getDebugLoc());
1348 Value *BoUpSLP::Gather(ArrayRef<Value *> VL, VectorType *Ty) {
1349 Value *Vec = UndefValue::get(Ty);
1350 // Generate the 'InsertElement' instruction.
1351 for (unsigned i = 0; i < Ty->getNumElements(); ++i) {
1352 Vec = Builder.CreateInsertElement(Vec, VL[i], Builder.getInt32(i));
1353 if (Instruction *Insrt = dyn_cast<Instruction>(Vec)) {
1354 GatherSeq.insert(Insrt);
1355 CSEBlocks.insert(Insrt->getParent());
1357 // Add to our 'need-to-extract' list.
1358 if (ScalarToTreeEntry.count(VL[i])) {
1359 int Idx = ScalarToTreeEntry[VL[i]];
1360 TreeEntry *E = &VectorizableTree[Idx];
1361 // Find which lane we need to extract.
1363 for (unsigned Lane = 0, LE = VL.size(); Lane != LE; ++Lane) {
1364 // Is this the lane of the scalar that we are looking for ?
1365 if (E->Scalars[Lane] == VL[i]) {
1370 assert(FoundLane >= 0 && "Could not find the correct lane");
1371 ExternalUses.push_back(ExternalUser(VL[i], Insrt, FoundLane));
1379 Value *BoUpSLP::alreadyVectorized(ArrayRef<Value *> VL) const {
1380 SmallDenseMap<Value*, int>::const_iterator Entry
1381 = ScalarToTreeEntry.find(VL[0]);
1382 if (Entry != ScalarToTreeEntry.end()) {
1383 int Idx = Entry->second;
1384 const TreeEntry *En = &VectorizableTree[Idx];
1385 if (En->isSame(VL) && En->VectorizedValue)
1386 return En->VectorizedValue;
1391 Value *BoUpSLP::vectorizeTree(ArrayRef<Value *> VL) {
1392 if (ScalarToTreeEntry.count(VL[0])) {
1393 int Idx = ScalarToTreeEntry[VL[0]];
1394 TreeEntry *E = &VectorizableTree[Idx];
1396 return vectorizeTree(E);
1399 Type *ScalarTy = VL[0]->getType();
1400 if (StoreInst *SI = dyn_cast<StoreInst>(VL[0]))
1401 ScalarTy = SI->getValueOperand()->getType();
1402 VectorType *VecTy = VectorType::get(ScalarTy, VL.size());
1404 return Gather(VL, VecTy);
1407 Value *BoUpSLP::vectorizeTree(TreeEntry *E) {
1408 IRBuilder<>::InsertPointGuard Guard(Builder);
1410 if (E->VectorizedValue) {
1411 DEBUG(dbgs() << "SLP: Diamond merged for " << *E->Scalars[0] << ".\n");
1412 return E->VectorizedValue;
1415 Instruction *VL0 = cast<Instruction>(E->Scalars[0]);
1416 Type *ScalarTy = VL0->getType();
1417 if (StoreInst *SI = dyn_cast<StoreInst>(VL0))
1418 ScalarTy = SI->getValueOperand()->getType();
1419 VectorType *VecTy = VectorType::get(ScalarTy, E->Scalars.size());
1421 if (E->NeedToGather) {
1422 setInsertPointAfterBundle(E->Scalars);
1423 return Gather(E->Scalars, VecTy);
1426 unsigned Opcode = VL0->getOpcode();
1427 assert(Opcode == getSameOpcode(E->Scalars) && "Invalid opcode");
1430 case Instruction::PHI: {
1431 PHINode *PH = dyn_cast<PHINode>(VL0);
1432 Builder.SetInsertPoint(PH->getParent()->getFirstNonPHI());
1433 Builder.SetCurrentDebugLocation(PH->getDebugLoc());
1434 PHINode *NewPhi = Builder.CreatePHI(VecTy, PH->getNumIncomingValues());
1435 E->VectorizedValue = NewPhi;
1437 // PHINodes may have multiple entries from the same block. We want to
1438 // visit every block once.
1439 SmallSet<BasicBlock*, 4> VisitedBBs;
1441 for (unsigned i = 0, e = PH->getNumIncomingValues(); i < e; ++i) {
1443 BasicBlock *IBB = PH->getIncomingBlock(i);
1445 if (!VisitedBBs.insert(IBB)) {
1446 NewPhi->addIncoming(NewPhi->getIncomingValueForBlock(IBB), IBB);
1450 // Prepare the operand vector.
1451 for (unsigned j = 0; j < E->Scalars.size(); ++j)
1452 Operands.push_back(cast<PHINode>(E->Scalars[j])->
1453 getIncomingValueForBlock(IBB));
1455 Builder.SetInsertPoint(IBB->getTerminator());
1456 Builder.SetCurrentDebugLocation(PH->getDebugLoc());
1457 Value *Vec = vectorizeTree(Operands);
1458 NewPhi->addIncoming(Vec, IBB);
1461 assert(NewPhi->getNumIncomingValues() == PH->getNumIncomingValues() &&
1462 "Invalid number of incoming values");
1466 case Instruction::ExtractElement: {
1467 if (CanReuseExtract(E->Scalars)) {
1468 Value *V = VL0->getOperand(0);
1469 E->VectorizedValue = V;
1472 return Gather(E->Scalars, VecTy);
1474 case Instruction::ZExt:
1475 case Instruction::SExt:
1476 case Instruction::FPToUI:
1477 case Instruction::FPToSI:
1478 case Instruction::FPExt:
1479 case Instruction::PtrToInt:
1480 case Instruction::IntToPtr:
1481 case Instruction::SIToFP:
1482 case Instruction::UIToFP:
1483 case Instruction::Trunc:
1484 case Instruction::FPTrunc:
1485 case Instruction::BitCast: {
1487 for (int i = 0, e = E->Scalars.size(); i < e; ++i)
1488 INVL.push_back(cast<Instruction>(E->Scalars[i])->getOperand(0));
1490 setInsertPointAfterBundle(E->Scalars);
1492 Value *InVec = vectorizeTree(INVL);
1494 if (Value *V = alreadyVectorized(E->Scalars))
1497 CastInst *CI = dyn_cast<CastInst>(VL0);
1498 Value *V = Builder.CreateCast(CI->getOpcode(), InVec, VecTy);
1499 E->VectorizedValue = V;
1502 case Instruction::FCmp:
1503 case Instruction::ICmp: {
1504 ValueList LHSV, RHSV;
1505 for (int i = 0, e = E->Scalars.size(); i < e; ++i) {
1506 LHSV.push_back(cast<Instruction>(E->Scalars[i])->getOperand(0));
1507 RHSV.push_back(cast<Instruction>(E->Scalars[i])->getOperand(1));
1510 setInsertPointAfterBundle(E->Scalars);
1512 Value *L = vectorizeTree(LHSV);
1513 Value *R = vectorizeTree(RHSV);
1515 if (Value *V = alreadyVectorized(E->Scalars))
1518 CmpInst::Predicate P0 = dyn_cast<CmpInst>(VL0)->getPredicate();
1520 if (Opcode == Instruction::FCmp)
1521 V = Builder.CreateFCmp(P0, L, R);
1523 V = Builder.CreateICmp(P0, L, R);
1525 E->VectorizedValue = V;
1528 case Instruction::Select: {
1529 ValueList TrueVec, FalseVec, CondVec;
1530 for (int i = 0, e = E->Scalars.size(); i < e; ++i) {
1531 CondVec.push_back(cast<Instruction>(E->Scalars[i])->getOperand(0));
1532 TrueVec.push_back(cast<Instruction>(E->Scalars[i])->getOperand(1));
1533 FalseVec.push_back(cast<Instruction>(E->Scalars[i])->getOperand(2));
1536 setInsertPointAfterBundle(E->Scalars);
1538 Value *Cond = vectorizeTree(CondVec);
1539 Value *True = vectorizeTree(TrueVec);
1540 Value *False = vectorizeTree(FalseVec);
1542 if (Value *V = alreadyVectorized(E->Scalars))
1545 Value *V = Builder.CreateSelect(Cond, True, False);
1546 E->VectorizedValue = V;
1549 case Instruction::Add:
1550 case Instruction::FAdd:
1551 case Instruction::Sub:
1552 case Instruction::FSub:
1553 case Instruction::Mul:
1554 case Instruction::FMul:
1555 case Instruction::UDiv:
1556 case Instruction::SDiv:
1557 case Instruction::FDiv:
1558 case Instruction::URem:
1559 case Instruction::SRem:
1560 case Instruction::FRem:
1561 case Instruction::Shl:
1562 case Instruction::LShr:
1563 case Instruction::AShr:
1564 case Instruction::And:
1565 case Instruction::Or:
1566 case Instruction::Xor: {
1567 ValueList LHSVL, RHSVL;
1568 if (isa<BinaryOperator>(VL0) && VL0->isCommutative())
1569 reorderInputsAccordingToOpcode(E->Scalars, LHSVL, RHSVL);
1571 for (int i = 0, e = E->Scalars.size(); i < e; ++i) {
1572 LHSVL.push_back(cast<Instruction>(E->Scalars[i])->getOperand(0));
1573 RHSVL.push_back(cast<Instruction>(E->Scalars[i])->getOperand(1));
1576 setInsertPointAfterBundle(E->Scalars);
1578 Value *LHS = vectorizeTree(LHSVL);
1579 Value *RHS = vectorizeTree(RHSVL);
1581 if (LHS == RHS && isa<Instruction>(LHS)) {
1582 assert((VL0->getOperand(0) == VL0->getOperand(1)) && "Invalid order");
1585 if (Value *V = alreadyVectorized(E->Scalars))
1588 BinaryOperator *BinOp = cast<BinaryOperator>(VL0);
1589 Value *V = Builder.CreateBinOp(BinOp->getOpcode(), LHS, RHS);
1590 E->VectorizedValue = V;
1592 if (Instruction *I = dyn_cast<Instruction>(V))
1593 return propagateMetadata(I, E->Scalars);
1597 case Instruction::Load: {
1598 // Loads are inserted at the head of the tree because we don't want to
1599 // sink them all the way down past store instructions.
1600 setInsertPointAfterBundle(E->Scalars);
1602 LoadInst *LI = cast<LoadInst>(VL0);
1603 unsigned AS = LI->getPointerAddressSpace();
1605 Value *VecPtr = Builder.CreateBitCast(LI->getPointerOperand(),
1606 VecTy->getPointerTo(AS));
1607 unsigned Alignment = LI->getAlignment();
1608 LI = Builder.CreateLoad(VecPtr);
1609 LI->setAlignment(Alignment);
1610 E->VectorizedValue = LI;
1611 return propagateMetadata(LI, E->Scalars);
1613 case Instruction::Store: {
1614 StoreInst *SI = cast<StoreInst>(VL0);
1615 unsigned Alignment = SI->getAlignment();
1616 unsigned AS = SI->getPointerAddressSpace();
1619 for (int i = 0, e = E->Scalars.size(); i < e; ++i)
1620 ValueOp.push_back(cast<StoreInst>(E->Scalars[i])->getValueOperand());
1622 setInsertPointAfterBundle(E->Scalars);
1624 Value *VecValue = vectorizeTree(ValueOp);
1625 Value *VecPtr = Builder.CreateBitCast(SI->getPointerOperand(),
1626 VecTy->getPointerTo(AS));
1627 StoreInst *S = Builder.CreateStore(VecValue, VecPtr);
1628 S->setAlignment(Alignment);
1629 E->VectorizedValue = S;
1630 return propagateMetadata(S, E->Scalars);
1632 case Instruction::Call: {
1633 CallInst *CI = cast<CallInst>(VL0);
1635 setInsertPointAfterBundle(E->Scalars);
1636 std::vector<Value *> OpVecs;
1637 for (int j = 0, e = CI->getNumArgOperands(); j < e; ++j) {
1639 for (int i = 0, e = E->Scalars.size(); i < e; ++i) {
1640 CallInst *CEI = cast<CallInst>(E->Scalars[i]);
1641 OpVL.push_back(CEI->getArgOperand(j));
1644 Value *OpVec = vectorizeTree(OpVL);
1645 DEBUG(dbgs() << "SLP: OpVec[" << j << "]: " << *OpVec << "\n");
1646 OpVecs.push_back(OpVec);
1649 Module *M = F->getParent();
1650 IntrinsicInst *II = cast<IntrinsicInst>(CI);
1651 Intrinsic::ID ID = II->getIntrinsicID();
1652 Type *Tys[] = { VectorType::get(CI->getType(), E->Scalars.size()) };
1653 Function *CF = Intrinsic::getDeclaration(M, ID, Tys);
1654 Value *V = Builder.CreateCall(CF, OpVecs);
1655 E->VectorizedValue = V;
1659 llvm_unreachable("unknown inst");
1664 Value *BoUpSLP::vectorizeTree() {
1665 Builder.SetInsertPoint(F->getEntryBlock().begin());
1666 vectorizeTree(&VectorizableTree[0]);
1668 DEBUG(dbgs() << "SLP: Extracting " << ExternalUses.size() << " values .\n");
1670 // Extract all of the elements with the external uses.
1671 for (UserList::iterator it = ExternalUses.begin(), e = ExternalUses.end();
1673 Value *Scalar = it->Scalar;
1674 llvm::User *User = it->User;
1676 // Skip users that we already RAUW. This happens when one instruction
1677 // has multiple uses of the same value.
1678 if (std::find(Scalar->user_begin(), Scalar->user_end(), User) ==
1681 assert(ScalarToTreeEntry.count(Scalar) && "Invalid scalar");
1683 int Idx = ScalarToTreeEntry[Scalar];
1684 TreeEntry *E = &VectorizableTree[Idx];
1685 assert(!E->NeedToGather && "Extracting from a gather list");
1687 Value *Vec = E->VectorizedValue;
1688 assert(Vec && "Can't find vectorizable value");
1690 Value *Lane = Builder.getInt32(it->Lane);
1691 // Generate extracts for out-of-tree users.
1692 // Find the insertion point for the extractelement lane.
1693 if (isa<Instruction>(Vec)){
1694 if (PHINode *PH = dyn_cast<PHINode>(User)) {
1695 for (int i = 0, e = PH->getNumIncomingValues(); i != e; ++i) {
1696 if (PH->getIncomingValue(i) == Scalar) {
1697 Builder.SetInsertPoint(PH->getIncomingBlock(i)->getTerminator());
1698 Value *Ex = Builder.CreateExtractElement(Vec, Lane);
1699 CSEBlocks.insert(PH->getIncomingBlock(i));
1700 PH->setOperand(i, Ex);
1704 Builder.SetInsertPoint(cast<Instruction>(User));
1705 Value *Ex = Builder.CreateExtractElement(Vec, Lane);
1706 CSEBlocks.insert(cast<Instruction>(User)->getParent());
1707 User->replaceUsesOfWith(Scalar, Ex);
1710 Builder.SetInsertPoint(F->getEntryBlock().begin());
1711 Value *Ex = Builder.CreateExtractElement(Vec, Lane);
1712 CSEBlocks.insert(&F->getEntryBlock());
1713 User->replaceUsesOfWith(Scalar, Ex);
1716 DEBUG(dbgs() << "SLP: Replaced:" << *User << ".\n");
1719 // For each vectorized value:
1720 for (int EIdx = 0, EE = VectorizableTree.size(); EIdx < EE; ++EIdx) {
1721 TreeEntry *Entry = &VectorizableTree[EIdx];
1724 for (int Lane = 0, LE = Entry->Scalars.size(); Lane != LE; ++Lane) {
1725 Value *Scalar = Entry->Scalars[Lane];
1727 // No need to handle users of gathered values.
1728 if (Entry->NeedToGather)
1731 assert(Entry->VectorizedValue && "Can't find vectorizable value");
1733 Type *Ty = Scalar->getType();
1734 if (!Ty->isVoidTy()) {
1736 for (User *U : Scalar->users()) {
1737 DEBUG(dbgs() << "SLP: \tvalidating user:" << *U << ".\n");
1739 assert((ScalarToTreeEntry.count(U) ||
1740 // It is legal to replace the reduction users by undef.
1741 (RdxOps && RdxOps->count(U))) &&
1742 "Replacing out-of-tree value with undef");
1745 Value *Undef = UndefValue::get(Ty);
1746 Scalar->replaceAllUsesWith(Undef);
1748 DEBUG(dbgs() << "SLP: \tErasing scalar:" << *Scalar << ".\n");
1749 cast<Instruction>(Scalar)->eraseFromParent();
1753 for (Function::iterator it = F->begin(), e = F->end(); it != e; ++it) {
1754 BlocksNumbers[it].forget();
1756 Builder.ClearInsertionPoint();
1758 return VectorizableTree[0].VectorizedValue;
1761 void BoUpSLP::optimizeGatherSequence() {
1762 DEBUG(dbgs() << "SLP: Optimizing " << GatherSeq.size()
1763 << " gather sequences instructions.\n");
1764 // LICM InsertElementInst sequences.
1765 for (SetVector<Instruction *>::iterator it = GatherSeq.begin(),
1766 e = GatherSeq.end(); it != e; ++it) {
1767 InsertElementInst *Insert = dyn_cast<InsertElementInst>(*it);
1772 // Check if this block is inside a loop.
1773 Loop *L = LI->getLoopFor(Insert->getParent());
1777 // Check if it has a preheader.
1778 BasicBlock *PreHeader = L->getLoopPreheader();
1782 // If the vector or the element that we insert into it are
1783 // instructions that are defined in this basic block then we can't
1784 // hoist this instruction.
1785 Instruction *CurrVec = dyn_cast<Instruction>(Insert->getOperand(0));
1786 Instruction *NewElem = dyn_cast<Instruction>(Insert->getOperand(1));
1787 if (CurrVec && L->contains(CurrVec))
1789 if (NewElem && L->contains(NewElem))
1792 // We can hoist this instruction. Move it to the pre-header.
1793 Insert->moveBefore(PreHeader->getTerminator());
1796 // Sort blocks by domination. This ensures we visit a block after all blocks
1797 // dominating it are visited.
1798 SmallVector<BasicBlock *, 8> CSEWorkList(CSEBlocks.begin(), CSEBlocks.end());
1799 std::stable_sort(CSEWorkList.begin(), CSEWorkList.end(),
1800 [this](const BasicBlock *A, const BasicBlock *B) {
1801 return DT->properlyDominates(A, B);
1804 // Perform O(N^2) search over the gather sequences and merge identical
1805 // instructions. TODO: We can further optimize this scan if we split the
1806 // instructions into different buckets based on the insert lane.
1807 SmallVector<Instruction *, 16> Visited;
1808 for (SmallVectorImpl<BasicBlock *>::iterator I = CSEWorkList.begin(),
1809 E = CSEWorkList.end();
1811 assert((I == CSEWorkList.begin() || !DT->dominates(*I, *std::prev(I))) &&
1812 "Worklist not sorted properly!");
1813 BasicBlock *BB = *I;
1814 // For all instructions in blocks containing gather sequences:
1815 for (BasicBlock::iterator it = BB->begin(), e = BB->end(); it != e;) {
1816 Instruction *In = it++;
1817 if (!isa<InsertElementInst>(In) && !isa<ExtractElementInst>(In))
1820 // Check if we can replace this instruction with any of the
1821 // visited instructions.
1822 for (SmallVectorImpl<Instruction *>::iterator v = Visited.begin(),
1825 if (In->isIdenticalTo(*v) &&
1826 DT->dominates((*v)->getParent(), In->getParent())) {
1827 In->replaceAllUsesWith(*v);
1828 In->eraseFromParent();
1834 assert(std::find(Visited.begin(), Visited.end(), In) == Visited.end());
1835 Visited.push_back(In);
1843 /// The SLPVectorizer Pass.
1844 struct SLPVectorizer : public FunctionPass {
1845 typedef SmallVector<StoreInst *, 8> StoreList;
1846 typedef MapVector<Value *, StoreList> StoreListMap;
1848 /// Pass identification, replacement for typeid
1851 explicit SLPVectorizer() : FunctionPass(ID) {
1852 initializeSLPVectorizerPass(*PassRegistry::getPassRegistry());
1855 ScalarEvolution *SE;
1856 const DataLayout *DL;
1857 TargetTransformInfo *TTI;
1862 bool runOnFunction(Function &F) override {
1863 if (skipOptnoneFunction(F))
1866 SE = &getAnalysis<ScalarEvolution>();
1867 DataLayoutPass *DLP = getAnalysisIfAvailable<DataLayoutPass>();
1868 DL = DLP ? &DLP->getDataLayout() : 0;
1869 TTI = &getAnalysis<TargetTransformInfo>();
1870 AA = &getAnalysis<AliasAnalysis>();
1871 LI = &getAnalysis<LoopInfo>();
1872 DT = &getAnalysis<DominatorTreeWrapperPass>().getDomTree();
1875 bool Changed = false;
1877 // If the target claims to have no vector registers don't attempt
1879 if (!TTI->getNumberOfRegisters(true))
1882 // Must have DataLayout. We can't require it because some tests run w/o
1887 // Don't vectorize when the attribute NoImplicitFloat is used.
1888 if (F.hasFnAttribute(Attribute::NoImplicitFloat))
1891 DEBUG(dbgs() << "SLP: Analyzing blocks in " << F.getName() << ".\n");
1893 // Use the bottom up slp vectorizer to construct chains that start with
1894 // he store instructions.
1895 BoUpSLP R(&F, SE, DL, TTI, AA, LI, DT);
1897 // Scan the blocks in the function in post order.
1898 for (po_iterator<BasicBlock*> it = po_begin(&F.getEntryBlock()),
1899 e = po_end(&F.getEntryBlock()); it != e; ++it) {
1900 BasicBlock *BB = *it;
1902 // Vectorize trees that end at stores.
1903 if (unsigned count = collectStores(BB, R)) {
1905 DEBUG(dbgs() << "SLP: Found " << count << " stores to vectorize.\n");
1906 Changed |= vectorizeStoreChains(R);
1909 // Vectorize trees that end at reductions.
1910 Changed |= vectorizeChainsInBlock(BB, R);
1914 R.optimizeGatherSequence();
1915 DEBUG(dbgs() << "SLP: vectorized \"" << F.getName() << "\"\n");
1916 DEBUG(verifyFunction(F));
1921 void getAnalysisUsage(AnalysisUsage &AU) const override {
1922 FunctionPass::getAnalysisUsage(AU);
1923 AU.addRequired<ScalarEvolution>();
1924 AU.addRequired<AliasAnalysis>();
1925 AU.addRequired<TargetTransformInfo>();
1926 AU.addRequired<LoopInfo>();
1927 AU.addRequired<DominatorTreeWrapperPass>();
1928 AU.addPreserved<LoopInfo>();
1929 AU.addPreserved<DominatorTreeWrapperPass>();
1930 AU.setPreservesCFG();
1935 /// \brief Collect memory references and sort them according to their base
1936 /// object. We sort the stores to their base objects to reduce the cost of the
1937 /// quadratic search on the stores. TODO: We can further reduce this cost
1938 /// if we flush the chain creation every time we run into a memory barrier.
1939 unsigned collectStores(BasicBlock *BB, BoUpSLP &R);
1941 /// \brief Try to vectorize a chain that starts at two arithmetic instrs.
1942 bool tryToVectorizePair(Value *A, Value *B, BoUpSLP &R);
1944 /// \brief Try to vectorize a list of operands.
1945 /// \returns true if a value was vectorized.
1946 bool tryToVectorizeList(ArrayRef<Value *> VL, BoUpSLP &R);
1948 /// \brief Try to vectorize a chain that may start at the operands of \V;
1949 bool tryToVectorize(BinaryOperator *V, BoUpSLP &R);
1951 /// \brief Vectorize the stores that were collected in StoreRefs.
1952 bool vectorizeStoreChains(BoUpSLP &R);
1954 /// \brief Scan the basic block and look for patterns that are likely to start
1955 /// a vectorization chain.
1956 bool vectorizeChainsInBlock(BasicBlock *BB, BoUpSLP &R);
1958 bool vectorizeStoreChain(ArrayRef<Value *> Chain, int CostThreshold,
1961 bool vectorizeStores(ArrayRef<StoreInst *> Stores, int costThreshold,
1964 StoreListMap StoreRefs;
1967 /// \brief Check that the Values in the slice in VL array are still existent in
1968 /// the WeakVH array.
1969 /// Vectorization of part of the VL array may cause later values in the VL array
1970 /// to become invalid. We track when this has happened in the WeakVH array.
1971 static bool hasValueBeenRAUWed(ArrayRef<Value *> &VL,
1972 SmallVectorImpl<WeakVH> &VH,
1973 unsigned SliceBegin,
1974 unsigned SliceSize) {
1975 for (unsigned i = SliceBegin; i < SliceBegin + SliceSize; ++i)
1982 bool SLPVectorizer::vectorizeStoreChain(ArrayRef<Value *> Chain,
1983 int CostThreshold, BoUpSLP &R) {
1984 unsigned ChainLen = Chain.size();
1985 DEBUG(dbgs() << "SLP: Analyzing a store chain of length " << ChainLen
1987 Type *StoreTy = cast<StoreInst>(Chain[0])->getValueOperand()->getType();
1988 unsigned Sz = DL->getTypeSizeInBits(StoreTy);
1989 unsigned VF = MinVecRegSize / Sz;
1991 if (!isPowerOf2_32(Sz) || VF < 2)
1994 // Keep track of values that were delete by vectorizing in the loop below.
1995 SmallVector<WeakVH, 8> TrackValues(Chain.begin(), Chain.end());
1997 bool Changed = false;
1998 // Look for profitable vectorizable trees at all offsets, starting at zero.
1999 for (unsigned i = 0, e = ChainLen; i < e; ++i) {
2003 // Check that a previous iteration of this loop did not delete the Value.
2004 if (hasValueBeenRAUWed(Chain, TrackValues, i, VF))
2007 DEBUG(dbgs() << "SLP: Analyzing " << VF << " stores at offset " << i
2009 ArrayRef<Value *> Operands = Chain.slice(i, VF);
2011 R.buildTree(Operands);
2013 int Cost = R.getTreeCost();
2015 DEBUG(dbgs() << "SLP: Found cost=" << Cost << " for VF=" << VF << "\n");
2016 if (Cost < CostThreshold) {
2017 DEBUG(dbgs() << "SLP: Decided to vectorize cost=" << Cost << "\n");
2020 // Move to the next bundle.
2029 bool SLPVectorizer::vectorizeStores(ArrayRef<StoreInst *> Stores,
2030 int costThreshold, BoUpSLP &R) {
2031 SetVector<Value *> Heads, Tails;
2032 SmallDenseMap<Value *, Value *> ConsecutiveChain;
2034 // We may run into multiple chains that merge into a single chain. We mark the
2035 // stores that we vectorized so that we don't visit the same store twice.
2036 BoUpSLP::ValueSet VectorizedStores;
2037 bool Changed = false;
2039 // Do a quadratic search on all of the given stores and find
2040 // all of the pairs of stores that follow each other.
2041 for (unsigned i = 0, e = Stores.size(); i < e; ++i) {
2042 for (unsigned j = 0; j < e; ++j) {
2046 if (R.isConsecutiveAccess(Stores[i], Stores[j])) {
2047 Tails.insert(Stores[j]);
2048 Heads.insert(Stores[i]);
2049 ConsecutiveChain[Stores[i]] = Stores[j];
2054 // For stores that start but don't end a link in the chain:
2055 for (SetVector<Value *>::iterator it = Heads.begin(), e = Heads.end();
2057 if (Tails.count(*it))
2060 // We found a store instr that starts a chain. Now follow the chain and try
2062 BoUpSLP::ValueList Operands;
2064 // Collect the chain into a list.
2065 while (Tails.count(I) || Heads.count(I)) {
2066 if (VectorizedStores.count(I))
2068 Operands.push_back(I);
2069 // Move to the next value in the chain.
2070 I = ConsecutiveChain[I];
2073 bool Vectorized = vectorizeStoreChain(Operands, costThreshold, R);
2075 // Mark the vectorized stores so that we don't vectorize them again.
2077 VectorizedStores.insert(Operands.begin(), Operands.end());
2078 Changed |= Vectorized;
2085 unsigned SLPVectorizer::collectStores(BasicBlock *BB, BoUpSLP &R) {
2088 for (BasicBlock::iterator it = BB->begin(), e = BB->end(); it != e; ++it) {
2089 StoreInst *SI = dyn_cast<StoreInst>(it);
2093 // Don't touch volatile stores.
2094 if (!SI->isSimple())
2097 // Check that the pointer points to scalars.
2098 Type *Ty = SI->getValueOperand()->getType();
2099 if (Ty->isAggregateType() || Ty->isVectorTy())
2102 // Find the base pointer.
2103 Value *Ptr = GetUnderlyingObject(SI->getPointerOperand(), DL);
2105 // Save the store locations.
2106 StoreRefs[Ptr].push_back(SI);
2112 bool SLPVectorizer::tryToVectorizePair(Value *A, Value *B, BoUpSLP &R) {
2115 Value *VL[] = { A, B };
2116 return tryToVectorizeList(VL, R);
2119 bool SLPVectorizer::tryToVectorizeList(ArrayRef<Value *> VL, BoUpSLP &R) {
2123 DEBUG(dbgs() << "SLP: Vectorizing a list of length = " << VL.size() << ".\n");
2125 // Check that all of the parts are scalar instructions of the same type.
2126 Instruction *I0 = dyn_cast<Instruction>(VL[0]);
2130 unsigned Opcode0 = I0->getOpcode();
2132 Type *Ty0 = I0->getType();
2133 unsigned Sz = DL->getTypeSizeInBits(Ty0);
2134 unsigned VF = MinVecRegSize / Sz;
2136 for (int i = 0, e = VL.size(); i < e; ++i) {
2137 Type *Ty = VL[i]->getType();
2138 if (Ty->isAggregateType() || Ty->isVectorTy())
2140 Instruction *Inst = dyn_cast<Instruction>(VL[i]);
2141 if (!Inst || Inst->getOpcode() != Opcode0)
2145 bool Changed = false;
2147 // Keep track of values that were delete by vectorizing in the loop below.
2148 SmallVector<WeakVH, 8> TrackValues(VL.begin(), VL.end());
2150 for (unsigned i = 0, e = VL.size(); i < e; ++i) {
2151 unsigned OpsWidth = 0;
2158 if (!isPowerOf2_32(OpsWidth) || OpsWidth < 2)
2161 // Check that a previous iteration of this loop did not delete the Value.
2162 if (hasValueBeenRAUWed(VL, TrackValues, i, OpsWidth))
2165 DEBUG(dbgs() << "SLP: Analyzing " << OpsWidth << " operations "
2167 ArrayRef<Value *> Ops = VL.slice(i, OpsWidth);
2170 int Cost = R.getTreeCost();
2172 if (Cost < -SLPCostThreshold) {
2173 DEBUG(dbgs() << "SLP: Vectorizing pair at cost:" << Cost << ".\n");
2176 // Move to the next bundle.
2185 bool SLPVectorizer::tryToVectorize(BinaryOperator *V, BoUpSLP &R) {
2189 // Try to vectorize V.
2190 if (tryToVectorizePair(V->getOperand(0), V->getOperand(1), R))
2193 BinaryOperator *A = dyn_cast<BinaryOperator>(V->getOperand(0));
2194 BinaryOperator *B = dyn_cast<BinaryOperator>(V->getOperand(1));
2196 if (B && B->hasOneUse()) {
2197 BinaryOperator *B0 = dyn_cast<BinaryOperator>(B->getOperand(0));
2198 BinaryOperator *B1 = dyn_cast<BinaryOperator>(B->getOperand(1));
2199 if (tryToVectorizePair(A, B0, R)) {
2203 if (tryToVectorizePair(A, B1, R)) {
2210 if (A && A->hasOneUse()) {
2211 BinaryOperator *A0 = dyn_cast<BinaryOperator>(A->getOperand(0));
2212 BinaryOperator *A1 = dyn_cast<BinaryOperator>(A->getOperand(1));
2213 if (tryToVectorizePair(A0, B, R)) {
2217 if (tryToVectorizePair(A1, B, R)) {
2225 /// \brief Generate a shuffle mask to be used in a reduction tree.
2227 /// \param VecLen The length of the vector to be reduced.
2228 /// \param NumEltsToRdx The number of elements that should be reduced in the
2230 /// \param IsPairwise Whether the reduction is a pairwise or splitting
2231 /// reduction. A pairwise reduction will generate a mask of
2232 /// <0,2,...> or <1,3,..> while a splitting reduction will generate
2233 /// <2,3, undef,undef> for a vector of 4 and NumElts = 2.
2234 /// \param IsLeft True will generate a mask of even elements, odd otherwise.
2235 static Value *createRdxShuffleMask(unsigned VecLen, unsigned NumEltsToRdx,
2236 bool IsPairwise, bool IsLeft,
2237 IRBuilder<> &Builder) {
2238 assert((IsPairwise || !IsLeft) && "Don't support a <0,1,undef,...> mask");
2240 SmallVector<Constant *, 32> ShuffleMask(
2241 VecLen, UndefValue::get(Builder.getInt32Ty()));
2244 // Build a mask of 0, 2, ... (left) or 1, 3, ... (right).
2245 for (unsigned i = 0; i != NumEltsToRdx; ++i)
2246 ShuffleMask[i] = Builder.getInt32(2 * i + !IsLeft);
2248 // Move the upper half of the vector to the lower half.
2249 for (unsigned i = 0; i != NumEltsToRdx; ++i)
2250 ShuffleMask[i] = Builder.getInt32(NumEltsToRdx + i);
2252 return ConstantVector::get(ShuffleMask);
2256 /// Model horizontal reductions.
2258 /// A horizontal reduction is a tree of reduction operations (currently add and
2259 /// fadd) that has operations that can be put into a vector as its leaf.
2260 /// For example, this tree:
2267 /// This tree has "mul" as its reduced values and "+" as its reduction
2268 /// operations. A reduction might be feeding into a store or a binary operation
2283 class HorizontalReduction {
2284 SmallPtrSet<Value *, 16> ReductionOps;
2285 SmallVector<Value *, 32> ReducedVals;
2287 BinaryOperator *ReductionRoot;
2288 PHINode *ReductionPHI;
2290 /// The opcode of the reduction.
2291 unsigned ReductionOpcode;
2292 /// The opcode of the values we perform a reduction on.
2293 unsigned ReducedValueOpcode;
2294 /// The width of one full horizontal reduction operation.
2295 unsigned ReduxWidth;
2296 /// Should we model this reduction as a pairwise reduction tree or a tree that
2297 /// splits the vector in halves and adds those halves.
2298 bool IsPairwiseReduction;
2301 HorizontalReduction()
2302 : ReductionRoot(0), ReductionPHI(0), ReductionOpcode(0),
2303 ReducedValueOpcode(0), ReduxWidth(0), IsPairwiseReduction(false) {}
2305 /// \brief Try to find a reduction tree.
2306 bool matchAssociativeReduction(PHINode *Phi, BinaryOperator *B,
2307 const DataLayout *DL) {
2309 std::find(Phi->op_begin(), Phi->op_end(), B) != Phi->op_end()) &&
2310 "Thi phi needs to use the binary operator");
2312 // We could have a initial reductions that is not an add.
2313 // r *= v1 + v2 + v3 + v4
2314 // In such a case start looking for a tree rooted in the first '+'.
2316 if (B->getOperand(0) == Phi) {
2318 B = dyn_cast<BinaryOperator>(B->getOperand(1));
2319 } else if (B->getOperand(1) == Phi) {
2321 B = dyn_cast<BinaryOperator>(B->getOperand(0));
2328 Type *Ty = B->getType();
2329 if (Ty->isVectorTy())
2332 ReductionOpcode = B->getOpcode();
2333 ReducedValueOpcode = 0;
2334 ReduxWidth = MinVecRegSize / DL->getTypeSizeInBits(Ty);
2341 // We currently only support adds.
2342 if (ReductionOpcode != Instruction::Add &&
2343 ReductionOpcode != Instruction::FAdd)
2346 // Post order traverse the reduction tree starting at B. We only handle true
2347 // trees containing only binary operators.
2348 SmallVector<std::pair<BinaryOperator *, unsigned>, 32> Stack;
2349 Stack.push_back(std::make_pair(B, 0));
2350 while (!Stack.empty()) {
2351 BinaryOperator *TreeN = Stack.back().first;
2352 unsigned EdgeToVist = Stack.back().second++;
2353 bool IsReducedValue = TreeN->getOpcode() != ReductionOpcode;
2355 // Only handle trees in the current basic block.
2356 if (TreeN->getParent() != B->getParent())
2359 // Each tree node needs to have one user except for the ultimate
2361 if (!TreeN->hasOneUse() && TreeN != B)
2365 if (EdgeToVist == 2 || IsReducedValue) {
2366 if (IsReducedValue) {
2367 // Make sure that the opcodes of the operations that we are going to
2369 if (!ReducedValueOpcode)
2370 ReducedValueOpcode = TreeN->getOpcode();
2371 else if (ReducedValueOpcode != TreeN->getOpcode())
2373 ReducedVals.push_back(TreeN);
2375 // We need to be able to reassociate the adds.
2376 if (!TreeN->isAssociative())
2378 ReductionOps.insert(TreeN);
2385 // Visit left or right.
2386 Value *NextV = TreeN->getOperand(EdgeToVist);
2387 BinaryOperator *Next = dyn_cast<BinaryOperator>(NextV);
2389 Stack.push_back(std::make_pair(Next, 0));
2390 else if (NextV != Phi)
2396 /// \brief Attempt to vectorize the tree found by
2397 /// matchAssociativeReduction.
2398 bool tryToReduce(BoUpSLP &V, TargetTransformInfo *TTI) {
2399 if (ReducedVals.empty())
2402 unsigned NumReducedVals = ReducedVals.size();
2403 if (NumReducedVals < ReduxWidth)
2406 Value *VectorizedTree = 0;
2407 IRBuilder<> Builder(ReductionRoot);
2408 FastMathFlags Unsafe;
2409 Unsafe.setUnsafeAlgebra();
2410 Builder.SetFastMathFlags(Unsafe);
2413 for (; i < NumReducedVals - ReduxWidth + 1; i += ReduxWidth) {
2414 ArrayRef<Value *> ValsToReduce(&ReducedVals[i], ReduxWidth);
2415 V.buildTree(ValsToReduce, &ReductionOps);
2418 int Cost = V.getTreeCost() + getReductionCost(TTI, ReducedVals[i]);
2419 if (Cost >= -SLPCostThreshold)
2422 DEBUG(dbgs() << "SLP: Vectorizing horizontal reduction at cost:" << Cost
2425 // Vectorize a tree.
2426 DebugLoc Loc = cast<Instruction>(ReducedVals[i])->getDebugLoc();
2427 Value *VectorizedRoot = V.vectorizeTree();
2429 // Emit a reduction.
2430 Value *ReducedSubTree = emitReduction(VectorizedRoot, Builder);
2431 if (VectorizedTree) {
2432 Builder.SetCurrentDebugLocation(Loc);
2433 VectorizedTree = createBinOp(Builder, ReductionOpcode, VectorizedTree,
2434 ReducedSubTree, "bin.rdx");
2436 VectorizedTree = ReducedSubTree;
2439 if (VectorizedTree) {
2440 // Finish the reduction.
2441 for (; i < NumReducedVals; ++i) {
2442 Builder.SetCurrentDebugLocation(
2443 cast<Instruction>(ReducedVals[i])->getDebugLoc());
2444 VectorizedTree = createBinOp(Builder, ReductionOpcode, VectorizedTree,
2449 assert(ReductionRoot != NULL && "Need a reduction operation");
2450 ReductionRoot->setOperand(0, VectorizedTree);
2451 ReductionRoot->setOperand(1, ReductionPHI);
2453 ReductionRoot->replaceAllUsesWith(VectorizedTree);
2455 return VectorizedTree != 0;
2460 /// \brief Calcuate the cost of a reduction.
2461 int getReductionCost(TargetTransformInfo *TTI, Value *FirstReducedVal) {
2462 Type *ScalarTy = FirstReducedVal->getType();
2463 Type *VecTy = VectorType::get(ScalarTy, ReduxWidth);
2465 int PairwiseRdxCost = TTI->getReductionCost(ReductionOpcode, VecTy, true);
2466 int SplittingRdxCost = TTI->getReductionCost(ReductionOpcode, VecTy, false);
2468 IsPairwiseReduction = PairwiseRdxCost < SplittingRdxCost;
2469 int VecReduxCost = IsPairwiseReduction ? PairwiseRdxCost : SplittingRdxCost;
2471 int ScalarReduxCost =
2472 ReduxWidth * TTI->getArithmeticInstrCost(ReductionOpcode, VecTy);
2474 DEBUG(dbgs() << "SLP: Adding cost " << VecReduxCost - ScalarReduxCost
2475 << " for reduction that starts with " << *FirstReducedVal
2477 << (IsPairwiseReduction ? "pairwise" : "splitting")
2478 << " reduction)\n");
2480 return VecReduxCost - ScalarReduxCost;
2483 static Value *createBinOp(IRBuilder<> &Builder, unsigned Opcode, Value *L,
2484 Value *R, const Twine &Name = "") {
2485 if (Opcode == Instruction::FAdd)
2486 return Builder.CreateFAdd(L, R, Name);
2487 return Builder.CreateBinOp((Instruction::BinaryOps)Opcode, L, R, Name);
2490 /// \brief Emit a horizontal reduction of the vectorized value.
2491 Value *emitReduction(Value *VectorizedValue, IRBuilder<> &Builder) {
2492 assert(VectorizedValue && "Need to have a vectorized tree node");
2493 Instruction *ValToReduce = dyn_cast<Instruction>(VectorizedValue);
2494 assert(isPowerOf2_32(ReduxWidth) &&
2495 "We only handle power-of-two reductions for now");
2497 Value *TmpVec = ValToReduce;
2498 for (unsigned i = ReduxWidth / 2; i != 0; i >>= 1) {
2499 if (IsPairwiseReduction) {
2501 createRdxShuffleMask(ReduxWidth, i, true, true, Builder);
2503 createRdxShuffleMask(ReduxWidth, i, true, false, Builder);
2505 Value *LeftShuf = Builder.CreateShuffleVector(
2506 TmpVec, UndefValue::get(TmpVec->getType()), LeftMask, "rdx.shuf.l");
2507 Value *RightShuf = Builder.CreateShuffleVector(
2508 TmpVec, UndefValue::get(TmpVec->getType()), (RightMask),
2510 TmpVec = createBinOp(Builder, ReductionOpcode, LeftShuf, RightShuf,
2514 createRdxShuffleMask(ReduxWidth, i, false, false, Builder);
2515 Value *Shuf = Builder.CreateShuffleVector(
2516 TmpVec, UndefValue::get(TmpVec->getType()), UpperHalf, "rdx.shuf");
2517 TmpVec = createBinOp(Builder, ReductionOpcode, TmpVec, Shuf, "bin.rdx");
2521 // The result is in the first element of the vector.
2522 return Builder.CreateExtractElement(TmpVec, Builder.getInt32(0));
2526 /// \brief Recognize construction of vectors like
2527 /// %ra = insertelement <4 x float> undef, float %s0, i32 0
2528 /// %rb = insertelement <4 x float> %ra, float %s1, i32 1
2529 /// %rc = insertelement <4 x float> %rb, float %s2, i32 2
2530 /// %rd = insertelement <4 x float> %rc, float %s3, i32 3
2532 /// Returns true if it matches
2534 static bool findBuildVector(InsertElementInst *IE,
2535 SmallVectorImpl<Value *> &Ops) {
2536 if (!isa<UndefValue>(IE->getOperand(0)))
2540 Ops.push_back(IE->getOperand(1));
2542 if (IE->use_empty())
2545 InsertElementInst *NextUse = dyn_cast<InsertElementInst>(IE->user_back());
2549 // If this isn't the final use, make sure the next insertelement is the only
2550 // use. It's OK if the final constructed vector is used multiple times
2551 if (!IE->hasOneUse())
2560 static bool PhiTypeSorterFunc(Value *V, Value *V2) {
2561 return V->getType() < V2->getType();
2564 bool SLPVectorizer::vectorizeChainsInBlock(BasicBlock *BB, BoUpSLP &R) {
2565 bool Changed = false;
2566 SmallVector<Value *, 4> Incoming;
2567 SmallSet<Value *, 16> VisitedInstrs;
2569 bool HaveVectorizedPhiNodes = true;
2570 while (HaveVectorizedPhiNodes) {
2571 HaveVectorizedPhiNodes = false;
2573 // Collect the incoming values from the PHIs.
2575 for (BasicBlock::iterator instr = BB->begin(), ie = BB->end(); instr != ie;
2577 PHINode *P = dyn_cast<PHINode>(instr);
2581 if (!VisitedInstrs.count(P))
2582 Incoming.push_back(P);
2586 std::stable_sort(Incoming.begin(), Incoming.end(), PhiTypeSorterFunc);
2588 // Try to vectorize elements base on their type.
2589 for (SmallVector<Value *, 4>::iterator IncIt = Incoming.begin(),
2593 // Look for the next elements with the same type.
2594 SmallVector<Value *, 4>::iterator SameTypeIt = IncIt;
2595 while (SameTypeIt != E &&
2596 (*SameTypeIt)->getType() == (*IncIt)->getType()) {
2597 VisitedInstrs.insert(*SameTypeIt);
2601 // Try to vectorize them.
2602 unsigned NumElts = (SameTypeIt - IncIt);
2603 DEBUG(errs() << "SLP: Trying to vectorize starting at PHIs (" << NumElts << ")\n");
2605 tryToVectorizeList(ArrayRef<Value *>(IncIt, NumElts), R)) {
2606 // Success start over because instructions might have been changed.
2607 HaveVectorizedPhiNodes = true;
2612 // Start over at the next instruction of a different type (or the end).
2617 VisitedInstrs.clear();
2619 for (BasicBlock::iterator it = BB->begin(), e = BB->end(); it != e; it++) {
2620 // We may go through BB multiple times so skip the one we have checked.
2621 if (!VisitedInstrs.insert(it))
2624 if (isa<DbgInfoIntrinsic>(it))
2627 // Try to vectorize reductions that use PHINodes.
2628 if (PHINode *P = dyn_cast<PHINode>(it)) {
2629 // Check that the PHI is a reduction PHI.
2630 if (P->getNumIncomingValues() != 2)
2633 (P->getIncomingBlock(0) == BB
2634 ? (P->getIncomingValue(0))
2635 : (P->getIncomingBlock(1) == BB ? P->getIncomingValue(1) : 0));
2636 // Check if this is a Binary Operator.
2637 BinaryOperator *BI = dyn_cast_or_null<BinaryOperator>(Rdx);
2641 // Try to match and vectorize a horizontal reduction.
2642 HorizontalReduction HorRdx;
2643 if (ShouldVectorizeHor &&
2644 HorRdx.matchAssociativeReduction(P, BI, DL) &&
2645 HorRdx.tryToReduce(R, TTI)) {
2652 Value *Inst = BI->getOperand(0);
2654 Inst = BI->getOperand(1);
2656 if (tryToVectorize(dyn_cast<BinaryOperator>(Inst), R)) {
2657 // We would like to start over since some instructions are deleted
2658 // and the iterator may become invalid value.
2668 // Try to vectorize horizontal reductions feeding into a store.
2669 if (ShouldStartVectorizeHorAtStore)
2670 if (StoreInst *SI = dyn_cast<StoreInst>(it))
2671 if (BinaryOperator *BinOp =
2672 dyn_cast<BinaryOperator>(SI->getValueOperand())) {
2673 HorizontalReduction HorRdx;
2674 if (((HorRdx.matchAssociativeReduction(0, BinOp, DL) &&
2675 HorRdx.tryToReduce(R, TTI)) ||
2676 tryToVectorize(BinOp, R))) {
2684 // Try to vectorize trees that start at compare instructions.
2685 if (CmpInst *CI = dyn_cast<CmpInst>(it)) {
2686 if (tryToVectorizePair(CI->getOperand(0), CI->getOperand(1), R)) {
2688 // We would like to start over since some instructions are deleted
2689 // and the iterator may become invalid value.
2695 for (int i = 0; i < 2; ++i) {
2696 if (BinaryOperator *BI = dyn_cast<BinaryOperator>(CI->getOperand(i))) {
2697 if (tryToVectorizePair(BI->getOperand(0), BI->getOperand(1), R)) {
2699 // We would like to start over since some instructions are deleted
2700 // and the iterator may become invalid value.
2709 // Try to vectorize trees that start at insertelement instructions.
2710 if (InsertElementInst *IE = dyn_cast<InsertElementInst>(it)) {
2711 SmallVector<Value *, 8> Ops;
2712 if (!findBuildVector(IE, Ops))
2715 if (tryToVectorizeList(Ops, R)) {
2728 bool SLPVectorizer::vectorizeStoreChains(BoUpSLP &R) {
2729 bool Changed = false;
2730 // Attempt to sort and vectorize each of the store-groups.
2731 for (StoreListMap::iterator it = StoreRefs.begin(), e = StoreRefs.end();
2733 if (it->second.size() < 2)
2736 DEBUG(dbgs() << "SLP: Analyzing a store chain of length "
2737 << it->second.size() << ".\n");
2739 // Process the stores in chunks of 16.
2740 for (unsigned CI = 0, CE = it->second.size(); CI < CE; CI+=16) {
2741 unsigned Len = std::min<unsigned>(CE - CI, 16);
2742 ArrayRef<StoreInst *> Chunk(&it->second[CI], Len);
2743 Changed |= vectorizeStores(Chunk, -SLPCostThreshold, R);
2749 } // end anonymous namespace
2751 char SLPVectorizer::ID = 0;
2752 static const char lv_name[] = "SLP Vectorizer";
2753 INITIALIZE_PASS_BEGIN(SLPVectorizer, SV_NAME, lv_name, false, false)
2754 INITIALIZE_AG_DEPENDENCY(AliasAnalysis)
2755 INITIALIZE_AG_DEPENDENCY(TargetTransformInfo)
2756 INITIALIZE_PASS_DEPENDENCY(ScalarEvolution)
2757 INITIALIZE_PASS_DEPENDENCY(LoopSimplify)
2758 INITIALIZE_PASS_END(SLPVectorizer, SV_NAME, lv_name, false, false)
2761 Pass *createSLPVectorizerPass() { return new SLPVectorizer(); }