1//===- CostModel.cpp ------ Cost Model Analysis ---------------------------===// 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// This file defines the cost model analysis. It provides a very basic cost 11// estimation for LLVM-IR. This analysis uses the services of the codegen 12// to approximate the cost of any IR instruction when lowered to machine 13// instructions. The cost results are unit-less and the cost number represents 14// the throughput of the machine assuming that all loads hit the cache, all 15// branches are predicted, etc. The cost numbers can be added in order to 16// compare two or more transformation alternatives. 17// 18//===----------------------------------------------------------------------===// 19 20#include "llvm/ADT/STLExtras.h" 21#include "llvm/Analysis/Passes.h" 22#include "llvm/Analysis/TargetTransformInfo.h" 23#include "llvm/IR/Function.h" 24#include "llvm/IR/Instructions.h" 25#include "llvm/IR/IntrinsicInst.h" 26#include "llvm/IR/Value.h" 27#include "llvm/Pass.h" 28#include "llvm/Support/CommandLine.h" 29#include "llvm/Support/Debug.h" 30#include "llvm/Support/raw_ostream.h" 31using namespace llvm; 32 33#define CM_NAME "cost-model" 34#define DEBUG_TYPE CM_NAME 35 36static cl::opt<bool> EnableReduxCost("costmodel-reduxcost", cl::init(false), 37 cl::Hidden, 38 cl::desc("Recognize reduction patterns.")); 39 40namespace { 41 class CostModelAnalysis : public FunctionPass { 42 43 public: 44 static char ID; // Class identification, replacement for typeinfo 45 CostModelAnalysis() : FunctionPass(ID), F(nullptr), TTI(nullptr) { 46 initializeCostModelAnalysisPass( 47 *PassRegistry::getPassRegistry()); 48 } 49 50 /// Returns the expected cost of the instruction. 51 /// Returns -1 if the cost is unknown. 52 /// Note, this method does not cache the cost calculation and it 53 /// can be expensive in some cases. 54 unsigned getInstructionCost(const Instruction *I) const; 55 56 private: 57 void getAnalysisUsage(AnalysisUsage &AU) const override; 58 bool runOnFunction(Function &F) override; 59 void print(raw_ostream &OS, const Module*) const override; 60 61 /// The function that we analyze. 62 Function *F; 63 /// Target information. 64 const TargetTransformInfo *TTI; 65 }; 66} // End of anonymous namespace 67 68// Register this pass. 69char CostModelAnalysis::ID = 0; 70static const char cm_name[] = "Cost Model Analysis"; 71INITIALIZE_PASS_BEGIN(CostModelAnalysis, CM_NAME, cm_name, false, true) 72INITIALIZE_PASS_END (CostModelAnalysis, CM_NAME, cm_name, false, true) 73 74FunctionPass *llvm::createCostModelAnalysisPass() { 75 return new CostModelAnalysis(); 76} 77 78void 79CostModelAnalysis::getAnalysisUsage(AnalysisUsage &AU) const { 80 AU.setPreservesAll(); 81} 82 83bool 84CostModelAnalysis::runOnFunction(Function &F) { 85 this->F = &F; 86 auto *TTIWP = getAnalysisIfAvailable<TargetTransformInfoWrapperPass>(); 87 TTI = TTIWP ? &TTIWP->getTTI(F) : nullptr; 88 89 return false; 90} 91 92static bool isReverseVectorMask(SmallVectorImpl<int> &Mask) { 93 for (unsigned i = 0, MaskSize = Mask.size(); i < MaskSize; ++i) 94 if (Mask[i] > 0 && Mask[i] != (int)(MaskSize - 1 - i)) 95 return false; 96 return true; 97} 98 99static bool isAlternateVectorMask(SmallVectorImpl<int> &Mask) { 100 bool isAlternate = true; 101 unsigned MaskSize = Mask.size(); 102 103 // Example: shufflevector A, B, <0,5,2,7> 104 for (unsigned i = 0; i < MaskSize && isAlternate; ++i) { 105 if (Mask[i] < 0) 106 continue; 107 isAlternate = Mask[i] == (int)((i & 1) ? MaskSize + i : i); 108 } 109 110 if (isAlternate) 111 return true; 112 113 isAlternate = true; 114 // Example: shufflevector A, B, <4,1,6,3> 115 for (unsigned i = 0; i < MaskSize && isAlternate; ++i) { 116 if (Mask[i] < 0) 117 continue; 118 isAlternate = Mask[i] == (int)((i & 1) ? i : MaskSize + i); 119 } 120 121 return isAlternate; 122} 123 124static TargetTransformInfo::OperandValueKind getOperandInfo(Value *V) { 125 TargetTransformInfo::OperandValueKind OpInfo = 126 TargetTransformInfo::OK_AnyValue; 127 128 // Check for a splat of a constant or for a non uniform vector of constants. 129 if (isa<ConstantVector>(V) || isa<ConstantDataVector>(V)) { 130 OpInfo = TargetTransformInfo::OK_NonUniformConstantValue; 131 if (cast<Constant>(V)->getSplatValue() != nullptr) 132 OpInfo = TargetTransformInfo::OK_UniformConstantValue; 133 } 134 135 return OpInfo; 136} 137 138static bool matchPairwiseShuffleMask(ShuffleVectorInst *SI, bool IsLeft, 139 unsigned Level) { 140 // We don't need a shuffle if we just want to have element 0 in position 0 of 141 // the vector. 142 if (!SI && Level == 0 && IsLeft) 143 return true; 144 else if (!SI) 145 return false; 146 147 SmallVector<int, 32> Mask(SI->getType()->getVectorNumElements(), -1); 148 149 // Build a mask of 0, 2, ... (left) or 1, 3, ... (right) depending on whether 150 // we look at the left or right side. 151 for (unsigned i = 0, e = (1 << Level), val = !IsLeft; i != e; ++i, val += 2) 152 Mask[i] = val; 153 154 SmallVector<int, 16> ActualMask = SI->getShuffleMask(); 155 return Mask == ActualMask; 156} 157 158static bool matchPairwiseReductionAtLevel(const BinaryOperator *BinOp, 159 unsigned Level, unsigned NumLevels) { 160 // Match one level of pairwise operations. 161 // %rdx.shuf.0.0 = shufflevector <4 x float> %rdx, <4 x float> undef, 162 // <4 x i32> <i32 0, i32 2 , i32 undef, i32 undef> 163 // %rdx.shuf.0.1 = shufflevector <4 x float> %rdx, <4 x float> undef, 164 // <4 x i32> <i32 1, i32 3, i32 undef, i32 undef> 165 // %bin.rdx.0 = fadd <4 x float> %rdx.shuf.0.0, %rdx.shuf.0.1 166 if (BinOp == nullptr) 167 return false; 168 169 assert(BinOp->getType()->isVectorTy() && "Expecting a vector type"); 170 171 unsigned Opcode = BinOp->getOpcode(); 172 Value *L = BinOp->getOperand(0); 173 Value *R = BinOp->getOperand(1); 174 175 ShuffleVectorInst *LS = dyn_cast<ShuffleVectorInst>(L); 176 if (!LS && Level) 177 return false; 178 ShuffleVectorInst *RS = dyn_cast<ShuffleVectorInst>(R); 179 if (!RS && Level) 180 return false; 181 182 // On level 0 we can omit one shufflevector instruction. 183 if (!Level && !RS && !LS) 184 return false; 185 186 // Shuffle inputs must match. 187 Value *NextLevelOpL = LS ? LS->getOperand(0) : nullptr; 188 Value *NextLevelOpR = RS ? RS->getOperand(0) : nullptr; 189 Value *NextLevelOp = nullptr; 190 if (NextLevelOpR && NextLevelOpL) { 191 // If we have two shuffles their operands must match. 192 if (NextLevelOpL != NextLevelOpR) 193 return false; 194 195 NextLevelOp = NextLevelOpL; 196 } else if (Level == 0 && (NextLevelOpR || NextLevelOpL)) { 197 // On the first level we can omit the shufflevector <0, undef,...>. So the 198 // input to the other shufflevector <1, undef> must match with one of the 199 // inputs to the current binary operation. 200 // Example: 201 // %NextLevelOpL = shufflevector %R, <1, undef ...> 202 // %BinOp = fadd %NextLevelOpL, %R 203 if (NextLevelOpL && NextLevelOpL != R) 204 return false; 205 else if (NextLevelOpR && NextLevelOpR != L) 206 return false; 207 208 NextLevelOp = NextLevelOpL ? R : L; 209 } else 210 return false; 211 212 // Check that the next levels binary operation exists and matches with the 213 // current one. 214 BinaryOperator *NextLevelBinOp = nullptr; 215 if (Level + 1 != NumLevels) { 216 if (!(NextLevelBinOp = dyn_cast<BinaryOperator>(NextLevelOp))) 217 return false; 218 else if (NextLevelBinOp->getOpcode() != Opcode) 219 return false; 220 } 221 222 // Shuffle mask for pairwise operation must match. 223 if (matchPairwiseShuffleMask(LS, true, Level)) { 224 if (!matchPairwiseShuffleMask(RS, false, Level)) 225 return false; 226 } else if (matchPairwiseShuffleMask(RS, true, Level)) { 227 if (!matchPairwiseShuffleMask(LS, false, Level)) 228 return false; 229 } else 230 return false; 231 232 if (++Level == NumLevels) 233 return true; 234 235 // Match next level. 236 return matchPairwiseReductionAtLevel(NextLevelBinOp, Level, NumLevels); 237} 238 239static bool matchPairwiseReduction(const ExtractElementInst *ReduxRoot, 240 unsigned &Opcode, Type *&Ty) { 241 if (!EnableReduxCost) 242 return false; 243 244 // Need to extract the first element. 245 ConstantInt *CI = dyn_cast<ConstantInt>(ReduxRoot->getOperand(1)); 246 unsigned Idx = ~0u; 247 if (CI) 248 Idx = CI->getZExtValue(); 249 if (Idx != 0) 250 return false; 251 252 BinaryOperator *RdxStart = dyn_cast<BinaryOperator>(ReduxRoot->getOperand(0)); 253 if (!RdxStart) 254 return false; 255 256 Type *VecTy = ReduxRoot->getOperand(0)->getType(); 257 unsigned NumVecElems = VecTy->getVectorNumElements(); 258 if (!isPowerOf2_32(NumVecElems)) 259 return false; 260 261 // We look for a sequence of shuffle,shuffle,add triples like the following 262 // that builds a pairwise reduction tree. 263 // 264 // (X0, X1, X2, X3) 265 // (X0 + X1, X2 + X3, undef, undef) 266 // ((X0 + X1) + (X2 + X3), undef, undef, undef) 267 // 268 // %rdx.shuf.0.0 = shufflevector <4 x float> %rdx, <4 x float> undef, 269 // <4 x i32> <i32 0, i32 2 , i32 undef, i32 undef> 270 // %rdx.shuf.0.1 = shufflevector <4 x float> %rdx, <4 x float> undef, 271 // <4 x i32> <i32 1, i32 3, i32 undef, i32 undef> 272 // %bin.rdx.0 = fadd <4 x float> %rdx.shuf.0.0, %rdx.shuf.0.1 273 // %rdx.shuf.1.0 = shufflevector <4 x float> %bin.rdx.0, <4 x float> undef, 274 // <4 x i32> <i32 0, i32 undef, i32 undef, i32 undef> 275 // %rdx.shuf.1.1 = shufflevector <4 x float> %bin.rdx.0, <4 x float> undef, 276 // <4 x i32> <i32 1, i32 undef, i32 undef, i32 undef> 277 // %bin.rdx8 = fadd <4 x float> %rdx.shuf.1.0, %rdx.shuf.1.1 278 // %r = extractelement <4 x float> %bin.rdx8, i32 0 279 if (!matchPairwiseReductionAtLevel(RdxStart, 0, Log2_32(NumVecElems))) 280 return false; 281 282 Opcode = RdxStart->getOpcode(); 283 Ty = VecTy; 284 285 return true; 286} 287 288static std::pair<Value *, ShuffleVectorInst *> 289getShuffleAndOtherOprd(BinaryOperator *B) { 290 291 Value *L = B->getOperand(0); 292 Value *R = B->getOperand(1); 293 ShuffleVectorInst *S = nullptr; 294 295 if ((S = dyn_cast<ShuffleVectorInst>(L))) 296 return std::make_pair(R, S); 297 298 S = dyn_cast<ShuffleVectorInst>(R); 299 return std::make_pair(L, S); 300} 301 302static bool matchVectorSplittingReduction(const ExtractElementInst *ReduxRoot, 303 unsigned &Opcode, Type *&Ty) { 304 if (!EnableReduxCost) 305 return false; 306 307 // Need to extract the first element. 308 ConstantInt *CI = dyn_cast<ConstantInt>(ReduxRoot->getOperand(1)); 309 unsigned Idx = ~0u; 310 if (CI) 311 Idx = CI->getZExtValue(); 312 if (Idx != 0) 313 return false; 314 315 BinaryOperator *RdxStart = dyn_cast<BinaryOperator>(ReduxRoot->getOperand(0)); 316 if (!RdxStart) 317 return false; 318 unsigned RdxOpcode = RdxStart->getOpcode(); 319 320 Type *VecTy = ReduxRoot->getOperand(0)->getType(); 321 unsigned NumVecElems = VecTy->getVectorNumElements(); 322 if (!isPowerOf2_32(NumVecElems)) 323 return false; 324 325 // We look for a sequence of shuffles and adds like the following matching one 326 // fadd, shuffle vector pair at a time. 327 // 328 // %rdx.shuf = shufflevector <4 x float> %rdx, <4 x float> undef, 329 // <4 x i32> <i32 2, i32 3, i32 undef, i32 undef> 330 // %bin.rdx = fadd <4 x float> %rdx, %rdx.shuf 331 // %rdx.shuf7 = shufflevector <4 x float> %bin.rdx, <4 x float> undef, 332 // <4 x i32> <i32 1, i32 undef, i32 undef, i32 undef> 333 // %bin.rdx8 = fadd <4 x float> %bin.rdx, %rdx.shuf7 334 // %r = extractelement <4 x float> %bin.rdx8, i32 0 335 336 unsigned MaskStart = 1; 337 Value *RdxOp = RdxStart; 338 SmallVector<int, 32> ShuffleMask(NumVecElems, 0); 339 unsigned NumVecElemsRemain = NumVecElems; 340 while (NumVecElemsRemain - 1) { 341 // Check for the right reduction operation. 342 BinaryOperator *BinOp; 343 if (!(BinOp = dyn_cast<BinaryOperator>(RdxOp))) 344 return false; 345 if (BinOp->getOpcode() != RdxOpcode) 346 return false; 347 348 Value *NextRdxOp; 349 ShuffleVectorInst *Shuffle; 350 std::tie(NextRdxOp, Shuffle) = getShuffleAndOtherOprd(BinOp); 351 352 // Check the current reduction operation and the shuffle use the same value. 353 if (Shuffle == nullptr) 354 return false; 355 if (Shuffle->getOperand(0) != NextRdxOp) 356 return false; 357 358 // Check that shuffle masks matches. 359 for (unsigned j = 0; j != MaskStart; ++j) 360 ShuffleMask[j] = MaskStart + j; 361 // Fill the rest of the mask with -1 for undef. 362 std::fill(&ShuffleMask[MaskStart], ShuffleMask.end(), -1); 363 364 SmallVector<int, 16> Mask = Shuffle->getShuffleMask(); 365 if (ShuffleMask != Mask) 366 return false; 367 368 RdxOp = NextRdxOp; 369 NumVecElemsRemain /= 2; 370 MaskStart *= 2; 371 } 372 373 Opcode = RdxOpcode; 374 Ty = VecTy; 375 return true; 376} 377 378unsigned CostModelAnalysis::getInstructionCost(const Instruction *I) const { 379 if (!TTI) 380 return -1; 381 382 switch (I->getOpcode()) { 383 case Instruction::GetElementPtr: 384 return TTI->getUserCost(I); 385 386 case Instruction::Ret: 387 case Instruction::PHI: 388 case Instruction::Br: { 389 return TTI->getCFInstrCost(I->getOpcode()); 390 } 391 case Instruction::Add: 392 case Instruction::FAdd: 393 case Instruction::Sub: 394 case Instruction::FSub: 395 case Instruction::Mul: 396 case Instruction::FMul: 397 case Instruction::UDiv: 398 case Instruction::SDiv: 399 case Instruction::FDiv: 400 case Instruction::URem: 401 case Instruction::SRem: 402 case Instruction::FRem: 403 case Instruction::Shl: 404 case Instruction::LShr: 405 case Instruction::AShr: 406 case Instruction::And: 407 case Instruction::Or: 408 case Instruction::Xor: { 409 TargetTransformInfo::OperandValueKind Op1VK = 410 getOperandInfo(I->getOperand(0)); 411 TargetTransformInfo::OperandValueKind Op2VK = 412 getOperandInfo(I->getOperand(1)); 413 return TTI->getArithmeticInstrCost(I->getOpcode(), I->getType(), Op1VK, 414 Op2VK); 415 } 416 case Instruction::Select: { 417 const SelectInst *SI = cast<SelectInst>(I); 418 Type *CondTy = SI->getCondition()->getType(); 419 return TTI->getCmpSelInstrCost(I->getOpcode(), I->getType(), CondTy); 420 } 421 case Instruction::ICmp: 422 case Instruction::FCmp: { 423 Type *ValTy = I->getOperand(0)->getType(); 424 return TTI->getCmpSelInstrCost(I->getOpcode(), ValTy); 425 } 426 case Instruction::Store: { 427 const StoreInst *SI = cast<StoreInst>(I); 428 Type *ValTy = SI->getValueOperand()->getType(); 429 return TTI->getMemoryOpCost(I->getOpcode(), ValTy, 430 SI->getAlignment(), 431 SI->getPointerAddressSpace()); 432 } 433 case Instruction::Load: { 434 const LoadInst *LI = cast<LoadInst>(I); 435 return TTI->getMemoryOpCost(I->getOpcode(), I->getType(), 436 LI->getAlignment(), 437 LI->getPointerAddressSpace()); 438 } 439 case Instruction::ZExt: 440 case Instruction::SExt: 441 case Instruction::FPToUI: 442 case Instruction::FPToSI: 443 case Instruction::FPExt: 444 case Instruction::PtrToInt: 445 case Instruction::IntToPtr: 446 case Instruction::SIToFP: 447 case Instruction::UIToFP: 448 case Instruction::Trunc: 449 case Instruction::FPTrunc: 450 case Instruction::BitCast: 451 case Instruction::AddrSpaceCast: { 452 Type *SrcTy = I->getOperand(0)->getType(); 453 return TTI->getCastInstrCost(I->getOpcode(), I->getType(), SrcTy); 454 } 455 case Instruction::ExtractElement: { 456 const ExtractElementInst * EEI = cast<ExtractElementInst>(I); 457 ConstantInt *CI = dyn_cast<ConstantInt>(I->getOperand(1)); 458 unsigned Idx = -1; 459 if (CI) 460 Idx = CI->getZExtValue(); 461 462 // Try to match a reduction sequence (series of shufflevector and vector 463 // adds followed by a extractelement). 464 unsigned ReduxOpCode; 465 Type *ReduxType; 466 467 if (matchVectorSplittingReduction(EEI, ReduxOpCode, ReduxType)) 468 return TTI->getReductionCost(ReduxOpCode, ReduxType, false); 469 else if (matchPairwiseReduction(EEI, ReduxOpCode, ReduxType)) 470 return TTI->getReductionCost(ReduxOpCode, ReduxType, true); 471 472 return TTI->getVectorInstrCost(I->getOpcode(), 473 EEI->getOperand(0)->getType(), Idx); 474 } 475 case Instruction::InsertElement: { 476 const InsertElementInst * IE = cast<InsertElementInst>(I); 477 ConstantInt *CI = dyn_cast<ConstantInt>(IE->getOperand(2)); 478 unsigned Idx = -1; 479 if (CI) 480 Idx = CI->getZExtValue(); 481 return TTI->getVectorInstrCost(I->getOpcode(), 482 IE->getType(), Idx); 483 } 484 case Instruction::ShuffleVector: { 485 const ShuffleVectorInst *Shuffle = cast<ShuffleVectorInst>(I); 486 Type *VecTypOp0 = Shuffle->getOperand(0)->getType(); 487 unsigned NumVecElems = VecTypOp0->getVectorNumElements(); 488 SmallVector<int, 16> Mask = Shuffle->getShuffleMask(); 489 490 if (NumVecElems == Mask.size()) { 491 if (isReverseVectorMask(Mask)) 492 return TTI->getShuffleCost(TargetTransformInfo::SK_Reverse, VecTypOp0, 493 0, nullptr); 494 if (isAlternateVectorMask(Mask)) 495 return TTI->getShuffleCost(TargetTransformInfo::SK_Alternate, 496 VecTypOp0, 0, nullptr); 497 } 498 499 return -1; 500 } 501 case Instruction::Call: 502 if (const IntrinsicInst *II = dyn_cast<IntrinsicInst>(I)) { 503 SmallVector<Value *, 4> Args; 504 for (unsigned J = 0, JE = II->getNumArgOperands(); J != JE; ++J) 505 Args.push_back(II->getArgOperand(J)); 506 507 FastMathFlags FMF; 508 if (auto *FPMO = dyn_cast<FPMathOperator>(II)) 509 FMF = FPMO->getFastMathFlags(); 510 511 return TTI->getIntrinsicInstrCost(II->getIntrinsicID(), II->getType(), 512 Args, FMF); 513 } 514 return -1; 515 default: 516 // We don't have any information on this instruction. 517 return -1; 518 } 519} 520 521void CostModelAnalysis::print(raw_ostream &OS, const Module*) const { 522 if (!F) 523 return; 524 525 for (BasicBlock &B : *F) { 526 for (Instruction &Inst : B) { 527 unsigned Cost = getInstructionCost(&Inst); 528 if (Cost != (unsigned)-1) 529 OS << "Cost Model: Found an estimated cost of " << Cost; 530 else 531 OS << "Cost Model: Unknown cost"; 532 533 OS << " for instruction: " << Inst << "\n"; 534 } 535 } 536} 537