1 //===- SCFToOpenMP.cpp - Structured Control Flow to OpenMP conversion -----===// 2 // 3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. 4 // See https://llvm.org/LICENSE.txt for license information. 5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception 6 // 7 //===----------------------------------------------------------------------===// 8 // 9 // This file implements a pass to convert scf.parallel operations into OpenMP 10 // parallel loops. 11 // 12 //===----------------------------------------------------------------------===// 13 14 #include "mlir/Conversion/SCFToOpenMP/SCFToOpenMP.h" 15 #include "../PassDetail.h" 16 #include "mlir/Dialect/LLVMIR/LLVMDialect.h" 17 #include "mlir/Dialect/OpenMP/OpenMPDialect.h" 18 #include "mlir/Dialect/SCF/SCF.h" 19 #include "mlir/Dialect/StandardOps/IR/Ops.h" 20 #include "mlir/IR/ImplicitLocOpBuilder.h" 21 #include "mlir/IR/SymbolTable.h" 22 #include "mlir/Transforms/DialectConversion.h" 23 24 using namespace mlir; 25 26 /// Matches a block containing a "simple" reduction. The expected shape of the 27 /// block is as follows. 28 /// 29 /// ^bb(%arg0, %arg1): 30 /// %0 = OpTy(%arg0, %arg1) 31 /// scf.reduce.return %0 32 template <typename... OpTy> 33 static bool matchSimpleReduction(Block &block) { 34 if (block.empty() || llvm::hasSingleElement(block) || 35 std::next(block.begin(), 2) != block.end()) 36 return false; 37 return isa<OpTy...>(block.front()) && 38 isa<scf::ReduceReturnOp>(block.back()) && 39 block.front().getOperands() == block.getArguments() && 40 block.back().getOperand(0) == block.front().getResult(0); 41 } 42 43 /// Matches a block containing a select-based min/max reduction. The types of 44 /// select and compare operations are provided as template arguments. The 45 /// comparison predicates suitable for min and max are provided as function 46 /// arguments. If a reduction is matched, `ifMin` will be set if the reduction 47 /// compute the minimum and unset if it computes the maximum, otherwise it 48 /// remains unmodified. The expected shape of the block is as follows. 49 /// 50 /// ^bb(%arg0, %arg1): 51 /// %0 = CompareOpTy(<one-of-predicates>, %arg0, %arg1) 52 /// %1 = SelectOpTy(%0, %arg0, %arg1) // %arg0, %arg1 may be swapped here. 53 /// scf.reduce.return %1 54 template < 55 typename CompareOpTy, typename SelectOpTy, 56 typename Predicate = decltype(std::declval<CompareOpTy>().predicate())> 57 static bool 58 matchSelectReduction(Block &block, ArrayRef<Predicate> lessThanPredicates, 59 ArrayRef<Predicate> greaterThanPredicates, bool &isMin) { 60 static_assert(llvm::is_one_of<SelectOpTy, SelectOp, LLVM::SelectOp>::value, 61 "only std and llvm select ops are supported"); 62 63 // Expect exactly three operations in the block. 64 if (block.empty() || llvm::hasSingleElement(block) || 65 std::next(block.begin(), 2) == block.end() || 66 std::next(block.begin(), 3) != block.end()) 67 return false; 68 69 // Check op kinds. 70 auto compare = dyn_cast<CompareOpTy>(block.front()); 71 auto select = dyn_cast<SelectOpTy>(block.front().getNextNode()); 72 auto terminator = dyn_cast<scf::ReduceReturnOp>(block.back()); 73 if (!compare || !select || !terminator) 74 return false; 75 76 // Block arguments must be compared. 77 if (compare->getOperands() != block.getArguments()) 78 return false; 79 80 // Detect whether the comparison is less-than or greater-than, otherwise bail. 81 bool isLess; 82 if (llvm::find(lessThanPredicates, compare.predicate()) != 83 lessThanPredicates.end()) { 84 isLess = true; 85 } else if (llvm::find(greaterThanPredicates, compare.predicate()) != 86 greaterThanPredicates.end()) { 87 isLess = false; 88 } else { 89 return false; 90 } 91 92 if (select.condition() != compare.getResult()) 93 return false; 94 95 // Detect if the operands are swapped between cmpf and select. Match the 96 // comparison type with the requested type or with the opposite of the 97 // requested type if the operands are swapped. Use generic accessors because 98 // std and LLVM versions of select have different operand names but identical 99 // positions. 100 constexpr unsigned kTrueValue = 1; 101 constexpr unsigned kFalseValue = 2; 102 bool sameOperands = select.getOperand(kTrueValue) == compare.lhs() && 103 select.getOperand(kFalseValue) == compare.rhs(); 104 bool swappedOperands = select.getOperand(kTrueValue) == compare.rhs() && 105 select.getOperand(kFalseValue) == compare.lhs(); 106 if (!sameOperands && !swappedOperands) 107 return false; 108 109 if (select.getResult() != terminator.result()) 110 return false; 111 112 // The reduction is a min if it uses less-than predicates with same operands 113 // or greather-than predicates with swapped operands. Similarly for max. 114 isMin = (isLess && sameOperands) || (!isLess && swappedOperands); 115 return isMin || (isLess & swappedOperands) || (!isLess && sameOperands); 116 } 117 118 /// Returns the float semantics for the given float type. 119 static const llvm::fltSemantics &fltSemanticsForType(FloatType type) { 120 if (type.isF16()) 121 return llvm::APFloat::IEEEhalf(); 122 if (type.isF32()) 123 return llvm::APFloat::IEEEsingle(); 124 if (type.isF64()) 125 return llvm::APFloat::IEEEdouble(); 126 if (type.isF128()) 127 return llvm::APFloat::IEEEquad(); 128 if (type.isBF16()) 129 return llvm::APFloat::BFloat(); 130 if (type.isF80()) 131 return llvm::APFloat::x87DoubleExtended(); 132 llvm_unreachable("unknown float type"); 133 } 134 135 /// Returns an attribute with the minimum (if `min` is set) or the maximum value 136 /// (otherwise) for the given float type. 137 static Attribute minMaxValueForFloat(Type type, bool min) { 138 auto fltType = type.cast<FloatType>(); 139 return FloatAttr::get( 140 type, llvm::APFloat::getLargest(fltSemanticsForType(fltType), min)); 141 } 142 143 /// Returns an attribute with the signed integer minimum (if `min` is set) or 144 /// the maximum value (otherwise) for the given integer type, regardless of its 145 /// signedness semantics (only the width is considered). 146 static Attribute minMaxValueForSignedInt(Type type, bool min) { 147 auto intType = type.cast<IntegerType>(); 148 unsigned bitwidth = intType.getWidth(); 149 return IntegerAttr::get(type, min ? llvm::APInt::getSignedMinValue(bitwidth) 150 : llvm::APInt::getSignedMaxValue(bitwidth)); 151 } 152 153 /// Returns an attribute with the unsigned integer minimum (if `min` is set) or 154 /// the maximum value (otherwise) for the given integer type, regardless of its 155 /// signedness semantics (only the width is considered). 156 static Attribute minMaxValueForUnsignedInt(Type type, bool min) { 157 auto intType = type.cast<IntegerType>(); 158 unsigned bitwidth = intType.getWidth(); 159 return IntegerAttr::get(type, min ? llvm::APInt::getNullValue(bitwidth) 160 : llvm::APInt::getAllOnesValue(bitwidth)); 161 } 162 163 /// Creates an OpenMP reduction declaration and inserts it into the provided 164 /// symbol table. The declaration has a constant initializer with the neutral 165 /// value `initValue`, and the reduction combiner carried over from `reduce`. 166 static omp::ReductionDeclareOp createDecl(PatternRewriter &builder, 167 SymbolTable &symbolTable, 168 scf::ReduceOp reduce, 169 Attribute initValue) { 170 OpBuilder::InsertionGuard guard(builder); 171 auto decl = builder.create<omp::ReductionDeclareOp>( 172 reduce.getLoc(), "__scf_reduction", reduce.operand().getType()); 173 symbolTable.insert(decl); 174 175 Type type = reduce.operand().getType(); 176 builder.createBlock(&decl.initializerRegion(), decl.initializerRegion().end(), 177 {type}); 178 builder.setInsertionPointToEnd(&decl.initializerRegion().back()); 179 Value init = 180 builder.create<LLVM::ConstantOp>(reduce.getLoc(), type, initValue); 181 builder.create<omp::YieldOp>(reduce.getLoc(), init); 182 183 Operation *terminator = &reduce.getRegion().front().back(); 184 assert(isa<scf::ReduceReturnOp>(terminator) && 185 "expected reduce op to be terminated by redure return"); 186 builder.setInsertionPoint(terminator); 187 builder.replaceOpWithNewOp<omp::YieldOp>(terminator, 188 terminator->getOperands()); 189 builder.inlineRegionBefore(reduce.getRegion(), decl.reductionRegion(), 190 decl.reductionRegion().end()); 191 return decl; 192 } 193 194 /// Adds an atomic reduction combiner to the given OpenMP reduction declaration 195 /// using llvm.atomicrmw of the given kind. 196 static omp::ReductionDeclareOp addAtomicRMW(OpBuilder &builder, 197 LLVM::AtomicBinOp atomicKind, 198 omp::ReductionDeclareOp decl, 199 scf::ReduceOp reduce) { 200 OpBuilder::InsertionGuard guard(builder); 201 Type type = reduce.operand().getType(); 202 Type ptrType = LLVM::LLVMPointerType::get(type); 203 builder.createBlock(&decl.atomicReductionRegion(), 204 decl.atomicReductionRegion().end(), {ptrType, ptrType}); 205 Block *atomicBlock = &decl.atomicReductionRegion().back(); 206 builder.setInsertionPointToEnd(atomicBlock); 207 Value loaded = builder.create<LLVM::LoadOp>(reduce.getLoc(), 208 atomicBlock->getArgument(1)); 209 builder.create<LLVM::AtomicRMWOp>(reduce.getLoc(), type, atomicKind, 210 atomicBlock->getArgument(0), loaded, 211 LLVM::AtomicOrdering::monotonic); 212 builder.create<omp::YieldOp>(reduce.getLoc(), ArrayRef<Value>()); 213 return decl; 214 } 215 216 /// Creates an OpenMP reduction declaration that corresponds to the given SCF 217 /// reduction and returns it. Recognizes common reductions in order to identify 218 /// the neutral value, necessary for the OpenMP declaration. If the reduction 219 /// cannot be recognized, returns null. 220 static omp::ReductionDeclareOp declareReduction(PatternRewriter &builder, 221 scf::ReduceOp reduce) { 222 Operation *container = SymbolTable::getNearestSymbolTable(reduce); 223 SymbolTable symbolTable(container); 224 225 // Insert reduction declarations in the symbol-table ancestor before the 226 // ancestor of the current insertion point. 227 Operation *insertionPoint = reduce; 228 while (insertionPoint->getParentOp() != container) 229 insertionPoint = insertionPoint->getParentOp(); 230 OpBuilder::InsertionGuard guard(builder); 231 builder.setInsertionPoint(insertionPoint); 232 233 assert(llvm::hasSingleElement(reduce.getRegion()) && 234 "expected reduction region to have a single element"); 235 236 // Match simple binary reductions that can be expressed with atomicrmw. 237 Type type = reduce.operand().getType(); 238 Block &reduction = reduce.getRegion().front(); 239 if (matchSimpleReduction<AddFOp, LLVM::FAddOp>(reduction)) { 240 omp::ReductionDeclareOp decl = createDecl(builder, symbolTable, reduce, 241 builder.getFloatAttr(type, 0.0)); 242 return addAtomicRMW(builder, LLVM::AtomicBinOp::fadd, decl, reduce); 243 } 244 if (matchSimpleReduction<AddIOp, LLVM::AddOp>(reduction)) { 245 omp::ReductionDeclareOp decl = createDecl(builder, symbolTable, reduce, 246 builder.getIntegerAttr(type, 0)); 247 return addAtomicRMW(builder, LLVM::AtomicBinOp::add, decl, reduce); 248 } 249 if (matchSimpleReduction<OrOp, LLVM::OrOp>(reduction)) { 250 omp::ReductionDeclareOp decl = createDecl(builder, symbolTable, reduce, 251 builder.getIntegerAttr(type, 0)); 252 return addAtomicRMW(builder, LLVM::AtomicBinOp::_or, decl, reduce); 253 } 254 if (matchSimpleReduction<XOrOp, LLVM::XOrOp>(reduction)) { 255 omp::ReductionDeclareOp decl = createDecl(builder, symbolTable, reduce, 256 builder.getIntegerAttr(type, 0)); 257 return addAtomicRMW(builder, LLVM::AtomicBinOp::_xor, decl, reduce); 258 } 259 if (matchSimpleReduction<AndOp, LLVM::AndOp>(reduction)) { 260 omp::ReductionDeclareOp decl = createDecl( 261 builder, symbolTable, reduce, 262 builder.getIntegerAttr( 263 type, llvm::APInt::getAllOnesValue(type.getIntOrFloatBitWidth()))); 264 return addAtomicRMW(builder, LLVM::AtomicBinOp::_and, decl, reduce); 265 } 266 267 // Match simple binary reductions that cannot be expressed with atomicrmw. 268 // TODO: add atomic region using cmpxchg (which needs atomic load to be 269 // available as an op). 270 if (matchSimpleReduction<MulFOp, LLVM::FMulOp>(reduction)) { 271 return createDecl(builder, symbolTable, reduce, 272 builder.getFloatAttr(type, 1.0)); 273 } 274 275 // Match select-based min/max reductions. 276 bool isMin; 277 if (matchSelectReduction<CmpFOp, SelectOp>( 278 reduction, {CmpFPredicate::OLT, CmpFPredicate::OLE}, 279 {CmpFPredicate::OGT, CmpFPredicate::OGE}, isMin) || 280 matchSelectReduction<LLVM::FCmpOp, LLVM::SelectOp>( 281 reduction, {LLVM::FCmpPredicate::olt, LLVM::FCmpPredicate::ole}, 282 {LLVM::FCmpPredicate::ogt, LLVM::FCmpPredicate::oge}, isMin)) { 283 return createDecl(builder, symbolTable, reduce, 284 minMaxValueForFloat(type, !isMin)); 285 } 286 if (matchSelectReduction<CmpIOp, SelectOp>( 287 reduction, {CmpIPredicate::slt, CmpIPredicate::sle}, 288 {CmpIPredicate::sgt, CmpIPredicate::sge}, isMin) || 289 matchSelectReduction<LLVM::ICmpOp, LLVM::SelectOp>( 290 reduction, {LLVM::ICmpPredicate::slt, LLVM::ICmpPredicate::sle}, 291 {LLVM::ICmpPredicate::sgt, LLVM::ICmpPredicate::sge}, isMin)) { 292 omp::ReductionDeclareOp decl = createDecl( 293 builder, symbolTable, reduce, minMaxValueForSignedInt(type, !isMin)); 294 return addAtomicRMW(builder, 295 isMin ? LLVM::AtomicBinOp::min : LLVM::AtomicBinOp::max, 296 decl, reduce); 297 } 298 if (matchSelectReduction<CmpIOp, SelectOp>( 299 reduction, {CmpIPredicate::ult, CmpIPredicate::ule}, 300 {CmpIPredicate::ugt, CmpIPredicate::uge}, isMin) || 301 matchSelectReduction<LLVM::ICmpOp, LLVM::SelectOp>( 302 reduction, {LLVM::ICmpPredicate::ugt, LLVM::ICmpPredicate::ule}, 303 {LLVM::ICmpPredicate::ugt, LLVM::ICmpPredicate::uge}, isMin)) { 304 omp::ReductionDeclareOp decl = createDecl( 305 builder, symbolTable, reduce, minMaxValueForUnsignedInt(type, !isMin)); 306 return addAtomicRMW( 307 builder, isMin ? LLVM::AtomicBinOp::umin : LLVM::AtomicBinOp::umax, 308 decl, reduce); 309 } 310 311 return nullptr; 312 } 313 314 namespace { 315 316 struct ParallelOpLowering : public OpRewritePattern<scf::ParallelOp> { 317 using OpRewritePattern<scf::ParallelOp>::OpRewritePattern; 318 319 LogicalResult matchAndRewrite(scf::ParallelOp parallelOp, 320 PatternRewriter &rewriter) const override { 321 // Replace SCF yield with OpenMP yield. 322 { 323 OpBuilder::InsertionGuard guard(rewriter); 324 rewriter.setInsertionPointToEnd(parallelOp.getBody()); 325 assert(llvm::hasSingleElement(parallelOp.region()) && 326 "expected scf.parallel to have one block"); 327 rewriter.replaceOpWithNewOp<omp::YieldOp>( 328 parallelOp.getBody()->getTerminator(), ValueRange()); 329 } 330 331 // Declare reductions. 332 // TODO: consider checking it here is already a compatible reduction 333 // declaration and use it instead of redeclaring. 334 SmallVector<Attribute> reductionDeclSymbols; 335 for (auto reduce : parallelOp.getOps<scf::ReduceOp>()) { 336 omp::ReductionDeclareOp decl = declareReduction(rewriter, reduce); 337 if (!decl) 338 return failure(); 339 reductionDeclSymbols.push_back( 340 SymbolRefAttr::get(rewriter.getContext(), decl.sym_name())); 341 } 342 343 // Allocate reduction variables. Make sure the we don't overflow the stack 344 // with local `alloca`s by saving and restoring the stack pointer. 345 Location loc = parallelOp.getLoc(); 346 Value one = rewriter.create<LLVM::ConstantOp>( 347 loc, rewriter.getIntegerType(64), rewriter.getI64IntegerAttr(1)); 348 SmallVector<Value> reductionVariables; 349 reductionVariables.reserve(parallelOp.getNumReductions()); 350 Value token = rewriter.create<LLVM::StackSaveOp>( 351 loc, LLVM::LLVMPointerType::get(rewriter.getIntegerType(8))); 352 for (Value init : parallelOp.initVals()) { 353 assert((LLVM::isCompatibleType(init.getType()) || 354 init.getType().isa<LLVM::PointerElementTypeInterface>()) && 355 "cannot create a reduction variable if the type is not an LLVM " 356 "pointer element"); 357 Value storage = rewriter.create<LLVM::AllocaOp>( 358 loc, LLVM::LLVMPointerType::get(init.getType()), one, 0); 359 rewriter.create<LLVM::StoreOp>(loc, init, storage); 360 reductionVariables.push_back(storage); 361 } 362 363 // Replace the reduction operations contained in this loop. Must be done 364 // here rather than in a separate pattern to have access to the list of 365 // reduction variables. 366 for (auto pair : 367 llvm::zip(parallelOp.getOps<scf::ReduceOp>(), reductionVariables)) { 368 OpBuilder::InsertionGuard guard(rewriter); 369 scf::ReduceOp reduceOp = std::get<0>(pair); 370 rewriter.setInsertionPoint(reduceOp); 371 rewriter.replaceOpWithNewOp<omp::ReductionOp>( 372 reduceOp, reduceOp.operand(), std::get<1>(pair)); 373 } 374 375 // Create the parallel wrapper. 376 auto ompParallel = rewriter.create<omp::ParallelOp>(loc); 377 { 378 OpBuilder::InsertionGuard guard(rewriter); 379 rewriter.createBlock(&ompParallel.region()); 380 381 // Replace SCF yield with OpenMP yield. 382 { 383 OpBuilder::InsertionGuard innerGuard(rewriter); 384 rewriter.setInsertionPointToEnd(parallelOp.getBody()); 385 assert(llvm::hasSingleElement(parallelOp.region()) && 386 "expected scf.parallel to have one block"); 387 rewriter.replaceOpWithNewOp<omp::YieldOp>( 388 parallelOp.getBody()->getTerminator(), ValueRange()); 389 } 390 391 // Replace the loop. 392 auto loop = rewriter.create<omp::WsLoopOp>( 393 parallelOp.getLoc(), parallelOp.lowerBound(), parallelOp.upperBound(), 394 parallelOp.step()); 395 rewriter.create<omp::TerminatorOp>(loc); 396 397 rewriter.inlineRegionBefore(parallelOp.region(), loop.region(), 398 loop.region().begin()); 399 if (!reductionVariables.empty()) { 400 loop.reductionsAttr( 401 ArrayAttr::get(rewriter.getContext(), reductionDeclSymbols)); 402 loop.reduction_varsMutable().append(reductionVariables); 403 } 404 } 405 406 // Load loop results. 407 SmallVector<Value> results; 408 results.reserve(reductionVariables.size()); 409 for (Value variable : reductionVariables) { 410 Value res = rewriter.create<LLVM::LoadOp>(loc, variable); 411 results.push_back(res); 412 } 413 rewriter.replaceOp(parallelOp, results); 414 415 rewriter.create<LLVM::StackRestoreOp>(loc, token); 416 return success(); 417 } 418 }; 419 420 /// Applies the conversion patterns in the given function. 421 static LogicalResult applyPatterns(ModuleOp module) { 422 ConversionTarget target(*module.getContext()); 423 target.addIllegalOp<scf::ReduceOp, scf::ReduceReturnOp, scf::ParallelOp>(); 424 target.addLegalDialect<omp::OpenMPDialect, LLVM::LLVMDialect>(); 425 426 RewritePatternSet patterns(module.getContext()); 427 patterns.add<ParallelOpLowering>(module.getContext()); 428 FrozenRewritePatternSet frozen(std::move(patterns)); 429 return applyPartialConversion(module, target, frozen); 430 } 431 432 /// A pass converting SCF operations to OpenMP operations. 433 struct SCFToOpenMPPass : public ConvertSCFToOpenMPBase<SCFToOpenMPPass> { 434 /// Pass entry point. 435 void runOnOperation() override { 436 if (failed(applyPatterns(getOperation()))) 437 signalPassFailure(); 438 } 439 }; 440 441 } // end namespace 442 443 std::unique_ptr<OperationPass<ModuleOp>> mlir::createConvertSCFToOpenMPPass() { 444 return std::make_unique<SCFToOpenMPPass>(); 445 } 446