| //===- Unroll.cpp - Code to perform loop unrolling ------------------------===// | |
| // | |
| // Copyright 2019 The MLIR Authors. | |
| // | |
| // Licensed under the Apache License, Version 2.0 (the "License"); | |
| // you may not use this file except in compliance with the License. | |
| // You may obtain a copy of the License at | |
| // | |
| // http://www.apache.org/licenses/LICENSE-2.0 | |
| // | |
| // Unless required by applicable law or agreed to in writing, software | |
| // distributed under the License is distributed on an "AS IS" BASIS, | |
| // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| // See the License for the specific language governing permissions and | |
| // limitations under the License. | |
| // ============================================================================= | |
| // | |
| // This file implements loop unrolling. | |
| // | |
| //===----------------------------------------------------------------------===// | |
| #include "mlir/Transforms/Passes.h" | |
| #include "mlir/Analysis/LoopAnalysis.h" | |
| #include "mlir/IR/AffineExpr.h" | |
| #include "mlir/IR/AffineMap.h" | |
| #include "mlir/IR/Builders.h" | |
| #include "mlir/IR/StandardOps.h" | |
| #include "mlir/IR/StmtVisitor.h" | |
| #include "mlir/Transforms/LoopUtils.h" | |
| #include "mlir/Transforms/Pass.h" | |
| #include "llvm/ADT/DenseMap.h" | |
| #include "llvm/Support/CommandLine.h" | |
| using namespace mlir; | |
| // Loop unrolling factor. | |
| static llvm::cl::opt<unsigned> | |
| clUnrollFactor("unroll-factor", llvm::cl::Hidden, | |
| llvm::cl::desc("Use this unroll factor for all loops")); | |
| static llvm::cl::opt<bool> clUnrollFull("unroll-full", llvm::cl::Hidden, | |
| llvm::cl::desc("Fully unroll loops")); | |
| static llvm::cl::opt<unsigned> clUnrollFullThreshold( | |
| "unroll-full-threshold", llvm::cl::Hidden, | |
| llvm::cl::desc( | |
| "Unroll all loops with trip count less than or equal to this")); | |
| namespace { | |
| /// Loop unrolling pass. Unrolls all innermost loops unless full unrolling and a | |
| /// full unroll threshold was specified, in which case, fully unrolls all loops | |
| /// with trip count less than the specified threshold. The latter is for testing | |
| /// purposes, especially for testing outer loop unrolling. | |
| struct LoopUnroll : public MLFunctionPass { | |
| Optional<unsigned> unrollFactor; | |
| Optional<bool> unrollFull; | |
| explicit LoopUnroll(Optional<unsigned> unrollFactor, | |
| Optional<bool> unrollFull) | |
| : unrollFactor(unrollFactor), unrollFull(unrollFull) {} | |
| PassResult runOnMLFunction(MLFunction *f) override; | |
| /// Unroll this for stmt. Returns false if nothing was done. | |
| bool runOnForStmt(ForStmt *forStmt); | |
| }; | |
| } // end anonymous namespace | |
| MLFunctionPass *mlir::createLoopUnrollPass(int unrollFactor, int unrollFull) { | |
| return new LoopUnroll(unrollFactor == -1 ? None | |
| : Optional<unsigned>(unrollFactor), | |
| unrollFull == -1 ? None : Optional<bool>(unrollFull)); | |
| } | |
| PassResult LoopUnroll::runOnMLFunction(MLFunction *f) { | |
| // Gathers all innermost loops through a post order pruned walk. | |
| class InnermostLoopGatherer : public StmtWalker<InnermostLoopGatherer, bool> { | |
| public: | |
| // Store innermost loops as we walk. | |
| std::vector<ForStmt *> loops; | |
| // This method specialized to encode custom return logic. | |
| typedef llvm::iplist<Statement> StmtListType; | |
| bool walkPostOrder(StmtListType::iterator Start, | |
| StmtListType::iterator End) { | |
| bool hasInnerLoops = false; | |
| // We need to walk all elements since all innermost loops need to be | |
| // gathered as opposed to determining whether this list has any inner | |
| // loops or not. | |
| while (Start != End) | |
| hasInnerLoops |= walkPostOrder(&(*Start++)); | |
| return hasInnerLoops; | |
| } | |
| bool walkForStmtPostOrder(ForStmt *forStmt) { | |
| bool hasInnerLoops = walkPostOrder(forStmt->begin(), forStmt->end()); | |
| if (!hasInnerLoops) | |
| loops.push_back(forStmt); | |
| return true; | |
| } | |
| bool walkIfStmtPostOrder(IfStmt *ifStmt) { | |
| bool hasInnerLoops = | |
| walkPostOrder(ifStmt->getThen()->begin(), ifStmt->getThen()->end()); | |
| if (ifStmt->hasElse()) | |
| hasInnerLoops |= | |
| walkPostOrder(ifStmt->getElse()->begin(), ifStmt->getElse()->end()); | |
| return hasInnerLoops; | |
| } | |
| bool visitOperationStmt(OperationStmt *opStmt) { return false; } | |
| // FIXME: can't use base class method for this because that in turn would | |
| // need to use the derived class method above. CRTP doesn't allow it, and | |
| // the compiler error resulting from it is also misleading. | |
| using StmtWalker<InnermostLoopGatherer, bool>::walkPostOrder; | |
| }; | |
| // Gathers all loops with trip count <= minTripCount. | |
| class ShortLoopGatherer : public StmtWalker<ShortLoopGatherer> { | |
| public: | |
| // Store short loops as we walk. | |
| std::vector<ForStmt *> loops; | |
| const unsigned minTripCount; | |
| ShortLoopGatherer(unsigned minTripCount) : minTripCount(minTripCount) {} | |
| void visitForStmt(ForStmt *forStmt) { | |
| Optional<uint64_t> tripCount = getConstantTripCount(*forStmt); | |
| if (tripCount.hasValue() && tripCount.getValue() <= minTripCount) | |
| loops.push_back(forStmt); | |
| } | |
| }; | |
| if (clUnrollFull.getNumOccurrences() > 0 && | |
| clUnrollFullThreshold.getNumOccurrences() > 0) { | |
| ShortLoopGatherer slg(clUnrollFullThreshold); | |
| // Do a post order walk so that loops are gathered from innermost to | |
| // outermost (or else unrolling an outer one may delete gathered inner | |
| // ones). | |
| slg.walkPostOrder(f); | |
| auto &loops = slg.loops; | |
| for (auto *forStmt : loops) | |
| loopUnrollFull(forStmt); | |
| return success(); | |
| } | |
| InnermostLoopGatherer ilg; | |
| ilg.walkPostOrder(f); | |
| auto &loops = ilg.loops; | |
| for (auto *forStmt : loops) | |
| runOnForStmt(forStmt); | |
| return success(); | |
| } | |
| /// Unroll a for stmt. Default unroll factor is 4. | |
| bool LoopUnroll::runOnForStmt(ForStmt *forStmt) { | |
| // Unroll by the factor passed, if any. | |
| if (unrollFactor.hasValue()) | |
| return loopUnrollByFactor(forStmt, unrollFactor.getValue()); | |
| // Unroll by the command line factor if one was specified. | |
| if (clUnrollFactor.getNumOccurrences() > 0) | |
| return loopUnrollByFactor(forStmt, clUnrollFactor); | |
| // Unroll completely if full loop unroll was specified. | |
| if (clUnrollFull.getNumOccurrences() > 0 || | |
| (unrollFull.hasValue() && unrollFull.getValue())) | |
| return loopUnrollFull(forStmt); | |
| // Unroll by four otherwise. | |
| return loopUnrollByFactor(forStmt, 4); | |
| } | |
| /// Unrolls this loop completely. | |
| bool mlir::loopUnrollFull(ForStmt *forStmt) { | |
| Optional<uint64_t> tripCount = getConstantTripCount(*forStmt); | |
| if (tripCount.hasValue()) | |
| return loopUnrollByFactor(forStmt, tripCount.getValue()); | |
| return false; | |
| } | |
| /// Unrolls and jams this loop by the specified factor or by the trip count (if | |
| /// constant) whichever is lower. | |
| bool mlir::loopUnrollUpToFactor(ForStmt *forStmt, uint64_t unrollFactor) { | |
| Optional<uint64_t> mayBeConstantTripCount = getConstantTripCount(*forStmt); | |
| if (mayBeConstantTripCount.hasValue() && | |
| mayBeConstantTripCount.getValue() < unrollFactor) | |
| return loopUnrollByFactor(forStmt, mayBeConstantTripCount.getValue()); | |
| return loopUnrollByFactor(forStmt, unrollFactor); | |
| } | |
| /// Unrolls this loop by the specified factor. Returns true if the loop | |
| /// is successfully unrolled. | |
| bool mlir::loopUnrollByFactor(ForStmt *forStmt, uint64_t unrollFactor) { | |
| assert(unrollFactor >= 1 && "unroll factor should be >= 1"); | |
| if (unrollFactor == 1 || forStmt->getStatements().empty()) | |
| return false; | |
| auto *lbMap = forStmt->getLowerBoundMap(); | |
| auto *ubMap = forStmt->getUpperBoundMap(); | |
| // Loops with max/min expressions won't be unrolled here (the output can't be | |
| // expressed as an MLFunction in the general case). However, the right way to | |
| // do such unrolling for an MLFunction would be to specialize the loop for the | |
| // 'hotspot' case and unroll that hotspot. | |
| if (lbMap->getNumResults() != 1 || ubMap->getNumResults() != 1) | |
| return false; | |
| // Same operand list for lower and upper bound for now. | |
| // TODO(bondhugula): handle bounds with different operand lists. | |
| if (!forStmt->matchingBoundOperandList()) | |
| return false; | |
| Optional<uint64_t> mayBeConstantTripCount = getConstantTripCount(*forStmt); | |
| // If the trip count is lower than the unroll factor, no unrolled body. | |
| // TODO(bondhugula): option to specify cleanup loop unrolling. | |
| if (mayBeConstantTripCount.hasValue() && | |
| mayBeConstantTripCount.getValue() < unrollFactor) | |
| return false; | |
| // Generate the cleanup loop if trip count isn't a multiple of unrollFactor. | |
| if (getLargestDivisorOfTripCount(*forStmt) % unrollFactor != 0) { | |
| DenseMap<const MLValue *, MLValue *> operandMap; | |
| MLFuncBuilder builder(forStmt->getBlock(), ++StmtBlock::iterator(forStmt)); | |
| auto *cleanupForStmt = cast<ForStmt>(builder.clone(*forStmt, operandMap)); | |
| auto *clLbMap = getCleanupLoopLowerBound(*forStmt, unrollFactor, &builder); | |
| assert(clLbMap && | |
| "cleanup loop lower bound map for single result bound maps can " | |
| "always be determined"); | |
| cleanupForStmt->setLowerBoundMap(clLbMap); | |
| // Promote the loop body up if this has turned into a single iteration loop. | |
| promoteIfSingleIteration(cleanupForStmt); | |
| // Adjust upper bound. | |
| auto *unrolledUbMap = | |
| getUnrolledLoopUpperBound(*forStmt, unrollFactor, &builder); | |
| assert(unrolledUbMap && | |
| "upper bound map can alwayys be determined for an unrolled loop " | |
| "with single result bounds"); | |
| forStmt->setUpperBoundMap(unrolledUbMap); | |
| } | |
| // Scale the step of loop being unrolled by unroll factor. | |
| int64_t step = forStmt->getStep(); | |
| forStmt->setStep(step * unrollFactor); | |
| // Builder to insert unrolled bodies right after the last statement in the | |
| // body of 'forStmt'. | |
| MLFuncBuilder builder(forStmt, StmtBlock::iterator(forStmt->end())); | |
| // Keep a pointer to the last statement in the original block so that we know | |
| // what to clone (since we are doing this in-place). | |
| StmtBlock::iterator srcBlockEnd = std::prev(forStmt->end()); | |
| // Unroll the contents of 'forStmt' (append unrollFactor-1 additional copies). | |
| for (unsigned i = 1; i < unrollFactor; i++) { | |
| DenseMap<const MLValue *, MLValue *> operandMap; | |
| // If the induction variable is used, create a remapping to the value for | |
| // this unrolled instance. | |
| if (!forStmt->use_empty()) { | |
| // iv' = iv + 1/2/3...unrollFactor-1; | |
| auto *bumpExpr = builder.getAddExpr(builder.getDimExpr(0), | |
| builder.getConstantExpr(i * step)); | |
| auto *bumpMap = builder.getAffineMap(1, 0, {bumpExpr}, {}); | |
| auto *ivUnroll = | |
| builder.create<AffineApplyOp>(forStmt->getLoc(), bumpMap, forStmt) | |
| ->getResult(0); | |
| operandMap[forStmt] = cast<MLValue>(ivUnroll); | |
| } | |
| // Clone the original body of 'forStmt'. | |
| for (auto it = forStmt->begin(); it != std::next(srcBlockEnd); it++) { | |
| builder.clone(*it, operandMap); | |
| } | |
| } | |
| // Promote the loop body up if this has turned into a single iteration loop. | |
| promoteIfSingleIteration(forStmt); | |
| return true; | |
| } |