| //===- SCCP.cpp - Sparse Conditional Constant Propagation -----------------===// |
| // |
| // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. |
| // See https://llvm.org/LICENSE.txt for license information. |
| // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
| // |
| //===----------------------------------------------------------------------===// |
| // |
| // This transformation pass performs a sparse conditional constant propagation |
| // in MLIR. It identifies values known to be constant, propagates that |
| // information throughout the IR, and replaces them. This is done with an |
| // optimistic dataflow analysis that assumes that all values are constant until |
| // proven otherwise. |
| // |
| //===----------------------------------------------------------------------===// |
| |
| #include "PassDetail.h" |
| #include "mlir/Analysis/DataFlowAnalysis.h" |
| #include "mlir/IR/Builders.h" |
| #include "mlir/IR/Dialect.h" |
| #include "mlir/Interfaces/ControlFlowInterfaces.h" |
| #include "mlir/Interfaces/SideEffectInterfaces.h" |
| #include "mlir/Pass/Pass.h" |
| #include "mlir/Transforms/FoldUtils.h" |
| #include "mlir/Transforms/Passes.h" |
| |
| using namespace mlir; |
| |
| //===----------------------------------------------------------------------===// |
| // SCCP Analysis |
| //===----------------------------------------------------------------------===// |
| |
| namespace { |
| struct SCCPLatticeValue { |
| SCCPLatticeValue(Attribute constant = {}, Dialect *dialect = nullptr) |
| : constant(constant), constantDialect(dialect) {} |
| |
| /// The pessimistic state of SCCP is non-constant. |
| static SCCPLatticeValue getPessimisticValueState(MLIRContext *context) { |
| return SCCPLatticeValue(); |
| } |
| static SCCPLatticeValue getPessimisticValueState(Value value) { |
| return SCCPLatticeValue(); |
| } |
| |
| /// Equivalence for SCCP only accounts for the constant, not the originating |
| /// dialect. |
| bool operator==(const SCCPLatticeValue &rhs) const { |
| return constant == rhs.constant; |
| } |
| |
| /// To join the state of two values, we simply check for equivalence. |
| static SCCPLatticeValue join(const SCCPLatticeValue &lhs, |
| const SCCPLatticeValue &rhs) { |
| return lhs == rhs ? lhs : SCCPLatticeValue(); |
| } |
| |
| /// The constant attribute value. |
| Attribute constant; |
| |
| /// The dialect the constant originated from. This is not used as part of the |
| /// key, and is only needed to materialize the held constant if necessary. |
| Dialect *constantDialect; |
| }; |
| |
| struct SCCPAnalysis : public ForwardDataFlowAnalysis<SCCPLatticeValue> { |
| using ForwardDataFlowAnalysis<SCCPLatticeValue>::ForwardDataFlowAnalysis; |
| ~SCCPAnalysis() override = default; |
| |
| ChangeResult |
| visitOperation(Operation *op, |
| ArrayRef<LatticeElement<SCCPLatticeValue> *> operands) final { |
| // Don't try to simulate the results of a region operation as we can't |
| // guarantee that folding will be out-of-place. We don't allow in-place |
| // folds as the desire here is for simulated execution, and not general |
| // folding. |
| if (op->getNumRegions()) |
| return markAllPessimisticFixpoint(op->getResults()); |
| |
| SmallVector<Attribute> constantOperands( |
| llvm::map_range(operands, [](LatticeElement<SCCPLatticeValue> *value) { |
| return value->getValue().constant; |
| })); |
| |
| // Save the original operands and attributes just in case the operation |
| // folds in-place. The constant passed in may not correspond to the real |
| // runtime value, so in-place updates are not allowed. |
| SmallVector<Value, 8> originalOperands(op->getOperands()); |
| DictionaryAttr originalAttrs = op->getAttrDictionary(); |
| |
| // Simulate the result of folding this operation to a constant. If folding |
| // fails or was an in-place fold, mark the results as overdefined. |
| SmallVector<OpFoldResult, 8> foldResults; |
| foldResults.reserve(op->getNumResults()); |
| if (failed(op->fold(constantOperands, foldResults))) |
| return markAllPessimisticFixpoint(op->getResults()); |
| |
| // If the folding was in-place, mark the results as overdefined and reset |
| // the operation. We don't allow in-place folds as the desire here is for |
| // simulated execution, and not general folding. |
| if (foldResults.empty()) { |
| op->setOperands(originalOperands); |
| op->setAttrs(originalAttrs); |
| return markAllPessimisticFixpoint(op->getResults()); |
| } |
| |
| // Merge the fold results into the lattice for this operation. |
| assert(foldResults.size() == op->getNumResults() && "invalid result size"); |
| Dialect *dialect = op->getDialect(); |
| ChangeResult result = ChangeResult::NoChange; |
| for (unsigned i = 0, e = foldResults.size(); i != e; ++i) { |
| LatticeElement<SCCPLatticeValue> &lattice = |
| getLatticeElement(op->getResult(i)); |
| |
| // Merge in the result of the fold, either a constant or a value. |
| OpFoldResult foldResult = foldResults[i]; |
| if (Attribute attr = foldResult.dyn_cast<Attribute>()) |
| result |= lattice.join(SCCPLatticeValue(attr, dialect)); |
| else |
| result |= lattice.join(getLatticeElement(foldResult.get<Value>())); |
| } |
| return result; |
| } |
| |
| /// Implementation of `getSuccessorsForOperands` that uses constant operands |
| /// to potentially remove dead successors. |
| LogicalResult getSuccessorsForOperands( |
| BranchOpInterface branch, |
| ArrayRef<LatticeElement<SCCPLatticeValue> *> operands, |
| SmallVectorImpl<Block *> &successors) final { |
| SmallVector<Attribute> constantOperands( |
| llvm::map_range(operands, [](LatticeElement<SCCPLatticeValue> *value) { |
| return value->getValue().constant; |
| })); |
| if (Block *singleSucc = branch.getSuccessorForOperands(constantOperands)) { |
| successors.push_back(singleSucc); |
| return success(); |
| } |
| return failure(); |
| } |
| |
| /// Implementation of `getSuccessorsForOperands` that uses constant operands |
| /// to potentially remove dead region successors. |
| void getSuccessorsForOperands( |
| RegionBranchOpInterface branch, Optional<unsigned> sourceIndex, |
| ArrayRef<LatticeElement<SCCPLatticeValue> *> operands, |
| SmallVectorImpl<RegionSuccessor> &successors) final { |
| SmallVector<Attribute> constantOperands( |
| llvm::map_range(operands, [](LatticeElement<SCCPLatticeValue> *value) { |
| return value->getValue().constant; |
| })); |
| branch.getSuccessorRegions(sourceIndex, constantOperands, successors); |
| } |
| }; |
| } // namespace |
| |
| //===----------------------------------------------------------------------===// |
| // SCCP Rewrites |
| //===----------------------------------------------------------------------===// |
| |
| /// Replace the given value with a constant if the corresponding lattice |
| /// represents a constant. Returns success if the value was replaced, failure |
| /// otherwise. |
| static LogicalResult replaceWithConstant(SCCPAnalysis &analysis, |
| OpBuilder &builder, |
| OperationFolder &folder, Value value) { |
| LatticeElement<SCCPLatticeValue> *lattice = |
| analysis.lookupLatticeElement(value); |
| if (!lattice) |
| return failure(); |
| SCCPLatticeValue &latticeValue = lattice->getValue(); |
| if (!latticeValue.constant) |
| return failure(); |
| |
| // Attempt to materialize a constant for the given value. |
| Dialect *dialect = latticeValue.constantDialect; |
| Value constant = folder.getOrCreateConstant( |
| builder, dialect, latticeValue.constant, value.getType(), value.getLoc()); |
| if (!constant) |
| return failure(); |
| |
| value.replaceAllUsesWith(constant); |
| return success(); |
| } |
| |
| /// Rewrite the given regions using the computing analysis. This replaces the |
| /// uses of all values that have been computed to be constant, and erases as |
| /// many newly dead operations. |
| static void rewrite(SCCPAnalysis &analysis, MLIRContext *context, |
| MutableArrayRef<Region> initialRegions) { |
| SmallVector<Block *> worklist; |
| auto addToWorklist = [&](MutableArrayRef<Region> regions) { |
| for (Region ®ion : regions) |
| for (Block &block : llvm::reverse(region)) |
| worklist.push_back(&block); |
| }; |
| |
| // An operation folder used to create and unique constants. |
| OperationFolder folder(context); |
| OpBuilder builder(context); |
| |
| addToWorklist(initialRegions); |
| while (!worklist.empty()) { |
| Block *block = worklist.pop_back_val(); |
| |
| for (Operation &op : llvm::make_early_inc_range(*block)) { |
| builder.setInsertionPoint(&op); |
| |
| // Replace any result with constants. |
| bool replacedAll = op.getNumResults() != 0; |
| for (Value res : op.getResults()) |
| replacedAll &= |
| succeeded(replaceWithConstant(analysis, builder, folder, res)); |
| |
| // If all of the results of the operation were replaced, try to erase |
| // the operation completely. |
| if (replacedAll && wouldOpBeTriviallyDead(&op)) { |
| assert(op.use_empty() && "expected all uses to be replaced"); |
| op.erase(); |
| continue; |
| } |
| |
| // Add any the regions of this operation to the worklist. |
| addToWorklist(op.getRegions()); |
| } |
| |
| // Replace any block arguments with constants. |
| builder.setInsertionPointToStart(block); |
| for (BlockArgument arg : block->getArguments()) |
| (void)replaceWithConstant(analysis, builder, folder, arg); |
| } |
| } |
| |
| //===----------------------------------------------------------------------===// |
| // SCCP Pass |
| //===----------------------------------------------------------------------===// |
| |
| namespace { |
| struct SCCP : public SCCPBase<SCCP> { |
| void runOnOperation() override; |
| }; |
| } // end anonymous namespace |
| |
| void SCCP::runOnOperation() { |
| Operation *op = getOperation(); |
| |
| SCCPAnalysis analysis(op->getContext()); |
| analysis.run(op); |
| rewrite(analysis, op->getContext(), op->getRegions()); |
| } |
| |
| std::unique_ptr<Pass> mlir::createSCCPPass() { |
| return std::make_unique<SCCP>(); |
| } |