SparseAnalysis.cpp

Go to the documentation of this file.

//===- SparseAnalysis.cpp - Sparse data-flow analysis ---------------------===//
//
// 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
//
//===----------------------------------------------------------------------===//
 
#include "mlir/Analysis/DataFlow/SparseAnalysis.h"
#include "mlir/Analysis/DataFlow/DeadCodeAnalysis.h"
#include "mlir/Analysis/DataFlowFramework.h"
#include "mlir/IR/Attributes.h"
#include "mlir/IR/Operation.h"
#include "mlir/IR/Region.h"
#include "mlir/IR/SymbolTable.h"
#include "mlir/IR/Value.h"
#include "mlir/IR/ValueRange.h"
#include "mlir/Interfaces/CallInterfaces.h"
#include "mlir/Interfaces/ControlFlowInterfaces.h"
#include "mlir/Support/LLVM.h"
#include "llvm/ADT/STLExtras.h"
#include "llvm/Support/DebugLog.h"
#include <cassert>
#include <optional>
 
using namespace mlir;
using namespace mlir::dataflow;
 
#define DEBUG_TYPE "dataflow"
 
//===----------------------------------------------------------------------===//
// AbstractSparseLattice
//===----------------------------------------------------------------------===//
 
void AbstractSparseLattice::onUpdate(DataFlowSolver *solver) const {
  AnalysisState::onUpdate(solver);
 
  // Push all users of the value to the queue.
  for (Operation *user : cast<Value>(anchor).getUsers())
    for (DataFlowAnalysis *analysis : useDefSubscribers)
      solver->enqueue({solver->getProgramPointAfter(user), analysis});
}
 
//===----------------------------------------------------------------------===//
// AbstractSparseForwardDataFlowAnalysis
//===----------------------------------------------------------------------===//
 
AbstractSparseForwardDataFlowAnalysis::AbstractSparseForwardDataFlowAnalysis(
    DataFlowSolver &solver)
    : DataFlowAnalysis(solver) {
  registerAnchorKind<CFGEdge>();
}
 
LogicalResult
AbstractSparseForwardDataFlowAnalysis::initialize(Operation *top) {
  // Mark the entry block arguments as having reached their pessimistic
  // fixpoints.
  for (Region &region : top->getRegions()) {
    if (region.empty())
      continue;
    for (Value argument : region.front().getArguments())
      setToEntryState(getLatticeElement(argument));
  }
 
  return initializeRecursively(top);
}
 
LogicalResult
AbstractSparseForwardDataFlowAnalysis::initializeRecursively(Operation *op) {
  LDBG() << "Initializing recursively for operation: "
         << OpWithFlags(op, OpPrintingFlags().skipRegions());
 
  // Initialize the analysis by visiting every owner of an SSA value (all
  // operations and blocks).
  if (failed(visitOperation(op))) {
    LDBG() << "Failed to visit operation: "
           << OpWithFlags(op, OpPrintingFlags().skipRegions());
    return failure();
  }
 
  for (Region &region : op->getRegions()) {
    LDBG() << "Processing region with " << region.getBlocks().size()
           << " blocks";
    for (Block &block : region) {
      LDBG() << "Processing block with " << block.getNumArguments()
             << " arguments";
      getOrCreate<Executable>(getProgramPointBefore(&block))
          ->blockContentSubscribe(this);
      visitBlock(&block);
      for (Operation &op : block) {
        LDBG() << "Recursively initializing nested operation: "
               << OpWithFlags(&op, OpPrintingFlags().skipRegions());
        if (failed(initializeRecursively(&op))) {
          LDBG() << "Failed to initialize nested operation: "
                 << OpWithFlags(&op, OpPrintingFlags().skipRegions());
          return failure();
        }
      }
    }
  }
 
  LDBG() << "Successfully completed recursive initialization for operation: "
         << OpWithFlags(op, OpPrintingFlags().skipRegions());
  return success();
}
 
LogicalResult
AbstractSparseForwardDataFlowAnalysis::visit(ProgramPoint *point) {
  if (!point->isBlockStart())
    return visitOperation(point->getPrevOp());
  visitBlock(point->getBlock());
  return success();
}
 
LogicalResult
AbstractSparseForwardDataFlowAnalysis::visitOperation(Operation *op) {
  // Exit early on operations with no results.
  if (op->getNumResults() == 0)
    return success();
 
  // If the containing block is not executable, bail out.
  if (op->getBlock() != nullptr &&
      !getOrCreate<Executable>(getProgramPointBefore(op->getBlock()))->isLive())
    return success();
 
  // Get the result lattices.
  SmallVector<AbstractSparseLattice *> resultLattices;
  resultLattices.reserve(op->getNumResults());
  for (Value result : op->getResults()) {
    AbstractSparseLattice *resultLattice = getLatticeElement(result);
    resultLattices.push_back(resultLattice);
  }
 
  // The results of a region branch operation are determined by control-flow.
  if (auto branch = dyn_cast<RegionBranchOpInterface>(op)) {
    visitRegionSuccessors(getProgramPointAfter(branch), branch,
                          RegionSuccessor::parent(), resultLattices);
    return success();
  }
 
  // Grab the lattice elements of the operands.
  SmallVector<const AbstractSparseLattice *> operandLattices;
  operandLattices.reserve(op->getNumOperands());
  for (Value operand : op->getOperands()) {
    AbstractSparseLattice *operandLattice = getLatticeElement(operand);
    operandLattice->useDefSubscribe(this);
    operandLattices.push_back(operandLattice);
  }
 
  if (auto call = dyn_cast<CallOpInterface>(op))
    return visitCallOperation(call, operandLattices, resultLattices);
 
  // Invoke the operation transfer function.
  return visitOperationImpl(op, operandLattices, resultLattices);
}
 
void AbstractSparseForwardDataFlowAnalysis::visitBlock(Block *block) {
  // Exit early on blocks with no arguments.
  if (block->getNumArguments() == 0)
    return;
 
  // If the block is not executable, bail out.
  if (!getOrCreate<Executable>(getProgramPointBefore(block))->isLive())
    return;
 
  // Get the argument lattices.
  SmallVector<AbstractSparseLattice *> argLattices;
  argLattices.reserve(block->getNumArguments());
  for (BlockArgument argument : block->getArguments()) {
    AbstractSparseLattice *argLattice = getLatticeElement(argument);
    argLattices.push_back(argLattice);
  }
 
  // The argument lattices of entry blocks are set by region control-flow or the
  // callgraph.
  if (block->isEntryBlock()) {
    // Check if this block is the entry block of a callable region.
    auto callable = dyn_cast<CallableOpInterface>(block->getParentOp());
    if (callable && callable.getCallableRegion() == block->getParent())
      return visitCallableOperation(callable, argLattices);
 
    // Check if the lattices can be determined from region control flow.
    if (auto branch = dyn_cast<RegionBranchOpInterface>(block->getParentOp())) {
      return visitRegionSuccessors(getProgramPointBefore(block), branch,
                                   block->getParent(), argLattices);
    }
 
    // All block arguments are non-successor-inputs.
    return visitNonControlFlowArgumentsImpl(block->getParentOp(),
                                            RegionSuccessor(block->getParent()),
                                            block->getArguments(), argLattices);
  }
 
  // Iterate over the predecessors of the non-entry block.
  for (Block::pred_iterator it = block->pred_begin(), e = block->pred_end();
       it != e; ++it) {
    Block *predecessor = *it;
 
    // If the edge from the predecessor block to the current block is not live,
    // bail out.
    auto *edgeExecutable =
        getOrCreate<Executable>(getLatticeAnchor<CFGEdge>(predecessor, block));
    edgeExecutable->blockContentSubscribe(this);
    if (!edgeExecutable->isLive())
      continue;
 
    // Check if we can reason about the data-flow from the predecessor.
    if (auto branch =
            dyn_cast<BranchOpInterface>(predecessor->getTerminator())) {
      SuccessorOperands operands =
          branch.getSuccessorOperands(it.getSuccessorIndex());
      for (auto [idx, lattice] : llvm::enumerate(argLattices)) {
        if (Value operand = operands[idx]) {
          join(lattice,
               *getLatticeElementFor(getProgramPointBefore(block), operand));
        } else {
          // Conservatively consider internally produced arguments as entry
          // points.
          setAllToEntryStates(lattice);
        }
      }
    } else {
      return setAllToEntryStates(argLattices);
    }
  }
}
 
LogicalResult AbstractSparseForwardDataFlowAnalysis::visitCallOperation(
    CallOpInterface call,
    ArrayRef<const AbstractSparseLattice *> operandLattices,
    ArrayRef<AbstractSparseLattice *> resultLattices) {
  // If the call operation is to an external function, attempt to infer the
  // results from the call arguments.
  auto isExternalCallable = [&]() {
    auto callable =
        dyn_cast_if_present<CallableOpInterface>(call.resolveCallable());
    return callable && !callable.getCallableRegion();
  };
  if (!getSolverConfig().isInterprocedural() || isExternalCallable()) {
    visitExternalCallImpl(call, operandLattices, resultLattices);
    return success();
  }
 
  // Otherwise, the results of a call operation are determined by the
  // callgraph.
  const auto *predecessors = getOrCreateFor<PredecessorState>(
      getProgramPointAfter(call), getProgramPointAfter(call));
  // If not all return sites are known, then conservatively assume we can't
  // reason about the data-flow.
  if (!predecessors->allPredecessorsKnown()) {
    setAllToEntryStates(resultLattices);
    return success();
  }
  for (Operation *predecessor : predecessors->getKnownPredecessors())
    for (auto &&[operand, resLattice] :
         llvm::zip(predecessor->getOperands(), resultLattices))
      join(resLattice,
           *getLatticeElementFor(getProgramPointAfter(call), operand));
  return success();
}
 
void AbstractSparseForwardDataFlowAnalysis::visitCallableOperation(
    CallableOpInterface callable,
    ArrayRef<AbstractSparseLattice *> argLattices) {
  Block *entryBlock = &callable.getCallableRegion()->front();
  const auto *callsites = getOrCreateFor<PredecessorState>(
      getProgramPointBefore(entryBlock), getProgramPointAfter(callable));
  // If not all callsites are known, conservatively mark all lattices as
  // having reached their pessimistic fixpoints.
  if (!callsites->allPredecessorsKnown() ||
      !getSolverConfig().isInterprocedural()) {
    return setAllToEntryStates(argLattices);
  }
  for (Operation *callsite : callsites->getKnownPredecessors()) {
    auto call = cast<CallOpInterface>(callsite);
    for (auto it : llvm::zip(call.getArgOperands(), argLattices))
      join(std::get<1>(it),
           *getLatticeElementFor(getProgramPointBefore(entryBlock),
                                 std::get<0>(it)));
  }
}
 
void AbstractSparseForwardDataFlowAnalysis::visitRegionSuccessors(
    ProgramPoint *point, RegionBranchOpInterface branch,
    RegionSuccessor successor, ArrayRef<AbstractSparseLattice *> lattices) {
  const auto *predecessors = getOrCreateFor<PredecessorState>(point, point);
  assert(predecessors->allPredecessorsKnown() &&
         "unexpected unresolved region successors");
 
  for (Operation *op : predecessors->getKnownPredecessors()) {
    // Get the incoming successor operands.
    std::optional<OperandRange> operands;
 
    // Check if the predecessor is the parent op.
    if (op == branch) {
      operands = branch.getEntrySuccessorOperands(successor);
      // Otherwise, try to deduce the operands from a region return-like op.
    } else if (auto regionTerminator =
                   dyn_cast<RegionBranchTerminatorOpInterface>(op)) {
      operands = regionTerminator.getSuccessorOperands(successor);
    }
 
    if (!operands) {
      // We can't reason about the data-flow.
      return setAllToEntryStates(lattices);
    }
 
    ValueRange inputs = predecessors->getSuccessorInputs(op);
    assert(inputs.size() == operands->size() &&
           "expected the same number of successor inputs as operands");
 
    auto valueToLattices = [&](Value v) { return getLatticeElement(v); };
    unsigned firstIndex = 0;
    if (inputs.size() != lattices.size()) {
      if (!point->isBlockStart()) {
        if (!inputs.empty())
          firstIndex = cast<OpResult>(inputs.front()).getResultNumber();
        SmallVector<Value> nonSuccessorInputs =
            branch.getNonSuccessorInputs(RegionSuccessor::parent());
        SmallVector<AbstractSparseLattice *> nonSuccessorInputLattices =
            llvm::map_to_vector(nonSuccessorInputs, valueToLattices);
        visitNonControlFlowArgumentsImpl(branch, RegionSuccessor::parent(),
                                         nonSuccessorInputs,
                                         nonSuccessorInputLattices);
      } else {
        if (!inputs.empty())
          firstIndex = cast<BlockArgument>(inputs.front()).getArgNumber();
        Region *region = point->getBlock()->getParent();
        SmallVector<Value> nonSuccessorInputs =
            branch.getNonSuccessorInputs(RegionSuccessor(region));
        SmallVector<AbstractSparseLattice *> nonSuccessorInputLattices =
            llvm::map_to_vector(nonSuccessorInputs, valueToLattices);
        visitNonControlFlowArgumentsImpl(branch, RegionSuccessor(region),
                                         nonSuccessorInputs,
                                         nonSuccessorInputLattices);
      }
    }
 
    for (auto [lattice, operand] :
         llvm::zip(lattices.drop_front(firstIndex), *operands))
      join(lattice, *getLatticeElementFor(point, operand));
  }
}
 
const AbstractSparseLattice *
AbstractSparseForwardDataFlowAnalysis::getLatticeElementFor(ProgramPoint *point,
                                                            Value value) {
  AbstractSparseLattice *state = getLatticeElement(value);
  addDependency(state, point);
  return state;
}
 
void AbstractSparseForwardDataFlowAnalysis::setAllToEntryStates(
    ArrayRef<AbstractSparseLattice *> lattices) {
  for (AbstractSparseLattice *lattice : lattices)
    setToEntryState(lattice);
}
 
void AbstractSparseForwardDataFlowAnalysis::join(
    AbstractSparseLattice *lhs, const AbstractSparseLattice &rhs) {
  propagateIfChanged(lhs, lhs->join(rhs));
}
 
//===----------------------------------------------------------------------===//
// AbstractSparseBackwardDataFlowAnalysis
//===----------------------------------------------------------------------===//
 
AbstractSparseBackwardDataFlowAnalysis::AbstractSparseBackwardDataFlowAnalysis(
    DataFlowSolver &solver, SymbolTableCollection &symbolTable)
    : DataFlowAnalysis(solver), symbolTable(symbolTable) {
  registerAnchorKind<CFGEdge>();
}
 
LogicalResult
AbstractSparseBackwardDataFlowAnalysis::initialize(Operation *top) {
  return initializeRecursively(top);
}
 
LogicalResult
AbstractSparseBackwardDataFlowAnalysis::initializeRecursively(Operation *op) {
  if (failed(visitOperation(op)))
    return failure();
 
  for (Region &region : op->getRegions()) {
    for (Block &block : region) {
      getOrCreate<Executable>(getProgramPointBefore(&block))
          ->blockContentSubscribe(this);
      // Initialize ops in reverse order, so we can do as much initial
      // propagation as possible without having to go through the
      // solver queue.
      for (auto it = block.rbegin(); it != block.rend(); it++)
        if (failed(initializeRecursively(&*it)))
          return failure();
    }
  }
  return success();
}
 
LogicalResult
AbstractSparseBackwardDataFlowAnalysis::visit(ProgramPoint *point) {
  // For backward dataflow, we don't have to do any work for the blocks
  // themselves. CFG edges between blocks are processed by the BranchOp
  // logic in `visitOperation`, and entry blocks for functions are tied
  // to the CallOp arguments by visitOperation.
  if (point->isBlockStart())
    return success();
  return visitOperation(point->getPrevOp());
}
 
SmallVector<AbstractSparseLattice *>
AbstractSparseBackwardDataFlowAnalysis::getLatticeElements(ValueRange values) {
  SmallVector<AbstractSparseLattice *> resultLattices;
  resultLattices.reserve(values.size());
  for (Value result : values) {
    AbstractSparseLattice *resultLattice = getLatticeElement(result);
    resultLattices.push_back(resultLattice);
  }
  return resultLattices;
}
 
SmallVector<const AbstractSparseLattice *>
AbstractSparseBackwardDataFlowAnalysis::getLatticeElementsFor(
    ProgramPoint *point, ValueRange values) {
  SmallVector<const AbstractSparseLattice *> resultLattices;
  resultLattices.reserve(values.size());
  for (Value result : values) {
    const AbstractSparseLattice *resultLattice =
        getLatticeElementFor(point, result);
    resultLattices.push_back(resultLattice);
  }
  return resultLattices;
}
 
static MutableArrayRef<OpOperand> operandsToOpOperands(OperandRange &operands) {
  return MutableArrayRef<OpOperand>(operands.getBase(), operands.size());
}
 
LogicalResult
AbstractSparseBackwardDataFlowAnalysis::visitOperation(Operation *op) {
  LDBG() << "Visiting operation: "
         << OpWithFlags(op, OpPrintingFlags().skipRegions()) << " with "
         << op->getNumOperands() << " operands and " << op->getNumResults()
         << " results";
 
  // If we're in a dead block, bail out.
  if (op->getBlock() != nullptr &&
      !getOrCreate<Executable>(getProgramPointBefore(op->getBlock()))
           ->isLive()) {
    LDBG() << "Operation is in dead block, bailing out";
    return success();
  }
 
  LDBG() << "Creating lattice elements for " << op->getNumOperands()
         << " operands and " << op->getNumResults() << " results";
  SmallVector<AbstractSparseLattice *> operandLattices =
      getLatticeElements(op->getOperands());
  SmallVector<const AbstractSparseLattice *> resultLattices =
      getLatticeElementsFor(getProgramPointAfter(op), op->getResults());
 
  // Block arguments of region branch operations flow back into the operands
  // of the parent op
  if (auto branch = dyn_cast<RegionBranchOpInterface>(op)) {
    LDBG() << "Processing RegionBranchOpInterface operation";
    visitRegionSuccessors(branch, operandLattices);
    return success();
  }
 
  if (auto branch = dyn_cast<BranchOpInterface>(op)) {
    LDBG() << "Processing BranchOpInterface operation with "
           << op->getNumSuccessors() << " successors";
 
    // Block arguments of successor blocks flow back into our operands.
 
    // We remember all operands not forwarded to any block in a BitVector.
    // We can't just cut out a range here, since the non-forwarded ops might
    // be non-contiguous (if there's more than one successor).
    BitVector unaccounted(op->getNumOperands(), true);
 
    for (auto [index, block] : llvm::enumerate(op->getSuccessors())) {
      SuccessorOperands successorOperands = branch.getSuccessorOperands(index);
      OperandRange forwarded = successorOperands.getForwardedOperands();
      if (!forwarded.empty()) {
        MutableArrayRef<OpOperand> operands = op->getOpOperands().slice(
            forwarded.getBeginOperandIndex(), forwarded.size());
        for (OpOperand &operand : operands) {
          unaccounted.reset(operand.getOperandNumber());
          if (std::optional<BlockArgument> blockArg =
                  detail::getBranchSuccessorArgument(
                      successorOperands, operand.getOperandNumber(), block)) {
            meet(getLatticeElement(operand.get()),
                 *getLatticeElementFor(getProgramPointAfter(op), *blockArg));
          }
        }
      }
    }
    // Operands not forwarded to successor blocks are typically parameters
    // of the branch operation itself (for example the boolean for if/else).
    for (int index : unaccounted.set_bits()) {
      OpOperand &operand = op->getOpOperand(index);
      visitBranchOperand(operand);
    }
    return success();
  }
 
  // For function calls, connect the arguments of the entry blocks to the
  // operands of the call op that are forwarded to these arguments.
  if (auto call = dyn_cast<CallOpInterface>(op)) {
    LDBG() << "Processing CallOpInterface operation";
    Operation *callableOp = call.resolveCallableInTable(&symbolTable);
    if (auto callable = dyn_cast_or_null<CallableOpInterface>(callableOp)) {
      // Not all operands of a call op forward to arguments. Such operands are
      // stored in `unaccounted`.
      BitVector unaccounted(op->getNumOperands(), true);
 
      // If the call invokes an external function (or a function treated as
      // external due to config), defer to the corresponding extension hook.
      // By default, it just does `visitCallOperand` for all operands.
      OperandRange argOperands = call.getArgOperands();
      MutableArrayRef<OpOperand> argOpOperands =
          operandsToOpOperands(argOperands);
      Region *region = callable.getCallableRegion();
      if (!region || region->empty() ||
          !getSolverConfig().isInterprocedural()) {
        visitExternalCallImpl(call, operandLattices, resultLattices);
        return success();
      }
 
      // Otherwise, propagate information from the entry point of the function
      // back to operands whenever possible.
      Block &block = region->front();
      for (auto [blockArg, argOpOperand] :
           llvm::zip(block.getArguments(), argOpOperands)) {
        meet(getLatticeElement(argOpOperand.get()),
             *getLatticeElementFor(getProgramPointAfter(op), blockArg));
        unaccounted.reset(argOpOperand.getOperandNumber());
      }
 
      // Handle the operands of the call op that aren't forwarded to any
      // arguments.
      for (int index : unaccounted.set_bits()) {
        OpOperand &opOperand = op->getOpOperand(index);
        visitCallOperand(opOperand);
      }
      return success();
    }
  }
 
  // When the region of an op implementing `RegionBranchOpInterface` has a
  // terminator implementing `RegionBranchTerminatorOpInterface` or a
  // return-like terminator, the region's successors' arguments flow back into
  // the "successor operands" of this terminator.
  //
  // A successor operand with respect to an op implementing
  // `RegionBranchOpInterface` is an operand that is forwarded to a region
  // successor's input. There are two types of successor operands: the operands
  // of this op itself and the operands of the terminators of the regions of
  // this op.
  if (auto terminator = dyn_cast<RegionBranchTerminatorOpInterface>(op)) {
    LDBG() << "Processing RegionBranchTerminatorOpInterface operation";
    if (auto branch = dyn_cast<RegionBranchOpInterface>(op->getParentOp())) {
      visitRegionSuccessorsFromTerminator(terminator, branch);
      return success();
    }
  }
 
  if (op->hasTrait<OpTrait::ReturnLike>()) {
    LDBG() << "Processing ReturnLike operation";
    // Going backwards, the operands of the return are derived from the
    // results of all CallOps calling this CallableOp.
    if (auto callable = dyn_cast<CallableOpInterface>(op->getParentOp())) {
      LDBG() << "Callable parent found, visiting callable operation";
      return visitCallableOperation(op, callable, operandLattices);
    }
  }
 
  LDBG() << "Using default visitOperationImpl for operation: "
         << OpWithFlags(op, OpPrintingFlags().skipRegions());
  return visitOperationImpl(op, operandLattices, resultLattices);
}
 
LogicalResult AbstractSparseBackwardDataFlowAnalysis::visitCallableOperation(
    Operation *op, CallableOpInterface callable,
    ArrayRef<AbstractSparseLattice *> operandLattices) {
  const PredecessorState *callsites = getOrCreateFor<PredecessorState>(
      getProgramPointAfter(op), getProgramPointAfter(callable));
  if (callsites->allPredecessorsKnown()) {
    for (Operation *call : callsites->getKnownPredecessors()) {
      SmallVector<const AbstractSparseLattice *> callResultLattices =
          getLatticeElementsFor(getProgramPointAfter(op), call->getResults());
      for (auto [op, result] : llvm::zip(operandLattices, callResultLattices))
        meet(op, *result);
    }
  } else {
    // If we don't know all the callers, we can't know where the
    // returned values go. Note that, in particular, this will trigger
    // for the return ops of any public functions.
    setAllToExitStates(operandLattices);
  }
  return success();
}
 
void AbstractSparseBackwardDataFlowAnalysis::visitRegionSuccessors(
    RegionBranchOpInterface branch,
    ArrayRef<AbstractSparseLattice *> operandLattices) {
  // Not all operands are forwarded to a successor. This set can be
  // non-contiguous in the presence of multiple successors.
  BitVector unaccounted(branch->getNumOperands(), true);
  RegionBranchSuccessorMapping mapping;
  branch.getSuccessorOperandInputMapping(mapping, RegionBranchPoint::parent());
  for (const auto &[operand, inputs] : mapping) {
    for (Value input : inputs) {
      meet(getLatticeElement(operand->get()),
           *getLatticeElementFor(getProgramPointAfter(branch), input));
      unaccounted.reset(operand->getOperandNumber());
    }
  }
  Operation *op = branch.getOperation();
  SmallVector<RegionSuccessor> successors;
  SmallVector<Attribute> operands(op->getNumOperands(), nullptr);
  branch.getEntrySuccessorRegions(operands, successors);
  for (RegionSuccessor &successor : successors) {
    if (successor.isParent())
      continue;
    auto valueToArgument = [](Value value) {
      return cast<BlockArgument>(value);
    };
    SmallVector<BlockArgument> noControlFlowArguments = llvm::map_to_vector(
        branch.getNonSuccessorInputs(successor), valueToArgument);
    visitNonControlFlowArguments(successor, noControlFlowArguments);
  }
 
  // All operands not forwarded to regions are typically parameters of the
  // branch operation itself (for example the boolean for if/else).
  for (int index : unaccounted.set_bits()) {
    visitBranchOperand(branch->getOpOperand(index));
  }
}
 
void AbstractSparseBackwardDataFlowAnalysis::
    visitRegionSuccessorsFromTerminator(
        RegionBranchTerminatorOpInterface terminator,
        RegionBranchOpInterface branch) {
  assert(terminator->getParentOp() == branch.getOperation() &&
         "expected `branch` to be the parent op of `terminator`");
 
  // Not all operands are forwarded to a successor. This set can be
  // non-contiguous in the presence of multiple successors.
  BitVector unaccounted(terminator->getNumOperands(), true);
 
  RegionBranchSuccessorMapping mapping;
  branch.getSuccessorOperandInputMapping(mapping,
                                         RegionBranchPoint(terminator));
  for (const auto &[operand, inputs] : mapping) {
    for (Value input : inputs) {
      meet(getLatticeElement(operand->get()),
           *getLatticeElementFor(getProgramPointAfter(terminator), input));
      unaccounted.reset(operand->getOperandNumber());
    }
  }
 
  // Visit operands of the branch op not forwarded to the next region.
  // (Like e.g. the boolean of `scf.conditional`)
  for (int index : unaccounted.set_bits()) {
    visitBranchOperand(terminator->getOpOperand(index));
  }
}
 
const AbstractSparseLattice *
AbstractSparseBackwardDataFlowAnalysis::getLatticeElementFor(
    ProgramPoint *point, Value value) {
  AbstractSparseLattice *state = getLatticeElement(value);
  addDependency(state, point);
  return state;
}
 
void AbstractSparseBackwardDataFlowAnalysis::setAllToExitStates(
    ArrayRef<AbstractSparseLattice *> lattices) {
  for (AbstractSparseLattice *lattice : lattices)
    setToExitState(lattice);
}
 
void AbstractSparseBackwardDataFlowAnalysis::meet(
    AbstractSparseLattice *lhs, const AbstractSparseLattice &rhs) {
  propagateIfChanged(lhs, lhs->meet(rhs));
}