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//===- BufferPlacement.cpp - the impl for buffer placement ---------------===//
//
// 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 file implements logic for computing correct alloc and dealloc positions.
// Furthermore, buffer placement also adds required new alloc and copy
// operations to ensure that all buffers are deallocated.The main class is the
// BufferPlacementPass class that implements the underlying algorithm. In order
// to put allocations and deallocations at safe positions, it is significantly
// important to put them into the correct blocks. However, the liveness analysis
// does not pay attention to aliases, which can occur due to branches (and their
// associated block arguments) in general. For this purpose, BufferPlacement
// firstly finds all possible aliases for a single value (using the
// BufferPlacementAliasAnalysis class). Consider the following example:
//
// ^bb0(%arg0):
// cond_br %cond, ^bb1, ^bb2
// ^bb1:
// br ^exit(%arg0)
// ^bb2:
// %new_value = ...
// br ^exit(%new_value)
// ^exit(%arg1):
// return %arg1;
//
// Using liveness information on its own would cause us to place the allocs and
// deallocs in the wrong block. This is due to the fact that %new_value will not
// be liveOut of its block. Instead, we can place the alloc for %new_value
// in bb0 and its associated dealloc in exit. Alternatively, the alloc can stay
// (or even has to stay due to additional dependencies) at this location and we
// have to free the buffer in the same block, because it cannot be freed in the
// post dominator. However, this requires a new copy buffer for %arg1 that will
// contain the actual contents. Using the class BufferPlacementAliasAnalysis, we
// will find out that %new_value has a potential alias %arg1. In order to find
// the dealloc position we have to find all potential aliases, iterate over
// their uses and find the common post-dominator block (note that additional
// copies and buffers remove potential aliases and will influence the placement
// of the deallocs). In all cases, the computed block can be safely used to free
// the %new_value buffer (may be exit or bb2) as it will die and we can use
// liveness information to determine the exact operation after which we have to
// insert the dealloc. Finding the alloc position is similar and non-obvious.
// However, the algorithm supports moving allocs to other places and introducing
// copy buffers and placing deallocs in safe places to ensure that all buffers
// will be freed in the end.
//
// TODO:
// The current implementation does not support loops and the resulting code will
// be invalid with respect to program semantics. The only thing that is
// currently missing is a high-level loop analysis that allows us to move allocs
// and deallocs outside of the loop blocks. Furthermore, it doesn't also accept
// functions which return buffers already.
//
//===----------------------------------------------------------------------===//
#include "mlir/Transforms/BufferPlacement.h"
#include "mlir/Dialect/Linalg/IR/LinalgOps.h"
#include "mlir/IR/Operation.h"
#include "mlir/Pass/Pass.h"
#include "mlir/Transforms/Passes.h"
#include "llvm/ADT/SetOperations.h"
using namespace mlir;
/// Walks over all immediate return-like terminators in the given region.
template <typename FuncT>
static void walkReturnOperations(Region *region, const FuncT &func) {
for (Block &block : *region)
for (Operation &operation : block) {
// Skip non-return-like terminators.
if (operation.hasTrait<OpTrait::ReturnLike>())
func(&operation);
}
}
namespace {
//===----------------------------------------------------------------------===//
// BufferPlacementAliasAnalysis
//===----------------------------------------------------------------------===//
/// A straight-forward alias analysis which ensures that all aliases of all
/// values will be determined. This is a requirement for the BufferPlacement
/// class since you need to determine safe positions to place alloc and
/// deallocs.
class BufferPlacementAliasAnalysis {
public:
using ValueSetT = SmallPtrSet<Value, 16>;
using ValueMapT = llvm::DenseMap<Value, ValueSetT>;
public:
/// Constructs a new alias analysis using the op provided.
BufferPlacementAliasAnalysis(Operation *op) { build(op); }
/// Find all immediate aliases this value could potentially have.
ValueMapT::const_iterator find(Value value) const {
return aliases.find(value);
}
/// Returns the end iterator that can be used in combination with find.
ValueMapT::const_iterator end() const { return aliases.end(); }
/// Find all immediate and indirect aliases this value could potentially
/// have. Note that the resulting set will also contain the value provided as
/// it is an alias of itself.
ValueSetT resolve(Value value) const {
ValueSetT result;
resolveRecursive(value, result);
return result;
}
/// Removes the given values from all alias sets.
void remove(const SmallPtrSetImpl<Value> &aliasValues) {
for (auto &entry : aliases)
llvm::set_subtract(entry.second, aliasValues);
}
private:
/// Recursively determines alias information for the given value. It stores
/// all newly found potential aliases in the given result set.
void resolveRecursive(Value value, ValueSetT &result) const {
if (!result.insert(value).second)
return;
auto it = aliases.find(value);
if (it == aliases.end())
return;
for (Value alias : it->second)
resolveRecursive(alias, result);
}
/// This function constructs a mapping from values to its immediate aliases.
/// It iterates over all blocks, gets their predecessors, determines the
/// values that will be passed to the corresponding block arguments and
/// inserts them into the underlying map. Furthermore, it wires successor
/// regions and branch-like return operations from nested regions.
void build(Operation *op) {
// Registers all aliases of the given values.
auto registerAliases = [&](auto values, auto aliases) {
for (auto entry : llvm::zip(values, aliases))
this->aliases[std::get<0>(entry)].insert(std::get<1>(entry));
};
// Add additional aliases created by view changes to the alias list.
op->walk([&](ViewLikeOpInterface viewInterface) {
aliases[viewInterface.getViewSource()].insert(
viewInterface.getOperation()->getResult(0));
});
// Query all branch interfaces to link block argument aliases.
op->walk([&](BranchOpInterface branchInterface) {
Block *parentBlock = branchInterface.getOperation()->getBlock();
for (auto it = parentBlock->succ_begin(), e = parentBlock->succ_end();
it != e; ++it) {
// Query the branch op interface to get the successor operands.
auto successorOperands =
branchInterface.getSuccessorOperands(it.getIndex());
if (!successorOperands.hasValue())
continue;
// Build the actual mapping of values to their immediate aliases.
registerAliases(successorOperands.getValue(), (*it)->getArguments());
}
});
// Query the RegionBranchOpInterface to find potential successor regions.
op->walk([&](RegionBranchOpInterface regionInterface) {
// Create an empty attribute for each operand to comply with the
// `getSuccessorRegions` interface definition that requires a single
// attribute per operand.
SmallVector<Attribute, 2> operandAttributes(
regionInterface.getOperation()->getNumOperands());
// Extract all entry regions and wire all initial entry successor inputs.
SmallVector<RegionSuccessor, 2> entrySuccessors;
regionInterface.getSuccessorRegions(/*index=*/llvm::None,
operandAttributes, entrySuccessors);
for (RegionSuccessor &entrySuccessor : entrySuccessors) {
// Wire the entry region's successor arguments with the initial
// successor inputs.
assert(entrySuccessor.getSuccessor() &&
"Invalid entry region without an attached successor region");
registerAliases(regionInterface.getSuccessorEntryOperands(
entrySuccessor.getSuccessor()->getRegionNumber()),
entrySuccessor.getSuccessorInputs());
}
// Wire flow between regions and from region exits.
for (Region &region : regionInterface.getOperation()->getRegions()) {
// Iterate over all successor region entries that are reachable from the
// current region.
SmallVector<RegionSuccessor, 2> successorRegions;
regionInterface.getSuccessorRegions(
region.getRegionNumber(), operandAttributes, successorRegions);
for (RegionSuccessor &successorRegion : successorRegions) {
// Iterate over all immediate terminator operations and wire the
// successor inputs with the operands of each terminator.
walkReturnOperations(&region, [&](Operation *terminator) {
registerAliases(terminator->getOperands(),
successorRegion.getSuccessorInputs());
});
}
}
});
}
/// Maps values to all immediate aliases this value can have.
ValueMapT aliases;
};
//===----------------------------------------------------------------------===//
// BufferPlacement
//===----------------------------------------------------------------------===//
// The main buffer placement analysis used to place allocs, copies and deallocs.
class BufferPlacement {
public:
using ValueSetT = BufferPlacementAliasAnalysis::ValueSetT;
/// An intermediate representation of a single allocation node.
struct AllocEntry {
/// A reference to the associated allocation node.
Value allocValue;
/// The associated placement block in which the allocation should be
/// performed.
Block *placementBlock;
/// The associated dealloc operation (if any).
Operation *deallocOperation;
};
using AllocEntryList = SmallVector<AllocEntry, 8>;
public:
BufferPlacement(Operation *op)
: operation(op), aliases(op), liveness(op), dominators(op),
postDominators(op) {
// Gather all allocation nodes
initBlockMapping();
}
/// Performs the actual placement/creation of all alloc, copy and dealloc
/// nodes.
void place() {
// Place all allocations.
placeAllocs();
// Add additional allocations and copies that are required.
introduceCopies();
// Find all associated dealloc nodes.
findDeallocs();
// Place deallocations for all allocation entries.
placeDeallocs();
}
private:
/// Initializes the internal block mapping by discovering allocation nodes. It
/// maps all allocation nodes to their initial block in which they can be
/// safely allocated.
void initBlockMapping() {
operation->walk([&](MemoryEffectOpInterface opInterface) {
// Try to find a single allocation result.
SmallVector<MemoryEffects::EffectInstance, 2> effects;
opInterface.getEffects(effects);
SmallVector<MemoryEffects::EffectInstance, 2> allocateResultEffects;
llvm::copy_if(effects, std::back_inserter(allocateResultEffects),
[=](MemoryEffects::EffectInstance &it) {
Value value = it.getValue();
return isa<MemoryEffects::Allocate>(it.getEffect()) &&
value && value.isa<OpResult>();
});
// If there is one result only, we will be able to move the allocation and
// (possibly existing) deallocation ops.
if (allocateResultEffects.size() != 1)
return;
// Get allocation result.
auto allocResult = allocateResultEffects[0].getValue().cast<OpResult>();
// Find the initial allocation block and register this result.
allocs.push_back(
{allocResult, getInitialAllocBlock(allocResult), nullptr});
});
}
/// Computes a valid allocation position in a dominator (if possible) for the
/// given allocation result.
Block *getInitialAllocBlock(OpResult result) {
// Get all allocation operands as these operands are important for the
// allocation operation.
Operation *owner = result.getOwner();
auto operands = owner->getOperands();
Block *dominator;
if (operands.size() < 1)
dominator =
findCommonDominator(result, aliases.resolve(result), dominators);
else {
// If this node has dependencies, check all dependent nodes with respect
// to a common post dominator in which all values are available.
ValueSetT dependencies(++operands.begin(), operands.end());
dominator =
findCommonDominator(*operands.begin(), dependencies, postDominators);
}
// Do not move allocs out of their parent regions to keep them local.
if (dominator->getParent() != owner->getParentRegion())
return &owner->getParentRegion()->front();
return dominator;
}
/// Finds correct alloc positions according to the algorithm described at
/// the top of the file for all alloc nodes that can be handled by this
/// analysis.
void placeAllocs() const {
for (const AllocEntry &entry : allocs) {
Value alloc = entry.allocValue;
// Get the actual block to place the alloc and get liveness information
// for the placement block.
Block *placementBlock = entry.placementBlock;
// We have to ensure that we place the alloc before its first use in this
// block.
const LivenessBlockInfo *livenessInfo =
liveness.getLiveness(placementBlock);
Operation *startOperation = livenessInfo->getStartOperation(alloc);
// Check whether the start operation lies in the desired placement block.
// If not, we will use the terminator as this is the last operation in
// this block.
if (startOperation->getBlock() != placementBlock)
startOperation = placementBlock->getTerminator();
// Move the alloc in front of the start operation.
Operation *allocOperation = alloc.getDefiningOp();
allocOperation->moveBefore(startOperation);
}
}
/// Introduces required allocs and copy operations to avoid memory leaks.
void introduceCopies() {
// Initialize the set of values that require a dedicated memory free
// operation since their operands cannot be safely deallocated in a post
// dominator.
SmallPtrSet<Value, 8> valuesToFree;
llvm::SmallDenseSet<std::tuple<Value, Block *>> visitedValues;
SmallVector<std::tuple<Value, Block *>, 8> toProcess;
// Check dominance relation for proper dominance properties. If the given
// value node does not dominate an alias, we will have to create a copy in
// order to free all buffers that can potentially leak into a post
// dominator.
auto findUnsafeValues = [&](Value source, Block *definingBlock) {
auto it = aliases.find(source);
if (it == aliases.end())
return;
for (Value value : it->second) {
if (valuesToFree.count(value) > 0)
continue;
// Check whether we have to free this particular block argument.
if (!dominators.dominates(definingBlock, value.getParentBlock())) {
toProcess.emplace_back(value, value.getParentBlock());
valuesToFree.insert(value);
} else if (visitedValues.insert(std::make_tuple(value, definingBlock))
.second)
toProcess.emplace_back(value, definingBlock);
}
};
// Detect possibly unsafe aliases starting from all allocations.
for (auto &entry : allocs)
findUnsafeValues(entry.allocValue, entry.placementBlock);
// Try to find block arguments that require an explicit free operation
// until we reach a fix point.
while (!toProcess.empty()) {
auto current = toProcess.pop_back_val();
findUnsafeValues(std::get<0>(current), std::get<1>(current));
}
// Update buffer aliases to ensure that we free all buffers and block
// arguments at the correct locations.
aliases.remove(valuesToFree);
// Add new allocs and additional copy operations.
for (Value value : valuesToFree) {
if (auto blockArg = value.dyn_cast<BlockArgument>())
introduceBlockArgCopy(blockArg);
else
introduceValueCopyForRegionResult(value);
// Register the value to require a final dealloc. Note that we do not have
// to assign a block here since we do not want to move the allocation node
// to another location.
allocs.push_back({value, nullptr, nullptr});
}
}
/// Introduces temporary allocs in all predecessors and copies the source
/// values into the newly allocated buffers.
void introduceBlockArgCopy(BlockArgument blockArg) {
// Allocate a buffer for the current block argument in the block of
// the associated value (which will be a predecessor block by
// definition).
Block *block = blockArg.getOwner();
for (auto it = block->pred_begin(), e = block->pred_end(); it != e; ++it) {
// Get the terminator and the value that will be passed to our
// argument.
Operation *terminator = (*it)->getTerminator();
auto branchInterface = cast<BranchOpInterface>(terminator);
// Query the associated source value.
Value sourceValue =
branchInterface.getSuccessorOperands(it.getSuccessorIndex())
.getValue()[blockArg.getArgNumber()];
// Create a new alloc and copy at the current location of the terminator.
Value alloc = introduceBufferCopy(sourceValue, terminator);
// Wire new alloc and successor operand.
auto mutableOperands =
branchInterface.getMutableSuccessorOperands(it.getSuccessorIndex());
if (!mutableOperands.hasValue())
terminator->emitError() << "terminators with immutable successor "
"operands are not supported";
else
mutableOperands.getValue()
.slice(blockArg.getArgNumber(), 1)
.assign(alloc);
}
// Check whether the block argument has implicitly defined predecessors via
// the RegionBranchOpInterface. This can be the case if the current block
// argument belongs to the first block in a region and the parent operation
// implements the RegionBranchOpInterface.
Region *argRegion = block->getParent();
RegionBranchOpInterface regionInterface;
if (!argRegion || &argRegion->front() != block ||
!(regionInterface =
dyn_cast<RegionBranchOpInterface>(argRegion->getParentOp())))
return;
introduceCopiesForRegionSuccessors(
regionInterface, argRegion->getParentOp()->getRegions(),
[&](RegionSuccessor &successorRegion) {
// Find a predecessor of our argRegion.
return successorRegion.getSuccessor() == argRegion;
},
[&](RegionSuccessor &successorRegion) {
// The operand index will be the argument number.
return blockArg.getArgNumber();
});
}
/// Introduces temporary allocs in front of all associated nested-region
/// terminators and copies the source values into the newly allocated buffers.
void introduceValueCopyForRegionResult(Value value) {
// Get the actual result index in the scope of the parent terminator.
Operation *operation = value.getDefiningOp();
auto regionInterface = cast<RegionBranchOpInterface>(operation);
introduceCopiesForRegionSuccessors(
regionInterface, operation->getRegions(),
[&](RegionSuccessor &successorRegion) {
// Determine whether this region has a successor entry that leaves
// this region by returning to its parent operation.
return !successorRegion.getSuccessor();
},
[&](RegionSuccessor &successorRegion) {
// Find the associated success input index.
return llvm::find(successorRegion.getSuccessorInputs(), value)
.getIndex();
});
}
/// Introduces buffer copies for all terminators in the given regions. The
/// regionPredicate is applied to every successor region in order to restrict
/// the copies to specific regions. Thereby, the operandProvider is invoked
/// for each matching region successor and determines the operand index that
/// requires a buffer copy.
template <typename TPredicate, typename TOperandProvider>
void
introduceCopiesForRegionSuccessors(RegionBranchOpInterface regionInterface,
MutableArrayRef<Region> regions,
const TPredicate &regionPredicate,
const TOperandProvider &operandProvider) {
// Create an empty attribute for each operand to comply with the
// `getSuccessorRegions` interface definition that requires a single
// attribute per operand.
SmallVector<Attribute, 2> operandAttributes(
regionInterface.getOperation()->getNumOperands());
for (Region &region : regions) {
// Query the regionInterface to get all successor regions of the current
// one.
SmallVector<RegionSuccessor, 2> successorRegions;
regionInterface.getSuccessorRegions(region.getRegionNumber(),
operandAttributes, successorRegions);
// Try to find a matching region successor.
RegionSuccessor *regionSuccessor =
llvm::find_if(successorRegions, regionPredicate);
if (regionSuccessor == successorRegions.end())
continue;
// Get the operand index in the context of the current successor input
// bindings.
auto operandIndex = operandProvider(*regionSuccessor);
// Iterate over all immediate terminator operations to introduce
// new buffer allocations. Thereby, the appropriate terminator operand
// will be adjusted to point to the newly allocated buffer instead.
walkReturnOperations(&region, [&](Operation *terminator) {
// Extract the source value from the current terminator.
Value sourceValue = terminator->getOperand(operandIndex);
// Create a new alloc at the current location of the terminator.
Value alloc = introduceBufferCopy(sourceValue, terminator);
// Wire alloc and terminator operand.
terminator->setOperand(operandIndex, alloc);
});
}
}
/// Creates a new memory allocation for the given source value and copies
/// its content into the newly allocated buffer. The terminator operation is
/// used to insert the alloc and copy operations at the right places.
Value introduceBufferCopy(Value sourceValue, Operation *terminator) {
// Create a new alloc at the current location of the terminator.
auto memRefType = sourceValue.getType().cast<MemRefType>();
OpBuilder builder(terminator);
// Extract information about dynamically shaped types by
// extracting their dynamic dimensions.
SmallVector<Value, 4> dynamicOperands;
for (auto shapeElement : llvm::enumerate(memRefType.getShape())) {
if (!ShapedType::isDynamic(shapeElement.value()))
continue;
dynamicOperands.push_back(builder.create<DimOp>(
terminator->getLoc(), sourceValue, shapeElement.index()));
}
// TODO: provide a generic interface to create dialect-specific
// Alloc and CopyOp nodes.
auto alloc = builder.create<AllocOp>(terminator->getLoc(), memRefType,
dynamicOperands);
// Create a new copy operation that copies to contents of the old
// allocation to the new one.
builder.create<linalg::CopyOp>(terminator->getLoc(), sourceValue, alloc);
return alloc;
}
/// Finds associated deallocs that can be linked to our allocation nodes (if
/// any).
void findDeallocs() {
for (auto &entry : allocs) {
auto userIt =
llvm::find_if(entry.allocValue.getUsers(), [&](Operation *user) {
auto effectInterface = dyn_cast<MemoryEffectOpInterface>(user);
if (!effectInterface)
return false;
// Try to find a free effect that is applied to one of our values
// that will be automatically freed by our pass.
SmallVector<MemoryEffects::EffectInstance, 2> effects;
effectInterface.getEffectsOnValue(entry.allocValue, effects);
return llvm::any_of(
effects, [&](MemoryEffects::EffectInstance &it) {
return isa<MemoryEffects::Free>(it.getEffect());
});
});
// Assign the associated dealloc operation (if any).
if (userIt != entry.allocValue.user_end())
entry.deallocOperation = *userIt;
}
}
/// Finds correct dealloc positions according to the algorithm described at
/// the top of the file for all alloc nodes and block arguments that can be
/// handled by this analysis.
void placeDeallocs() const {
// Move or insert deallocs using the previously computed information.
// These deallocations will be linked to their associated allocation nodes
// since they don't have any aliases that can (potentially) increase their
// liveness.
for (const AllocEntry &entry : allocs) {
Value alloc = entry.allocValue;
auto aliasesSet = aliases.resolve(alloc);
assert(aliasesSet.size() > 0 && "must contain at least one alias");
// Determine the actual block to place the dealloc and get liveness
// information.
Block *placementBlock =
findCommonDominator(alloc, aliasesSet, postDominators);
const LivenessBlockInfo *livenessInfo =
liveness.getLiveness(placementBlock);
// We have to ensure that the dealloc will be after the last use of all
// aliases of the given value. We first assume that there are no uses in
// the placementBlock and that we can safely place the dealloc at the
// beginning.
Operation *endOperation = &placementBlock->front();
// Iterate over all aliases and ensure that the endOperation will point
// to the last operation of all potential aliases in the placementBlock.
for (Value alias : aliasesSet) {
Operation *aliasEndOperation =
livenessInfo->getEndOperation(alias, endOperation);
// Check whether the aliasEndOperation lies in the desired block and
// whether it is behind the current endOperation. If yes, this will be
// the new endOperation.
if (aliasEndOperation->getBlock() == placementBlock &&
endOperation->isBeforeInBlock(aliasEndOperation))
endOperation = aliasEndOperation;
}
// endOperation is the last operation behind which we can safely store
// the dealloc taking all potential aliases into account.
// If there is an existing dealloc, move it to the right place.
if (entry.deallocOperation) {
entry.deallocOperation->moveAfter(endOperation);
} else {
// If the Dealloc position is at the terminator operation of the
// block, then the value should escape from a deallocation.
Operation *nextOp = endOperation->getNextNode();
if (!nextOp)
continue;
// If there is no dealloc node, insert one in the right place.
OpBuilder builder(nextOp);
builder.create<DeallocOp>(alloc.getLoc(), alloc);
}
}
}
/// Finds a common dominator for the given value while taking the positions
/// of the values in the value set into account. It supports dominator and
/// post-dominator analyses via template arguments.
template <typename DominatorT>
Block *findCommonDominator(Value value, const ValueSetT &values,
const DominatorT &doms) const {
// Start with the current block the value is defined in.
Block *dom = value.getParentBlock();
// Iterate over all aliases and their uses to find a safe placement block
// according to the given dominator information.
for (Value childValue : values)
for (Operation *user : childValue.getUsers()) {
// Move upwards in the dominator tree to find an appropriate
// dominator block that takes the current use into account.
dom = doms.findNearestCommonDominator(dom, user->getBlock());
}
return dom;
}
/// The operation this transformation was constructed from.
Operation *operation;
/// Alias information that can be updated during the insertion of copies.
BufferPlacementAliasAnalysis aliases;
/// Maps allocation nodes to their associated blocks.
AllocEntryList allocs;
/// The underlying liveness analysis to compute fine grained information
/// about alloc and dealloc positions.
Liveness liveness;
/// The dominator analysis to place deallocs in the appropriate blocks.
DominanceInfo dominators;
/// The post dominator analysis to place deallocs in the appropriate blocks.
PostDominanceInfo postDominators;
};
//===----------------------------------------------------------------------===//
// BufferPlacementPass
//===----------------------------------------------------------------------===//
/// The actual buffer placement pass that moves alloc and dealloc nodes into
/// the right positions. It uses the algorithm described at the top of the
/// file.
struct BufferPlacementPass
: mlir::PassWrapper<BufferPlacementPass, FunctionPass> {
void runOnFunction() override {
// Place all required alloc, copy and dealloc nodes.
BufferPlacement placement(getFunction());
placement.place();
}
};
} // end anonymous namespace
//===----------------------------------------------------------------------===//
// BufferAssignmentPlacer
//===----------------------------------------------------------------------===//
/// Creates a new assignment placer.
BufferAssignmentPlacer::BufferAssignmentPlacer(Operation *op) : operation(op) {}
/// Computes the actual position to place allocs for the given value.
OpBuilder::InsertPoint
BufferAssignmentPlacer::computeAllocPosition(OpResult result) {
Operation *owner = result.getOwner();
return OpBuilder::InsertPoint(owner->getBlock(), Block::iterator(owner));
}
//===----------------------------------------------------------------------===//
// BufferAssignmentTypeConverter
//===----------------------------------------------------------------------===//
/// Registers conversions into BufferAssignmentTypeConverter
BufferAssignmentTypeConverter::BufferAssignmentTypeConverter() {
// Keep all types unchanged.
addConversion([](Type type) { return type; });
// Convert RankedTensorType to MemRefType.
addConversion([](RankedTensorType type) {
return (Type)MemRefType::get(type.getShape(), type.getElementType());
});
// Convert UnrankedTensorType to UnrankedMemRefType.
addConversion([](UnrankedTensorType type) {
return (Type)UnrankedMemRefType::get(type.getElementType(), 0);
});
}
/// Checks if `type` has been converted from non-memref type to memref.
bool BufferAssignmentTypeConverter::isConvertedMemref(Type type, Type before) {
return type.isa<BaseMemRefType>() && !before.isa<BaseMemRefType>();
}
//===----------------------------------------------------------------------===//
// BufferPlacementPass construction
//===----------------------------------------------------------------------===//
std::unique_ptr<Pass> mlir::createBufferPlacementPass() {
return std::make_unique<BufferPlacementPass>();
}