* Copyright (c) 2026 Huawei Technologies Co., Ltd.
* This program is free software, you can redistribute it and/or modify it under the terms and conditions of
* CANN Open Software License Agreement Version 2.0 (the "License").
* Please refer to the License for details. You may not use this file except in compliance with the License.
* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
* INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
* See LICENSE in the root of the software repository for the full text of the License.
*/
* \file subgraph_utils.cpp
* \brief
*/
#include <unordered_set>
#include "subgraph_utils.h"
#include "interface/tensor/logical_tensor.h"
#include "interface/operation/operation.h"
namespace npu::tile_fwk {
namespace {
bool HasCrossSubgraphEdges(const LogicalTensor& tensor)
{
int expectedSubgraphId = -1;
auto check_op = [&](Operation* op) {
if (op == nullptr)
return false;
int opSubgraphId = op->GetSubgraphID();
if (expectedSubgraphId == -1) {
expectedSubgraphId = opSubgraphId;
} else if (expectedSubgraphId != opSubgraphId) {
return true;
}
return false;
};
for (const auto& op : tensor.GetProducers()) {
if (check_op(op))
return true;
}
for (const auto& op : tensor.GetConsumers()) {
if (check_op(op))
return true;
}
return false;
}
bool IsBoundaryAsInput(const LogicalTensor& tensor, const Operation& op)
{
constexpr int kDistCopyInBoundaryIndex = 1;
if (op.GetOpcode() == Opcode::OP_COPY_IN) {
return !op.GetIOperands().empty() && op.GetIOperands().front().get() == &tensor;
}
if (op.GetOpcode() == Opcode::OP_ASSEMBLE) {
return !op.GetOOperands().empty() &&
op.GetOOperands().front()->GetMemoryTypeOriginal() == MemoryType::MEM_DEVICE_DDR;
}
bool isDistCopyOut = false;
if (op.GetAttr<bool>(OpAttributeKey::isDistCopyOut, isDistCopyOut) && !isDistCopyOut) {
return op.GetIOperands().size() > kDistCopyInBoundaryIndex &&
op.GetIOperands()[kDistCopyInBoundaryIndex].get() == &tensor;
}
return false;
}
bool IsBoundaryAsOutput(const LogicalTensor& tensor, const Operation& op)
{
if (op.GetOpcode() == Opcode::OP_COPY_OUT) {
return !op.HasAttribute(OpAttributeKey::inplaceIdx) && !op.GetOOperands().empty() &&
op.GetOOperands().front().get() == &tensor;
}
if (op.GetOpcode() == Opcode::OP_ASSEMBLE) {
return tensor.GetMemoryTypeOriginal() == MemoryType::MEM_DEVICE_DDR;
}
if (op.GetOpcode() == Opcode::OP_RESHAPE) {
return !op.GetIOperands().empty() &&
op.GetIOperands().front()->GetMemoryTypeOriginal() == MemoryType::MEM_DEVICE_DDR &&
tensor.GetMemoryTypeOriginal() == MemoryType::MEM_DEVICE_DDR;
}
bool isDistCopyOut = false;
if (op.GetAttr<bool>(OpAttributeKey::isDistCopyOut, isDistCopyOut) && isDistCopyOut) {
return !op.GetOOperands().empty() && op.GetOOperands().front().get() == &tensor;
}
if (op.GetOpcode() == Opcode::OP_SHMEM_SIGNAL) {
return !op.GetOOperands().empty() && op.GetOOperands().front().get() == &tensor;
}
return false;
}
bool IsBaseBoundary(const LogicalTensor& tensor)
{
if (tensor.GetProducers().empty() && !tensor.GetConsumers().empty()) {
return true;
}
if (HasCrossSubgraphEdges(tensor)) {
return true;
}
for (const auto& op : tensor.GetConsumers()) {
if (op == nullptr) {
continue;
}
if (IsBoundaryAsInput(tensor, *op)) {
return true;
}
}
for (const auto& op : tensor.GetProducers()) {
if (op == nullptr) {
continue;
}
if (IsBoundaryAsOutput(tensor, *op)) {
return true;
}
}
return false;
}
bool IsBoundaryImpl(const LogicalTensor& tensor, std::unordered_set<const LogicalTensor*>& visited)
{
if (!visited.insert(&tensor).second) {
return false;
}
if (IsBaseBoundary(tensor)) {
return true;
}
for (const auto& op : tensor.GetProducers()) {
if (op->GetOpcode() == Opcode::OP_RESHAPE && !op->GetIOperands().empty()) {
if (IsBoundaryImpl(*(op->GetIOperands().front()), visited))
return true;
}
}
for (const auto& op : tensor.GetConsumers()) {
if (op->GetOpcode() == Opcode::OP_RESHAPE && !op->GetOOperands().empty()) {
if (IsBoundaryImpl(*(op->GetOOperands().front()), visited))
return true;
}
}
return false;
}
}
bool SubgraphUtils::IsBoundary(const LogicalTensorPtr& tensor)
{
if (tensor == nullptr) {
return false;
}
std::unordered_set<const LogicalTensor*> visited;
return IsBoundaryImpl(*tensor, visited);
}
bool SubgraphUtils::IsBoundary(const LogicalTensor& tensor)
{
std::unordered_set<const LogicalTensor*> visited;
return IsBoundaryImpl(tensor, visited);
}
}