* Copyright (c) 2025-2026 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 serial.h
* \brief
*/
#ifndef OSP_SERIAL_H
#define OSP_SERIAL_H
#include <deque>
#include <limits>
#include <string>
#include <vector>
#include "scheduler.h"
namespace npu::tile_fwk {
namespace osp {
* @class Serial
* @brief The Serial class represents a scheduler that assigns all tasks to a single processor in a serial manner.
* If the architecture is heterogeneous, it assigns tasks to one processor of each type computing a schedule with the
* smallest number of supersteps.
*
*/
template <typename GraphT>
class Serial : public Scheduler<GraphT> {
public:
* @brief Default constructor for Serial.
*/
Serial() : Scheduler<GraphT>() {}
* @brief Default destructor for Serial.
*/
~Serial() override = default;
ReturnStatus ComputeSchedule(BspSchedule<GraphT> &schedule) override
{
const auto &instance = schedule.GetInstance();
const auto &dag = instance.GetComputationalDag();
const auto numVertices = dag.NumVertices();
if (numVertices == 0) {
return ReturnStatus::OSP_SUCCESS;
}
const auto &arch = instance.GetArchitecture();
const std::vector<unsigned> chosenProcs = SelectProcessor(arch);
if (chosenProcs.empty()) {
return ReturnStatus::OSP_ERROR;
}
const std::vector<std::vector<unsigned>> nodeTypeCompatibleProcessors =
BuildCompatibilityMatrix(instance, dag, chosenProcs);
std::vector<VertexIdxT<GraphT>> inDegree(numVertices);
std::deque<VertexIdxT<GraphT>> readyNodes;
std::deque<VertexIdxT<GraphT>> deferredNodes;
InitializeScheduleState(schedule, dag, inDegree, readyNodes);
VertexIdxT<GraphT> scheduledNodesCount = 0;
unsigned currentSuperstep = 0;
while (scheduledNodesCount < numVertices) {
while (not readyNodes.empty()) {
VertexIdxT<GraphT> v = readyNodes.front();
readyNodes.pop_front();
if (TryScheduleNode(schedule, dag, v, nodeTypeCompatibleProcessors,
currentSuperstep, inDegree, readyNodes, deferredNodes)) {
++scheduledNodesCount;
}
}
if (scheduledNodesCount < numVertices) {
currentSuperstep++;
readyNodes.insert(readyNodes.end(), deferredNodes.begin(), deferredNodes.end());
deferredNodes.clear();
}
}
schedule.SetNumberOfSupersteps(currentSuperstep + 1);
return ReturnStatus::OSP_SUCCESS;
}
private:
std::vector<std::vector<unsigned>> BuildCompatibilityMatrix(
const BspInstance<GraphT> &instance, const GraphT &dag,
const std::vector<unsigned> &chosenProcs)
{
const unsigned numNodeTypes = dag.NumVertexTypes();
std::vector<std::vector<unsigned>> nodeTypeCompatibleProcessors(numNodeTypes);
for (VTypeT<GraphT> type = 0; type < numNodeTypes; ++type) {
for (const auto &p : chosenProcs) {
if (instance.IsCompatibleType(type, instance.ProcessorType(p))) {
nodeTypeCompatibleProcessors[type].push_back(p);
}
}
}
return nodeTypeCompatibleProcessors;
}
void InitializeScheduleState(
BspSchedule<GraphT> &schedule, const GraphT &dag,
std::vector<VertexIdxT<GraphT>> &inDegree,
std::deque<VertexIdxT<GraphT>> &readyNodes)
{
for (const auto &v : dag.Vertices()) {
schedule.SetAssignedProcessor(v, std::numeric_limits<unsigned>::max());
schedule.SetAssignedSuperstep(v, std::numeric_limits<unsigned>::max());
inDegree[v] = dag.InDegree(v);
if (inDegree[v] == 0) {
readyNodes.push_back(v);
}
}
}
bool AreParentsCompatible(
const BspSchedule<GraphT> &schedule, const GraphT &dag,
VertexIdxT<GraphT> v, unsigned p, unsigned currentSuperstep)
{
for (const auto &parent : dag.Parents(v)) {
if (schedule.AssignedSuperstep(parent) == currentSuperstep &&
schedule.AssignedProcessor(parent) != p) {
return false;
}
}
return true;
}
void UpdateDependencies(
const GraphT &dag, VertexIdxT<GraphT> v,
std::vector<VertexIdxT<GraphT>> &inDegree,
std::deque<VertexIdxT<GraphT>> &readyNodes)
{
for (const auto &child : dag.Children(v)) {
if (--inDegree[child] == 0) {
readyNodes.push_back(child);
}
}
}
bool TryScheduleNode(
BspSchedule<GraphT> &schedule, const GraphT &dag,
VertexIdxT<GraphT> v, const std::vector<std::vector<unsigned>> &nodeTypeCompatibleProcessors,
unsigned currentSuperstep, std::vector<VertexIdxT<GraphT>> &inDegree,
std::deque<VertexIdxT<GraphT>> &readyNodes, std::deque<VertexIdxT<GraphT>> &deferredNodes)
{
unsigned vType = dag.VertexType(v);
for (const auto &p : nodeTypeCompatibleProcessors[vType]) {
if (AreParentsCompatible(schedule, dag, v, p, currentSuperstep)) {
schedule.SetAssignedProcessor(v, p);
schedule.SetAssignedSuperstep(v, currentSuperstep);
UpdateDependencies(dag, v, inDegree, readyNodes);
return true;
}
}
deferredNodes.push_back(v);
return false;
}
std::vector<unsigned> SelectProcessor(const BspArchitecture<GraphT> &arch)
{
std::vector<unsigned> chosenProcs;
if (arch.GetNumberOfProcessorTypes() > 0) {
std::vector<bool> typeSeen(arch.GetNumberOfProcessorTypes(), false);
for (unsigned p = 0; p < arch.NumberOfProcessors(); ++p) {
if (!typeSeen[arch.ProcessorType(p)]) {
chosenProcs.push_back(p);
typeSeen[arch.ProcessorType(p)] = true;
}
}
}
return chosenProcs;
}
};
}
}
#endif