DAG Scheduling and Analysis on Multiprocessor Systems: Exploitation of Parallelism and Dependency
Shuai Zhao, Xiaotian Dai, Iain Bate, Alan Burns, Wanli Chang
Abstract
With ever more complex functionalities being implemented in emerging real-time applications, multiprocessor systems are demanded for high performance, and directed acyclic graphs (DAGs) are used to model functional dependencies. In this work, we study a single periodic non-preemptive DAG running on a homogeneous multiprocessor platform, which is a common setup in many domains, such as automotive, robotics, and industrial automation. Aiming to reduce the makespan of the DAG and provide a tight yet safe bound, our contributions involve the exploitation of node-level parallelism and inter-node dependency, which are the two key factors of a DAG topology. First, we introduce a concurrent provider and consumer (CPC) model that precisely captures the above two factors, and can be recursively applied when parsing a DAG. Building upon CPC, we propose a novel scheduling method focused on reducing the makespan that orders the nodes in the following sequence: (i) the critical path, (ii) early predecessor paths of the critical path, and (iii) longer paths. Secondly, new response time analysis is presented, which provides a generic bound for any execution order of the non-critical nodes and a specific (tighter) bound for a fixed such order. Comprehensive evaluation demonstrates that our scheduling approach and analysis outperforms the state-of-the-art methods.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext a7fad7e6-e1e5-45d0-a86c-8cb3e16eb6faCited by top-tier papers4
- Agentix: An Efficient Serving Engine for LLM Agents as General ProgramsMichael Luo, Xiaoxiang Shi, Colin Cai, Tianjun Zhang et al.NSDI 2026 · 27 citations
- Bounding the Response Time of DAG Tasks Using Long PathsQingqiang He, Nan Guan, Mingsong Lv, Xu Jiang et al.RTSS 2022 · 19 citations
- Design and Timing Guarantee for Non-Preemptive Gang SchedulingSeongtae Lee, Nan Guan, Jinkyu LeeRTSS 2022 · 13 citations
- Response Time Analysis for Prioritized DAG Task with Mutually Exclusive VerticesRan Bi, Qingqiang He, Jinghao Sun, Zhenyu Sun et al.RTSS 2022 · 10 citations
Related papers
- Response-Time Analysis and Optimization for Probabilistic Conditional Parallel DAG TasksNiklas Ueter, Mario Günzel, Jian-Jia ChenRTSS 2021 · 13 citations
- Conditionally Optimal Parallelization of Real-Time DAG Tasks for Global EDFYoungeun Cho, Dongmin Shin, JaeSeung Park, Chang-Gun LeeRTSS 2021 · 12 citations
- Response Time Analysis and Optimization of DAG Tasks Exploiting Mutually Exclusive ExecutionHaochun Liang, Xu Jiang, Nan Guan, Qingqiang He et al.DAC 2023 · 6 citations
- On Computing Exact WCRT for DAG Tasks†Jinghao Sun, Feng Li, Nan Guan, Wentao Zhu et al.DAC 2020 · 12 citations
- LAG-Based Analysis Techniques for Scheduling Multiprocessor Hard Real-Time Sporadic DAGsYaswanth Yadlapalli, Cong LiuRTSS 2021 · 4 citations
