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相关论文: A DPU Solution for Container Overlay Networks

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Recent development in lightweight OS-level virtualization, containers, provides a potential solution for running HPC applications on the cloud platform. In this work, we focus on the impact of different layers in a containerized environment…

分布式、并行与集群计算 · 计算机科学 2024-06-18 Daniel Medeiros , Gabin Schieffer , Jacob Wahlgren , Ivy Peng

Containers offer an array of advantages that benefit research reproducibility and portability across groups and systems. As container tools mature, container security improves, and High-performance computing (HPC) and cloud system tools…

分布式、并行与集群计算 · 计算机科学 2023-08-24 Tiziano Müller , Nina Mujkanovic , Juan J. Durillo , Nicolay Hammer

Recent years have witnessed a widespread adoption of containers. While containers simplify and accelerate application development, existing container network technologies either incur significant overhead, which hurts performance for…

网络与互联网体系结构 · 计算机科学 2024-06-05 Shengkai Lin , Shizhen Zhao , Peirui Cao , Xinchi Han , Quan Tian , Wenfeng Liu , Qi Wu , Donghai Han , Xinbing Wang

Edge computing addresses critical limitations of cloud computing such as high latency and network congestion by decentralizing processing from cloud to the edge. However, the need for software replication across heterogeneous edge devices…

性能 · 计算机科学 2025-05-09 Ragini Gupta , Klara Nahrstedt

The emergence of new, off-path smart network cards (SmartNICs), known generally as Data Processing Units (DPU), has opened a wide range of research opportunities. Of particular interest is the use of these and related devices in tandem with…

分布式、并行与集群计算 · 计算机科学 2025-12-04 Nathan Tibbetts , Sifat Ibtisum , Satish Puri

Improving the performance and reducing the cost of cloud data systems is increasingly challenging. Data processing units (DPUs) are a promising solution, but utilizing them for data processing needs characterizing the new hardware and…

分布式、并行与集群计算 · 计算机科学 2024-07-30 Jiasheng Hu , Philip A. Bernstein , Jialin Li , Qizhen Zhang

Data processing units (DPUs, SoC-based SmartNICs) are emerging data center hardware that provide opportunities to address cloud data processing challenges. Their onboard compute, memory, network, and auxiliary storage can be leveraged to…

分布式、并行与集群计算 · 计算机科学 2025-04-09 Jiasheng Hu , Chihan Cui , Anna Li , Raahil Vora , Yuanfan Chen , Philip A. Bernstein , Jialin Li , Qizhen Zhang

Today's Cloud applications are dominated by composite applications comprising multiple computing and data components with strong communication correlations among them. Although Cloud providers are deploying large number of computing and…

分布式、并行与集群计算 · 计算机科学 2017-06-20 Md Hasanul Ferdaus , Manzur Murshed , Rodrigo N. Calheiros , Rajkumar Buyya

Computing at the edge is increasingly important since a massive amount of data is generated. This poses challenges in transporting all that data to the remote data centers and cloud, where they can be processed and analyzed. On the other…

机器学习 · 计算机科学 2020-12-09 Christian Makaya , Amalendu Iyer , Jonathan Salfity , Madhu Athreya , M Anthony Lewis

Building and deploying software on high-end computing systems is a challenging task. High performance applications have to reliably run across multiple platforms and environments, and make use of site-specific resources while resolving…

分布式、并行与集群计算 · 计算机科学 2017-04-12 Lucas Benedicic , Felipe A. Cruz , Alberto Madonna , Kean Mariotti

The increasing prominence of AI necessitates the deployment of inference platforms for efficient and effective management of AI pipelines and compute resources. As these pipelines grow in complexity, the demand for distributed serving rises…

网络与互联网体系结构 · 计算机科学 2025-02-25 Mike Wong , Ulysses Butler , Emma Farkash , Praveen Tammana , Anirudh Sivaraman , Ravi Netravali

Containers improve the efficiency in application deployment and thus have been widely utilised on Cloud and lately in High Performance Computing (HPC) environments. Containers encapsulate complex programs with their dependencies in isolated…

分布式、并行与集群计算 · 计算机科学 2022-12-20 Naweiluo Zhou , Huan Zhou , Dennis Hoppe

The current virtualization solution in the Cloud widely relies on hypervisor-based technologies. Along with the recent popularity of Docker, the container-based virtualization starts receiving more attention for being a promising…

分布式、并行与集群计算 · 计算机科学 2017-08-07 Zheng Li , Maria Kihl , Qinghua Lu , Jens A. Andersson

Cloud-native systems increasingly rely on infrastructure services (e.g., service meshes, monitoring agents), which compete for resources with user applications, degrading performance and scalability. We propose HeteroPod, a new abstraction…

操作系统 · 计算机科学 2025-04-01 Bicheng Yang , Jingkai He , Dong Du , Yubin Xia , Haibo Chen

Cloud providers offer a variety of execution platforms in form of bare-metal, VM, and containers. However, due to the pros and cons of each execution platform, choosing the appropriate platform for a specific cloud-based application has…

分布式、并行与集群计算 · 计算机科学 2020-06-04 Davood Ghatreh Samani , Chavit Denninnart , Josef Bacik , Mohsen Amini Salehi

In this article we look at the potential of cloud containers and we provide some guidelines for companies and organisations that are starting to look at how to migrate their legacy infrastructure to something modern, reliable and scalable.…

分布式、并行与集群计算 · 计算机科学 2021-11-04 Damiano Perri , Marco Simonetti , Sergio Tasso , Federico Ragni , Osvaldo Gervasi

With the success of deep learning techniques in a broad range of application domains, many deep learning software frameworks have been developed and are being updated frequently to adapt to new hardware features and software libraries,…

分布式、并行与集群计算 · 计算机科学 2017-11-10 Pengfei Xu , Shaohuai Shi , Xiaowen Chu

As multimodal and AI-driven services exchange hundreds of megabytes per request, existing IPC runtimes spend a growing share of CPU cycles on memory copies. Although both hardware and software mechanisms are exploring memory offloading,…

操作系统 · 计算机科学 2026-01-13 Misun Park , Richi Dubey , Yifan Yuan , Nam Sung Kim , Ada Gavrilovska

The rapid adoption of AI and convenience offered by cloud services have resulted in the growing demands for GPUs in the cloud. Generally, GPUs are physically attached to host servers as PCIe devices. However, the fixed assembly combination…

分布式、并行与集群计算 · 计算机科学 2023-10-10 Bowen He , Xiao Zheng , Yuan Chen , Weinan Li , Yajin Zhou , Xin Long , Pengcheng Zhang , Xiaowei Lu , Linquan Jiang , Qiang Liu , Dennis Cai , Xiantao Zhang

The increasing prevalence of cloud-native technologies, particularly containers, has led to the widespread adoption of containerized deployments in data centers. The advancement of deep neural network models has increased the demand for…

分布式、并行与集群计算 · 计算机科学 2024-11-22 Jinlong Hu , Zhizhe Rao , Xingchen Liu , Lihao Deng , Shoubin Dong
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