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Efficient resource utilization and perfect user experience usually conflict with each other in cloud computing platforms. Great efforts have been invested in increasing resource utilization but trying not to affect users' experience for…

分布式、并行与集群计算 · 计算机科学 2024-06-04 Hang Dong , Liwen Zhu , Zhao Shan , Bo Qiao , Fangkai Yang , Si Qin , Chuan Luo , Qingwei Lin , Yuwen Yang , Gurpreet Virdi , Saravan Rajmohan , Dongmei Zhang , Thomas Moscibroda

As a core component in modern data centers, key-value cache provides high-throughput and low-latency services for high-speed data processing. The effectiveness of a key-value cache relies on its ability of accommodating the needed data.…

数据库 · 计算机科学 2024-12-13 Rui Xie , Linsen Ma , Alex Zhong , Feng Chen , Tong Zhang

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

With the advent of virtualization technology, cloud computing realizes on-demand computing. The capability of dynamic resource provisioning is a fundamental driving factor for users to adopt the cloud technology. The aspect is important for…

分布式、并行与集群计算 · 计算机科学 2019-04-24 Moo-Ryong Ra , Hee Won Lee

The storage stack in the traditional operating system is primarily optimized towards improving the CPU utilization and hiding the long I/O latency imposed by the slow I/O devices such as hard disk drivers (HDDs). However, the emerging…

操作系统 · 计算机科学 2023-06-21 Junzhe Li , Xiurui Pan , Shushu Yi , Jie Zhang

Serverless computing has emerged as an attractive paradigm due to the efficiency of development and the ease of deployment without managing any underlying infrastructure. Nevertheless, serverless computing approaches face numerous…

分布式、并行与集群计算 · 计算机科学 2024-06-18 Emilian Simion , Yuandou Wang , Hsiang-ling Tai , Uraz Odyurt , Zhiming Zhao

The growing adoption of edge computing has created an increasing need for workloads capable of operating under strict resource and energy constraints. Neuromorphic computing, and spiking neural networks (SNNs) in particular, offers an…

分布式、并行与集群计算 · 计算机科学 2026-05-18 Huyen Pham , Bilhanan Silverajan

This report describes 1) how we use Intel's Optane DCPMM in the memory Mode. We investigate the the scalability of applications on a single Optane machine, using Subgraph counting as memory-intensive graph problem. We test with various…

分布式、并行与集群计算 · 计算机科学 2021-09-24 Ahmet Uyar , Selahattin Akkas , Jiayu Li , Judy Fox

Serverless computing adopts a pay-as-you-go billing model where applications are executed in stateless and shortlived containers triggered by events, resulting in a reduction of monetary costs and resource utilization. However, existing…

网络与互联网体系结构 · 计算机科学 2025-01-27 Chen Chen , Peiyuan Guan , Ziru Chen , Amir Taherkordi , Fen Hou , Lin X. Cai

The rise of serverless computing provides an opportunity to rethink cloud security. We present an approach for securing serverless systems using a novel form of dynamic information flow control (IFC). We show that in serverless…

Recent Serverless workloads tend to be largescaled/CPU-memory intensive, such as DL, graph applications, that require dynamic memory-to-compute resources provisioning. Meanwhile, recent solutions seek to design page management strategies…

分布式、并行与集群计算 · 计算机科学 2023-09-26 Yuze Li , Shunyu Yao

Serverless computing has become a new trending paradigm in cloud computing, allowing developers to focus on the development of core application logic and rapidly construct the prototype via the composition of independent functions. With the…

软件工程 · 计算机科学 2023-02-07 Jinfeng Wen , Yi Liu , Zhenpeng Chen , Junkai Chen , Yun Ma

Industries are considering the adoption of cloud computing for real-time applications due to current improvements in network latencies and the advent of Fog and Edge computing. To create an RT-cloud capable of hosting real-time…

分布式、并行与集群计算 · 计算机科学 2023-01-19 Gabriele Monaco , Gautam Gala , Gerhard Fohler

Resource elasticity is one of the key defining characteristics of the Function-as-a-Service (FaaS) serverless computing paradigm. While compute resources assigned to VM-sandboxed functions can be seamlessly adjusted on the fly, memory…

操作系统 · 计算机科学 2025-12-09 Orestis Lagkas Nikolos , Chloe Alverti , Stratos Psomadakis , Georgios Goumas , Nectarios Koziris

The increasing demand for memory in hyperscale applications has led to memory becoming a large portion of the overall datacenter spend. The emergence of coherent interfaces like CXL enables main memory expansion and offers an efficient…

In recent years, various companies have started to shift their data services from traditional data centers to the cloud. One of the major motivations is to save on operational costs with the aid of cloud elasticity. This paper discusses an…

神经与进化计算 · 计算机科学 2023-11-28 Peng Yang , Laoming Zhang , Haifeng Liu , Guiying Li

Serverless computing -- an emerging cloud-native paradigm for the deployment of applications and services -- represents an evolution in cloud application development, programming models, abstractions, and platforms. It promises a real…

分布式、并行与集群计算 · 计算机科学 2019-06-10 Paul Castro , Vatche Ishakian , Vinod Muthusamy , Aleksander Slominski

As memory capacity has outstripped TLB coverage, large data applications suffer from frequent page table walks. We investigate two complementary techniques for addressing this cost: reducing the number of accesses required and reducing the…

硬件体系结构 · 计算机科学 2021-09-03 Chang Hyun Park , Ilias Vougioukas , Andreas Sandberg , David Black-Schaffer

While deploying large language models on edge devices promises low-latency and privacy-preserving AI services, it is hindered by limited device resources. Although pipeline parallelism facilitates distributed inference, existing approaches…

信息论 · 计算机科学 2025-08-18 Xuran Liu , Nan Xue , Rui Bao , Yaping Sun , Zhiyong Chen , Meixia Tao , Xiaodong Xu , Shuguang Cui

This paper presents DLHT, a concurrent in-memory hashtable. Despite efforts to optimize hashtables, that go as far as sacrificing core functionality, state-of-the-art designs still incur multiple memory accesses per request and block…

数据库 · 计算机科学 2024-06-17 Antonios Katsarakis , Vasilis Gavrielatos , Nikos Ntarmos