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Distributed stateful stream processing enables the deployment and execution of large scale continuous computations in the cloud, targeting both low latency and high throughput. One of the most fundamental challenges of this paradigm is…

分布式、并行与集群计算 · 计算机科学 2015-06-30 Paris Carbone , Gyula Fóra , Stephan Ewen , Seif Haridi , Kostas Tzoumas

Serverless computing is an emerging service model in distributed computing systems. The term captures cloud-based event-driven distributed application design and stems from its completely resource-transparent deployment model, i.e.…

分布式、并行与集群计算 · 计算机科学 2019-01-10 Manuel Stein

Automatic network management strategies have become paramount for meeting the needs of innovative real-time and data-intensive applications, such as in the Internet of Things. However, meeting the ever-growing and fluctuating demands for…

分布式、并行与集群计算 · 计算机科学 2024-09-18 Fatemeh Banaie , Karim Djemame , Abdulaziz Alhindi , Vasilios Kelefouras

This paper introduces a new primitive to serverless language runtimes called freshen. With freshen, developers or providers specify functionality to perform before a given function executes. This proactive technique allows for overheads…

分布式、并行与集群计算 · 计算机科学 2020-10-12 Erika Hunhoff , Shazal Irshad , Vijay Thurimella , Ali Tariq , Eric Rozner

Reusable data/code and reproducible analyses are foundational to quality research. This aspect, however, is often overlooked when designing interactive stream analysis workflows for time-series data (e.g., eye-tracking data). A mechanism to…

数据库 · 计算机科学 2022-06-20 Yasith Jayawardana , Vikas G. Ashok , Sampath Jayarathna

Developing accurate and extendable performance models for serverless platforms, aka Function-as-a-Service (FaaS) platforms, is a very challenging task. Also, implementation and experimentation on real serverless platforms is both costly and…

分布式、并行与集群计算 · 计算机科学 2021-02-18 Nima Mahmoudi , Hamzeh Khazaei

Service meshes play a central role in the modern application ecosystem by providing an easy and flexible way to connect different services that form a distributed application. However, because of the way they interpose on application…

分布式、并行与集群计算 · 计算机科学 2022-07-05 Xiangfeng Zhu , Guozhen She , Bowen Xue , Yu Zhang , Yongsu Zhang , Xuan Kelvin Zou , Xiongchun Duan , Peng He , Arvind Krishnamurthy , Matthew Lentz , Danyang Zhuo , Ratul Mahajan

The convergence of high-performance computing (HPC) and artificial intelligence (AI) is driving the emergence of increasingly complex parallel applications and workloads. These workloads often combine multiple parallel runtimes within the…

分布式、并行与集群计算 · 计算机科学 2026-01-29 Aleix Roca , Vicenç Beltran

Serverless computing is an emerging cloud computing paradigm, being adopted to develop a wide range of software applications. It allows developers to focus on the application logic in the granularity of function, thereby freeing developers…

软件工程 · 计算机科学 2022-12-19 Jinfeng Wen , Zhenpeng Chen , Xin Jin , Xuanzhe Liu

Function-as-a-Service (FaaS) has become a central paradigm in serverless cloud computing, yet optimizing FaaS deployments remains challenging. Using function fusion, multiple functions can be combined into a single deployment unit, which…

分布式、并行与集群计算 · 计算机科学 2026-01-19 Niklas Kowallik , Trever Schirmer , David Bermbach

The increased use of micro-services to build web applications has spurred the rapid growth of Function-as-a-Service (FaaS) or serverless computing platforms. While FaaS simplifies provisioning and scaling for application developers, it…

分布式、并行与集群计算 · 计算机科学 2019-11-25 Arjun Singhvi , Kevin Houck , Arjun Balasubramanian , Mohammed Danish Shaikh , Shivaram Venkataraman , Aditya Akella

Serverless functions provide high levels of parallelism, short startup times, and "pay-as-you-go" billing. These attributes make them a natural substrate for data analytics workflows. However, the impossibility of direct communication…

分布式、并行与集群计算 · 计算机科学 2022-07-26 Germán T. Eizaguirre , Marc Sánchez-Artigas , Pedro García-López

The Function-as-a-service (FaaS) computing model has recently seen significant growth especially for highly scalable, event-driven applications. The easy-to-deploy and cost-efficient fine-grained billing of FaaS is highly attractive to big…

分布式、并行与集群计算 · 计算机科学 2023-09-11 Yuze Li , Kevin Assogba , Abhijit Tripathy , Moiz Arif , M. Mustafa Rafique , Ali R. Butt , Dimitrios Nikolopoulos

Open-source 5G core implementations deploy network functions as always-on processes that consume resources even when idle. This inefficiency is most acute in private and edge deployments with sporadic traffic. Serverless5GC is an…

网络与互联网体系结构 · 计算机科学 2026-03-31 Hai Dinh-Tuan

The serverless cloud computing model offers a framework where the service provider abstracts the underlying infrastructure management from developers. In this serverless model, FaaS provides an event-driven, function-oriented computing…

软件工程 · 计算机科学 2025-10-06 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

Serverless Function-as-a-Service (FaaS) platforms provide applications with resources that are highly elastic, quick to instantiate, accounted at fine granularity, and without the need for explicit runtime resource orchestration. This…

分布式、并行与集群计算 · 计算机科学 2024-07-02 Michael Wawrzoniak , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

Crash consistency using persistent memory programming libraries requires programmers to use complex transactions and manual annotations. In contrast, the failure-atomic msync() (FAMS) interface is much simpler as it transparently tracks…

分布式、并行与集群计算 · 计算机科学 2023-10-26 Suyash Mahar , Mingyao Shen , Terence Kelly , Steven Swanson

Recent years have witnessed an explosive growth of AI models. The high cost of hosting AI services on GPUs and their demanding service requirements, make it timely and challenging to lower service costs and guarantee service quality. While…

分布式、并行与集群计算 · 计算机科学 2025-03-05 Ziming Mao , Tian Xia , Zhanghao Wu , Wei-Lin Chiang , Tyler Griggs , Romil Bhardwaj , Zongheng Yang , Scott Shenker , Ion Stoica

Serverless Computing (FaaS) has become a popular paradigm for deep learning inference due to the ease of deployment and pay-per-use benefits. However, current serverless inference platforms encounter the coarse-grained and static GPU…

分布式、并行与集群计算 · 计算机科学 2025-09-03 Jianfeng Gu , Puxuan Wang , Isaac David Nunez Araya , Kai Huang , Michael Gerndt

The increasing use of hardware processing accelerators tailored for specific applications, such as the Vision Processing Unit (VPU) for image recognition, further increases developers' configuration, development, and management overhead.…

分布式、并行与集群计算 · 计算机科学 2022-08-08 Sebastian Werner , Trever Schirmer