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Related papers: Modeling and Self-Configuring SaaS Application

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Model-as-a-Service (MaaS) platforms face diverse Service Level Objective (SLO) requirements stemming from various large language model (LLM) applications, manifested in contextual complexity, first-token latency, and between-token latency.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-09 Mo Xuan , Zhang yue , Wu Weigang

ML platforms help enable intelligent data-driven applications and maintain them with limited engineering effort. Upon sufficiently broad adoption, such platforms reach economies of scale that bring greater component reuse while improving…

Multi-scenario recommendation is dedicated to retrieve relevant items for users in multiple scenarios, which is ubiquitous in industrial recommendation systems. These scenarios enjoy portions of overlaps in users and items, while the…

Information Retrieval · Computer Science 2022-08-25 Yuanliang Zhang , Xiaofeng Wang , Jinxin Hu , Ke Gao , Chenyi Lei , Fei Fang

In software engineering, the meticulous configuration of software tools is crucial in ensuring optimal performance within intricate systems. However, the complexity inherent in selecting optimal configurations is exacerbated by the…

Software Engineering · Computer Science 2023-12-12 Jai Kannan

Modern software systems are built to be used in dynamic environments using configuration capabilities to adapt to changes and external uncertainties. In a self-adaptation context, we are often interested in reasoning about the performance…

Software Engineering · Computer Science 2017-04-24 Pooyan Jamshidi , Miguel Velez , Christian Kästner , Norbert Siegmund , Prasad Kawthekar

In the service landscape, the issues of service selection, negotiation of Service Level Agreements (SLA), and SLA-compliance monitoring have typically been used in separate and disparate ways, which affect the quality of the services that…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-05-10 Elarbi Badidi

Serverless computing paradigm has become more ingrained into the industry, as it offers a cheap alternative for application development and deployment. This new paradigm has also created new kinds of problems for the developer, who needs to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-14 Gor Safaryan , Anshul Jindal , Mohak Chadha , Michael Gerndt

Today, the deployment of Web services in many enterprise applications has gained much attention. Service network inhibits certain common properties as they arise spontaneously and are subject to high fluctuation. The objective of consumer…

Software Engineering · Computer Science 2015-06-05 Tehreem Masood , Chantal Bonner Cherifi , Néjib Moalla

Large Language Models (LLMs) are revolutionizing Software Engineering (SE) by introducing innovative methods for tasks such as collecting requirements, designing software, generating code, and creating test cases, among others. This article…

Software Engineering · Computer Science 2024-05-06 Malik Abdul Sami , Zeeshan Rasheed , Muhammad Waseem , Zheying Zhang , Tomas Herda , Pekka Abrahamsson

Modelling and Simulation as a Service (MSaaS) is a promising approach to deploy and execute Modelling and Simulation (M&S) applications quickly and on-demand. An appropriate software architecture is essential to deliver quality M&S…

Software Engineering · Computer Science 2020-08-03 Mojtaba Shahin , M. Ali Babar , Muhammad Aufeef Chauhan

Large Language Models (LLMs) are becoming key in automating and assisting various software development tasks, including text-based tasks in requirements engineering but also in coding. Typically, these models are used to automate small…

Software Engineering · Computer Science 2024-05-08 Robert Feldt , Riccardo Coppola

Self-adaptivity allows software systems to autonomously adjust their behavior during run-time to reduce the cost complexities caused by manual maintenance. In this paper, a framework for building an external adaptation engine for…

Software Engineering · Computer Science 2014-02-11 Mohammed Abufouda

Configuration tuning for large software systems is generally challenging due to the complex configuration space and expensive performance evaluation. Most existing approaches follow a two-phase process, first learning a regression-based…

Software Engineering · Computer Science 2023-03-29 Rong Cao , Liang Bao , Chase Wu , Panpan Zhangsun , Yufei Li , Zhe Zhang

We present a framework for performance optimization in serverless edge-cloud platforms using dynamic task placement. We focus on applications for smart edge devices, for example, smart cameras or speakers, that need to perform processing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-21 Anirban Das , Shigeru Imai , Mike P. Wittie , Stacy Patterson

To assure performance on the fly, planning is arguably one of the most important steps for self-adaptive systems (SASs), especially when they are highly configurable with a daunting number of adaptation options. However, there has been…

Software Engineering · Computer Science 2022-03-24 Tao Chen

Following the increasing interest and adoption of FaaS systems, benchmarking frameworks for determining non-functional properties have also emerged. While existing (microbenchmark) frameworks only evaluate single aspects of FaaS platforms,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-02 Martin Grambow , Tobias Pfandzelter , Luk Burchard , Carsten Schubert , Max Zhao , David Bermbach

A fundamental goal in the design of IaaS service is to enable both user-friendly and cost-effective service access, while attaining high resource efficiency for revenue maximization. QoS differentiation is an important lens to achieve this…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-28 Xiaohu Wu , Francesco De Pellegrini

In recent years, extensive research has been conducted in the area of Service Level Agreement (SLA) for utility computing systems. An SLA is a formal contract used to guarantee that consumers' service quality expectation can be achieved. In…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-10-15 Linlin Wu , Rajkumar Buyya

A common method to solve complex problems in software engineering, is to divide the problem into multiple sub-problems. Inspired by this, we propose a Modular Architecture for Software-engineering AI (MASAI) agents, where different…

Artificial Intelligence · Computer Science 2024-06-18 Daman Arora , Atharv Sonwane , Nalin Wadhwa , Abhav Mehrotra , Saiteja Utpala , Ramakrishna Bairi , Aditya Kanade , Nagarajan Natarajan

One way to solve the challenge of small and medium-sized enterprise (SME) manufacturers of acquiring sufficient orders is by joining digital Manufacturing-as-a-Service (MaaS) platforms for on-demand manufacturing. However, joining such…