Why is it not solved yet? challenges for production-ready autoscaling

M Straesser, J Grohmann, J von Kistowski… - Proceedings of the …, 2022 - dl.acm.org
Autoscaling is a task of major importance in the cloud computing domain as it directly affects
both operating costs and customer experience. Although there has been active research in …

Performance prediction of data streams on high-performance architecture

B Gautam, A Basava - Human-centric Computing and Information …, 2019 - Springer
Worldwide sensor streams are expanding continuously with unbounded velocity in volume,
and for this acceleration, there is an adaptation of large stream data processing system from …

Atumm: Auto-tuning memory manager in apache spark

D Jia, J Bhimani, SN Nguyen… - 2019 IEEE 38th …, 2019 - ieeexplore.ieee.org
Apache Spark is an in-memory analytic framework that has been adopted in the industry and
research fields. Two memory managers, Static and Unified, are available in Spark to allocate …

Heap Size Adjustment with CPU Control

S Tavakolisomeh, M Shimchenko, E Österlund… - Proceedings of the 20th …, 2023 - dl.acm.org
This paper explores automatic heap sizing where developers let the frequency of GC
expressed as a target overhead of the application's CPU utilisation, control the size of the …

Onestoptuner: an end to end architecture for jvm tuning of spark applications

PB Bindal, D Singhal, AV Subramanyam… - arXiv preprint arXiv …, 2020 - arxiv.org
Java is the backbone of widely used big data frameworks, such as Apache Spark, due to its
productivity, portability from JVM-based execution, and support for a rich set of libraries …

User-Centric Approaches to Garbage Collector Selection and Heap Size Optimization for Java Applications

S Tavakolisomeh - 2024 - duo.uio.no
Garbage collection plays a vital role in Java automatic memory management by freeing up
memory that is no longer in use by applications. Selecting the optimal Garbage Collector …

Optimization of GraphQL Queries in WSO2 Platform

S Ondero, M Karanja, D Kaburu - 2024 Fourth International …, 2024 - ieeexplore.ieee.org
In the rapidly evolving landscape of application programming interfaces (APIs), GraphQL
has emerged as a potent query language, known for its flexibility and efficiency. However, as …

Towards Performance and Cost-Efficiency for Data-Intensive Applications in Distributed Data Processing Systems

D Jia - 2022 - search.proquest.com
Data-intensive science (DIS) has experienced a significant boom in the past decade. The
emerging technologies of data-intensive services and infrastructures contribute to DIS's …

[PDF][PDF] Balloonjvm: Dynamically resizable heap for faas

A Chan, KTA Wang, V Kumar - CLOUD COMPUTING, 2019 - researchgate.net
Serverless computing, or more specifically, Function as a Service (FaaS), offers the ability for
software developers to quickly deploy their applications to the public without worrying about …

An Experimental Study of a Biosequence Big Data Analysis Service

W Zhou, L Liu, C Pu, T Zhu, Q Wang… - … Conference on Web …, 2017 - ieeexplore.ieee.org
With the development of next-generation sequencing (NGS), DNA/RNA sequencing has
become cheaper and more efficient. Today, a whole human genome can be sequenced …