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Helping Faculty Teach software Performance engineering

Helping Faculty Teach Software Performance Engineering

引用

1st international Conference on Smart Energy systems and Artificial Intelligence (SESAI)

作者： Owens, John D. Hoppe, Bruce Univ Calif Davis Dept Elect & Comp Engr Davis CA 95616 USA Connect Associates Arlington MA USA

ISBN: (纸本)9798350364613;9798350364606

Over the academic year 2022-23, we discussed the teaching of software performance engineering with more than a dozen faculty across North America and beyond. Our outreach was centered on research-focused faculty with an existing interest in this course material. These discussions revealed an enthusiasm for making software pertimmance engineering a more prominent part of a curriculum for computer scientists and engineers. Here, we discuss how MIT's longstanding efforts in this area may serve as a launching point for community development of a software performance engineering curriculum, challenges in and solutions for providing the necessary infrastructure to universities, and future directions.

关键词： Performance distributed parallel cluster computing data structures and algorithms software performance engineering

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Speedcode: software Performance engineering Education via the Coding of Didactic Exercises

Speedcode: Software Performance Engineering Education via th...

引用

1st international Conference on Smart Energy systems and Artificial Intelligence (SESAI)

作者： Kaler, Tim Chen, Xuhao Wheatman, Brian Curtis, Dorothy Hoppe, Bruce Schardl, Tao B. Leiserson, Charles E. MIT CSAIL 77 Massachusetts Ave Cambridge MA 02139 USA Johns Hopkins Univ Baltimore MD USA Connect Associates Boston MA USA

ISBN: (纸本)9798350364613;9798350364606

This paper introduces Speedcode, an online programming platform that aims to improve the accessibility of software performance-engineering education. At its core, Speedcode provides a platform that lets users gain hands-on experience in software performance engineering and parallel programming by completing short programming exercises. Speedcode challenges users to develop fast multicore solutions for short programming problems and evaluates their code's performance and scalability in a quiesced cloud environment. Speedcode supports parallel programming using OpenCilk, task-parallel computing platform that is open-source and easy to program, teach and use for research. Speedcode aims to reduce barriers to learning and teaching software performance engineering. It allows users to run and evaluate their code on modern multicore machines from their own computer without installing any software. This provides users an easy introduction to the topic, and enables teachers to more easily incorporate lessons on software performance engineering into their courses without incurring the onerous overhead of needing to setup computing environments for their students.

关键词： education online learning platforms parallel programming software performance engineering

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Real Time Measurement Analysis of a Secured Wireless Communication Testbed 1

Real Time Measurement Analysis of a Secured Wireless Communi...

引用

1st international symposium on parallel Computing and distributed systems, PCDS 2024

作者： Chennamsetty, Sneha Boddu, Subbarao Mahindra University Electrical and Computer Engineering Hyderabad India

ISBN: (纸本)9798350349658

The idea and implementation of a testbed are essen-tial steps in assessing and improving the functionality of wireless systems in real-time scenarios. In this research, we proposed a testbed for establishing a secure wireless connection for data security. The proposed testbed's software-defined radios (SDRs) enable realistic wireless environment modeling and dynamic radio characteristic adjustment. We safely and securely send (transmit) and receive the modulated binary data using our proposed testbed, and we present the results in real-time at the receiving end. In order to mimic real-time 4G and 5G cellular networks, the community of research that handles the wireless system design can benefit greatly from using our proposed testbed as an educational and research tool. Additionally, this can be used to test the solutions, protocols, and algorithms. © 2024 IEEE.

关键词： software radio

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Optimizing MEC System Performance Through M/M/m Queueing Model Analysis 22

Optimizing MEC System Performance Through M/M/m Queueing Mod...

引用

22nd IEEE international symposium on parallel and distributed Processing with Applications, ISPA 2024

作者： Liang, Jiale Ma, Xiaowei Ding, Houjian He, Zhenli Co. Ltd China Yunnan University Yunnan Key Laboratory of Software Engineering Kunming China Yunnan University School of Software Kunming650504 China

ISBN: (纸本)9798331509712

This paper investigates the performance of Mobile Edge Computing (MEC) systems using the M/M/m queuing model, focusing on how server configurations and queuing rules affect task response times on edge servers. The study considers two types of tasks with different processing requirements: special tasks and general tasks. The study analyzes the response time under two queuing rules: first-come-first-served (FCFS) and head-of-line (HOL) priority. By evaluating the impact of server execution speed and the number of cores, this work provides insights for optimizing task scheduling and resource management in MEC environments, which ultimately improves system performance and reduces latency. © 2024 IEEE.

关键词： Queueing theory

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AIO: Automating I/O Optimization Pipeline for Data-Intensive Applications in HPC 22

AIO: Automating I/O Optimization Pipeline for Data-Intensive...

引用

22nd IEEE international symposium on parallel and distributed Processing with Applications, ISPA 2024

作者： Wang, Wanxin Wu, Huijun Yang, Lihua Liu, Zhangyu Zheng, Bin Changsha University of Science and Technology School of Computer and Communication Engineering China National University of Defense Technology College of Computer Science and Technology China

ISBN: (纸本)9798331509712

High-performance computing (HPC) systems has entered the exascale era, but I/O performance has lagged behind due to storage hardware limitations, creating a "storage wall effect"that hinders HPC systems full potential. Modern HPC storage systems employ a layered storage architecture with local node storage, burst buffers, and global parallel file systems to improve I/O performance. However, application workloads vary, and fast storage layers may not always outperform global parallel file systems, while a static storage software stack configuration may not achieve optimal performance across different applications. Traditional I/O optimization is time-consuming, laborintensive, and prone to human error. To address this issue, this paper proposes AIO, a data-driven I/O optimization method. AIO automatically selects the optimal storage hierarchy and software stack based on the task's I/O patterns, and further enhances performance by identifying and applying the most efficient configuration settings. We evaluated AIO with eight applications in a cluster that features shared burst buffers, local burst buffers, and a global shared file system. The experiments demonstrate that AIO effectively optimizes I/O performance, achieving an overall speedup of 2.74. © 2024 IEEE.

关键词： Buffer storage

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Multi-Class Task Offloading Optimization in Mobile Edge Computing 22

Multi-Class Task Offloading Optimization in Mobile Edge Comp...

引用

22nd IEEE international symposium on parallel and distributed Processing with Applications, ISPA 2024

作者： Ma, Songkang He, Zhenli Feng, Libo Zhai, Xiaolong Tong, Yiyan Yunnan University Yunnan Key Laboratory of Software Engineering Kunming China Yunnan University School of Software Kunming650504 China

ISBN: (纸本)9798331509712

The proliferation of mobile devices and the increasing demand for portable services have led to a surge in computationally intensive and time-sensitive applications, necessitating efficient computation offloading in Mobile Edge Computing. Existing research often overlooks the distinct response time requirements of different applications and their mutual interference during queuing. This paper addresses these gaps by optimizing offloading strategies with multiple response time constraints, focusing on the queuing impact of various tasks. We model edge servers as M/M/1 queuing systems and develop a set of mathematical models. Using algorithms based on Karush-Kuhn-Tucker conditions, we derive optimal offloading strategies to minimize system power consumption. Our approach significantly reduces system power consumption in practical applications, enhancing resource utilization for service providers. Our work introduces a comprehensive and realistic model of task offloading, considering multiple task types, their distinct average response time requirements, and their mutual interference during queuing. This advancement ensures efficient and effective offloading strategies, addressing the complexity of multiple tasks and varying response time constraints. © 2024 IEEE.

关键词： Computation offloading

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Fast distributed Polynomial Multiplication Algorithm for Lattice-based Cryptographic Decryption In Blockchain systems 22

Fast Distributed Polynomial Multiplication Algorithm for Lat...

引用

22nd IEEE international symposium on parallel and distributed Processing with Applications, ISPA 2024

作者： Zhao, Hongjian Tao, Yunting Kong, Fanyu Zhang, Guoyan Zhang, Hanlin Yu, Jia Shandong University School of Software Jinan China Binzhou Polytechnic College of Information Engineering Binzhou China Shandong University Shandong Sansec Information Technology Co. Ltd School of Software Jinan China Shandong University School of Cyber Science and Technology Qingdao China Qingdao University College of Computer Science and Technology Qingdao China

ISBN: (纸本)9798331509712

Lattice-based Post-Quantum Cryptography (PQC) can effectively resist the quantum threat to blockchain's underlying cryptographic algorithms. Blockchain node decryption is one of the most commonly used cryptographic computations in blockchain systems, and polynomial multiplication, a time-consuming operation for decryption, is one of the factors limiting blockchain efficiency. This paper proposes a novel distributed computing algorithm for polynomial multiplication, applicable in blockchain decryption. By splitting polynomials into lower-degree terms and delegating tasks to distributed nodes, our approach reduces computation time. A novel verification strategy based on the Karatsuba algorithm ensures result accuracy. The experimental results demonstrate that our proposed scheme improves the execution efficiency of NTT and INTT operations by approximately 47.8% and 52.4%, and reduces Kyber decryption time by up to 23.5%. © 2024 IEEE.

关键词： Encryption algorithms

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Large Language Model-Based Optimization for System-Level Test Program Generation 37

Large Language Model-Based Optimization for System-Level Tes...

引用

37th IEEE international symposium on Defect and Fault Tolerance in VLSI and Nanotechnology systems, DFT 2024

作者： Schwachhofer, Denis Domanski, Peter Becker, Steffen Wagner, Stefan Sauer, Matthias Pfluger, Dirk Polian, Ilia Institute of Computer Engineering and Computer Architecture University of Stuttgart Stuttgart Germany Institute of Software Engineering University of Stuttgart Stuttgart Germany Institute for Parallel and Distributed Systems University of Stuttgart Stuttgart Germany Technical University of Munich Heilbronn Germany Advantest Europe Boeblingen Germany

ISBN: (纸本)9798350366884

System-Level Test (SLT) is essential for testing integrated circuits, focusing on functional and non-functional properties of the Device under Test (DUT). Traditionally, test engineers manually create tests with commercial software to simulate the DUT's end-user environment. This process is both time-consuming and offers limited control over non-functional properties. This paper proposes Large Language Models (LLMs) enhanced by Structural Chain of Thought (SCoT) prompting, a temperature schedule, and a pool of previously generated snippets to generate high-quality code snippets for SLT. We repeatedly query the LLM for a better snippet using previously generated snippets as examples, thus creating an iterative optimization loop. This approach can automatically generate snippets for SLT that target specific non-functional properties, reducing time and effort. Our findings show that this approach improves the quality of the generated snippets compared to unstructured prompts containing only a task description. © 2024 IEEE.

关键词： Functional Test Large Language Models Optimization System-Level Test Test Generation

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RSCache: A Tail Latency Friendly Cache Based on NVMe SSDs 22

RSCache: A Tail Latency Friendly Cache Based on NVMe SSDs

引用

22nd IEEE international symposium on parallel and distributed Processing with Applications, ISPA 2024

作者： Lu, Jincheng Cai, Miao Ye, Baoliu Hohai University College of Computer Science and Software Engineering Nanjing China Nanjing University of Aeronautics and Astronautics College of Computer Science and Technology Nanjing China Nanjing University State Key Laboratory for Novel Software Technology Nanjing China

ISBN: (纸本)9798331509712

High fan-out requests are prevalent in systems employing multi-tier architectures. These requests are divided into several sub-requests for parallel processing. However, a high fan-out request must await all sub-requests to be completed before returning, but the processing times of sub-requests are unpredictable due to their differences in characteristics, such as data volume and data popularity. Meanwhile, existing SSD-based caches struggle to adjust request processing speeds to ensure timely handling. As a result, some sub-requests are delayed, affecting the overall latency and causing long tail latency *** paper proposes RSCache, a tail latency-friendly cache based on NVMe SSDs. RSCache combines the NVMe Weighted Round-robin (WRR) arbitration mechanism with a priority-based scheduling mechanism to enable differentiated request processing. We propose a fan-out size-based priority assignment strategy along with a latency-aware sub-request sorting method. They collaborate to prioritize sub-requests according to their impacts on tail latency and schedule them to NVMe priority queues with various processing speeds, effectively reducing the processing time variations among sub-requests. In addition, we balance the load across queues to avoid congestion with a novel feedback mechanism. We implement the prototype of RSCache based on SPDK. Our experiments demonstrate that RSCache reduces tail latency by up to 40% and improves throughput by two times compared to state-of-the-art SSD-based cache designs. © 2024 IEEE.

关键词： parallel architectures

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OSN Rumor Control Model Based on Community Immunization 22

OSN Rumor Control Model Based on Community Immunization

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22nd IEEE international symposium on parallel and distributed Processing with Applications, ISPA 2024

作者： Dong, Ming Sun, Zhiqiang Tan, Zhenhua Zhang, Bin Northeastern University School of Computer Science and Engineering Shenyang China Northeastern University Software College Shenyang China Northeastern University National Frontiers Science Center for Industrial Intelligence and Systems Optimization Shenyang China Ministry of Education China

ISBN: (纸本)9798331509712

This paper proposes a rumor control model based on community immunization. Based on the community division and the trust network inference algorithm, the model redefines the standard to measure the importance of nodes in the network. First, the model uses the Louvain clustering algorithm based on the Ochiai coefficient to discover the network community and then presents the trust network inference algorithm. By analyzing the key factors that affect trust transfer between nodes, the trust evaluation between unfamiliar nodes is inferred, and important nodes with a high degree of trust in the network community are calculated. Finally, combined with the characteristics of inner degree and outer degree centrality of nodes in the network community, five types of important nodes in the network are screened out. To avoid repeated selection of nodes, this paper identifies a group of key nodes in the network community for local immunization by means of deduplication and taking intersection, so as to realize effective control of rumors in the network. © 2024 IEEE.

关键词： Clustering algorithms

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