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With the proliferation of multi-core hardware, parallel programs have become ubiquitous. These programs have their own type of bugs known as concurrency bugs and among them, data race bugs have been mostly in the focus of researchers over…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-17 Ali Tehrani , Mohammed Khaleel , Reza Akbari , Ali Jannesari

Data races are critical issues in multithreaded program, leading to unpredictable, catastrophic and difficult-to-diagnose problems. Despite the extensive in-house testing, data races often escape to deployed software and manifest in…

Software Engineering · Computer Science 2024-12-20 Xudong Sun , Zhuo Chen , Jingyang Shi , Yiyu Zhang , Peng Di , Jianhua Zhao , Xuandong Li , Zhiqiang Zuo

Data races in GPU programs pose a threat to the reliability of GPU-accelerated software stacks. Prior works proposed various dynamic (runtime) and static (compile-time) techniques to detect races in GPU programs. However, dynamic techniques…

Software Engineering · Computer Science 2026-04-06 Ajay Nayak , Anubhab Ghosh , Arkaprava Basu

Data race, a category of insidious software concurrency bugs, is often challenging and resource-intensive to detect and debug. Existing dynamic race detection tools incur significant execution time and memory overhead while exhibiting high…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-01 Jaidev Shastri , Xiaoguang Wang , Basavesh Ammanaghatta Shivakumar , Freek Verbeek , Binoy Ravindran

The consequences of data races can be potentially very problematic [1], and it is important to determine what tools and methods are best at detecting them. The following conditions must be met for a data race to occur: two or more threads…

Databases · Computer Science 2022-06-22 Danial Entezari

Data races are a prevalent class of concurrency bugs in shared-memory parallel programs, posing significant challenges to software reliability and reproducibility. While there is an extensive body of research on detecting data races and a…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-23 Farnaz Behrang , Zhizhou Zhang , Georgian-Vlad Saioc , Peng Liu , Milind Chabbi

It is often difficult to write code that you can ensure will be executed in the right order when programing for parallel compute tasks. Due to the way that today's parallel compute hardware, primarily Graphical Processing Units (GPUs),…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-13 Andrew Osterhout , Ganesh Gopalakrishnan

Data races, a major source of bugs in concurrent programs, can result in loss of manpower and time as well as data loss due to system failures. OpenMP, the de facto shared memory parallelism framework used in the HPC community, also suffers…

Programming Languages · Computer Science 2021-11-09 Utpal Bora , Shraiysh Vaishay , Saurabh Joshi , Ramakrishna Upadrasta

Data races can significantly affect the executions of multi-threaded programs. Hence, one has to recur the results of data races to deterministically replay a multi-threaded program. However, data races are concealed in enormous number of…

Programming Languages · Computer Science 2011-07-13 Qi Guo , Yunji Chen , Tianshi chen , Ling Li

Dynamic data race detectors are indispensable for flagging concurrency errors in software, but their high runtime overhead limits their adoption. This overhead stems primarily from pervasive instrumentation of memory accesses - a…

Programming Languages · Computer Science 2025-12-08 Alexey Paznikov , Andrey Kogutenko , Yaroslav Osipov , Michael Schwarz , Umang Mathur

The high degree of parallelism and relatively complicated synchronization mechanisms in GPUs make writing correct kernels difficult. Data races pose one such concurrency correctness challenge, and therefore, effective methods of detecting…

Programming Languages · Computer Science 2021-11-25 Sagnik Dey , Mayant Mukul , Parth Sharma , Swarnendu Biswas

Existing data race detectors for task-based programs incur significant run time and space overheads. The overheads arise because of frequent lookups in fine-grained tree data structures to check whether two accesses can happen in parallel.…

Programming Languages · Computer Science 2022-04-06 Shivam Kumar , Anupam Agrawal , Swarnendu Biswas

Data races pose a significant threat in multi-threaded parallel applications due to their negative impact on program correctness. DataRaceBench, an open-source benchmark suite, is specifically crafted to assess these data race detection…

Software Engineering · Computer Science 2023-08-17 Le Chen , Wenhao Wu , Stephen F. Siegel , Pei-Hung Lin , Chunhua Liao

Data races are among the most common bugs in concurrency. The standard approach to data-race detection is via dynamic analyses, which work over executions of concurrent programs, instead of the program source code. The rich literature on…

Programming Languages · Computer Science 2021-07-09 Rucha Kulkarni , Umang Mathur , Andreas Pavlogiannis

The concurrent programming literature is rich with tools and techniques for data race detection. Less, however, has been known about real-world, industry-scale deployment, experience, and insights about data races. Golang (Go for short) is…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-07 Milind Chabbi , Murali Krishna Ramanathan

This paper presents a tool for repairing errors in GPU kernels written in CUDA or OpenCL due to data races and barrier divergence. Our novel extension to prior work can also remove barriers that are deemed unnecessary for correctness. We…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-18 Saurabh Joshi , Gautam Muduganti

Modern cloud applications delivering global services are often built on distributed systems with a microservice architecture. In such systems, end-to-end user requests traverse multiple different services and machines, exhibiting intricate…

Software Engineering · Computer Science 2025-12-08 Zhiling Deng , Juepeng Wang , Zhuangbin Chen

Interrupt-driven programs are widely deployed in safety-critical embedded systems to perform hardware and resource dependent data operation tasks. The frequent use of interrupts in these systems can cause race conditions to occur due to…

Software Engineering · Computer Science 2023-05-30 Yu Wang , Fengjuan Gao , Linzhang Wang , Tingting Yu , Ke Wang , Jianhua Zhao , Xuandong Li

Detection of data races is one of the most important tasks for verifying the correctness of OpenMP parallel codes. Two main models of analysis tools have been proposed for detecting data races: dynamic analysis and static analysis. Dynamic…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-19 Junhyung Shim , Quazi Ishtiaque Mahmud , Ali Jannesari

This paper presents a practical solution for detecting data races in parallel programs. The solution consists of a combination of execution replay (RecPlay) with automatic on-the-fly data race detection. This combination enables us to…

Software Engineering · Computer Science 2007-05-23 Michiel Ronsse , Koen De Bosschere
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