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A determinacy race occurs if two or more logically parallel instructions access the same memory location and at least one of them tries to modify its content. Races often lead to nondeterministic and incorrect program behavior. A data race…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-22 Rathish Das , Shih-Yu Tsai , Sharmila Duppala , Jayson Lynch , Esther M. Arkin , Rezaul Chowdhury , Joseph S. B. Mitchell , Steven Skiena

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

Dynamic race detection is a highly effective runtime verification technique for identifying data races by instrumenting and monitoring concurrent program runs. However, standard dynamic race detection is incompatible with practical weak…

Programming Languages · Computer Science 2025-04-25 Roy Margalit , Michalis Kokologiannakis , Shachar Itzhaky , Ori Lahav

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

Dynamic data race detection has emerged as a key technique for ensuring reliability of concurrent software in practice. However, dynamic approaches can often miss data races owing to nondeterminism in the thread scheduler. Predictive race…

Software Engineering · Computer Science 2024-01-12 Zheng Shi , Umang Mathur , Andreas Pavlogiannis

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

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 egregious parallel programming bugs on CPUs. They are even worse on GPUs due to the hierarchical thread and memory structure, which makes it possible to write code that is correctly synchronized within a thread group while…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-10 John Jacobson , Martin Burtscher , Ganesh Gopalakrishnan

Data races are a real problem for parallel software, yet hard to detect. Sound predictive analysis observes a program execution and detects data races that exist in some other, unobserved execution. However, existing predictive analyses…

Programming Languages · Computer Science 2021-06-29 Kaan Genç , Jake Roemer , Yufan Xu , Michael D. Bond

Writing concurrent programs is highly error-prone due to the nondeterminism in interprocess communication. The most reliable indicators of errors in concurrency are data races, which are accesses to a shared resource that can be executed…

Programming Languages · Computer Science 2019-11-06 Andreas Pavlogiannis

Race condition is a timing sensitive problem. A significant source of timing variation comes from nondeterministic hardware interactions such as cache misses. While data race detectors and model checkers can check races, the enormous state…

Operating Systems · Computer Science 2011-04-13 Heechul Yun , Cheolgi Kim , Lui Sha

Widely used data race detectors, including the state-of-the-art FastTrack algorithm, incur performance costs that are acceptable for regular in-house testing, but miss races detectable from the analyzed execution. Predictive analyses detect…

Software Engineering · Computer Science 2020-04-10 Jake Roemer , Kaan Genç , Michael D. Bond

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

Dynamic data race prediction aims to identify races based on a single program run represented by a trace. The challenge is to remain efficient while being as sound and as complete as possible. Efficient means a linear run-time as otherwise…

Programming Languages · Computer Science 2022-05-19 Martin Sulzmann , Kai Stadtmüller

Deterministic replay is a method for allowing complex multitasking real-time systems to be debugged using standard interactive debuggers. Even though several replay techniques have been proposed for parallel, multi-tasking and real-time…

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

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

Deterministic execution offers many benefits for debugging, fault tolerance, and security. Running parallel programs deterministically is usually difficult and costly, however - especially if we desire system-enforced determinism, ensuring…

Operating Systems · Computer Science 2010-05-20 Amittai Aviram , Shu-Chun Weng , Sen Hu , Bryan Ford

There are two orthogonal methodologies for efficient prediction of data races from concurrent program runs: commutativity and prefix reasoning. There are several instances of each methodology in the literature, with the goal of predicting…

Programming Languages · Computer Science 2025-09-16 Zhendong Ang , Azadeh Farzan , Umang Mathur

Dynamic race detection based on the happens before (HB) partial order has now become the de facto approach to quickly identify data races in multi-threaded software. Most practical implementations for detecting these races use timestamps to…

Programming Languages · Computer Science 2025-04-10 Minjian Zhang , Daniel Wee Soong Lim , Mosaad Al Thokair , Umang Mathur , Mahesh Viswanathan
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