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Testing is an essential part of software development. Test generation tools attempt to automate the otherwise labor-intensive task of test creation, but generating high-coverage tests remains challenging. This paper proposes CoverUp, a…

软件工程 · 计算机科学 2025-05-12 Juan Altmayer Pizzorno , Emery D. Berger

Recently, dynamically typed languages, such as Python, have gained unprecedented popularity. Although these languages alleviate the need for mandatory type annotations, types still play a critical role in program understanding and…

编程语言 · 计算机科学 2022-02-08 Ibrahim Abdelaziz , Julian Dolby , Kavitha Srinivas

Library learning is the process of building a library of common functionalities from a given set of programs. Typically, this process is applied in the context of aiding program synthesis: concise functions can help the synthesizer produce…

编程语言 · 计算机科学 2024-10-10 Abhiram Bellur , Razan Alghamdi , Kidus Workneh , Joseph Izraelevitz

The Message Passing Interface (MPI) is the prevalent programming model used on today's supercomputers. Therefore, MPI library developers are looking for the best possible performance (shortest run-time) of individual MPI functions across…

分布式、并行与集群计算 · 计算机科学 2016-05-30 Sascha Hunold , Alexandra Carpen-Amarie

We present a simple library which equips MPI implementations with truly asynchronous non-blocking point-to-point operations, and which is independent of the underlying communication infrastructure. It utilizes the MPI profiling interface…

分布式、并行与集群计算 · 计算机科学 2013-02-19 Markus Wittmann , Georg Hager , Thomas Zeiser , Gerhard Wellein

pPython seeks to provide a parallel capability that provides good speed-up without sacrificing the ease of programming in Python by implementing partitioned global array semantics (PGAS) on top of a simple file-based messaging library…

A large scale collection of both semantic and natural language resources is essential to leverage active Software Engineering research areas such as code reuse and code comprehensibility. Existing machine learning models ingest data from…

Students often make mistakes on their introductory programming assignments as part of their learning process. Unfortunately, providing custom repairs for these mistakes can require a substantial amount of time and effort from class…

软件工程 · 计算机科学 2022-09-30 Jialu Zhang , José Cambronero , Sumit Gulwani , Vu Le , Ruzica Piskac , Gustavo Soares , Gust Verbruggen

The true costs of high performance computing are currently dominated by software. Addressing these costs requires shifting to high productivity languages such as Matlab. MatlabMPI is a Matlab implementation of the Message Passing Interface…

天体物理学 · 物理学 2015-05-26 Jeremy Kepner , Stan Ahalt

Automated unit test generation is a well-known methodology aiming to reduce the developers' effort of writing tests manually. Prior research focused mainly on statically typed programming languages like Java. In practice, however,…

软件工程 · 计算机科学 2022-02-11 Stephan Lukasczyk , Gordon Fraser

Python demonstrates lower performance in comparison to traditional high performance computing (HPC) languages such as C, C++, and Fortran. This performance gap is largely due to Python's interpreted nature and the Global Interpreter Lock…

分布式、并行与集群计算 · 计算机科学 2025-05-16 César Piñeiro , Juan C. Pichel

Although many active scientific codes use modern Fortran, most contemporary scientific software "libraries" are implemented in C and C++. Providing their numerical, algorithmic, or data management features to Fortran codes requires writing…

软件工程 · 计算机科学 2019-07-04 Seth R. Johnson , Andrey Prokopenko , Katherine J. Evans

Pattern matching is a powerful tool for symbolic computations, based on the well-defined theory of term rewriting systems. Application domains include algebraic expressions, abstract syntax trees, and XML and JSON data. Unfortunately, no…

编程语言 · 计算机科学 2017-10-20 Manuel Krebber , Henrik Barthels , Paolo Bientinesi

MPI is the most widely used interface for high-performance computing (HPC) workloads. Its success lies in its embrace of libraries and ability to evolve while maintaining backward compatibility for older codes, enabling them to run on new…

Removing the CPU from the communication fast path is essential to efficient GPU-based ML and HPC application performance. However, existing GPU communication APIs either continue to rely on the CPU for communication or rely on APIs that…

This paper provides some new approaches to MPI implementations to improve MPI performance. These approaches include dynamically composable libraries, reducing average layer numbers of MPI libraries, and a single entity of MPI-network,…

分布式、并行与集群计算 · 计算机科学 2024-05-31 Yuqing Xiong

GEANT4 is a particle physics simulation tool used to develop and optimize radiation detectors. While C++ based examples exist, Python's growing popularity necessitates the development of a more accessible Python bindings interface. This…

高能物理 - 实验 · 物理学 2024-12-10 Patrick Stowell , Robert Foster , Almahdi Elhamri

The large variety of production implementations of the message passing interface (MPI) each provide unique and varying underlying algorithms. Each emerging supercomputer supports one or a small number of system MPI installations, tuned for…

分布式、并行与集群计算 · 计算机科学 2023-09-15 Amanda Bienz , Derek Schafer , Anthony Skjellum

Python libraries are widely used for machine learning and scientific computing tasks today. APIs in Python libraries are deprecated due to feature enhancements and bug fixes in the same way as in other languages. These deprecated APIs are…

软件工程 · 计算机科学 2021-05-11 Aparna Vadlamani , Rishitha Kalicheti , Sridhar Chimalakonda

We present Lyncs-API, a Python API for Lattice QCD applications currently under development. Lyncs aims to bring several widely used libraries for Lattice QCD under a common framework. Lyncs flexibly links to libraries for CPUs and GPUs in…

高能物理 - 格点 · 物理学 2022-01-12 Simone Bacchio , Jacob Finkenrath , Christodoulos Stylianou