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The numba-mpi package offers access to the Message Passing Interface (MPI) routines from Python code that uses the Numba just-in-time (JIT) compiler. As a result, high-performance and multi-threaded Python code may utilize MPI communication…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-08 Kacper Derlatka , Maciej Manna , Oleksii Bulenok , David Zwicker , Sylwester Arabas

The relaxed semantics and rich functionality of one-sided communication primitives of MPI-3 makes MPI an attractive candidate for the implementation of PGAS models. However, the performance of such implementation suffers from the fact, that…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-03-08 Huan Zhou , Kamran Idrees , José Gracia

Computationally-intensive loops are the primary source of parallelism in scientific applications. Such loops are often irregular and a balanced execution of their loop iterations is critical for achieving high performance. However, several…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-03-25 Ahmed Eleliemy , Florina M. Ciorba

Large language models (LLMs), pre-trained or fine-tuned on large code corpora, have shown effectiveness in generating code completions. However, in LLM-based code completion, LLMs may struggle to use correct and up-to-date Application…

Software Engineering · Computer Science 2025-02-14 Chong Wang , Kaifeng Huang , Jian Zhang , Yebo Feng , Lyuye Zhang , Yang Liu , Xin Peng

Production MPI codes need checkpoint-restart (CPR) support. Clearly, checkpoint-restart libraries must be fault tolerant lest they open up a window of vulnerability for failures with byzantine outcomes. But, certain popular libraries that…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-22 Anthony Skjellum , Derek Schafer

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…

Astrophysics · Physics 2015-05-26 Jeremy Kepner , Stan Ahalt

Running parallel applications requires special and expensive processing resources to obtain the required results within a reasonable time. Before parallelizing serial applications, some analysis is recommended to be carried out to decide…

Software Engineering · Computer Science 2011-03-30 Alaa Ismail Elnashar

Compound AI applications, which compose calls to ML models using a general-purpose programming language like Python, are widely used for a variety of user-facing tasks, from software engineering to enterprise automation, making their…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-19 Stephen Mell , David Mell , Konstantinos Kallas , Steve Zdancewic , Osbert Bastani

Upcoming HPC clusters will feature hybrid memories and storage devices per compute node. In this work, we propose to use the MPI one-sided communication model and MPI windows as unique interface for programming memory and storage. We…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-10 Sergio Rivas-Gomez , Roberto Gioiosa , Ivy Bo Peng , Gokcen Kestor , Sai Narasimhamurthy , Erwin Laure , Stefano Markidis

Modern conversational agents like ChatGPT and Alexa+ rely on predefined policies specifying metadata, response styles, and tool-usage rules. As these LLM-based systems expand to support diverse business and user queries, such policies,…

Computation and Language · Computer Science 2026-04-21 Zhenhailong Wang , Jiateng Liu , Amin Fazel , Ritesh Sarkhel , Xing Fan , Xiang Li , Chenlei Guo , Heng Ji , Ruhi Sarikaya

MPI applications matter. However, with the advent of many-core processors, traditional MPI applications are challenged to achieve satisfactory performance. This is due to the inability of these applications to respond to load imbalances, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-20 Jan Ciesko , Pedro J. Martínez-Ferrer , Raúl Peñacoba Veigas , Xavier Teruel , Vicenç Beltran

The hybrid MPI+X programming paradigm, where X refers to threads or GPUs, has gained prominence in the high-performance computing arena. This corresponds to a trend of system architectures growing more heterogeneous. The current MPI…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-31 Hui Zhou , Ken Raffenetti , Yanfei Guo , Rajeev Thakur

On many parallel machines, the time LQCD applications spent in communication is a significant contribution to the total wall-clock time, especially in the strong-scaling limit. We present a novel high-performance communication library that…

High Energy Physics - Lattice · Physics 2017-01-31 Peter Georg , Daniel Richtmann , Tilo Wettig

Message Passing Interfaces (MPI) plays an important role in parallel computing. Many parallel applications are implemented as MPI programs. The existing methods of bug detection for MPI programs have the shortage of providing both input and…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-09-16 Xianjin Fu , Zhenbang Chen , Yufeng Zhang , Chun Huang , Wei Dong , Ji Wang

Many parallel applications rely on iterative stencil operations, whose performance are dominated by communication costs at large scales. Several MPI optimizations, such as persistent and partitioned communication, reduce overheads and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-20 Gerald Collom , Jason Burmark , Olga Pearce , Amanda Bienz

We present "endpoints", a library that provides consistent client implementation, server implementation and documentation from a user-defined communication protocol description. The library provides type safe remote invocations, and is…

Software Engineering · Computer Science 2017-11-28 Julien Richard-Foy , Wojciech Pituła

We introduce a new approach to enable an open and public parallel machine which is accessible for multi users with multi jobs belong to different blocks running at the same time. The concept is required especially for parallel machines…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-08-07 Z. Akbar , Slamet , B. I. Ajinagoro , G. I. Ohara , I. Firmansyah , B. Hermanto , L. T. Handoko

ClassdescMP is a distributed memory parallel programming system for use with C++ and MPI. It uses the Classdesc reflection system to ease the task of building complicated messages to be sent between processes. It doesn't hide the underlying…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Russell K. Standish , Duraid Madina

This system paper documents the technical foundations for the extension of the Topology ToolKit (TTK) to distributed-memory parallelism with the Message Passing Interface (MPI). While several recent papers introduced topology-based…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-16 Eve Le Guillou , Michael Will , Pierre Guillou , Jonas Lukasczyk , Pierre Fortin , Christoph Garth , Julien Tierny

Asynchronous Many-Task Systems (AMTs) exhibit different communication patterns from traditional High-Performance Computing (HPC) applications, characterized by asynchrony, concurrency, and multithreading. Existing communication libraries…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-20 Jiakun Yan , Marc Snir
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