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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 2007-05-23 Jeremy Kepner , Stan Ahalt

Asynchronous programming models (APM) are gaining more and more traction, allowing applications to expose the available concurrency to a runtime system tasked with coordinating the execution. While MPI has long provided support for…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-23 Joseph Schuchart , Christoph Niethammer , José Gracia

Modern interconnects offer remote direct memory access (RDMA) features. Yet, most applications rely on explicit message passing for communications albeit their unwanted overheads. The MPI-3.0 standard defines a programming interface for…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-01 Robert Gerstenberger , Maciej Besta , Torsten Hoefler

MLI is an Application Programming Interface designed to address the challenges of building Machine Learn- ing algorithms in a distributed setting based on data-centric computing. Its primary goal is to simplify the development of…

The advent of multi-/many-core processors in clusters advocates hybrid parallel programming, which combines Message Passing Interface (MPI) for inter-node parallelism with a shared memory model for on-node parallelism. Compared to the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-15 Huan Zhou , Jose Gracia , Ralf Schneider

Containers represent a convenient way of packing applications with dependencies for easy user-level installation and productivity. When running on supercomputers, it becomes crucial to optimize the containers to exploit the performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-30 Alfio Lazzaro

Application Programming Interfaces (APIs), which encapsulate the implementation of specific functions as interfaces, greatly improve the efficiency of modern software development. As numbers of APIs spring up nowadays, developers can hardly…

Software Engineering · Computer Science 2021-12-24 Yun Peng , Shuqing Li , Wenwei Gu , Yichen Li , Wenxuan Wang , Cuiyun Gao , Michael Lyu

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

This paper presents a comprehensive comparison of three dominant parallel programming models in High Performance Computing (HPC): Message Passing Interface (MPI), Open Multi-Processing (OpenMP), and Compute Unified Device Architecture…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-19 Nizar ALHafez , Ahmad Kurdi

For several years, MPI has been the de facto standard for writing parallel applications. One of the most popular MPI implementations is MPICH. Its successor, MPICH2, features a completely new design that provides more performance and…

Hardware Architecture · Computer Science 2007-05-23 Jiuxing Liu , Weihang Jiang , Pete Wyckoff , Dhabaleswar K. Panda , David Ashton , Darius Buntinas , William Gropp , Brian Toonen

It is generally desirable for high-performance computing (HPC) applications to be portable between HPC systems, for example to make use of more performant hardware, make effective use of allocations, and to co-locate compute jobs with large…

Concurrently coupled numerical simulations using heterogeneous solvers are powerful tools for modeling multiscale phenomena. However, major modifications to existing codes are often required to enable such simulations, posing significant…

Computational Physics · Physics 2015-05-18 Yu-Hang Tang , Shuhei Kudo , Xin Bian , Zhen Li , George E. Karniadakis

This work presents an extension to MPI supporting the one-sided communication model and window allocations in storage. Our design transparently integrates with the current MPI implementations, enabling applications to target MPI windows in…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-28 Sergio Rivas-Gomez , Stefano Markidis , Ivy Bo Peng , Erwin Laure , Gokcen Kestor , Roberto Gioiosa

Containerization approaches based on namespaces offered by the Linux kernel have seen an increasing popularity in the HPC community both as a means to isolate applications and as a format to package and distribute them. However, their…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-03 Mohak Chadha , Nils Krueger , Jophin John , Anshul Jindal , Michael Gerndt , Shajulin Benedict

In recent times, there have been significant advancements in utilizing the sensing capabilities of mobile devices for developing applications. The primary objective has been to enhance the way a user interacts with the application by making…

Human-Computer Interaction · Computer Science 2015-09-07 Sumit Soman , Siddharth Srivastava , Saurabh Srivastava , Nitendra Rajput

MPI collective operations provide a standardized interface for performing data movements within a group of processes. The efficiency of collective communication operations depends on the actual algorithm, its implementation, and the…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-11 Sascha Hunold , Alexandra Carpen-Amarie

Modern technology driven information systems are part of our daily lives. However, this deep integration poses new challenges to the human computer interaction (HCI) professionals. With the rapid growth of mobile and cloud computing and the…

Human-Computer Interaction · Computer Science 2026-03-30 Rajan Das Gupta , Ashikur Rahman , Md Imrul Hasan Showmick , Md. Yeasin Rahat , Md. Jakir Hossen

Modified policy iteration (MPI) is a dynamic programming (DP) algorithm that contains the two celebrated policy and value iteration methods. Despite its generality, MPI has not been thoroughly studied, especially its approximation form…

Artificial Intelligence · Computer Science 2012-05-21 Bruno Scherrer , Victor Gabillon , Mohammad Ghavamzadeh , Matthieu Geist

As we have entered Exascale computing, the faults in high-performance systems are expected to increase considerably. To compensate for a higher failure rate, the standard checkpoint/restart technique would need to create checkpoints at a…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-26 Sarthak Joshi , Sathish Vadhiyar

In order for High-Performance Computing (HPC) applications with data security requirements to execute in the public cloud, the cloud infrastructure must ensure the privacy and integrity of data. To meet this goal, we consider incorporating…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-14 Abu Naser , Mehran Sadeghi Lahijani , Cong Wu , Mohsen Gavahi , Viet Tung Hoang , Zhi Wang , Xin Yuan