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Parallel implementations of linear iterative solvers generally alternate between phases of data exchange and phases of local computation. Increasingly large problem sizes on more heterogeneous systems make load balancing and network layout…

Numerical Analysis · Mathematics 2020-08-12 Christian Glusa , Paritosh Ramanan , Erik G. Boman , Edmond Chow , Sivasankaran Rajamanickam

This work presents experience with traditional use cases of checkpointing on a novel platform. A single codebase (MANA) transparently checkpoints production workloads for major available MPI implementations: "develop once, run everywhere".…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-27 Yao Xu , Leonid Belyaev , Twinkle Jain , Derek Schafer , Anthony Skjellum , Gene Cooperman

This is to present work on modifying the Aleph ILP system so that it evaluates the hypothesised clauses in parallel by distributing the data-set among the nodes of a parallel or distributed machine. The paper briefly discusses MPI, the…

Artificial Intelligence · Computer Science 2007-08-14 Stasinos Konstantopoulos

Understanding and visualizing the full-stack performance trade-offs and interplay between HPC applications, MPI libraries, the communication fabric, and the file system is a challenging endeavor. Designing a holistic profiling and…

Graphics · Computer Science 2021-09-20 Pouya Kousha , Quentin Anthony , Hari Subramoni , Dhabaleswar K. Panda

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

PetscSF, the communication component of the Portable, Extensible Toolkit for Scientific Computation (PETSc), is designed to provide PETSc's communication infrastructure suitable for exascale computers that utilize GPUs and other…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-25 Junchao Zhang , Jed Brown , Satish Balay , Jacob Faibussowitsch , Matthew Knepley , Oana Marin , Richard Tran Mills , Todd Munson , Barry F. Smith , Stefano Zampini

Parallel programs written using the standard Message Passing Interface (MPI) frequently depend upon the ability to efficiently execute collective operations. MPI_Scan is a collective operation defined in MPI that implements parallel prefix…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-08-22 Omer Arap , Martin Swany

Remote memory techniques for datacenter applications have recently gained a great deal of popularity. Existing remote memory techniques focus on the efficiency of a single application setting only. However, when multiple applications co-run…

Operating Systems · Computer Science 2022-10-13 Chenxi Wang , Yifan Qiao , Haoran Ma , Shi Liu , Yiying Zhang , Wenguang Chen , Ravi Netravali , Miryung Kim , Guoqing Harry Xu

Three-dimension will be a characteristic of future user interfaces, although we are just starting to gain an understanding of how users can navigate and share information within a virtual 3D environment. Three-dimensional graphical user…

Human-Computer Interaction · Computer Science 2015-07-27 David Carter , Luiz Fernando Capretz

Applications often communicate data that is non-contiguous in the send- or the receive-buffer, e.g., when exchanging a column of a matrix stored in row-major order. While non-contiguous transfers are well supported in HPC (e.g., MPI derived…

GPU-enhanced architectures are now dominant in HPC systems, but message-passing communication involving GPUs with MPI has proven to be both complex and expensive, motivating new approaches that lower such costs. We compare and contrast…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-01 Patrick G. Bridges , Anthony Skjellum , Evan D. Suggs , Derek Schafer , Purushotham V. Bangalore

Dynamic resource management is an increasingly important capability of High Performance Computing systems, as it enables jobs to adjust their resource allocation at runtime. This capability can reduce workload makespan, substantially…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-28 Iker Martín-Álvarez , José I. Aliaga , Maribel Castillo

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

While FPGA accelerator boards and their respective high-level design tools are maturing, there is still a lack of multi-FPGA applications, libraries, and not least, benchmarks and reference implementations towards sustained HPC usage of…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-01 Marius Meyer , Tobias Kenter , Christian Plessl

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

Spreadsheet software is the tool of choice for interactive ad-hoc data management, with adoption by billions of users. However, spreadsheets are not scalable, unlike database systems. On the other hand, database systems, while highly…

Databases · Computer Science 2017-10-09 Mangesh Bendre , Vipul Venkataraman , Xinyan Zhou , Kevin Chang , Aditya Parameswaran

We present several enhancements to the open-source ESP platform to support flexible and efficient on-chip communication for programmable accelerators in heterogeneous SoCs. These enhancements include 1) a flexible point-to-point…

For the parallel-in-time integration method Parareal, pipelining can be used to hide some of the cost of the serial correction step and improve its efficiency. The paper introduces a basic OpenMP implementation of pipelined Parareal and…

Mathematical Software · Computer Science 2019-11-12 Daniel Ruprecht

Large language models (LLMs) call for extension of context to handle many critical applications. However, the existing approaches are prone to expensive costs and inferior quality of context extension. In this work, we propose Extensible…

Computation and Language · Computer Science 2024-02-20 Ninglu Shao , Shitao Xiao , Zheng Liu , Peitian Zhang