English
Related papers

Related papers: Test-driving RISC-V Vector hardware for HPC

200 papers

Prototyping HPC systems with low-to-mid technology readiness level (TRL) systems is critical for providing feedback to hardware designers, the system software team (e.g., compiler developers), and early adopters from the scientific…

The RISC-V "V" extension introduces vector processing to the RISC-V architecture. Unlike most SIMD extensions, it supports long vectors which can result in significant improvement of multiple applications. In this paper, we present our…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-10 Sonia Rani Gupta , Nikela Papadopoulou , Miquel Pericàs

Many RISC-V (RV) platforms and SoCs have been announced in recent years targeting the HPC sector, but only a few of them are commercially available and engineered to fit the HPC requirements. The Monte Cimone project targeted assessing…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-03 Emanuele Venieri , Simone Manoni , Gabriele Ceccolini , Giacomo Madella , Federico Ficarelli , Daniele Gregori , Daniele Cesarini , Luca Benini , Andrea Bartolini

RISC-V is a RISC based open and loyalty free instruction set architecture which has been developed since 2010, and can be used for cost-effective soft processors on FPGAs. The basic 32-bit integer instruction set in RISC-V is defined as…

Hardware Architecture · Computer Science 2020-12-30 Hiromu Miyazaki , Takuto Kanamori , Md Ashraful Islam , Kenji Kise

Open-source RISC-V cores are increasingly demanded in domains like automotive and space, where achieving high instructions per cycle (IPC) through superscalar and out-of-order (OoO) execution is crucial. However, high-performance…

Hardware Architecture · Computer Science 2025-06-02 Zexin Fu , Riccardo Tedeschi , Gianmarco Ottavi , Nils Wistoff , César Fuguet , Davide Rossi , Luca Benini

ARM SVE and RISC-V RVV are emerging vector architectures in high-end processors that support vectorization of flexible vector length. In this work, we leverage an important workload for quantum computing, quantum state-vector simulations,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-16 Ruimin Shi , Gabin Schieffer , Pei-Hung Lin , Maya Gokhale , Andreas Herten , Ivy Peng

Open-source RISC-V cores are increasingly adopted in high-end embedded domains such as automotive, where maximizing instructions per cycle (IPC) is becoming critical. Building on the industry-supported open-source CVA6 core and its…

The recent exponential growth of Large Language Models (LLMs) has relied on GPU-based systems. However, CPUs are emerging as a flexible and lower-cost alternative, especially when targeting inference and reasoning workloads. RISC-V is…

Machine Learning · Computer Science 2025-03-25 Javier J. Poveda Rodrigo , Mohamed Amine Ahmdi , Alessio Burrello , Daniele Jahier Pagliari , Luca Benini

Funded by the UK ExCALIBUR H\&ES exascale programme, in early 2022 a RISC-V testbed for HPC was stood up to provide free access for scientific software developers to experiment with RISC-V for their workloads. Here we report on successes,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-02 Nick Brown , Maurice Jamieson , Joseph K. L. Lee

In this paper we present Arrow, a configurable hardware accelerator architecture that implements a subset of the RISC-V v0.9 vector ISA extension aimed at edge machine learning inference. Our experimental results show that an Arrow…

Hardware Architecture · Computer Science 2021-07-16 Imad Al Assir , Mohamad El Iskandarani , Hadi Rayan Al Sandid , Mazen A. R. Saghir

The new open and royalty-free RISC-V ISA is attracting interest across the whole computing continuum, from microcontrollers to supercomputers. High-performance RISC-V processors and accelerators have been announced, but RISC-V-based HPC…

The sparse matrix/vector product (SpMV) is a fundamental operation in scientific computing. Having access to an efficient SpMV implementation is therefore critical, if not mandatory, to solve challenging numerical problems. The ARM-based…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-28 Evann Regnault , Berenger Bramas

Vector processor architectures offer an efficient solution for accelerating data-parallel workloads (e.g., ML, AI), reducing instruction count, and enhancing processing efficiency. This is evidenced by the increasing adoption of vector…

Hardware Architecture · Computer Science 2025-04-15 Matteo Perotti , Vincenzo Maisto , Moritz Imfeld , Nils Wistoff , Alessandro Cilardo , Luca Benini

To reduce the area of RISC-V Vector extension (RVV) in small processors, the authors are considering one simple modification: reduce the number of registers in the vector register file. The standard 'V' extension requires 32 vector…

Hardware Architecture · Computer Science 2024-10-14 Eino Jacobs , Dmitry Utyansky , Muhammad Hassan , Thomas Roecker

A performance model of CVA6 RISC-V processor is built to evaluate performance related modifications before implementing them in RTL. Its accuracy is 99.2% on CoreMark. This model is used to evaluate a superscalar feature for CVA6. During…

Hardware Architecture · Computer Science 2024-10-03 Côme Allart , Jean-Roch Coulon , André Sintzoff , Olivier Potin , Jean-Baptiste Rigaud

Increased attention to RISC-V in Cloud, Data Center, Automotive and Networking applications, has been fueling the move of RISC-V to the high-performance computing scenario. However, lack of powerful performance monitoring tools will result…

Performance · Computer Science 2021-12-23 Joao Mario Domingos , Pedro Tomas , Leonel Sousa

This paper describes our experience implementing a Hypervisor extension for a 64-bit RISC-V processor. We describe the design process and the main required parts with a brief explanation of each one.

The rapid development of RISC-V instruction set architecture presents new opportunities and challenges for software developers. Is it sufficient to simply recompile high-performance software optimized for x86-64 onto RISC-V CPUs? Are…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-17 Anna Pirova , Anastasia Vodeneeva , Konstantin Kovalev , Alexander Ustinov , Evgeny Kozinov , Alexey Liniov , Valentin Volokitin , Iosif Meyerov

Simulators are crucial during the development of a chip, like the RISC-V accelerator designed in the European Processor Initiative project. In this paper, we showcase the limitations of the current simulation solutions in the project and…

Performance · Computer Science 2024-09-23 Pablo Vizcaino , Filippo Mantovani , Jesus Labarta , Roger Ferrer

Vitamin-V is a project funded under the Horizon Europe program for the period 2023-2025. The project aims to create a complete open-source software stack for RISC-V that can be used for cloud services. This software stack is intended to…