Smart Networks in HPC: For Fun or Profit (or Both)?
Organizers: Richard Vuduc, Georgia Institute of Technology; Jeffrey Young, Georgia Institute of Technology; Hyesoon Kim, Georgia Institute of Technology
This minisymposium asks what new opportunities exist to speed up HPC applications using “smart networks,” i.e., networks with computational processors as part of the network fabric itself. Such infrastructures have existed in HPC historically, but the new trend is to develop and deploy them in massive-scale data centers. Will smart networks for data center workloads benefit HPC, too? By analogy, commercial processors specialized for graphics – i.e., GPUs – became more general-purpose and affordable to deploy in HPC systems. Will a similar economy of scale apply to smart networks, albeit one that accelerates communication rather than computation, as GPUs do?
To help the audience draw a conclusion, the talks cover application case studies, algorithms, libraries and middleware, runtime systems, compilers and programming systems, and hardware. This full-stack view will illuminate the many crosscutting issues at play and allow participants with diverse interests to engage with the topic.
Do Research with SmartNICs
Are you interested to investigate SmartNICs more or use them for your research? Most academic-related researchers can apply to our CRNCH Rogues Gallery testbed, which hosts NVIDIA BlueField 2 and 3 SmartNICs, FPGA-based SmartNICs, and related software like ODOS.
Presenter Slides and Citation
Please see this link to our Figshare with all the speaker presentations.
We hope you find these presentations interesting and useful for your own work. Please cite individual talks using the provided DOI on each FigShare page.
Event Agenda
Tuesday, March 5th; 1:00 PM – 3:00 PM; MS4
Speaker | Talk Title | Speaker Affiliation | Coauthors |
Oscar Hernandez | Emerging Use-Cases of SmartNICs for Scientific Computing | Oak Ridge National Laboratory, U.S. | |
Martin Schulz | How Might Smart Networking Infrastructure Impact HPC Applications? | Technische Universität München, Germany | Dennis-Florian Herr |
Richard Graham | Communication-Library Offload onto Smartnics | NVIDIA, U.S | |
Dhabaleswar K. Panda | Accelerating HPC and AI Applications by Offloading Computation and Communication to SmartNICs | Ohio State University, U.S. |
Tuesday, March 5th; 3:30 PM – 5:30 PM; MS15
Speaker | Talk Title | Speaker Affiliation | Coauthors |
(Author was unable to attend) | |||
Tobias Weinzierl | Intelligent Algorithms on Intelligent Networks-Experiences and Challenges Using Nvidia’s BlueField Technology [Slides] | Durham University, United Kingdom | |
Weicong Chen | Accelerating Lossy and Lossless Compression with BlueField DPUs | University of California, Merced, U.S. | |
Bahar Asgari | Dynamic Data Reduction in Motion: A Path to Efficient Sparse AI and Beyond | University of Maryland, U.S. |
Wednesday, March 6th; 3:30 PM – 5:30 PM; MS26
Speaker | Talk Title | Speaker Affiliation | Coauthors |
Sara Karamati | SmartNIC-Accelerated Molecular Dynamics and Algebraic Multigrid Algorithms | Georgia Institute of Technology, U.S. | Jeffrey Young, Richard Vuduc |
Antonio J. Peña | ODOS: Supporting DPU Offloading with OpenMP Directives | Barcelona Supercomputing Center, Spain | Sergio Iserte, Muhammad Usman |
Scott Levy | Offloading Data Management Services to Smartnics | Sandia National Laboratories, U.S. | |
(Author was unable to attend) |