Evaluating modern gpu interconnect
WebJan 1, 2024 · @article{osti_1598812, title = {Evaluating Modern GPU Interconnect: PCIe, NVLink, NV-SLI, NVSwitch and GPUDirect}, author = {Li, Ang and Song, Shuaiwen and … WebOct 2, 2024 · In this paper, we fill the gap by proposing a multi-GPU benchmark suite named Tartan, which contains microbenchmarks, scale-up and scale-out applications. We then apply Tartan to evaluate the four latest types of modern GPU interconnects, i.e., PCI- e, NVLink-V1, NVLink-V2 and InfiniBand with GPUDirect- RDMA from two recently …
Evaluating modern gpu interconnect
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WebJan 1, 2024 · In this paper, we fill the gap by conducting a thorough evaluation on five latest types of modern GPU interconnects: PCIe, NVLink-V1, NVLink-V2, NVLink-SLI and NVSwitch, from six high-end servers and HPC platforms: NVIDIA P100-DGX-1, V100-DGX-1, DGX-2, OLCF's SummitDev and Summit supercomputers, as well as an SLI … WebHigh performance multi-GPU computing becomes an inevitable trend due to the ever-increasing demand on computation capability in emerging domains such as deep learning, big data and planet-scale simulations. However, the lack of deep understanding on how modern GPUs can be connected and the real impact of state-of-the-art interconnect …
WebAng Li is a senior computer scientist who joined the High-Performance Computing (HPC) group at Pacific Northwest National Laboratory in 2016. His research has been focused on software-hardware co-design for scalable heterogeneous HPC, including graphics processing units, field-programmable gate arrays, coarse-grained reconfigurable arrays, … WebJun 12, 2024 · (1) We conduct an extensive analysis of modern CPU-GPU and P2P interconnects, covering serial, parallel, and bidirectional data transfers for multiple GPUs and are the rst to evaluate NVLink 3.0-powered NVSwitch (Section 4). (2) We evaluate state-of-the-art sorting and merging primitives for both CPU and GPU (Section 5, Section …
Web[TPDS'19] "Evaluating Modern GPU Interconnect: PCIe, NVLink, NV-SLI, NVSwitch and GPUDirect", Ang Li, Shuaiwen Leon Song, Jieyang Chen, Jiajia Li, Xu Liu, Nathan Tallent, and Kevin Barker, IEEE Transactions on Parallel and Distributed Systems, 2024. WebMost GPU sorting algorithms are single-GPU approaches. They neither harness the full computational power nor exploit the high-bandwidth P2P interconnects of modern multi …
WebEvaluating Modern GPU Interconnect: PCIe, NVLink, NV-SLI, NVSwitch and GPUDirect Ang Li, Shuaiwen Leon Song, Jieyang Chen, Jiajia Li, Xu Liu, Nathan Tallent, and Kevin …
WebSep 1, 2024 · Tartan, multi-GPU benchmark suite [15, 14], consists of micro-benchmarks and applications to evaluate the performance of modern interconnects such as PCIe, NVLink 1.0, NVLink 2.0, NV-SLI, NVSwitch ... pine island panthers footballWebSep 1, 2024 · Deep learning workloads on modern multi-graphics processing unit (GPU) nodes are highly dependent on intranode interconnects, such as NVLink and PCIe, for high-performance communication. top news in india 2020Web[IISWC'18] "Tartan: Evaluating Modern GPU Interconnect via a Multi-GPU Benchmark Suite", Ang Li, Shuaiwen Leon Song, Jieyang Chen, Xu Liu, Nathan Tallent, Kevin Barker, 2024 IEEE International Symposium on Workload Characterization, Sep 30-Oct 2, 2024, Raleigh, NC, USA. Nominated as Best ... top news in hindi today ndtvWebNov 15, 2015 · Evaluation results show that, unless the current CPU-GPU master-slave programming model can be replaced, it is difficult for scale-up multi-GPU applications to really benefit from faster intra-node interconnects such as NVLinks; while for inter-node scale-out applications, although interconnect is more crucial to the overall performance, … pine island park haunted house davie flWebApr 6, 2024 · Usually, graphics cards require a 6-pin or 8-pin connector. You can check the technical specifications to find the type of graphics card connectors of your … pine island palm treesWebWe perform an in-depth analysis of NVLink 2.0 and show how we can scale a no-partitioning hash join beyond the limits of GPU memory. Our evaluation shows speed-ups of up to 18x over PCI-e 3.0 and up to 7.3x … pine island partners llcWebHigh performance multi-GPU computing becomes an inevitable trend due to the ever-increasing demand on computation capability in emerging domains such as deep … pine island park hours