MGG: Accelerating Graph Neural Networks with Fine-grained intra-kernel
Communication-Computation Pipelining on Multi-GPU Platforms

MGG: Accelerating Graph Neural Networks with Fine-grained intra-kernel Communication-Computation Pipelining on Multi-GPU Platforms

14 September 2022

Zheng Wang

Kevin J. Barker

Papers citing "MGG: Accelerating Graph Neural Networks with Fine-grained intra-kernel Communication-Computation Pipelining on Multi-GPU Platforms"

12 / 12 papers shown

Title
Plexus: Taming Billion-edge Graphs with 3D Parallel GNN Training Aditya K. Ranjan Siddharth Singh Cunyang Wei A. Bhatele GNN 48 0 0 07 May 2025
Deal: Distributed End-to-End GNN Inference for All Nodes Shiyang Chen Xiang Song Vasiloudis Theodore Hang Liu GNN 50 0 0 04 Mar 2025
Domino: Eliminating Communication in LLM Training via Generic Tensor Slicing and Overlapping Guanhua Wang Chengming Zhang Zheyu Shen Ang Li Olatunji Ruwase 36 3 0 23 Sep 2024
The Landscape of GPU-Centric Communication D. Unat Ilyas Turimbetov Mohammed Kefah Taha Issa Doğan Sağbili Flavio Vella Daniele De Sensi Ismayil Ismayilov 23 2 0 15 Sep 2024
HopGNN: Boosting Distributed GNN Training Efficiency via Feature-Centric Model Migration Weijian Chen Shuibing He Haoyang Qu Xuechen Zhang GNN 29 0 0 01 Sep 2024
Slicing Input Features to Accelerate Deep Learning: A Case Study with Graph Neural Networks Zhengjia Xu Dingyang Lyu Jinghui Zhang GNN 33 0 0 21 Aug 2024
Single-GPU GNN Systems: Traps and Pitfalls Yidong Gong A. Tarafder Saima Afrin Pradeep Kumar GNN 35 3 0 05 Feb 2024
GNNPipe: Scaling Deep GNN Training with Pipelined Model Parallelism Jingji Chen Zhuoming Chen Xuehai Qian GNN AI4CE 33 3 0 19 Aug 2023
FreshGNN: Reducing Memory Access via Stable Historical Embeddings for Graph Neural Network Training Kezhao Huang Haitian Jiang Minjie Wang Guangxuan Xiao David Wipf Xiang Song Quan Gan Zengfeng Huang Jidong Zhai Zheng-Wei Zhang GNN 33 2 0 18 Jan 2023
PiPAD: Pipelined and Parallel Dynamic GNN Training on GPUs Chunyang Wang Desen Sun Yunru Bai GNN AI4CE 50 15 0 01 Jan 2023
TC-GNN: Bridging Sparse GNN Computation and Dense Tensor Cores on GPUs Yuke Wang Boyuan Feng Zheng Wang Guyue Huang Yufei Ding GNN 16 26 0 03 Dec 2021
Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Minjie Wang Da Zheng Zihao Ye Quan Gan Mufei Li ... J. Zhao Haotong Zhang Alex Smola Jinyang Li Zheng-Wei Zhang AI4CE GNN 197 746 0 03 Sep 2019