EMOGI: Efficient Memory-access for Out-of-memory Graph-traversal In GPUs

v1v2 (latest)

EMOGI: Efficient Memory-access for Out-of-memory Graph-traversal In GPUs

12 June 2020

Vikram Sharma Mailthody

Jinjun Xiong

ArXiv (abs)PDF HTML

Papers citing "EMOGI: Efficient Memory-access for Out-of-memory Graph-traversal In GPUs"

12 / 12 papers shown

Title
Understanding Data Movement in AMD Multi-GPU Systems with Infinity Fabric Gabin Schieffer Ruimin Shi Stefano Markidis Andreas Herten Jennifer Faj Ivy Peng GNN 62 3 0 01 Oct 2024
Shared Virtual Memory: Its Design and Performance Implications for Diverse Applications Bennett Cooper T. Scogland Rong Ge 35 1 0 10 May 2024
HongTu: Scalable Full-Graph GNN Training on Multiple GPUs (via communication-optimized CPU data offloading) Qiange Wang Yao Chen Weng-Fai Wong Bingsheng He GNN 56 11 0 25 Nov 2023
MultiEM: Efficient and Effective Unsupervised Multi-Table Entity Matching Xiaocan Zeng Pengfei Wang Yuren Mao Lu Chen Xiaoze Liu Yunjun Gao 72 3 0 02 Aug 2023
IGB: Addressing The Gaps In Labeling, Features, Heterogeneity, and Size of Public Graph Datasets for Deep Learning Research Arpandeep Khatua Vikram Sharma Mailthody Bhagyashree Taleka Tengfei Ma Xiang Song Wen-mei W. Hwu AI4CE 109 39 0 27 Feb 2023
HyTGraph: GPU-Accelerated Graph Processing with Hybrid Transfer Management Qiange Wang Xin Ai Yanfeng Zhang Jing Chen Ge Yu 22 6 0 31 Aug 2022
GPU-Initiated On-Demand High-Throughput Storage Access in the BaM System Architecture Zaid Qureshi Vikram Sharma Mailthody Isaac Gelado S. Min Amna Masood ... Dmitri Vainbrand I-Hsin Chung M. Garland W. Dally Wen-mei W. Hwu GNN 62 22 0 09 Mar 2022
RecShard: Statistical Feature-Based Memory Optimization for Industry-Scale Neural Recommendation Geet Sethi Bilge Acun Niket Agarwal Christos Kozyrakis Caroline Trippel Carole-Jean Wu 96 70 0 25 Jan 2022
TOD: GPU-accelerated Outlier Detection via Tensor Operations Yue Zhao George H. Chen Zhihao Jia AI4TS 102 8 0 26 Oct 2021
Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture S. Min Kun Wu Sitao Huang Mert Hidayetouglu Jinjun Xiong Eiman Ebrahimi Deming Chen Wen-mei W. Hwu GNN 100 69 0 04 Mar 2021
PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses S. Min Kun Wu Sitao Huang Mert Hidayetouglu Jinjun Xiong Eiman Ebrahimi Deming Chen Wen-mei W. Hwu GNN AI4CE 58 24 0 20 Jan 2021
Tearing Down the Memory Wall Zaid Qureshi Vikram Sharma Mailthody S. Min I-Hsin Chung Jinjun Xiong Wen-mei W. Hwu GNN 64 9 0 24 Aug 2020