RAMP: A Flat Nanosecond Optical Network and MPI Operations for
Distributed Deep Learning Systems

v1v2 (latest)

RAMP: A Flat Nanosecond Optical Network and MPI Operations for Distributed Deep Learning Systems

28 November 2022

Alessandro Ottino

Joshua L. Benjamin

ArXiv (abs)PDF HTML

Papers citing "RAMP: A Flat Nanosecond Optical Network and MPI Operations for Distributed Deep Learning Systems"

8 / 8 papers shown

Title
Software-Hardware Co-design for Fast and Scalable Training of Deep Learning Recommendation Models Dheevatsa Mudigere Y. Hao Jianyu Huang Zhihao Jia Andrew Tulloch ... Ajit Mathews Lin Qiao M. Smelyanskiy Bill Jia Vijay Rao 101 154 0 12 Apr 2021
The Case for Strong Scaling in Deep Learning: Training Large 3D CNNs with Hybrid Parallelism Yosuke Oyama N. Maruyama Nikoli Dryden Erin McCarthy P. Harrington J. Balewski Satoshi Matsuoka Peter Nugent B. Van Essen 3DV AI4CE 68 37 0 25 Jul 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 653 4,925 0 23 Jan 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism Mohammad Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 350 1,920 0 17 Sep 2019
Deep Learning Recommendation Model for Personalization and Recommendation Systems Maxim Naumov Dheevatsa Mudigere Hao-Jun Michael Shi Jianyu Huang Narayanan Sundaraman ... Wenlin Chen Vijay Rao Bill Jia Liang Xiong M. Smelyanskiy 93 741 0 31 May 2019
Evaluating Modern GPU Interconnect: PCIe, NVLink, NV-SLI, NVSwitch and GPUDirect Ang Li Shuaiwen Leon Song Jieyang Chen Jiajia Li Xu Liu Nathan R. Tallent Kevin J. Barker GNN 100 219 0 11 Mar 2019
Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads Myeongjae Jeon Shivaram Venkataraman Amar Phanishayee Junjie Qian Wencong Xiao Fan Yang GNN 82 354 0 17 Jan 2019
Measuring the Effects of Data Parallelism on Neural Network Training Christopher J. Shallue Jaehoon Lee J. Antognini J. Mamou J. Ketterling Yao Wang 100 409 0 08 Nov 2018