HeteGen: Heterogeneous Parallel Inference for Large Language Models on
Resource-Constrained Devices

HeteGen: Heterogeneous Parallel Inference for Large Language Models on Resource-Constrained Devices

2 March 2024

Yang You

Papers citing "HeteGen: Heterogeneous Parallel Inference for Large Language Models on Resource-Constrained Devices"

6 / 6 papers shown

Title
Deploying Foundation Model Powered Agent Services: A Survey Wenchao Xu Jinyu Chen Peirong Zheng Xiaoquan Yi Tianyi Tian ... Quan Wan Haozhao Wang Yunfeng Fan Qinliang Su Xuemin Shen AI4CE 112 1 0 18 Dec 2024
NEO: Saving GPU Memory Crisis with CPU Offloading for Online LLM Inference Xuanlin Jiang Yang Zhou Shiyi Cao Ion Stoica Minlan Yu 32 8 0 02 Nov 2024
FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU Ying Sheng Lianmin Zheng Binhang Yuan Zhuohan Li Max Ryabinin ... Joseph E. Gonzalez Percy Liang Christopher Ré Ion Stoica Ce Zhang 144 365 0 13 Mar 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,730 0 04 Mar 2022
ZeRO-Offload: Democratizing Billion-Scale Model Training Jie Ren Samyam Rajbhandari Reza Yazdani Aminabadi Olatunji Ruwase Shuangyang Yang Minjia Zhang Dong Li Yuxiong He MoE 160 399 0 18 Jan 2021
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 243 1,791 0 17 Sep 2019