Training and Serving System of Foundation Models: A Comprehensive Survey

5 January 2024

Papers citing "Training and Serving System of Foundation Models: A Comprehensive Survey"

7 / 7 papers shown

Title
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 35 41 0 09 Jul 2024
ZeRO++: Extremely Efficient Collective Communication for Giant Model Training Guanhua Wang Heyang Qin S. A. Jacobs Connor Holmes Samyam Rajbhandari Olatunji Ruwase Feng Yan Lei Yang Yuxiong He VLM 53 56 0 16 Jun 2023
PanGu-Σ: Towards Trillion Parameter Language Model with Sparse Heterogeneous Computing Xiaozhe Ren Pingyi Zhou Xinfan Meng Xinjing Huang Yadao Wang ... Jiansheng Wei Xin Jiang Teng Su Qun Liu Jun Yao ALM MoE 67 60 0 20 Mar 2023
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
Varuna: Scalable, Low-cost Training of Massive Deep Learning Models Sanjith Athlur Nitika Saran Muthian Sivathanu R. Ramjee Nipun Kwatra GNN 28 79 0 07 Nov 2021
Chimera: Efficiently Training Large-Scale Neural Networks with Bidirectional Pipelines Shigang Li Torsten Hoefler GNN AI4CE LRM 77 130 0 14 Jul 2021
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 160 413 0 18 Jan 2021