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2204.13561
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FuncPipe: A Pipelined Serverless Framework for Fast and Cost-efficient Training of Deep Learning Models
28 April 2022
Yunzhuo Liu
Bo Jiang
Tian Guo
Zimeng Huang
Wen-ping Ma
Xinbing Wang
Chenghu Zhou
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Papers citing
"FuncPipe: A Pipelined Serverless Framework for Fast and Cost-efficient Training of Deep Learning Models"
8 / 8 papers shown
Title
GreenWhisk: Emission-Aware Computing for Serverless Platform
Jayden Serenari
Sreekanth Sreekumar
Kaiwen Zhao
Saurabh Sarkar
Stephen Lee
29
1
0
04 Sep 2024
On the Performance and Memory Footprint of Distributed Training: An Empirical Study on Transformers
Zhengxian Lu
Fangyu Wang
Zhiwei Xu
Fei Yang
Tao Li
29
1
0
02 Jul 2024
Multi-objective Optimization by Learning Space Partitions
Yiyang Zhao
Linnan Wang
Kevin Kaichuang Yang
Tianjun Zhang
Tian Guo
Yuandong Tian
34
17
0
07 Oct 2021
Chimera: Efficiently Training Large-Scale Neural Networks with Bidirectional Pipelines
Shigang Li
Torsten Hoefler
GNN
AI4CE
LRM
77
131
0
14 Jul 2021
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T: A Transparent Auto-Scaling Cache for Serverless Applications
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Francisco Romero
G. Chaudhry
Íñigo Goiri
Pragna Gopa
Paul Batum
N. Yadwadkar
Rodrigo Fonseca
Christos Kozyrakis
Ricardo Bianchini
60
111
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28 Apr 2021
Large-Scale Training System for 100-Million Classification at Alibaba
Liuyihan Song
Pan Pan
Kang Zhao
Hao Yang
Yiming Chen
Yingya Zhang
Yinghui Xu
R. L. Jin
40
23
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09 Feb 2021
Llama: A Heterogeneous & Serverless Framework for Auto-Tuning Video Analytics Pipelines
Francisco Romero
Mark Zhao
N. Yadwadkar
Christos Kozyrakis
33
100
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03 Feb 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
245
1,821
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17 Sep 2019
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