Mini-batch Serialization: CNN Training with Inter-layer Data Reuse

v1v2v3v4 (latest)

Mini-batch Serialization: CNN Training with Inter-layer Data Reuse

30 September 2018

Armand Behroozi

ArXiv (abs)PDF HTML

Papers citing "Mini-batch Serialization: CNN Training with Inter-layer Data Reuse"

11 / 11 papers shown

Title
BlockLLM: Multi-tenant Finer-grained Serving for Large Language Models Jiamin Li Le Xu Hong-Yu Xu Aditya Akella 61 2 0 28 Apr 2024
SGCN: Exploiting Compressed-Sparse Features in Deep Graph Convolutional Network Accelerators Mingi Yoo Jaeyong Song Jounghoo Lee Namhyung Kim Youngsok Kim Jinho Lee GNN 97 22 0 25 Jan 2023
Slice-and-Forge: Making Better Use of Caches for Graph Convolutional Network Accelerators Min-hee Yoo Jaeyong Song Hyeyoon Lee Jounghoo Lee Namhyung Kim Youngsok Kim Jinho Lee GNN 79 5 0 24 Jan 2023
EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network Accelerators Lois Orosa Skanda Koppula Yaman Umuroglu Konstantinos Kanellopoulos Juan Gómez Luna Michaela Blott K. Vissers O. Mutlu 82 4 0 04 Feb 2022
Towards Memory-Efficient Neural Networks via Multi-Level in situ Generation Jiaqi Gu Hanqing Zhu Chenghao Feng Mingjie Liu Zixuan Jiang Ray T. Chen David Z. Pan 46 4 0 25 Aug 2021
Rethinking "Batch" in BatchNorm Yuxin Wu Justin Johnson BDL 125 66 0 17 May 2021
Optimizer Fusion: Efficient Training with Better Locality and Parallelism Zixuan Jiang Jiaqi Gu Mingjie Liu Keren Zhu David Z. Pan 32 2 0 01 Apr 2021
GradPIM: A Practical Processing-in-DRAM Architecture for Gradient Descent Heesu Kim Hanmin Park Taehyun Kim Kwanheum Cho Eojin Lee Soojung Ryu Hyuk-Jae Lee Kiyoung Choi Jinho Lee 70 37 0 15 Feb 2021
FlexSA: Flexible Systolic Array Architecture for Efficient Pruned DNN Model Training Sangkug Lym M. Erez 36 26 0 27 Apr 2020
Low-Memory Neural Network Training: A Technical Report N. Sohoni Christopher R. Aberger Megan Leszczynski Jian Zhang Christopher Ré 96 103 0 24 Apr 2019
PruneTrain: Fast Neural Network Training by Dynamic Sparse Model Reconfiguration Sangkug Lym Esha Choukse Siavash Zangeneh W. Wen Sujay Sanghavi M. Erez CVBM 85 88 0 26 Jan 2019