PASM: Parallelism Aware Space Management strategy for hybrid SSD towards in-storage DNN training acceleration

Author:

Xiao Chunhua,Qiu ShiORCID,Xu Dandan

Funder

National Natural Science Foundation of China

Natural Science Foundation of Chongqing

Publisher

Elsevier BV

Subject

Hardware and Architecture,Software

Reference36 articles.

1. FlashNeuron: SSD-enabled large-batch training of very deep neural networks;Bae,2021

2. Revisiting the architecture and system of flash-based storage;Youyou;J. Comput. Res. Develop.,2019

3. Cognitive SSD: A deep learning engine for in-storage data retrieval;Liang,2019

4. Behemoth: A flash-centric training accelerator for extreme-scale dnns.;Kim,2021

5. Near-data processing for differentiable machine learning models;Choe,2016

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1. Midas Touch: Invalid-Data Assisted Reliability and Performance Boost for 3d High-Density Flash;2024 IEEE International Symposium on High-Performance Computer Architecture (HPCA);2024-03-02

2. Data Placement Using a Classifier for SLC/QLC Hybrid SSDs;Applied Sciences;2024-02-18

3. Cache eviction for SSD-HDD hybrid storage based on sequential packing;Journal of Systems Architecture;2023-08

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