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cs.PF2021
Pinpointing the Memory Behaviors of DNN Training
Jiansong Li, Xiao Dong, Guangli Li +9
The training of deep neural networks (DNNs) is usually memory-hungry due to the limited device memory capacity of DNN accelerators. Characterizing the memory behaviors of DNN train…
cs.PF2019★ 2 cited
The Pitfall of Evaluating Performance on Emerging AI Accelerators
Zihan Jiang, Jiansong Li, Jiangfeng Zhan
In recent years, domain-specific hardware has brought significant performance improvements in deep learning (DL). Both industry and academia only focus on throughput when evaluatin…