Search Results for author: Bahar Asgari

Found 2 papers, 0 papers with code

LCP: A Low-Communication Parallelization Method for Fast Neural Network Inference in Image Recognition

no code implementations13 Mar 2020 Ramyad Hadidi, Bahar Asgari, Jiashen Cao, Younmin Bae, Da Eun Shim, Hyojong Kim, Sung-Kyu Lim, Michael S. Ryoo, Hyesoon Kim

To benefit from available compute resources with low communication overhead, we propose the first DNN parallelization method for reducing the communication overhead in a distributed system.

Quantization

Memory Slices: A Modular Building Block for Scalable, Intelligent Memory Systems

no code implementations16 Mar 2018 Bahar Asgari, Saibal Mukhopadhyay, Sudhakar Yalamanchili

However, these efforts ignored maintaining a balance between bandwidth and compute rate of an architecture, with those of applications, which is a key principle in designing scalable large systems.

Hardware Architecture Performance

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