Search Results for author: Md Musfiqur Rahman Sanim

Found 1 papers, 0 papers with code

SmartMem: Layout Transformation Elimination and Adaptation for Efficient DNN Execution on Mobile

no code implementations21 Apr 2024 Wei Niu, Md Musfiqur Rahman Sanim, Zhihao Shu, Jiexiong Guan, Xipeng Shen, Miao Yin, Gagan Agrawal, Bin Ren

Focusing on emerging transformers (specifically the ones with computationally efficient Swin-like architectures) and large models (e. g., Stable Diffusion and LLMs) based on transformers, we observe that layout transformations between the computational operators cause a significant slowdown in these applications.

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