Search Results for author: Vikas Natesh

Found 2 papers, 1 papers with code

Rosko: Row Skipping Outer Products for Sparse Matrix Multiplication Kernels

1 code implementation • 8 Jul 2023 • Vikas Natesh, Andrew Sabot, H. T. Kung, Mark Ting

We propose Rosko -- row skipping outer products -- for deriving sparse matrix multiplication (SpMM) kernels in reducing computation and memory access requirements of deep neural networks (DNNs).

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MEMA Runtime Framework: Minimizing External Memory Accesses for TinyML on Microcontrollers

no code implementations • 12 Apr 2023 • Andrew Sabot, Vikas Natesh, H. T. Kung, Wei-Te Ting

We present the MEMA framework for the easy and quick derivation of efficient inference runtimes that minimize external memory accesses for matrix multiplication on TinyML systems.

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