HIRAC: A Hierarchical Accelerator with Sorting-based Packing for SpGEMMs in DNN Applications

Author:

Shabani Hesam1,Singh Abhishek1,Youhana Bishoy1,Guo Xiaochen1

Affiliation:

1. Lehigh University,USA

Publisher

IEEE

Reference31 articles.

1. In-Datacenter Performance Analysis of a Tensor Processing Unit

2. A detailed and flexible cycle-accurate Network-on-Chip simulator

3. CSR5

4. Packing Sparse Convolutional Neural Networks for Efficient Systolic Array Implementations: Column Combining Under Joint Optimization;kung;Proceedings of the fourth international conference on Architectural support for programming languages and operating systems - AS,2019

5. BiELL: A bisection ELLPACK-based storage format for optimizing SpMV on GPUs

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