Shail Dave Profile picture
PhD student @SCAI_ASU. Accelerator Design 2.0; Sustainable Design Automation; Comp Arch; Compiler OPT; Dataflow; Sparsity; Embedded Sys. @es_week twitterperson
Dec 31, 2021 12 tweets 17 min read
#Highlights2021 for me: our #survey on efficient processing of #sparse and compressed tensors of #ML/#DNN models on #hardware accelerators published in @ProceedingsIEEE.
Paper: dx.doi.org/10.1109/JPROC.…
arXiv: arxiv.org/abs/2007.00864
RT/sharing appreciated. 🧵 Context: Tensors of ML/DNN are compressed by leveraging #sparsity, #quantization, shape reduction. We summarize several such sources of sparsity & compression (§3). Sparsity is induced in structure while pruning & it is unstructured inherently for various applications or sources. Various sources induce stru...Common structures of sparsi...