Search Results for author: Bailey J. Eccles

Found 2 papers, 1 papers with code

Rapid Deployment of DNNs for Edge Computing via Structured Pruning at Initialization

no code implementations22 Apr 2024 Bailey J. Eccles, Leon Wong, Blesson Varghese

We develop Reconvene, a system for rapidly generating pruned models suited for edge deployments using structured PaI.

Edge-computing Model Compression +1

DNNShifter: An Efficient DNN Pruning System for Edge Computing

1 code implementation13 Sep 2023 Bailey J. Eccles, Philip Rodgers, Peter Kilpatrick, Ivor Spence, Blesson Varghese

Compared to sparse models, the pruned model variants are up to 5. 14x smaller and have a 1. 67x inference latency speedup, with no compromise to sparse model accuracy.

Edge-computing

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