TY - GEN
T1 - Experimental Test-Bed for Computation Offloading for Cooperative Inference on Edge Devices
AU - Bovee, Nicholas
AU - Piccolo, Stephen
AU - Ho, Shen Shyang
AU - Wang, Ning
N1 - Publisher Copyright:
© 2023 ACM.
PY - 2023
Y1 - 2023
N2 - In this paper, we describe the experimental test-bed we are de-veloping to evaluate the efficacy of computation offloading for cooperative inference without in-depth architectural changes to the models under consideration. We describe our test-bed design, functionalities, and work in progress features. We demonstrate a simple use case of the test-bed, consisting of the identification of a split layer in an AlexNet for a particular hardware scenario and the validation of those results.
AB - In this paper, we describe the experimental test-bed we are de-veloping to evaluate the efficacy of computation offloading for cooperative inference without in-depth architectural changes to the models under consideration. We describe our test-bed design, functionalities, and work in progress features. We demonstrate a simple use case of the test-bed, consisting of the identification of a split layer in an AlexNet for a particular hardware scenario and the validation of those results.
UR - http://www.scopus.com/inward/record.url?scp=85186117090&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85186117090&partnerID=8YFLogxK
U2 - 10.1145/3583740.3626814
DO - 10.1145/3583740.3626814
M3 - Conference contribution
AN - SCOPUS:85186117090
T3 - Proceedings - 2023 IEEE/ACM Symposium on Edge Computing, SEC 2023
SP - 383
EP - 387
BT - Proceedings - 2023 IEEE/ACM Symposium on Edge Computing, SEC 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 8th Annual IEEE/ACM Symposium on Edge Computing, SEC 2023
Y2 - 6 December 2023 through 9 December 2023
ER -