Search Results for author: Anthony Kleerekoper

Found 2 papers, 0 papers with code

A Generic Performance Model for Deep Learning in a Distributed Environment

no code implementations19 May 2023 Tulasi Kavarakuntla, Liangxiu Han, Huw Lloyd, Annabel Latham, Anthony Kleerekoper, Samson B. Akintoye

In this paper, we propose a generic performance model of an application in a distributed environment with a generic expression of the application execution time that considers the influence of both intrinsic factors/operations (e. g. algorithmic parameters/internal operations) and extrinsic scaling factors (e. g. the number of processors, data chunks and batch size).

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