Intel Corporation
METHODS AND APPARATUS FOR DYNAMIC XPU HARDWARE-AWARE DEEP LEARNING MODEL MANAGEMENT

Abstract:

Methods, apparatus, systems, and articles of manufacture for dynamic XPU hardware-aware deep learning model management are disclosed. An example method includes extracting a plurality of models from a dataset, respective ones of the plurality of models optimized for a selected quality of service (QoS) objective of a plurality of QoS objectives, identifying a plurality of feature differences between respective ones of the plurality of models, and identifying a plurality of feature similarities between respective ones of the plurality of models.