公开(公告)号：US20250005319A1

公开(公告)日：2025-01-02

申请号：US18214897

申请日：2023-06-27

Applicant: STMicroelectronics International N.V.

Inventor： Danilo Pietro Pau ,  Biagio MONTARULI ,  Andrea SANTAMARIA

IPC: G06N3/04 ,  G06N3/10

Abstract: Methods, apparatuses, systems, and/or computer program products for using a neural network splitter to split a neural network into slices are provided. A splitter device may receive a neural network. The splitter devices may be connected to one or more other devices. The neural network may be split the neural network into slices to be deployed to the one or more other devices for execution. The neural network splitter may generate and intermediate representation of the neural network. A profiler of the neural network splitter may extract one or more features from the intermediate representation. A classifier may select one or more heuristics of the neural network features. The neural network may then determine one or more slices based on the features, heuristics, and device characteristics of the connected devices. The slices may be generated and deployed to the connected devices for execution.