公开(公告)号：US20250165658A1

公开(公告)日：2025-05-22

申请号：US18638647

申请日：2024-04-17

Applicant: Samsung Electronics Co., Ltd.

Inventor： Nichols Anthony ROMERO ,  Robert William WISNIEWSKI ,  Aditya Madhusudan DESHPANDE ,  Manisha GAJBE ,  Arun Francis RODRIGUES ,  Matthew Douglas TURNER

IPC: G06F30/13

Abstract: Provided are systems, methods, and apparatuses for iterative guided architecture design based on self-optimizing analytical models. In one or more examples, the systems, devices, and methods include determining a figure of merit (FOM) of a reference architecture based on executing a workload on the reference architecture and measuring a hardware event associated with executing the workload. In some examples, the systems, devices, and methods include determining an analytical model based on the FOM and based on performing roofline analysis on the reference architecture. In some examples, the systems, devices, and methods include estimating performance of the workload on the target architecture based on the analytical model identifying an optimal design based on validating the analytical model on a plurality of architectures executing the workload.