公开(公告)号：US20220198317A1

公开(公告)日：2022-06-23

申请号：US17125626

申请日：2020-12-17

Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

Inventor： JUNGUK CHO ,  DIMAN ZAD TOOTAGHAJ ,  PUNEET SHARMA

IPC: G06N20/00 ,  G06F9/48

Abstract: Systems and methods are provided for improving autotuning procedures using stateless processing with a remote key-value store. For example, the system can implement a task launcher, a scheduler, and an agent to launch, schedule, and execute decomposed autotuning stages, respectively. The scheduling policy implemented by the scheduler may perform operations beyond a simple scheduling policy (e.g., a FIFO-based scheduling policy), which produces a high queuing delay. Compared to the traditional systems, by leveraging autotuning specific domain knowledge, queueing delay is reduced and resource utilization is improved.