JExplore帮助开发者在Jetson板上快速找到最优软硬件配置。
JExplore: Design Space Exploration Tool for Nvidia Jetson Boards
- 支持多板协同，封装通信与配置管理
- 可对接任意搜索工具，加速配置探索
- 适合边缘AI研发人员快速调优
Nvidia Jetson板凭借高效的GPU硬件和广泛支持的软件栈，成为边缘与移动环境中执行AI任务的强大平台。其高度可配置性允许用户调整多种硬件参数，但这也带来了寻找最优配置的需求。本文提出JExplore，一个面向多板的软硬件设计空间探索工具。该工具可集成任意搜索算法，为算法评估提供统一基准；同时通过封装主机-客户端通信、配置管理及指标测量，显著加速研究人员和工程师对用户应用与Jetson配置的探索过程。
原文摘要 · Abstract (English)
Nvidia Jetson boards are powerful systems for executing artificial intelligence workloads in edge and mobile environments due to their effective GPU hardware and widely supported software stack. In addition to these benefits, Nvidia Jetson boards provide large configurability by giving the user the choice to modify many hardware parameters. This large space of configurability creates the need of searching the optimal configurations based on the user's requirements. In this work, we propose JExplore, a multi-board software and hardware design space exploration tool. JExplore can be integrated with any search tool, hence creating a common benchmarking ground for the search algorithms. Moreover, it accelerates the exploration of user application and Nvidia Jetson configurations for researchers and engineers by encapsulating host-client communication, configuration management, and metric measurement.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品；中文卡片由大模型生成，请以原文为准。