一种基于GPU的汽车算法确定性调度解决方案

Dusan Kenjic, M. Milosevic, Marija Antic, N. Teslic
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引用次数: 0

摘要

为了实现更高水平的自动驾驶,需要开发高要求的环境感知和决策算法。满足实时系统需求是所有这些算法被正确利用的强制性任务。为了满足这些需求,GPU被广泛使用,而最大的挑战之一是在GPU上提供基于优先级类的不同任务的确定性调度。确保GPU上进程的绝对控制的完全确定性仍然没有实现。在本文中,我们提出并评估了一种允许具有不同类型时间约束的任务调度的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
One Solution for Deterministic Scheduling on GPU for Automotive Algorithms
In order for higher levels of autonomous driving to be achieved, the demanding environmental perception and decision-making algorithms are developed. Meeting real-time system requirements is a mandatory task for all of these algorithms to be properly utilized. In order to meet these requirements, GPUs are widely used, and one of the biggest challenges is providing the deterministic scheduling of different tasks on GPU based on their priority classes. The complete determinism which ensures the absolute control of processes on GPU has still not been achieved. In this paper, we propose and evaluate one method that allows scheduling of tasks with different types of time constraints.
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