QoS-Aware Resource Management in the Cloud: From Academia to Industry

演讲人: 陈爽
时间: 2023-02-21 16:00-2023-02-21 17:00
地点:FIT 1-222, FIT Building
内容:

Most cloud facilities operate at very low utilization. Naive colocation of more workloads on the same server node leads to severe quality-of-service (QoS) degradation of cloud services. It is challenging to precisely and intelligently manage hardware resources, to improve resource efficiency and provide QoS guarantee at the same time.
 
In the first part of the talk, I'll briefly introduce two of my academic solutions to this problem. PARTIES (ASPLOS'19) and ReTail (HPCA'22) are two QoS-aware hardware resource managers that allow more aggressive colocation, and enable more fine-grained power management in the cloud. Then, I'll switch to an industrial perspective, and comment on these two solutions after working in industry for almost 2 years. Finally, I will talk about more open questions to practically improve resource efficiency, including unique challenges in public cloud, and opportunities in hardware design.

个人简介:

陈爽,华为云竖亥Lab软硬协同技术专家,华为“天才少年”。工作与研究方向包括云中的workload分析、QoS优化、云中软硬协同优化。2021年获得美国康奈尔大学计算机工程博士学位,在ASPLOS、HPCA、SIGMOD等顶级学术会议中以一作身份发表了多篇学术论文。