Photia: Cross-Layer Cache Optimization for Function Startup in Serverless Computing

Serverless computing enhances application development and deployment through elastic resource provisioning. However, the cold start problem, caused by the stateless nature of serverless functions, remains a significant challenge, particularly in high-traffic scenarios. Existing solutions focus on optimizing function instance caches and reducing sandbox initialization times, yet resource inefficiencies in multi-level cache architectures persist. This paper proposes Photia, a cross-layer collaborative cache management system that integrates decision-making between function instance and sandbox caches. Experimental results demonstrate that Photia reduces function startup latency by up to 2x and improves sandbox cache resource utilization by 20%.

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Published
2024-12-13
DOI
https://doi.org/10.1109/hpcc64274.2024.00112
Primary Topic
Distributed and Parallel Computing Systems
Type
article
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article

Photia: Cross-Layer Cache Optimization for Function Startup in Serverless Computing

Yanan Yang, Laiping Zhao, Zhaolin Duan
Distributed and Parallel Computing Systems
article

Photia: Cross-Layer Cache Optimization for Function Startup in Serverless Computing

Yanan Yang, Laiping Zhao, Zhaolin Duan
article en

Abstract

Serverless computing enhances application development and deployment through elastic resource provisioning. However, the cold start problem, caused by the stateless nature of serverless functions, remains a significant challenge, particularly in high-traffic scenarios. Existing solutions focus on optimizing function instance caches and reducing sandbox initialization times, yet resource inefficiencies in multi-level cache architectures persist. This paper proposes Photia, a cross-layer collaborative cache management system that integrates decision-making between function instance and sandbox caches. Experimental results demonstrate that Photia reduces function startup latency by up to 2x and improves sandbox cache resource utilization by 20%.

Tianjin University (CN), Cloud Computing Center (CN)
Openalex Percentile: Top 64%
Distributed and Parallel Computing Systems
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Photia: Cross-Layer Cache Optimization for Function Startup in Serverless Computing — Yanan Yang, Laiping Zhao, et al. · (2024) | TGRS Research Map | TGRS