FaaSKeeper: Learning from Building Serverless Services with ZooKeeper as an Example
Marcin Copik, Alexandru Calotoiu, Pengyu Zhou, Konstantin Taranov, Torsten Hoefler
摘要
FaaS (Function-as-a-Service) revolutionized cloud computing by replacing persistent virtual machines with dynamically allocated resources. This shift trades locality and statefulness for a pay-as-you-go model more suited to variable and infrequent workloads. However, the main challenge is to adapt services to the serverless paradigm while meeting functional, performance, and consistency requirements. In this work, we push the boundaries of FaaS computing by designing a serverless variant of ZooKeeper, a centralized coordination service with a safe and wait-free consensus mechanism. We define synchronization primitives to extend the capabilities of scalable cloud storage and outline a set of requirements for efficient computing with serverless. In FaaSKeeper, the first coordination service built on serverless functions and cloud-native services, we explore the limitations of serverless offerings and propose improvements essential for complex and latency-sensitive applications. We share serverless design lessons based on our experiences of implementing a ZooKeeper model deployable to clouds today. FaaSKeeper maintains the same consistency guarantees and interface as ZooKeeper, with a serverless price model that lowers costs up to 110--719x on infrequent workloads.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper1
问问它们各自怎么用它它引用的顶会 Paper11
- Faasm: Lightweight Isolation for Efficient Stateful Serverless ComputingSimon Shillaker, Peter R. PietzuchUSENIX ATC 2020 · 被引用 382 次
- Nightcore: efficient and scalable serverless computing for latency-sensitive, interactive microservicesZhipeng Jia, Emmett WitchelASPLOS 2021 · 被引用 218 次
- Firecracker: Lightweight Virtualization for Serverless ApplicationsAlexandru Agache, Marc Brooker, Alexandra Iordache, Anthony Liguori 等NSDI 2020 · 被引用 197 次
- InfiniCache: Exploiting Ephemeral Serverless Functions to Build a Cost-Effective Memory CacheAo Wang, Jingyuan Zhang, Xiaolong Ma, Ali Anwar 等FAST 2020 · 被引用 118 次
- Towards Demystifying Serverless Machine Learning TrainingJiawei Jiang, Shaoduo Gan, Yue Liu, Fanlin Wang 等SIGMOD 2021 · 被引用 107 次
相关 Paper
- Cloudburst: Stateful Functions-as-a-ServiceVikram Sreekanti, Chenggang Wu, Xiayue Charles Lin, Johann Schleier-Smith 等VLDB 2020
- Durable functions: semantics for stateful serverlessSebastian Burckhardt, Chris Gillum, David Justo, Konstantinos Kallas 等OOPSLA 2021 · 被引用 63 次
- Palette Load Balancing: Locality Hints for Serverless FunctionsMania Abdi, Samuel Ginzburg, Xiayue Charles Lin, Jose M. Faleiro 等EuroSys 2023 · 被引用 44 次
- FaaSGraph: Enabling Scalable, Efficient, and Cost-Effective Graph Processing with Serverless ComputingYushi Liu, Shixuan Sun, Zijun Li, Quan Chen 等ASPLOS 2024 · 被引用 14 次
- Transactional Causal Consistency for Serverless ComputingChenggang Wu, Vikram Sreekanti, Joseph M. HellersteinSIGMOD 2020 · 被引用 34 次
