SC2022Top-tier venue
Canary: Fault-Tolerant FaaS for Stateful Time-Sensitive Applications
Moiz Arif, Kevin Assogba, M. Mustafa Rafique
Abstract
Function-as-a-Service (FaaS) platforms have recently gained rapid popularity. Many stateful applications have been migrated to FaaS platforms due to their ease of deployment, scalability, and minimal management overhead. However, failures in FaaS have not been thoroughly investigated, thus making these desirable platforms unreliable for guaranteeing function execution and ensuring performance requirements. In this paper, we propose Canary, a highly resilient and fault-tolerant framework for FaaS that mitigates the impact of failures and reduces the overhead of function restart. Canary utilizes replicated container runtimes and application-level checkpoints to reduce application recovery time over FaaS platforms. Our evaluations using representative stateful FaaS applications show that Canary reduces the application recovery time and dollar cost by up to 83% and 12%, respectively over the default retry-based strategy. Moreover, it improves application availability with an additional average execution time and cost overhead of 14% and 8%, respectively, as compared to the ideal failure-free execution.
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Cited by top-tier papers2
- DataStates-LLM: Lazy Asynchronous Checkpointing for Large Language ModelsAvinash Maurya, Robert Underwood, M. Mustafa Rafique, Franck Cappello et al.HPDC 2024 · 34 citations
- GPU-Enabled Asynchronous Multi-level Checkpoint Caching and PrefetchingAvinash Maurya, M. Mustafa Rafique, Thierry Tonellot, Hussain J. AlSalem et al.HPDC 2023 · 13 citations
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