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Paper · arXiv

ServerlessT2I: Efficient Text-to-Image Workflow Serving on a Serverless Platform

Text-to-image (T2I) workflows are increasingly deployed on serverless platforms because users often compose customized workflows and invoke them intermittently. Existing platforms typically deploy each workflow as an opaque GPU function, provisioning, placing, and scaling all constituent models in the workflow together. This monolithic design obscures workflow structure, inflates scaling overhead, forces users to manage low-level GPU coordination, and limits fine-grained fairness in multi-tenant clusters. In this paper, we present ServerlessT2I, a serverless-native system that decomposes a T2I workflow into loosely coupled model functions that can be independently managed and scheduled. B...

AuthorsXiaoxiao Jiang, Suyi Li, Sheng Yao et al.
Primary categorycs.DC
Published29 July 2026
Last updated at source29 July 2026
cs.DCcs.AI
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