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Sprocket is a highly configurable, stage-based, scalable, serverless video processing framework that exploits intra-video parallelism to achieve low latency. Sprocket enables developers to program a series of operations over video content in a modular, extensible manner. Programmers implement custom operations, ranging from simple video transformations to more complex computer vision tasks, in a simple pipeline specification language to construct custom video processing pipelines. Sprocket then handles the underlying access, encoding and decoding, and processing of video and image content across operations in a highly parallel manner. In this paper we describe the design and implementation of the Sprocket system on the AWS Lambda serverless cloud infrastructure, and evaluate Sprocket under a variety of conditions to show that it delivers its performance goals of high parallelism, low latency, and low cost (10s of seconds to process a 3, 600 second video 1000-way parallel for less than 3).
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Lixiang Ao
UC San Diego Health System
Liz Izhikevich
University of California, Los Angeles
Geoffrey M. Voelker
UC San Diego Health System
University of California, San Diego
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Ao et al. (Fri,) studied this question.
synapsesocial.com/papers/6a15493637103a43379f80c1 — DOI: https://doi.org/10.1145/3267809.3267815