State of Routing in Model Serving¶

architecture架构: 本文在architecture方向提出的设计理念与实现路径
工程挑战: 实际落地中面临的关键问题与应对策略
code趋势: 相关技术演进方向与新兴范式

Ch01.838 State of Routing in Model Serving¶

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State of Routing in Model Serving 涉及architecture领域的核心技术议题。

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In this introductory blog post, we will dive into our domain-independent API abstraction and its traffic routing capabilities that the central ML model serving platform exposes to several domain-specific microservices for model inference.
This singular API, or entry point, into the ML model serving platform has significantly increased the speed of innovation for iterating on newer versions of existing ML experiences, as well as enabling completely new product experiences with ML.
_ Machine Learning use cases powering member experiences on Netflix require rapid iteration and evolution in response to new learnings.
The success of our ML model serving infrastructure largely depends on enabling researchers to rapidly experiment with new hypotheses and safely, at scale, release their models into production.