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Amazon SageMaker AI 推出并发扫描功能优化生成式 AI 端点

Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI

精选理由

AWS 推出了 SageMaker AI 的并发扫描功能,能帮你测试不同负载下的 AI 端点性能,优化资源分配。

Amazon SageMaker AI 新增并发扫描功能,帮助用户系统性地测试生成式 AI 端点在不同负载下的性能。该功能通过 CreateAIBenchmarkJob API 实现自动化测试,用户可根据测试结果做出数据驱动的容量决策。此方法可帮助用户优化 AI 模型部署的资源配置。

图片来源 · AWS Machine Learning Blog
原文 · AWS Machine Learning Blog

Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI

Concurrency sweeps help you right-size a generative AI endpoint on Amazon SageMaker AI by systematically benchmarking it at increasing load levels. This post walks through deploying a model, running automated concurrency sweeps with the CreateAIBenchmarkJob API, and using the results to make data-driven capacity decisions about fleet size.