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English(EN) Orchestrating SageMaker AI endpoint auto scaling with AWS CDK

AWS SageMaker AI：新方法终结 TTS 自动扩缩容的猜测

作者 PulseAugur 编辑部 · [5 个来源] ·

一种在 Amazon SageMaker AI 上自动扩缩容语音合成 (TTS) 模型的新方法旨在消除设置扩缩容目标的猜测。该方法以 Kokoro-82M 模型为例进行了演示，它用实例最大并发量（在 SLO 发生违规前）(Q_max) 和端到端扩缩容时间 (T_total) 的测量值取代了任意值。通过从这些指标推导扩缩容阈值和冷却时间，该解决方案可确保更有效的资源利用率并更好地遵守延迟服务级别目标。 AI

影响 提高了 SageMaker 上 TTS 模型部署的效率和可靠性，降低了成本并防止了延迟问题。

排序理由 博客文章，详细介绍了优化现有 AI 平台 (Amazon SageMaker) 中特定功能（自动扩缩容）的技术解决方案。

在 AWS Machine Learning Blog 阅读 →

AI 生成摘要 · Google Gemini · 来自 5 个来源。 我们如何撰写摘要 →

AWS SageMaker AI：新方法终结 TTS 自动扩缩容的猜测

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博客文章，详细介绍了优化现有 AI 平台 (Amazon SageMaker) 中特定功能（自动扩缩容）的技术解决方案。
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报道来源 [5]

  1. AWS Machine Learning Blog TIER_1 English(EN) · Lauren Eterno ·

    Orchestrating SageMaker AI endpoint auto scaling with AWS CDK

    Updating a SageMaker AI endpoint that has Application Auto Scaling registered makes AWS CloudFormation and AWS CDK deployments fail. This post shows how to build a reusable AWS CDK construct with CloudFormation custom resources that deregisters and re-registers auto scaling autom…

  2. AWS Machine Learning Blog TIER_1 English(EN) · Joseph Cottingham ·

    Stop guessing auto scaling targets for TTS on Amazon SageMaker AI

    Teams deploying custom text-to-speech models on Amazon SageMaker AI often guess at autoscaling thresholds, and a wrong guess either wastes GPU spend or breaches a latency SLO. This post deploys Kokoro-82M as a custom container and derives a measured autoscaling policy from two li…

  3. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    🤖 Orchestrating SageMaker AI endpoint auto scaling with AWS CDK Updating a SageMaker AI endpoint that has Application Auto Scaling registered makes AWS CloudFor

    🤖 Orchestrating SageMaker AI endpoint auto scaling with AWS CDK Updating a SageMaker AI endpoint that has Application Auto Scaling registered makes AWS CloudFormation and AWS CDK deployments fail. This post shows how to build a reusable AWS CDK construct with C... 📰 Source: Artif…

    链接 aws.amazon.com/…/orchestrating-sagemaker-…
  4. Mastodon — mastodon.social TIER_1 English(EN) · ainews_direct ·

    AWS Machine Learning: Stop guessing auto scaling targets for TTS on Amazon SageMaker AI https:// ai-news.ypetit.net/?a=010mvx8w pxb&utm_source=mastodon&utm_medi

    AWS Machine Learning: Stop guessing auto scaling targets for TTS on Amazon SageMaker AI https:// ai-news.ypetit.net/?a=010mvx8w pxb&utm_source=mastodon&utm_medium=social&utm_campaign=bot # AI # AWS

    链接 ai-news.ypetit.net ai-news.ypetit.net
  5. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    🤖 Stop guessing auto scaling targets for TTS on Amazon SageMaker AI Teams deploying custom text-to-speech models on Amazon SageMaker AI often guess at autoscali

    🤖 Stop guessing auto scaling targets for TTS on Amazon SageMaker AI Teams deploying custom text-to-speech models on Amazon SageMaker AI often guess at autoscaling thresholds, and a wrong guess either wastes GPU spend or breaches a latency SLO. This post deploys Kok... 📰 Source: A…

    链接 aws.amazon.com/…/stop-guessing-auto-scali…

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