Enterprise AI
Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI
Optimizing infrastructure costs through automated load testing 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 res...
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AWS Machine Learning Blog
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AWS Machine Learning Blog
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Automated concurrency sweeps enable organizations to move beyond guesswork by precisely matching infrastructure capacity to real-world generative AI demand. This rigorous optimization process is critical for maintaining high performance while significantly reducing cloud operational expenses.
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