SourceGenerative AI Inference Recommendation for Amazon SageMaker now available in the SageMaker AI Studio
Amazon SageMaker AI Studio has introduced Generative AI Inference Recommendations, a low-code tool that identifies the best inference configurations for workloads. It uses NVIDIA AIPerf to benchmark and rank configurations based on cost, latency, or throughput.
Why it matters
This reduces the time required to find validated production settings from weeks to hours. Teams can deploy generative AI models faster by avoiding manual trial-and-error benchmarking.
The details
- Benchmarking is performed on real GPU infrastructure using NVIDIA AIPerf.
- Recommendations are ranked by TTFT, inter-token latency, throughput, and cost.
- The tool is available in several US, European, and Asia Pacific regions.
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In this article
Key connections
Amazon owns SageMaker AI Studio
Amazon provides SageMaker AI Studio as an integrated development environment.
NVIDIA owns NVIDIA AIPerf
NVIDIA develops NVIDIA AIPerf for AI benchmarking.
SageMaker AI Studio is related to Amazon SageMaker
SageMaker AI Studio is the visual IDE component of Amazon SageMaker.
SageMaker AI Studio uses NVIDIA AIPerf
SageMaker AI Studio benchmarks model configurations on GPU infrastructure using NVIDIA AIPerf.
SageMaker AI Studio uses Generative AI
SageMaker AI Studio offers Generative AI Inference Recommendations for deploying generative AI models.
SageMaker AI Studio uses Speculative Decoding
SageMaker AI Studio applies speculative decoding to optimize throughput during inference recommendations.
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SageMaker AI Studio uses Kernel Tuning
SageMaker AI Studio applies kernel tuning to minimize latency during inference recommendations.
SageMaker AI Studio is related to United States
Generative AI Inference Recommendation in SageMaker AI Studio is available in US East and US West AWS regions.
SageMaker AI Studio is related to Ireland
Generative AI Inference Recommendation in SageMaker AI Studio is available in the Europe (Ireland) AWS region.
SageMaker AI Studio is related to Germany
Generative AI Inference Recommendation in SageMaker AI Studio is available in the Europe (Frankfurt) AWS region in Germany.
SageMaker AI Studio is related to Singapore
Generative AI Inference Recommendation in SageMaker AI Studio is available in the Asia Pacific (Singapore) AWS region.
SageMaker AI Studio is related to Japan
Generative AI Inference Recommendation in SageMaker AI Studio is available in the Asia Pacific (Tokyo) AWS region in Japan.
Related events
Generative AI Inference Recommendation Available in SageMaker AI Studio
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