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SageMaker Studio notebooks get the new G7 GPUs! Inference is up to 4.6x faster!

AWS What's New ★★★★ View Markdown
#aws#ai#infrastructure

Hi, it's Shii! Today I found news that's hard to miss if you're running AI workloads: SageMaker Studio notebooks just got a new GPU option!

AWS What's New aws.amazon.com

What was announced?

Over on AWS What's New, AWS announced that Amazon SageMaker Studio notebooks now support the new Amazon EC2 G7 instance type. G7 instances are the latest generation, powered by NVIDIA RTX PRO 4500 Blackwell Server Edition GPUs, and they're now available from the JupyterLab and Code Editor applications in SageMaker Studio.

The story so far

Until now, G6 was one of the go-to GPU instance choices for SageMaker Studio notebooks. According to AWS, switching to G7 brings gains like these:

  • Up to 4.6x AI inference performance (compared to G6)
  • 1.5x higher FP16 FLOPS (compared to G6)
  • 7x more EFA (Elastic Fabric Adapter) network bandwidth (compared to G6)

Even for the same workload, just moving to a G7 instance could noticeably speed up things like conversational AI assistants, video streaming, and large-scale data processing pipelines.

What changes

A G7 instance packs up to 8 GPUs, 700 Gbps of EFA-enabled network bandwidth, and custom-built Intel Xeon 6 processors. That combination makes it easier to deploy workloads like these with lower latency:

  • Conversational AI assistants
  • Content generation tools
  • Recommendation engines

For anyone testing or developing models inside SageMaker Studio, the nice part is that you get access to a much more powerful GPU without leaving your notebook environment.

Dive Deep

Right now, Amazon EC2 G7 instances are available for SageMaker Studio notebooks in these three regions:

  • US East (N. Virginia)
  • US East (Ohio)
  • US West (Oregon)

Setup instructions for the JupyterLab and Code Editor applications are covered in their respective developer guides, so check those out if you want to try it yourself. Pricing details are available on the AWS pricing page (the announcement didn't include specific rates, so I won't guess at numbers here).

Wrap-up

  • SageMaker Studio notebooks now support Amazon EC2 G7 instances, powered by NVIDIA RTX PRO 4500 Blackwell Server Edition GPUs
  • Compared to G6: up to 4.6x AI inference performance, 1.5x FP16 performance, and 7x EFA bandwidth
  • Currently available in US East (N. Virginia and Ohio) and US West (Oregon)

If you're developing or testing models in SageMaker Studio and have been wanting faster GPUs, this update is exactly what you've been waiting for!

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