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Benchmarking small LLM inference on SageMaker AI: G7 vs G5 and G6

AWS Machine Learning · published 8 September 2026

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https://aws.amazon.com/blogs/machine-learning/amazon-sagemaker-ai-now-supports-optimized-generative-ai-inference-recommendations/

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https://aws.amazon.com/ec2/instance-types/g7/

aws.amazon.com

https://www.nvidia.com/en-us/data-center/rtx-pro-4500-blackwell-server-edition/

nvidia.com

https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct-FP8

huggingface.co

https://docs.djl.ai/master/docs/serving/serving/docs/lmi/deployment_guide/index.html

docs.djl.ai

https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-NVFP4

huggingface.co

https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2026/09/02/ML-21730-1.png

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https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2026/09/02/ML-21730-2.png

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https://aws.amazon.com/ec2/instance-types

aws.amazon.com

https://ai.meta.com/blog/nllb-moe-billion-parameter-ai-models-machine-translation/

ai.meta.com

https://developer.nvidia.com/blog/nvidia-transformer-engine-accelerates-inference-with-fp8-precision-on-hopper-gpus/

developer.nvidia.com

https://www.nvidia.com/en-us/on-demand/session/gtc24-s46663/

nvidia.com

Introducing NVFP4 for Efficient and Accurate Low-Precision Inference Read at the source ↗

developer.nvidia.com

https://aws.amazon.com/sagemaker/

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https://github.com/aws-samples/sagemaker-genai-hosting-examples/blob/main/06-examples/g7-benchmarking/uc1-benchmark-qwen.ipynb

github.com

https://github.com/aws-samples/sagemaker-genai-hosting-examples/blob/main/06-examples/g7-benchmarking/uc2-benchmark-nemotron.ipynb

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https://github.com/aws-samples/sagemaker-genai-hosting-examples/tree/main/06-examples

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https://aws.amazon.com/blogs/machine-learning/streaming-benchmark-and-recommendation-results-to-mlflow-with-amazon-sagemaker-ai/

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https://www.linkedin.com/in/mona-mona/

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