Benchmarking small LLM inference on SageMaker AI: G7 vs G5 and G6
Benchmark two 30B Mixture-of-Experts models, Qwen3-Coder-30B and NVIDIA Nemotron-3-Nano-30B, across G5, G6, G6e, and G7 GPU instances on Amazon SageMaker AI. Compare throughput, latency, and cost-per-token, and see how G7's NVIDIA Blackwell GPUs deliver measurable price-performance gains for real-time LLM inference.
What happened
Benchmark two 30B Mixture-of-Experts models, Qwen3-Coder-30B and NVIDIA Nemotron-3-Nano-30B, across G5, G6, G6e, and G7 GPU instances on Amazon SageMaker AI. Compare throughput, latency, and cost-per-token, and see how G7's NVIDIA Blackwell GPUs deliver measurable price-performance gains for real-time LLM inference.
Why it matters
The development may change operating conditions or market expectations around NVIDIA, Amazon. Further confirmation and measurable outcomes matter.
Affected entities
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1 reports · 1 original report · 1 independent
- AWS Machine Learning BlogPrimary source · Supports · EN · 100%Benchmarking small LLM inference on SageMaker AI: G7 vs G5 and G6 ↗
Claims
- Benchmarking small LLM inference on SageMaker AI: G7 vs G5 and G6 Observed
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No material conflict detected in the available evidence.
Timeline
- First reported
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