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$ AWS Architect · DevOps · Cloud
Friday, November 6, 2026

SageMaker Inference Gets GPU Partitioning for Better Resource Efficiency

Amazon SageMaker Inference now supports NVIDIA Multi-Instance GPU (MIG) to split a single GPU into isolated partitions, letting you run multiple models simultaneously or grab the right-sized slice of newer accelerators. The article walks through the API setup and benchmarks showing how this boosts GPU utilization compared to traditional single-model deployments.

source: [aws/machine-learning-blog]