{"type":"post","id":"sagemaker-inference-now-supports-multi-instance-gpu-to-0c0db5","slug":"sagemaker-inference-now-supports-multi-instance-gpu-to-0c0db5","title":"SageMaker Inference now supports Multi-Instance GPU to maximize GPU utilization for model endpoints","description":"AWS says SageMaker Inference now supports NVIDIA Multi-Instance GPU partitioning for managed endpoints that use inference components.","retrieval_nugget":"AWS says SageMaker Inference now supports NVIDIA Multi-Instance GPU partitioning for managed endpoints that use inference components. Teams can place separate models on isolated slices of one accelerator, and AWS reports a workload-specific H100-versus-A100 test where a slice improved throughput and cost at sufficiently high concurrency.","published_at":"2026-11-07","updated_at":"2026-11-07","record_date":"2026-11-07","date_kind":"published_at","topics":["inference"],"entities":["Amazon Web Services","Amazon SageMaker Inference","NVIDIA Multi-Instance GPU","NVIDIA A100","NVIDIA H100","Salesforce"],"related_patterns":["agent-economics-moves-to-completed-work"],"novelty_label":"new_fact","what_changed":"SageMaker Inference adds NVIDIA Multi-Instance GPU support, enabling model endpoints to share A100 and H100 GPUs for improved utilization.","prior_refs":[],"source_url":"https://aws.amazon.com/blogs/machine-learning/sagemaker-inference-now-supports-multi-instance-gpu-to-maximize-gpu-utilization-for-model-endpoints","source_urls":["https://aws.amazon.com/blogs/machine-learning/sagemaker-inference-now-supports-multi-instance-gpu-to-maximize-gpu-utilization-for-model-endpoints"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:sagemaker-inference-now-supports-multi-instance-gpu-to-0c0db5","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/sagemaker-inference-now-supports-multi-instance-gpu-to-0c0db5/","markdown":"https://newruntime.com/posts/sagemaker-inference-now-supports-multi-instance-gpu-to-0c0db5.md","json":"https://newruntime.com/posts/sagemaker-inference-now-supports-multi-instance-gpu-to-0c0db5.json"},"markdown_url":"https://newruntime.com/posts/sagemaker-inference-now-supports-multi-instance-gpu-to-0c0db5.md","next_reads":[{"type":"topic","path":"/topics/inference/","url":"https://newruntime.com/topics/inference/","title":"Inference","reason":"Explore the inference topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/inference.md","json_url":"https://newruntime.com/topics/inference.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}