Nvidia patents system that picks the right computer parts for AI tasks
Nvidia describes a method for automatically setting up software environments to run artificial intelligence models. The system checks the available computer hardware, such as the number of processors and memory, before loading the AI program. It then runs the AI task inside a self-contained software package called a container to ensure it works efficiently on that specific hardware.
In the filing’s own words
Apparatuses, systems, and techniques to provisioning of pipelines for efficient training, retraining, configuring, deploying, and using machine learning models for inference in user-specific platforms.
What exactly they claim (claim 1)
1. A method comprising: receiving inference data for processing by a machine learning model; collecting metrics for one or more processing units available to process the inference data, wherein the metrics comprise at least one of: a number of the available processing units, a type of the available processing units, or an amount of memory accessible to the available processing units; loading, based at least in part on the collected metrics, an inference engine within a container, the inference engine comprising executable code for execution of the machine learning model; and performing inference processing of the inference data using the inference engine within the container to generate output data associated with the inference data.
Facts
- Company
- Nvidia (NVIDIA Corporation)
- Official title
- TRAINING AND DEPLOYMENT OF MACHINE LEARNING MODELS
- Publication number
- US20260310962A1
- Application number
- 19708442
- Filed
- Jun 15, 2026
- Published
- Oct 8, 2026
- Inventors
- 7
- Claims
- 20
Classified under
G06N 3/08 Physics & computingG06F 18/214 Physics & computingG06N 3/04 Physics & computingG06N 3/063 Physics & computingG10L 17/18 Physics & computingMore from Nvidia in AI & software
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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.