AI Factory Design, Simulation, and Operations
发布时间:2026-08-23 | 浏览:4
NVIDIA DSX™ unifies design, simulation, operations, and ecosystem technologies to help build AI factories optimized for lowest token cost.
A Platform for Co-Designing AI Factories for Lowest Token Cost
NVIDIA DSX defines how AI factories are designed, built, and optimized across the full stack—from chips and systems to infrastructure software, facilities, and partner technologies.
DSX combines open software libraries, workflow guides, and reference designs with NVIDIA compute platforms and co-designed OEM infrastructure to enable a broad ecosystem of software and hardware solutions.
NVIDIA DSX Gives Infrastructure Builders the Playbook for AI Factories
Engineered for AI factories, the NVIDIA DSX platform unifies design, simulation, and operations to optimize performance and reduce costs across the full infrastructure stack.
NVIDIA DSX OS Delivers Open, Modular Software for Operating AI Factories at Scale
See how DSX OS coordinates compute, power, cooling, and operations to run AI factories more efficiently.
How Does NVIDIA DSX Optimize AI Factory Performance and Tokens per Watt
NVIDIA DSX AI factories are co-designed as unified products—optimized for lowest-cost tokens.
Reduce Time to First Token
Accelerate bring-up with reference designs, simulation validation, and pre-tested software stacks.
Maximize Tokens per Watt
Improve tokens per watt by aligning infrastructure, power, cooling, and system behavior through one architecture.
Increase Operational Resiliency
Operate AI factories with greater stability under real production conditions, including hardware faults, grid events, operational changes, and continuous large-scale workloads.
Secure AI at AI Factory Scale
Deliver end-to-end integrated accelerated security to support AI factories with NVIDIA Confidential Computing and NVIDIA DOCA™ microservices.
DSX Platform Technologies for AI Factories
NVIDIA DSX is a platform that spans multiple technologies that partners can build with and build on—designed to maximize AI tokens per watt across the AI factory.
NVIDIA DSX Reference Design
Validated Architectures for AI Factories, From Chip to Grid
NVIDIA DSX Reference Design’s generation-specific, validated AI factory architectures cover compute, networking, storage, facilities infrastructure, and hardware cluster design.
Simulation for AI Factory Design and Operations
NVIDIA DSX Sim™ is a collection of simulation technologies and partner ecosystem tools that together enable AI factory builders and operators to design, validate, and operate AI factories before and after physical deployment.
Efficiently Operate AI Factories at Scale
NVIDIA DSX OS™ is the operating layer within the broader DSX portfolio. It provides open source, modular software for lifecycle management, runtime consistency, health automation, resiliency, multi-tenant AI factory operations, and platform software that helps partners increase revenue and improve margins.
NVIDIA DSX MaxLPS
Dynamic Power Management to Maximize Tokens per Watt
NVIDIA DSX MaxLPS™ is the power and efficiency software designed to maximize token performance per megawatt within a fixed power budget. It dynamically manages power at the GPU, rack, and workload levels, enabling AI factories to operate more GPUs at peak energy efficiency and achieve the lowest cost per token.
NVIDIA DSX Flex
Grid-Responsive Power Orchestration for AI Factories
DSX Flex bridges AI factories and the power grid, receiving grid signals—including load shedding, demand response, and pricing events—and dynamically adapting workloads in response. It also orchestrates power across utility sources, on-site renewables, and storage, enabling flexible hybrid energy management.
NVIDIA DSX Exchange
Secure Data Exchange Across IT, OT, and AI Factory Operations
NVIDIA DSX Exchange™ enables scalable, secure integration of compute, network, energy, power, and cooling plant signals across IT, OT, and operations systems. It provides the common communication layer for AI factory software, facilities infrastructure, digital twins, and operations agents to coordinate in real time, helping teams monitor conditions, enforce policies, and optimize performance across the full AI factory.
Jim Gao , Co-Founder, Chief Executive Officer, Phaidra
Bob Pragada , Chair and Chief Executive Officer, Jacobs
Varun Sivaram , Founder and CEO, Emerald AI
Jensen Huang , Founder and CEO, NVIDIA
Operate at Scale With Validated AI Cloud Infrastructure Software
The NVIDIA AI Cloud-Ready ISV Validation Initiative assesses infrastructure software across networking, compute, orchestration, and AI platform layers for NVIDIA Cloud Partner deployments.
The Latest From the NVIDIA DSX Ecosystem
NVIDIA and IREN Announce Strategic Partnership to Accelerate Deployment of up to Five Gigawatts of AI Infrastructure
NVIDIA and IREN intend to support deployment of up to five gigawatts of NVIDIA DSX-aligned AI infrastructure across IREN’s global data center pipeline over time.
NVIDIA Releases Vera Rubin DSX AI Factory Reference Design and Omniverse DSX Digital Twin Blueprint With Broad Industry Support
The NVIDIA Vera Rubin DSX AI Factory reference design and NVIDIA Omniverse™ DSX Blueprint enable physically accurate AI factory digital twins for large-scale design, buildout, and operations.
NVIDIA and Partners Build America’s AI Infrastructure and Create a Blueprint to Power the Next Industrial Revolution
U.S. government labs and the nation’s leading companies are investing in advanced AI infrastructure to power AI factories and accelerate U.S. AI development.
NVIDIA DSX Powers Gigawatt‑Scale AI Factories at Maximum Efficiency
The Secret to Building and Operating Highly Efficient AI Infrastructure
How AI Factories Maximize Tokens, Power, and Profit With NVIDIA DSX
How America's AI Infrastructure Is Being Future-Proofed for the Next Industrial Revolution
Start Building With NVIDIA DSX
Design and optimize AI factories with NVIDIA reference architectures, simulation tools, and ecosystem software.
AI Factory DSX Infrastructure
Discover products that have been validated to meet NVIDIA’s functional requirement for AI factory applications.
FAQs About NVIDIA DSX AI Factory Platform
What is NVIDIA DSX?
NVIDIA DSX is NVIDIA’s AI factory-scale platform. It brings together design, simulation, operations, and ecosystem technologies to help partners build AI factories optimized for lowest token cost. DSX spans chips and systems, infrastructure software, facilities, and partner technologies, enabling AI factories to produce more tokens per watt.
It includes the following technologies: DSX Reference Design, DSX Sim, DSX MaxLPS, DSX Flex, DSX Exchange, and DSX OS.
How is an AI factory different from a traditional data center?
An AI factory is purpose-built for AI workloads, with an emphasis on inference performance, energy efficiency, and lowest token cost. NVIDIA DSX AI factories are co-designed as unified systems across chips, systems, networking, infrastructure software, power, cooling, and operations, unlike traditional data centers that are often assembled from siloed components.
Traditional data centers primarily store, process, retrieve, and serve information. AI factories generate intelligence, turning data and energy into tokens, predictions, simulations, and AI-powered outputs.
What is the NVIDIA Omniverse DSX Blueprint, and is it available now?
The NVIDIA Omniverse DSX Blueprint is an open, comprehensive framework for designing and operating large-scale AI factories. It is generally available on build.nvidia.com and fully compatible with the NVIDIA Vera Rubin DSX AI Factory reference design .
The Blueprint lets developers build physically accurate digital twins of their AI factories, simulate operations in real time, and optimize performance before construction or deployment begins. It includes a complete AI factory digital twin, NVIDIA SimReady assets, hardware configs, prebuilt web UI, sample scripts, workflow guides, and NVIDIA CUDA-X™ and Omniverse core technologies.
Who is NVIDIA DSX for?
NVIDIA DSX serves a broad, multi-discipline ecosystem: NVIDIA Cloud Partners (NCPs), sovereign clouds, and Land/Power/Shell (LPS) providers; manufacturers of power and cooling equipment; Independent Software Vendors (ISVs) for design, simulation, and facilities operations; Original Equipment Manufacturers (OEMs) and system integrators; architectural, engineering, and construction firms; and infrastructure ISVs providing IaaS and PaaS solutions.
DSX provides a common design standard so all parties—from Coolant Distribution Unit (CDU) manufacturers to ISVs—can contribute to AI factory builds without bespoke integrations.
How does DSX provide the lowest token cost?
NVIDIA DSX helps lower token cost by enabling AI factories to produce more tokens from the same power, infrastructure, and operations budget. Instead of treating compute, cooling, power, and operations as separate systems, DSX coordinates them as one integrated AI factory.
DSX MaxLPS helps recover stranded power so customers can provision up to 40% more GPUs within the same megawatt budget. DSX OS improves uptime through automated fleet-scale operations. DSX reference designs accelerate deployment, while DSX Exchange and DSX Sim help unify facility, power, cooling, and compute signals to improve throughput, efficiency, and tokens per watt.
How do I get started?
Start with the NVIDIA DSX documentation to explore reference designs, software components, and partner integration paths for building AI factories. The docs provide technical guidance for designing, optimizing, and operating DSX-aligned infrastructure.
Data Center GPUs
NVIDIA DGX Platform
NVIDIA HGX Platform
Networking Products
NVIDIA Blackwell Architecture
NVIDIA Hopper Architecture
Confidential Computing
Multi-Instance GPU
NVLink/NVSwitch
Accelerated Apps Catalog
Blackwell Resources Center
Data Center GPUs
Data Center GPU Line Card
Data Center GPUs Resource Center
Data Center Product Performance
Deep Learning Institute
Energy Efficiency Calculator
GPU Cloud Computing
MLPerf Benchmarks
NVIDIA-Certified Systems
NVIDIA Data Center Corporate Blogs
NVIDIA Data Center Technical Blogs
Qualified System Catalog
Company Overview
Venture Capital (NVentures)
NVIDIA Foundation
Social Responsibility
Your Privacy Choices
Terms of Service
Corporate Policies
Product Security