GPU, HGX, DGX, and NVL are not interchangeable

These labels sit at different integration levels. Comparing them as if they were four GPU models produces bad conclusions about capacity, networking, deployment, and price.

Updated Core source baseline How we verify claims

A practical integration ladder

Component

GPU

The processor or an accelerator product built around it. Exact form factor and memory still matter.

Base platform

HGX

A multi-GPU server platform used by system builders; it is not a complete end-user deployment by itself.

System

DGX

An NVIDIA-branded integrated system with a defined hardware and software configuration.

Rack scale

NVL

A tightly integrated multi-system configuration whose claim must name the exact generation and topology.

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Four common comparison errors

  • Using total rack memory beside per-GPU memory without labeling units.
  • Comparing an announced rack configuration with a currently shipping accelerator.
  • Treating an architecture family as a single product specification.
  • Ignoring networking, power, cooling, software, and provider constraints.
[23][13]

A claim template that survives scrutiny

As of [observation date], [source owner] describes [exact product or system] at the [component / module / server / rack / cloud] level as [announced / sampling / shipping / generally available] for [named market or provider].

If any bracket is unknown, keep it unknown. Do not fill the gap with a broader marketing label.

Rubin examples preserve the system boundary

NVIDIA’s Tile IR table names HGX Rubin NVL8 and Vera Rubin NVL72 as Rubin targets. These system labels do not identify an individual retail graphics card. Its preview qualification applies to that software path; consult system documentation separately for configuration and availability.

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Evidence trail

Sources used on this page

Source class describes ownership and form. It is not a reliability score.

  1. NVIDIA announces Hopper architecture

    NVIDIA Newsroom · 2022-03-22

    Company statement
  2. NVIDIA Blackwell platform announcement

    NVIDIA Newsroom · 2024-03-18

    Company statement
  3. NVIDIA completes acquisition of Mellanox

    NVIDIA Newsroom · 2020-04-27

    Company statement
  4. GeForce RTX 4090 specifications

    NVIDIA · Reviewed 2026-10-08

    Official product specifications
  5. GeForce RTX 5090 specifications

    NVIDIA · Reviewed 2026-10-08

    Official product specifications
  6. NVIDIA networking portfolio

    NVIDIA · Reviewed 2026-10-08

    Official product page
  7. Tile IR 13.4 hardware targets and preview scope

    NVIDIA · Reviewed 2026-10-08

    Official documentation
  8. Vera Rubin production-ramp announcement

    NVIDIA · 2026-05-31

    Official documentation

Core source registry dated ; later page and record revisions carry their own dates. An inaccessible link triggers source maintenance.