CybersecurityFinanceTabular data

NVIDIA Morpheus (набор моделей)

An open NVIDIA bundle: a card-transaction graph plus a classifier, a profile of normal user behaviour, log parsing and root-cause search. A human makes the decision on a disputed operation; automatic blocking without review is not acceptable.

Developer
NVIDIA, USA
First release
Apr 2022
Latest release
Jun 2025
Sizes
from a few megabytes (tree-based models) up to BERT-based classifiers
License
Commercial use allowedApache 2.0
Russian
Not supported
Running
On your own serverNeeds a GPU
Industries
Finance, Security, Software development
Deploy on your server GitHub

What it does

  • Highlighting suspicious card operations taking participant links into account
  • Tracking deviations of an account from its usual behaviour
  • Parsing logs and finding the root cause of an incident
  • Checking emails for signs of a fraudulent campaign

Where it is used

Banks and payment servicesInformation securityLarge IT departments

Hardware requirements

LaptopLaptop or regular PC, up to 8 GB of VRAM — smaller versions
no versions
1 GPUOne GPU with 16–80 GB — mid-size versions
fits
ClusterServer with several GPUs — flagship versions
no versions

Versions

  1. Morpheus 25.06
  2. Morpheus 25.02
  3. Morpheus 24.10
  4. Morpheus 23.03
  5. Morpheus 22.04, первый публичный выпуск

How to run it

On your own serverWeights are downloaded from Hugging Face and served with vLLM (load and API) or llama.cpp (modest hardware). The model then runs in a closed network with no per-request fees.
How much hardware you needCalculate the VRAM for the model size, context length and number of concurrent requests.Open the hardware calculator

I can set this up end to end: pick the model size, deploy it on your server and connect it to your systems.

Frequently asked questions

Can NVIDIA Morpheus (набор моделей) be used in a commercial project?

Yes. License: Apache 2.0. It allows commercial use, but it is still worth having a lawyer review the license before launch.

What hardware does NVIDIA Morpheus (набор моделей) need?

At minimum: One GPU with 16–80 GB — mid-size versions. Without a GPU the model is not practical. You can calculate the exact VRAM for your model size and context in the hardware calculator.

Does NVIDIA Morpheus (набор моделей) support Russian?

No. The developer documentation lists the supported languages and Russian is not among them.

Where can I download NVIDIA Morpheus (набор моделей) and what does it cost?

The NVIDIA Morpheus (набор моделей) weights are open and free to download. You only pay for the hardware it runs on and for the setup. Source links are at the bottom of this page.

How I deploy it for clients

  1. SelectionI pick the model size for your task and hardware and test it on your examples.
  2. DeploymentI deploy it on your server or in a closed network and provide an API.
  3. Fine-tuningI fine-tune it on your data (LoRA) or connect a knowledge base — whichever is cheaper for the task.
  4. IntegrationI connect it to your CRM, ERP, bot, website or team chat and set up monitoring.

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Details

Source: github.com/nv-morpheus/Morpheus/tree/branch-25.10/models. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.