Acoustic monitoringMusic and sound

OpenBEATs

A fully open reproduction of BEATs: code, training recipes and weights are all published. Teams pick it when they need a transparent base for their own sound model. The system does not make a diagnosis, it gives you a reason to check the unit before it fails.

Developer
Carnegie Mellon University and co-authors (the ESPnet project), USA
First release
Jul 2025
Latest release
Nov 2025
Sizes
base and large versions, exact sizes are listed on the model cards
License
Commercial use allowedCC BY 4.0
Running
On your own serverAlso runs without a GPU
Industries
Manufacturing and logistics, Science and research, Media and production, Software development
Deploy on your server Hugging Face

What it does

  • A transparent base for your own audio model
  • Fine-tuning on your own equipment recordings
  • Labelling sound events
  • Comparing approaches on your own data

Where it is used

Manufacturing and equipment maintenanceResearch and developmentMedia and audio archivesEducational projects

Hardware requirements

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

Versions

  1. Базовые и большие модели в ESPnet
  2. OpenBEATs, статья и первые веса

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.Hugging Face
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 OpenBEATs be used in a commercial project?

Yes. License: CC BY 4.0. It allows commercial use, but it is still worth having a lawyer review the license before launch.

What hardware does OpenBEATs need?

At minimum: Laptop or regular PC, up to 8 GB of VRAM — smaller versions. Some versions also run on an ordinary CPU, without a GPU. You can calculate the exact VRAM for your model size and context in the hardware calculator.

Does OpenBEATs support Russian?

Language does not matter for this model: it does not work with text.

Where can I download OpenBEATs and what does it cost?

The OpenBEATs 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.

Similar models

Acoustic monitoringBEATsMicrosoft · USACommercial use allowed

A self-supervised sound understanding model that became the base for many current systems: teams take it as a starting point and fine-tune it on their own equipment sounds. The system does not make a diagnosis, it gives you a reason to check the unit before it fails.

DetailsAcoustic monitoringEATShanghai Jiao Tong University and Peng Cheng Laboratory · ChinaCommercial use allowed

A self-supervised sound understanding model that is markedly cheaper to train on your own data than its predecessors. The system does not make a diagnosis, it gives you a reason to check the unit before it fails.

DetailsAcoustic monitoringDashengXiaomi · ChinaCommercial use allowed

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Details

Source: huggingface.co/espnet/OpenBEATS-Base-i1-as2m. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.