Image + textDocuments and OCR

A-Vision (Авито)

Avito's Russian-language model that understands images: describes photos, answers questions about an image, reads text on it. Based on Qwen2.5-VL, faster in Russian than the original.

Developer
Avito Tech, Russia
First release
Oct 2025
Latest release
Oct 2025
Sizes
7.4B
License
Commercial use allowedApache 2.0
Russian
Supported
Running
On your own serverNeeds a GPU
Industries
Retail and marketplaces, Marketing and content, Documents and accounting
Deploy on your server Hugging Face

What it does

  • Product descriptions from photos in Russian
  • Checking that a photo matches its description
  • Reading brands and text in images

Where it is used

Marketplaces and classifiedsProduct card moderationOnline store catalogs

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. A-Vision

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 A-Vision (Авито) 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 A-Vision (Авито) 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 A-Vision (Авито) support Russian?

Yes, Russian is listed on the model card.

Where can I download A-Vision (Авито) and what does it cost?

The A-Vision (Авито) 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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DetailsImage + textInternVLShanghai AI Laboratory (OpenGVLab) · ChinaCommercial use allowed

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DetailsImage + textMiniCPM-VOpenBMB (ModelBest and Tsinghua University) · ChinaCommercial use allowed

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Details

Source: huggingface.co/AvitoTech/avision. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.