FinanceText

FinMA (PIXIU)

One of the first open model families for financial text: reading statements, news and questions about numbers. Not investment advice: decisions are made by a specialist.

Developer
The Fin AI / ChanceFocus, international project
First release
Jun 2023
Latest release
Nov 2024
Sizes
0.5B – 30B
License
Commercial use with conditionsMIT on the model cards; the Llama base models come with their own license
Russian
Not supported
Running
On your own serverNeeds a GPU
Industries
Finance, Science and research, Documents and accounting
Deploy on your server Hugging Face GitHub

What it does

  • Reading financial statements and press releases
  • Answering questions about numeric data in documents
  • Classifying financial texts

Where it is used

Finance departmentsAudit and consultingResearch groups

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
fits

Versions

  1. FinMA-0.5B
  2. FinMA-7B-NLP и FinMA-7B-full (перевыпуск)
  3. FinMA-7B и FinMA-30B

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 FinMA (PIXIU) be used in a commercial project?

With conditions. License: MIT on the model cards; the Llama base models come with their own license. Restrictions vary — region, company revenue, attribution requirements. Have a lawyer check the terms before a commercial launch.

What hardware does FinMA (PIXIU) need?

At minimum: Laptop or regular PC, up to 8 GB of VRAM — smaller 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 FinMA (PIXIU) support Russian?

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

Where can I download FinMA (PIXIU) and what does it cost?

The FinMA (PIXIU) 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: huggingface.co/ChanceFocus/finma-30b-nlp. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.