bria_fibo.md

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# Bria Fibo

Text-to-image models have mastered imagination - but not control. FIBO changes that.

FIBO is trained on structured JSON captions up to 1,000+ words and designed to understand and control different visual parameters such as lighting, composition, color, and camera settings, enabling precise and reproducible outputs.

With only 8 billion parameters, FIBO provides a new level of image quality, prompt adherence and proffesional control.

FIBO is trained exclusively on a structured prompt and will not work with freeform text prompts.
you can use the [FIBO-VLM-prompt-to-JSON](https://huggingface.co/briaai/FIBO-VLM-prompt-to-JSON) model or the [FIBO-gemini-prompt-to-JSON](https://huggingface.co/briaai/FIBO-gemini-prompt-to-JSON)  to convert your freeform text prompt to a structured JSON prompt.

> [!NOTE]
> Avoid using freeform text prompts directly with FIBO because it does not produce the best results.

Refer to the Bria Fibo Hugging Face [page](https://huggingface.co/briaai/FIBO) to learn more.


## Usage

_As the model is gated, before using it with diffusers you first need to go to the [Bria Fibo Hugging Face page](https://huggingface.co/briaai/FIBO), fill in the form and accept the gate. Once you are in, you need to login so that your system knows you’ve accepted the gate._

Use the command below to log in:

```bash
hf auth login
```


## BriaFiboPipeline

[[autodoc]] BriaFiboPipeline
	- all
	- __call__