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|  | 1 | +<!--Copyright 2025 The HuggingFace Team. All rights reserved. | 
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|  | 3 | +Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with | 
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|  | 6 | +http://www.apache.org/licenses/LICENSE-2.0 | 
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|  | 8 | +Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on | 
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|  | 12 | + | 
|  | 13 | +# Bria 3.2 | 
|  | 14 | + | 
|  | 15 | +Bria 3.2 is the next-generation commercial-ready text-to-image model. With just 4 billion parameters, it provides exceptional aesthetics and text rendering, evaluated to provide on par results to leading open-source models, and outperforming other licensed models. | 
|  | 16 | +In addition to being built entirely on licensed data, 3.2 provides several advantages for enterprise and commercial use: | 
|  | 17 | + | 
|  | 18 | +- Efficient Compute - the model is X3 smaller than the equivalent models in the market (4B parameters vs 12B parameters other open source models) | 
|  | 19 | +- Architecture Consistency: Same architecture as 3.1—ideal for users looking to upgrade without disruption. | 
|  | 20 | +- Fine-tuning Speedup: 2x faster fine-tuning on L40S and A100. | 
|  | 21 | + | 
|  | 22 | +Original model checkpoints for Bria 3.2 can be found [here](https://huggingface.co/briaai/BRIA-3.2). | 
|  | 23 | +Github repo for Bria 3.2 can be found [here](https://github.com/Bria-AI/BRIA-3.2). | 
|  | 24 | + | 
|  | 25 | +If you want to learn more about the Bria platform, and get free traril access, please visit [bria.ai](https://bria.ai). | 
|  | 26 | + | 
|  | 27 | + | 
|  | 28 | +## Usage | 
|  | 29 | + | 
|  | 30 | +_As the model is gated, before using it with diffusers you first need to go to the [Bria 3.2 Hugging Face page](https://huggingface.co/briaai/BRIA-3.2), 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._ | 
|  | 31 | + | 
|  | 32 | +Use the command below to log in: | 
|  | 33 | + | 
|  | 34 | +```bash | 
|  | 35 | +hf auth login | 
|  | 36 | +``` | 
|  | 37 | + | 
|  | 38 | + | 
|  | 39 | +## BriaPipeline | 
|  | 40 | + | 
|  | 41 | +[[autodoc]] BriaPipeline | 
|  | 42 | +	- all | 
|  | 43 | +	- __call__ | 
|  | 44 | + | 
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