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12 changes: 6 additions & 6 deletions notebooks/flux.1-image-generation/README.md
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# Image generation with Flux.1 and OpenVINO

Flux is a AI image generation model developed by [Black Forest Labs](https://blackforestlabs.ai/our-team/). It represents a significant advancement in AI-generated art, utilizing a hybrid architecture of [multimodal](https://arxiv.org/abs/2403.03206) and [parallel](https://arxiv.org/abs/2302.05442) [diffusion transformer](https://arxiv.org/abs/2212.09748) blocks and scaled to 12B parameter. The model offers state-of-the-art performance image generation with top of the line prompt following, visual quality, image detail and output diversity.More details about model can be found in [blog post](https://blackforestlabs.ai/announcing-black-forest-labs/) and [original repo](https://github.com/black-forest-labs/flux)
Flux is an AI image generation model developed by [Black Forest Labs](https://blackforestlabs.ai/our-team/). It represents a significant advancement in AI-generated art, utilizing a hybrid architecture of [multimodal](https://arxiv.org/abs/2403.03206) and [parallel](https://arxiv.org/abs/2302.05442) [diffusion transformer](https://arxiv.org/abs/2212.09748) blocks and scaled to 12B parameter. The model offers state-of-the-art performance image generation with top-of-the-line prompt following, visual quality, image detail, and output diversity. More information about the model can be found in [blog post](https://blackforestlabs.ai/announcing-black-forest-labs/) and [original repo](https://github.com/black-forest-labs/flux).

<img src="https://raw.githubusercontent.com/black-forest-labs/flux/main/assets/grid.jpg" width="1024" height="800">
<img src="https://raw.githubusercontent.com/black-forest-labs/flux/main/assets/grid.jpg" width="1024">

In this tutorial we consider how to convert and optimized Flux.1 model using OpenVINO.
In this tutorial, we consider how to convert and optimize Flux.1 model using OpenVINO.

>**Note**: Some demonstrated models can require at least 32GB RAM for conversion and running.

### Notebook Contents

In this demonstration you will learn how to perform text-to-image generation using Flux.1 and OpenVINO.
In this demonstration, you will learn how to perform text-to-image generation using Flux.1 and OpenVINO.

Example of model work:

Expand All @@ -30,7 +30,7 @@ The tutorial consists of the following steps:
## Installation Instructions

This is a self-contained example that relies solely on its own code.</br>
We recommend running the notebook in a virtual environment. You only need a Jupyter server to start.
For details, please refer to [Installation Guide](../../README.md).
We recommend running the notebook in a virtual environment. You only need a Jupyter server to start.
For further details, please refer to [Installation Guide](../../README.md).

<img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=5b5a4db0-7875-4bfb-bdbd-01698b5b1a77&file=notebooks/flux.1-image-generation/README.md" />