Update README.md

README.md

@@ -19,17 +19,6 @@ This repository contains a FLUX.1-dev text-to-image diffusion model stored in Or
 
 FLUX.1-dev is a powerful text-to-image generation model that uses a transformer-based architecture with dual text encoders (CLIP and T5) for enhanced text understanding and image generation capabilities.
 
-### Model Specifications
-
-- **Architecture**: Transformer-based diffusion model
-- **Hidden Dimension**: 3072
-- **Attention Heads**: 24
-- **Double Layers**: 19
-- **Single Layers**: 38
-- **Precision**: BFloat16
-- **Joint Attention Dimension**: 4096
-- **Pooled Projection Dimension**: 768
-- **In Channels**: 64
 
 ### Components
 
@@ -45,6 +34,21 @@ This model includes the following components:
 
 To use this model, you should use the **Diffuse** library, which provides an easy-to-use interface for FLUX models.
 
+### Tutorial
+
+For a comprehensive tutorial on using FLUX models with Diffuse, please refer to:
+**[FLUX Tutorial Documentation](https://diffuse.readthedocs.io/en/latest/flux_tutorial.html)**
+
+## Resources
+
+- **Diffuse Library**: [https://github.com/jcopo/diffuse](https://github.com/jcopo/diffuse)
+- **Documentation**: [https://diffuse.readthedocs.io/](https://diffuse.readthedocs.io/)
+- **FLUX Tutorial**: [https://diffuse.readthedocs.io/en/latest/flux_tutorial.html](https://diffuse.readthedocs.io/en/latest/flux_tutorial.html)
+
+## Model Format
+
+This model is stored in **Orbax checkpoint format**, optimized for JAX/Flax frameworks. The Diffuse library handles loading and inference automatically.
+
 ### Installation
 
 Install the Diffuse library:
@@ -146,27 +150,18 @@ img = Image.fromarray((image * 255).astype('uint8'))
 img.save("output.png")
 ```
 
-### Tutorial
-
-For a comprehensive tutorial on using FLUX models with Diffuse, please refer to:
-**[FLUX Tutorial Documentation](https://diffuse.readthedocs.io/en/latest/flux_tutorial.html)**
-
-## Resources
-
-- **Diffuse Library**: [https://github.com/jcopo/diffuse](https://github.com/jcopo/diffuse)
-- **Documentation**: [https://diffuse.readthedocs.io/](https://diffuse.readthedocs.io/)
-- **FLUX Tutorial**: [https://diffuse.readthedocs.io/en/latest/flux_tutorial.html](https://diffuse.readthedocs.io/en/latest/flux_tutorial.html)
-
-## Model Format
 
-This model is stored in **Orbax checkpoint format**, optimized for JAX/Flax frameworks. The Diffuse library handles loading and inference automatically.
-
-## Requirements
+### Model Specifications
 
-- JAX/Flax
-- Diffuse library
-- huggingface_hub
-- Python 3.8+
+- **Architecture**: Transformer-based diffusion model
+- **Hidden Dimension**: 3072
+- **Attention Heads**: 24
+- **Double Layers**: 19
+- **Single Layers**: 38
+- **Precision**: BFloat16
+- **Joint Attention Dimension**: 4096
+- **Pooled Projection Dimension**: 768
+- **In Channels**: 64
 
 ## License