Update README.md

README.md

@@ -74,32 +74,12 @@ datasets:
 
 
 
----
-
-## Soundtrack 
-
-# Song title "LuvDiffuser" by Hawkwind
-
-<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/FwKAg0dSCDviApjx_CMgt.mpga"></audio>
-
-He also took the lyrics and used them as image prompt with the_artist at 0.8, flux.1/schnell with dpm++ 2s A karras in 5 steps, guidance 3.5 and cfg 6:
-
-<div style="display: flex; justify-content: space-between;">
-  <img src="https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/QPNy-6qNnsIUWfFct5TzQ.png" alt="luvdiffuser.png" width="400px">
-  <img src="https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/dUdxh8l2x9jcI_reiax4d.png" alt="luvdiffuser2.png" width="400px">
-</div>
-
-Caption for the first image:
-<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/wJbug38XZWLMQjFS-NdKw.mpga"></audio>
-
-
----
----
-
 # Model description 
 
 Experimental version for Flux.
 
+With enough creativity and prompting, "the Artist" can help you generate images for diverse types and processes inside the Neural Network in an artistic/abstract way.
+
 Ever wanted to create artistic representation of Neural Networks such as Transformers to explain how they work in a fashion viewers can understand it? Now you can:
 
 # The Colours of Attention
@@ -121,13 +101,6 @@ Model: FusionV2 (Flux Schnell)
 
 ![877380083466164041.png](https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/OS2uOizdVHTmsHWTwYDnw.png)
 
----
-
-Disclaimer:
-
-This model is provided “as is” without any warranty. The creators are not responsible for any misuse or unintended consequences of using this model.
-
----
 
 This image Lora model should mainly be used for research and educational needs.
 
@@ -136,12 +109,43 @@ banners, posters.
 
 Derivative works are accepted, allowing an educator to edit the images to add captions or fix/change specific traits.
 
-With enough creativity and prompting, "the Artist" can help you generate images for diverse types and processes inside the Neural Network in an artistic/abstract way.
-
 The training model was presented with a dataset showcasing artistic interpretations of latent spaces, U-Nets, convolutions, diffusers and even transformers. 
 
 Any feedback and ideas on how we could enhance and approach related process are very welcome.
 
+---
+
+## Soundtrack 
+
+# Song title "LuvDiffuser" by Hawkwind
+
+<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/FwKAg0dSCDviApjx_CMgt.mpga"></audio>
+
+He also took the lyrics and used them as image prompt with the_artist at 0.8, flux.1/schnell with dpm++ 2s A karras in 5 steps, guidance 3.5 and cfg 6:
+
+<div style="display: flex; justify-content: space-between;">
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/QPNy-6qNnsIUWfFct5TzQ.png" alt="luvdiffuser.png" width="400px">
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/dUdxh8l2x9jcI_reiax4d.png" alt="luvdiffuser2.png" width="400px">
+</div>
+
+Caption for the first image:
+<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6740a691ddc2c8e208a41102/wJbug38XZWLMQjFS-NdKw.mpga"></audio>
+
+
+---
+---
+
+
+---
+
+Disclaimer:
+
+This model is provided “as is” without any warranty. The creators are not responsible for any misuse or unintended consequences of using this model.
+
+---
+
+
+
 ---
 
 For extra information, please proceed to Illustrious version: