diff --git a/.gitattributes b/.gitattributes
index 6a4082c..339b243 100644
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diff --git a/README.md b/README.md
index b679f64..d5bb197 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@ library_name: diffusers
 pipeline_tag: text-to-image
 ---
 
-<img src="https://huggingface.co/ostris/OpenFLUX.1/resolve/main/assets/banner_0_1_0-0.png" style="max-width: 100%;">
+<img src="https://huggingface.co/ostris/OpenFLUX.1/resolve/main/assets/banner_0_1_0-2.png" style="max-width: 100%;">
 
 <div style="color: #f0b800;">
   
@@ -20,9 +20,13 @@ After numerous iterations and spending way too much of my own money on compute t
 
 This is a fine tune of the [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) model that has had the distillation trained out of it. Flux Schnell is licensed Apache 2.0, but it is a distilled model, meaning you cannot fine-tune it. However, it is an amazing model that can generate amazing images in 1-4 steps. This is an attempt to remove the distillation to create an open source, permissivle licensed model that can be fine tuned. 
 
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+
+
 ## How to Use
 
 Since the distillation has been fine tuned out of the model, it uses classic CFG. Since it requires CFG, it will require a different pipeline than the original FLUX.1 schnell and dev models. This pipeline can be found in open_flux_pipeline.py in this repo. I will be adding example code in the next few days, but for now, a cfg of 3.5 seems to work well. 
 
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