Update README.md

README.md

@@ -8,8 +8,6 @@ tags:
 license: creativeml-openrail-m
 
 ---
-**!!** model files uploaded hopefully soon **!!**
-
 # Starsector Portraits
 
 This is a fine-tuned Stable Diffusion model trained on images from the videogame Starsector
@@ -31,4 +29,9 @@ Even with the training I found it was still useful to include some other phrases
 
 # Sample images from the model:
 ![output Samples](https://huggingface.co/Severian-Void/Starsector-Portraits/resolve/main/patherflightschool.png)
-![output Samples](https://huggingface.co/Severian-Void/Starsector-Portraits/resolve/main/RandomPortraits.png)
+![output Samples](https://huggingface.co/Severian-Void/Starsector-Portraits/resolve/main/RandomPortraits.png)
+
+# File Version
+All version were trained using a hand labeled image set of 556 images with black/white backgrounds as well as flipped version of the same images
+
+Any checkpoint version with pploss in the name were trained with prior preservation loss enabled and a regularization set of 8000 portrait images comprised of photos/paintings/digitalart of humans in modern day attire.