Update Readme

README.md

@@ -1,8 +1,6 @@
-# Cog-SDXL
+# Cog-SDXL-LCM
 
-[![Replicate demo and cloud API](https://replicate.com/stability-ai/sdxl/badge)](https://replicate.com/stability-ai/sdxl)
-
-This is an implementation of Stability AI's [SDXL](https://github.com/Stability-AI/generative-models) as a [Cog](https://github.com/replicate/cog) model.
+This is an implementation of Stability AI's [SDXL](https://github.com/Stability-AI/generative-models) as a [Cog](https://github.com/replicate/cog) model with LCM LoRA for faster inference.
 
 ## Development
 
@@ -27,20 +25,4 @@ cog train -i input_images=@example_datasets/__data.zip -i use_face_detection_ins
 
 ```bash
 cog run -p 5000 python -m cog.server.http
-```
-
-## Update notes
-
-**2023-08-17**
-* ROI problem is fixed.
-* Now BLIP caption_prefix does not interfere with BLIP captioner.
-
-
-**2023-08-12**
-* Input types are inferred from input name extensions, or from the `input_images_filetype` argument
-* Preprocssing are now done with fp16, and if no mask is found, the model will use the whole image
-
-**2023-08-11**
-* Default to 768x768 resolution training
-* Rank as argument now, default to 32
-* Now uses Swin2SR `caidas/swin2SR-realworld-sr-x4-64-bsrgan-psnr` as default, and will upscale + downscale to 768x768
+```