Add Latent Diffusion & Image Lab (#17)

* Add Latent Diffusion & Image Lab

* Update versions

README.md

@@ -2,19 +2,23 @@
 
 Run Stable Diffusion on your machine with a nice UI without any hassle!
 
-This repository provides the [WebUI](https://github.com/hlky/stable-diffusion-webui) as docker for easy setup and deployment. Please note that this repo delivers all cutting-edge unstable changes from the WebUI, so expect some bugs.
+This repository provides the [WebUI](https://github.com/hlky/stable-diffusion-webui) as a docker image for easy setup and deployment. Please note that the WebUI is experimental and evolving quickly, so expect some bugs.
 
-### Features
+## Features
 
 - Interactive UI with many features, and more on the way!
 - Support for 6GB GPU cards.
 - GFPGAN for face reconstruction, RealESRGAN for super-sampling.
-- [Textual Inversion](https://github.com/hlky/sd-enable-textual-inversion)
+- Experimental:
+  - [Textual Inversion](https://github.com/hlky/sd-enable-textual-inversion)
+  - Latent Diffusion Super Resolution
+  - GoBig
+  - GoLatent
 - many more!
 
 ## Setup
 
-make sure you have docker installed and up to date. Download this repo and run:
+Make sure you have an **up to date** version of docker installed. Download this repo and run:
 
 ```
 docker compose build
@@ -25,15 +29,20 @@ you can let it build in the background while you download the different models
 - [Stable Diffusion v1.4 (4GB)](https://www.googleapis.com/storage/v1/b/aai-blog-files/o/sd-v1-4.ckpt?alt=media), rename to `model.ckpt`
 - (Optional) [GFPGANv1.3.pth (333MB)](https://github.com/TencentARC/GFPGAN/releases/download/v1.3.0/GFPGANv1.3.pth).
 - (Optional) [RealESRGAN_x4plus.pth (64MB)](https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth) and [RealESRGAN_x4plus_anime_6B.pth (18MB)](https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.2.4/RealESRGAN_x4plus_anime_6B.pth).
+- (Optional) [LDSR](https://heibox.uni-heidelberg.de/f/578df07c8fc04ffbadf3/?dl=1) and [its configuration file](https://heibox.uni-heidelberg.de/f/31a76b13ea27482981b4/?dl=1), rename to `LDSR.ckpt` and `LDSR.yaml` respectively.
+<!-- - (Optional) [RealESRGAN_x2plus.pth (64MB)](https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.1/RealESRGAN_x2plus.pth)
+- TODO: (I still need to find the RealESRGAN_x2plus_6b.pth) -->
 
 Put all of the downloaded files in the `models` folder, it should look something like this:
 
 ```
 models/
+├── model.ckpt
 ├── GFPGANv1.3.pth
 ├── RealESRGAN_x4plus.pth
 ├── RealESRGAN_x4plus_anime_6B.pth
-└── model.ckpt
+├── LDSR.ckpt
+└── LDSR.yaml
 ```
 
 ## Run
@@ -52,12 +61,9 @@ Note: the first start will take sometime as some other models will be downloaded
 
 in the `docker-compose.yml` you can change the `CLI_ARGS` variable, which contains the arguments that will be passed to the WebUI. By default: `--extra-models-cpu --optimized-turbo` are given, which allow you to use this model on a 6GB GPU. However, some features might not be available in the mode.
 
-[You can find the full list of arguments here](https://github.com/hlky/stable-diffusion/blob/c5b2c86f1479dec75b0e92dd37f9357a68594bda/scripts/webui.py)
+[You can find the full list of arguments here.](https://github.com/hlky/stable-diffusion/blob/d667ff52a36b4e79526f01555bfbf85428f334ce/scripts/webui.py)
 
-## FAQ
-
-- To enable [Textual Inversion](https://github.com/hlky/sd-enable-textual-inversion) remove `--optimize` and `--optimize-turbo` flags and add `--no-half`, [more info here](https://github.com/AbdBarho/stable-diffusion-webui-docker/issues/6).
-- If [output is a always green imagee](https://github.com/AbdBarho/stable-diffusion-webui-docker/issues/9), use `--precision full --no-half`.
+You can find fixes to common issues [in the wiki page.](https://github.com/AbdBarho/stable-diffusion-webui-docker/wiki/Main)
 
 # Disclaimer