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	Fix multiple grammar & spelling errors in ReadMe
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							| @ -25,14 +25,14 @@ A browser interface based on Gradio library for Stable Diffusion. | ||||
| - Resizing aspect ratio options | ||||
| - Sampling method selection | ||||
| - Interrupt processing at any time | ||||
| - 4GB videocard support | ||||
| - 4GB video card support | ||||
| - Correct seeds for batches | ||||
| - Prompt length validation | ||||
| - Generation parameters added as text to PNG | ||||
| - Tab to view an existing picture's generation parameters | ||||
| - Settings page | ||||
| - Running custom code from UI | ||||
| - Mouseover hints fo most UI elements | ||||
| - Mouseover hints for most UI elements | ||||
| - Possible to change defaults/mix/max/step values for UI elements via text config | ||||
| - Random artist button | ||||
| - Tiling support: UI checkbox to create images that can be tiled like textures | ||||
| @ -46,7 +46,7 @@ A browser interface based on Gradio library for Stable Diffusion. | ||||
| ## Installing and running | ||||
| 
 | ||||
| You need [python](https://www.python.org/downloads/windows/) and [git](https://git-scm.com/download/win) | ||||
| installed to run this, and an NVidia videocard. | ||||
| installed to run this, and an NVidia video card. | ||||
| 
 | ||||
| You need `model.ckpt`, Stable Diffusion model checkpoint, a big file containing the neural network weights. You | ||||
| can obtain it from the following places: | ||||
| @ -68,7 +68,7 @@ RealESRGAN into the directory with ESRGAN models. Thank you. | ||||
| - install [git](https://git-scm.com/download/win) | ||||
| - place `model.ckpt` into webui directory, next to `webui.bat`. | ||||
| - _*(optional)*_ place `GFPGANv1.3.pth` into webui directory, next to `webui.bat`. | ||||
| - run `webui-user.bat` from Windows Explorer. Run it as normal user, ***not*** as administrator. | ||||
| - run `webui-user.bat` from Windows Explorer. Run it as a normal user, ***not*** as administrator. | ||||
| 
 | ||||
| #### Troubleshooting | ||||
| 
 | ||||
| @ -100,7 +100,7 @@ to inconveniences when the file is updated in the repository. | ||||
| The recommended way is to use another .bat file named anything you like, set the parameters you want in it, and run webui.bat from it. | ||||
| A `webui-user.bat` file included into the repository does exactly this. | ||||
| 
 | ||||
| Here is an example that runs the prgoram with `--opt-split-attention` argument: | ||||
| Here is an example that runs the program with `--opt-split-attention` argument: | ||||
| 
 | ||||
| ```commandline | ||||
| @echo off | ||||
| @ -137,14 +137,14 @@ also but the effect will likely be barely noticeable. | ||||
| 
 | ||||
| ### Running online | ||||
| 
 | ||||
| Use `--share` option to run online. You will get a xxx.app.gradio link. This is the intended way to use the | ||||
| Use the `--share` option to run online. You will get a xxx.app.gradio link. This is the intended way to use the | ||||
| program in collabs. You may set up authentication for said gradio shared instance with the flag `--gradio-auth username:password`, optionally providing multiple sets of usernames and passwords separated by commas. | ||||
| 
 | ||||
| Use `--listen` to make the server listen to network connections. This will allow computers on local newtork | ||||
| Use `--listen` to make the server listen to network connections. This will allow computers on the local network | ||||
| to access the UI, and if you configure port forwarding, also computers on the internet. | ||||
| 
 | ||||
| Use `--port xxxx` to make the server listen on a specific port, xxxx being the wanted port. Remember that | ||||
| all ports below 1024 needs root/admin rights, for this reason it is advised to use a port above 1024. | ||||
| all ports below 1024 need root/admin rights, for this reason it is advised to use a port above 1024. | ||||
| Defaults to port 7860 if available. | ||||
| 
 | ||||
| ### Google collab | ||||
| @ -214,10 +214,10 @@ pip install transformers==4.19.2 diffusers invisible-watermark --prefer-binary | ||||
| # install k-diffusion | ||||
| pip install git+https://github.com/crowsonkb/k-diffusion.git --prefer-binary | ||||
| 
 | ||||
| # (optional) install GFPGAN (face resoration) | ||||
| # (optional) install GFPGAN (face restoration) | ||||
| pip install git+https://github.com/TencentARC/GFPGAN.git --prefer-binary | ||||
| 
 | ||||
| # (optional) install requirements for CodeFormer (face resoration) | ||||
| # (optional) install requirements for CodeFormer (face restoration) | ||||
| pip install -r repositories/CodeFormer/requirements.txt --prefer-binary | ||||
| 
 | ||||
| # install requirements of web ui | ||||
| @ -235,9 +235,9 @@ dir model.ckpt | ||||
| dir GFPGANv1.3.pth | ||||
| ``` | ||||
| 
 | ||||
| > Note: the directory structure for manual instruction has been changed on 2022-09-09 to match automatic installation: previosuly | ||||
| > Note: the directory structure for manual instruction has been changed on 2022-09-09 to match automatic installation: previously | ||||
| > webui was in a subdirectory of stable diffusion, now it's the reverse. If you followed manual installation before the | ||||
| > chage, you can still use the program with you existing directory sctructure. | ||||
| > change, you can still use the program with your existing directory structure. | ||||
| 
 | ||||
| After that the installation is finished. | ||||
| 
 | ||||
| @ -259,7 +259,7 @@ After a while, you will get a message like this: | ||||
| Running on local URL:  http://127.0.0.1:7860/ | ||||
| ``` | ||||
| 
 | ||||
| Open the URL in browser, and you are good to go. | ||||
| Open the URL in a browser, and you are good to go. | ||||
| 
 | ||||
| 
 | ||||
| ### Windows 11 WSL2 instructions | ||||
|  | ||||
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