diff --git a/README.md b/README.md
index a5c9d3f..5705d77 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
# Web-based UI for Stable Diffusion
-## Created by [sd-webui](https://github.com/sd-webui)
+## Created by [Sygil.Dev](https://github.com/sygil-dev)
-## [Visit sd-webui's Discord Server](https://discord.gg/gyXNe4NySY) [](https://discord.gg/gyXNe4NySY)
+## [Join us at Sygil.Dev's Discord Server](https://discord.gg/gyXNe4NySY) [](https://discord.gg/gyXNe4NySY)
## Installation instructions for:
@@ -11,7 +11,7 @@
### Want to ask a question or request a feature?
-Come to our [Discord Server](https://discord.gg/gyXNe4NySY) or use [Discussions](https://github.com/sd-webui/stable-diffusion-webui/discussions).
+Come to our [Discord Server](https://discord.gg/gyXNe4NySY) or use [Discussions](https://github.com/sygil-dev/stable-diffusion-webui/discussions).
## Documentation
@@ -21,7 +21,7 @@ Come to our [Discord Server](https://discord.gg/gyXNe4NySY) or use [Discussions]
Check the [Contribution Guide](CONTRIBUTING.md)
-[sd-webui](https://github.com/sd-webui) main devs:
+[sygil-dev](https://github.com/sygil-dev) main devs:
*  [hlky](https://github.com/hlky)
* [ZeroCool940711](https://github.com/ZeroCool940711)
@@ -29,23 +29,15 @@ Check the [Contribution Guide](CONTRIBUTING.md)
### Project Features:
-* Two great Web UI's to choose from: Streamlit or Gradio
-
-* No more manually typing parameters, now all you have to do is write your prompt and adjust sliders
-
* Built-in image enhancers and upscalers, including GFPGAN and realESRGAN
-
+* Generator Preview: See your image as its being made
* Run additional upscaling models on CPU to save VRAM
-* Textual inversion 🔥: [info](https://textual-inversion.github.io/) - requires enabling, see [here](https://github.com/hlky/sd-enable-textual-inversion), script works as usual without it enabled
+* Textual inversion: [Reaserch Paper](https://textual-inversion.github.io/)
-* Advanced img2img editor with Mask and crop capabilities
-
-* Mask painting 🖌️: Powerful tool for re-generating only specific parts of an image you want to change (currently Gradio only)
-
-* More diffusion samplers 🔥🔥: A great collection of samplers to use, including:
+* K-Diffusion Samplers: A great collection of samplers to use, including:
- - `k_euler` (Default)
+ - `k_euler`
- `k_lms`
- `k_euler_a`
- `k_dpm_2`
@@ -54,35 +46,31 @@ Check the [Contribution Guide](CONTRIBUTING.md)
- `PLMS`
- `DDIM`
-* Loopback ➿: Automatically feed the last generated sample back into img2img
+* Loopback: Automatically feed the last generated sample back into img2img
-* Prompt Weighting 🏋️: Adjust the strength of different terms in your prompt
+* Prompt Weighting & Negative Prompts: Gain more control over your creations
-* Selectable GPU usage with `--gpu `
+* Selectable GPU usage from Settings tab
-* Memory Monitoring 🔥: Shows VRAM usage and generation time after outputting
+* Word Seeds: Use words instead of seed numbers
-* Word Seeds 🔥: Use words instead of seed numbers
+* Automated Launcher: Activate conda and run Stable Diffusion with a single command
-* CFG: Classifier free guidance scale, a feature for fine-tuning your output
-
-* Automatic Launcher: Activate conda and run Stable Diffusion with a single command
-
-* Lighter on VRAM: 512x512 Text2Image & Image2Image tested working on 4GB
+* Lighter on VRAM: 512x512 Text2Image & Image2Image tested working on 4GB (with *optimized* mode enabled in Settings)
* Prompt validation: If your prompt is too long, you will get a warning in the text output field
-* Copy-paste generation parameters: A text output provides generation parameters in an easy to copy-paste form for easy sharing.
-
-* Correct seeds for batches: If you use a seed of 1000 to generate two batches of two images each, four generated images will have seeds: `1000, 1001, 1002, 1003`.
+* Sequential seeds for batches: If you use a seed of 1000 to generate two batches of two images each, four generated images will have seeds: `1000, 1001, 1002, 1003`.
* Prompt matrix: Separate multiple prompts using the `|` character, and the system will produce an image for every combination of them.
-* Loopback for Image2Image: A checkbox for img2img allowing to automatically feed output image as input for the next batch. Equivalent to saving output image, and replacing input image with it.
+* [Gradio] Advanced img2img editor with Mask and crop capabilities
-# Stable Diffusion Web UI
+* [Gradio] Mask painting 🖌️: Powerful tool for re-generating only specific parts of an image you want to change (currently Gradio only)
-A fully-integrated and easy way to work with Stable Diffusion right from a browser window.
+# SD WebUI
+
+An easy way to work with Stable Diffusion right from your browser.
## Streamlit
@@ -90,30 +78,41 @@ A fully-integrated and easy way to work with Stable Diffusion right from a brows
**Features:**
-- Clean UI with an easy to use design, with support for widescreen displays.
-- Dynamic live preview of your generations
-- Easily customizable presets right from the WebUI (Coming Soon!)
-- An integrated gallery to show the generations for a prompt or session (Coming soon!)
-- Better optimization VRAM usage optimization, less errors for bigger generations.
-- Text2Video - Generate video clips from text prompts right from the WEb UI (WIP)
-- Concepts Library - Run custom embeddings others have made via textual inversion.
-- Actively being developed with new features being added and planned - Stay Tuned!
-- Streamlit is now the new primary UI for the project moving forward.
-- *Currently in active development and still missing some of the features present in the Gradio Interface.*
+- Clean UI with an easy to use design, with support for widescreen displays
+- *Dynamic live preview* of your generations
+- Easily customizable defaults, right from the WebUI's Settings tab
+- An integrated gallery to show the generations for a prompt
+- *Optimized VRAM* usage for bigger generations or usage on lower end GPUs
+- *Text2Video:* Generate video clips from text prompts right from the WebUI (WIP)
+- *Concepts Library:* Run custom embeddings others have made via textual inversion.
+- **Currently in development: [Stable Hord](https://stablehorde.net/) integration; ImgLab, batch inputs, & mask editor from Gradio
+
+**Prompt Weights & Negative Prompts:**
+
+To give a token (tag recognized by the AI) a specific or increased weight (emphasis), add `:0.##` to the prompt, where `0.##` is a decimal that will specify the weight of all tokens before the colon.
+Ex: `cat:0.30, dog:0.70` or `guy riding a bicycle :0.7, incoming car :0.30`
+
+Negative prompts can be added by using `###` , after which any tokens will be seen as negative.
+Ex: `cat playing with string ### yarn` will negate `yarn` from the generated image.
+
+Negatives are a very powerful tool to get rid of contextually similar or related topics, but **be careful when adding them since the AI might see connections you can't**, and end up outputting gibberish
+
+**Tip:* Try using the same seed with different prompt configurations or weight values see how the AI understands them, it can lead to prompts that are more well-tuned and less prone to error.
Please see the [Streamlit Documentation](docs/4.streamlit-interface.md) to learn more.
-## Gradio
+## Gradio [Legacy]
**Features:**
-- Older UI design that is fully functional and feature complete.
+- Older UI that is functional and feature complete.
- Has access to all upscaling models, including LSDR.
- Dynamic prompt entry automatically changes your generation settings based on `--params` in a prompt.
- Includes quick and easy ways to send generations to Image2Image or the Image Lab for upscaling.
-- *Note, the Gradio interface is no longer being actively developed and is only receiving bug fixes.*
+
+**Note: the Gradio interface is no longer being actively developed by Sygil.Dev and is only receiving bug fixes.**
Please see the [Gradio Documentation](docs/5.gradio-interface.md) to learn more.
@@ -157,7 +156,7 @@ Please see the [Image Enhancers Documentation](docs/6.image_enhancers.md) to lea
-----
-### *Original Information From The Stable Diffusion Repo*
+### *Original Information From The Stable Diffusion Repo:*
# Stable Diffusion