InvokeAI/docs/index.md

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# ^^**InvokeAI: A Stable Diffusion Toolkit**^^ :tools: <br> <small>Formerly known as lstein/stable-diffusion</small>

![project logo](assets/logo.png)

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<a href="https://github.com/invoke-ai/InvokeAI">InvokeAI</a> is an
implementation of Stable Diffusion, the open source text-to-image and
image-to-image generator. It provides a streamlined process with
various new features and options to aid the image generation
process. It runs on Windows, Mac and Linux machines, and runs on GPU
cards with as little as 4 GB or RAM.

**Quick links**: [<a href="https://discord.gg/NwVCmKwY">Discord Server</a>] [<a href="https://github.com/invoke-ai/InvokeAI/">Code and Downloads</a>] [<a href="https://github.com/invoke-ai/InvokeAI/issues">Bug Reports</a>] [<a href="https://github.com/invoke-ai/InvokeAI/discussions">Discussion, Ideas & Q&A</a>]

<div align="center"><img src="assets/invoke-web-server-1.png" width=640></div>

!!! note

    This fork is rapidly evolving. Please use the [Issues tab](https://github.com/invoke-ai/InvokeAI/issues) to report bugs and make feature requests. Be sure to use the provided templates. They will help aid diagnose issues faster.

## :octicons-package-dependencies-24: Installation

This fork is supported across multiple platforms. You can find individual installation instructions
below.

- :fontawesome-brands-linux: [Linux](installation/INSTALL_LINUX.md)
- :fontawesome-brands-windows: [Windows](installation/INSTALL_WINDOWS.md)
- :fontawesome-brands-apple: [Macintosh](installation/INSTALL_MAC.md)

## :fontawesome-solid-computer: Hardware Requirements

### :octicons-cpu-24: System

You wil need one of the following:

- :simple-nvidia: An NVIDIA-based graphics card with 4 GB or more VRAM memory.
- :fontawesome-brands-apple: An Apple computer with an M1 chip.

### :fontawesome-solid-memory: Memory

- At least 12 GB Main Memory RAM.

### :fontawesome-regular-hard-drive: Disk

- At least 12 GB of free disk space for the machine learning model, Python, and all its dependencies.

!!! note

    If you are have a Nvidia 10xx series card (e.g. the 1080ti), please run the invoke script in
    full-precision mode as shown below.

    Similarly, specify full-precision mode on Apple M1 hardware.

    To run in full-precision mode, start `invoke.py` with the `--full_precision` flag:

    ```bash
    (invokeai) ~/InvokeAI$ python scripts/invoke.py --full_precision
    ```
## :octicons-log-16: Latest Changes

### v2.0.0 <small>(9 October 2022)</small>
- `dream.py` script renamed `invoke.py`. A `dream.py` script wrapper remains
    for backward compatibility.
- Completely new WebGUI - launch with `python3 scripts/invoke.py --web`
- Support for <a href="https://github.com/invoke-ai/InvokeAI/blob/main/docs/features/INPAINTING.md">inpainting</a> and <a href="https://github.com/invoke-ai/InvokeAI/blob/main/docs/features/OUTPAINTING.md">outpainting</a>
- img2img runs on all k* samplers
- Support for <a href="https://github.com/invoke-ai/InvokeAI/blob/main/docs/features/PROMPTS.md#negative-and-unconditioned-prompts">negative prompts</a>
- Support for CodeFormer face reconstruction
- Support for Textual Inversion on Macintoshes
- Support in both WebGUI and CLI for <a href="https://github.com/invoke-ai/InvokeAI/blob/main/docs/features/POSTPROCESS.md">post-processing of previously-generated images</a>
    using facial reconstruction, ESRGAN upscaling, outcropping (similar to DALL-E infinite canvas),
    and "embiggen" upscaling. See the `!fix` command.
- New `--hires` option on `invoke>` line allows <a href="https://github.com/invoke-ai/InvokeAI/blob/main/docs/features/CLI.m#this-is-an-example-of-txt2img">larger images to be created without duplicating elements</a>, at the cost of some performance.
- New `--perlin` and `--threshold` options allow you to add and control variation
    during image generation (see <a href="https://github.com/invoke-ai/InvokeAI/blob/main/docs/features/OTHER.md#thresholding-and-perlin-noise-initialization-options">Thresholding and Perlin Noise Initialization</a>
- Extensive metadata now written into PNG files, allowing reliable regeneration of images
    and tweaking of previous settings.
- Command-line completion in `invoke.py` now works on Windows, Linux and Mac platforms.
- Improved <a href="https://github.com/invoke-ai/InvokeAI/blob/main/docs/features/CLI.m">command-line completion behavior</a>.
    New commands added:
       * List command-line history with `!history`
       * Search command-line history with `!search`
       * Clear history with `!clear`
- Deprecated `--full_precision` / `-F`. Simply omit it and `invoke.py` will auto
    configure. To switch away from auto use the new flag like `--precision=float32`.

### v1.14 <small>(11 September 2022)</small>

- Memory optimizations for small-RAM cards. 512x512 now possible on 4 GB GPUs.
- Full support for Apple hardware with M1 or M2 chips.
- Add "seamless mode" for circular tiling of image. Generates beautiful effects.
  ([prixt](https://github.com/prixt)).
- Inpainting support.
- Improved web server GUI.
- Lots of code and documentation cleanups.

### v1.13 <small>(3 September 2022</small>

- Support image variations (see [VARIATIONS](features/VARIATIONS.md)
  ([Kevin Gibbons](https://github.com/bakkot) and many contributors and reviewers)
- Supports a Google Colab notebook for a standalone server running on Google hardware
  [Arturo Mendivil](https://github.com/artmen1516)
- WebUI supports GFPGAN/ESRGAN facial reconstruction and upscaling
  [Kevin Gibbons](https://github.com/bakkot)
- WebUI supports incremental display of in-progress images during generation
  [Kevin Gibbons](https://github.com/bakkot)
- A new configuration file scheme that allows new models (including upcoming stable-diffusion-v1.5)
  to be added without altering the code. ([David Wager](https://github.com/maddavid12))
- Can specify --grid on invoke.py command line as the default.
- Miscellaneous internal bug and stability fixes.
- Works on M1 Apple hardware.
- Multiple bug fixes.

For older changelogs, please visit the **[CHANGELOG](features/CHANGELOG.md)**.

## :material-target: Troubleshooting

Please check out our **[:material-frequently-asked-questions: Q&A](help/TROUBLESHOOT.md)** to get solutions for common installation
problems and other issues.

## :octicons-repo-push-24: Contributing

Anyone who wishes to contribute to this project, whether documentation, features, bug fixes, code
cleanup, testing, or code reviews, is very much encouraged to do so. If you are unfamiliar with how
to contribute to GitHub projects, here is a
[Getting Started Guide](https://opensource.com/article/19/7/create-pull-request-github).

A full set of contribution guidelines, along with templates, are in progress, but for now the most
important thing is to **make your pull request against the "development" branch**, and not against
"main". This will help keep public breakage to a minimum and will allow you to propose more radical
changes.

## :octicons-person-24: Contributors

This fork is a combined effort of various people from across the world.
[Check out the list of all these amazing people](other/CONTRIBUTORS.md). We thank them for their
time, hard work and effort.

## :octicons-question-24: Support

For support, please use this repository's GitHub Issues tracking service. Feel free to send me an
email if you use and like the script.

Original portions of the software are Copyright (c) 2020
[Lincoln D. Stein](https://github.com/lstein)

## :octicons-book-24: Further Reading

Please see the original README for more information on this software and underlying algorithm,
located in the file [README-CompViz.md](other/README-CompViz.md).