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https://github.com/invoke-ai/InvokeAI
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remove feature list from index.md since in menu
fix double bs python path in cli.md and fix tables again add more keys in cli.md fix annotations in install_mac.md remove torchaudio from pythorch-nightly installation fix self reference
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@ -71,26 +71,26 @@ These command-line arguments can be passed to `dream.py` when you first run it f
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or Linux command line. Some set defaults that can be overridden on a per-prompt basis (see [List of
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or Linux command line. Some set defaults that can be overridden on a per-prompt basis (see [List of
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prompt arguments] (#list-of-prompt-arguments). Others
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prompt arguments] (#list-of-prompt-arguments). Others
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| Argument | Shortcut | Default | Description |
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Argument | Shortcut | Default | Description |
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| ------------------------- | ------------- | ----------------------------- | ------------------------------------------------------------------------------------------------------- |
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------------------------- | ------------- | ----------------------------- | ----------------------------------------------------------------------------------------------------- |
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| `--help` | `-h` | | Print a concise help message. |
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`--help` | `-h` | | Print a concise help message. |
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| `--outdir <path>` | `-o<path>` | `outputs/img_samples` | Location for generated images. |
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`--outdir <path>` | `-o<path>` | `outputs/img_samples` | Location for generated images. |
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| `--prompt_as_dir` | `-p` | `False` | Name output directories using the prompt text. |
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`--prompt_as_dir` | `-p` | `False` | Name output directories using the prompt text. |
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| `--from_file <path>` | | `None` | Read list of prompts from a file. Use "-" to read from<br>standard input |
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`--from_file <path>` | | `None` | Read list of prompts from a file. Use `-` to read from<br>standard input |
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| `--model <modelname>` | | `stable-diffusion-1.4` | Loads model specified in configs/models.yaml. Currently<br>one of "stable-diffusion-1.4" or "laion400m" |
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`--model <modelname>` | | `stable-diffusion-1.4` | Loads model specified in configs/models.yaml. Currently<br>one of "stable-diffusion-1.4" or "laion400m" |
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| `--full_precision` | `-F` | `False` | Run in slower full-precision mode. Needed for Macintosh<br>M1/M2 hardware and some older video cards. |
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`--full_precision` | `-F` | `False` | Run in slower full-precision mode. Needed for Macintosh<br>M1/M2 hardware and some older video cards. |
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| `--web` | | `False` | Start in web server mode |
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`--web` | | `False` | Start in web server mode |
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| `--host <ip addr>` | | `localhost` | Which network interface web server should listen on.<br>Set to 0.0.0.0 to listen on any. |
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`--host <ip addr>` | | `localhost` | Which network interface web server should listen on.<br>Set to 0.0.0.0 to listen on any. |
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| `--port <port>` | | `9090` | Which port web server should listen for requests on. |
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`--port <port>` | | `9090` | Which port web server should listen for requests on. |
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| `--config <path>` | | `configs/models.yaml` | Configuration file for models and their weights. |
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`--config <path>` | | `configs/models.yaml` | Configuration file for models and their weights. |
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| `--iterations <int>` | `-n<int>` | `1` | How many images to generate per prompt. |
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`--iterations <int>` | `-n<int>` | `1` | How many images to generate per prompt. |
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| `--grid` | `-g` | `False` | Save all image series as a grid rather than individually. |
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`--grid` | `-g` | `False` | Save all image series as a grid rather than individually. |
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| `--sampler <sampler>` | `-A<sampler>` | `k_lms` | Sampler to use. Use -h to get list of available samplers. |
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`--sampler <sampler>` | `-A<sampler>` | `k_lms` | Sampler to use. Use -h to get list of available samplers. |
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| `--seamless` | | `False` | Create interesting effects by tiling elements of the image. |
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`--seamless` | | `False` | Create interesting effects by tiling elements of the image. |
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| `--embedding_path <path>` | | `None` | Path to pre-trained embedding manager checkpoints,<br>for custom models |
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`--embedding_path <path>` | | `None` | Path to pre-trained embedding manager checkpoints,<br>for custom models |
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| `--gfpgan_dir` | | `src/gfpgan` | Path to where GFPGAN is installed. |
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`--gfpgan_dir` | | `src/gfpgan` | Path to where GFPGAN is installed. |
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| `--gfpgan_model_path` | | see bellow\* | Path to GFPGAN model file, relative to `--gfpgan_dir`. |
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`--gfpgan_model_path` | | see bellow\* | Path to GFPGAN model file, relative to `--gfpgan_dir`. |
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| `--device <device>` | `-d<device>` | `torch.cuda.current_device()` | Device to run SD on, e.g. "cuda:0" |
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`--device <device>` | `-d<device>` | `torch.cuda.current_device()` | Device to run SD on, e.g. "cuda:0" |
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\*`experiments/pretrained_models/GFPGANv1.3.pth`
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\*`experiments/pretrained_models/GFPGANv1.3.pth`
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@ -107,7 +107,7 @@ These arguments are deprecated but still work:
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On Windows systems, you may run into problems when passing the dream script standard backslashed
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On Windows systems, you may run into problems when passing the dream script standard backslashed
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path names because the Python interpreter treats `\` as an escape. You can either double your
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path names because the Python interpreter treats `\` as an escape. You can either double your
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slashes (ick): `C:\\\\path\\\\to\\\\my\\\\file`, or use Linux/Mac style forward slashes (better):
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slashes (ick): `C:\\path\\to\\my\\file`, or use Linux/Mac style forward slashes (better):
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`C:/path/to/my/file`.
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`C:/path/to/my/file`.
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### List of prompt arguments
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### List of prompt arguments
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@ -176,13 +176,13 @@ chain as the the reference image for each step in the chain.
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In addition to the command-line options recognized by txt2img, img2img accepts additional options:
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In addition to the command-line options recognized by txt2img, img2img accepts additional options:
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| Argument | Shortcut | Default | Description |
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| Argument | Shortcut | Default | Description |
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| --------------------- | ---------- | ------- | ------------------------------------------------------------------------------------------------------------------------------------------ |
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| --------------------- | ---------- | ------- | --------------------------------------------------------------------------------------------------------------------------------------------- |
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| `--init_img <path>` | `-I<path>` | `None` | Path to the initialization image |
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| `--init_img <path>` | `-I<path>` | `None` | Path to the initialization image |
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| `--init_color <path>` | | `None` | Path to reference image for color correction |
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| `--init_color <path>` | | `None` | Path to reference image for color correction |
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| `--fit` | `-F` | `False` | Scale the image to fit into the specified -H and -W dimensions |
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| `--fit` | `-F` | `False` | Scale the image to fit into the specified -H and -W dimensions |
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| `--strength <float>` | `-f<float>` | `0.75` | How hard to try to match the prompt to the initial image. Ranges from 0.0-0.99, with higher values replacing the initial image completely. |
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| `--strength <float>` | `-f<float>` | `0.75` | How hard to try to match the prompt to the initial image. Ranges from 0.0-0.99,<br>with higher values replacing the initial image completely. |
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#### inpainting
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#### Inpainting
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!!! example
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!!! example
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@ -195,11 +195,11 @@ In addition to the command-line options recognized by txt2img, img2img accepts a
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the areas to overpaint made transparent, but you must be careful not to destroy the pixels
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the areas to overpaint made transparent, but you must be careful not to destroy the pixels
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underneath when you create the transparent areas. See [Inpainting](./INPAINTING.md) for details.
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underneath when you create the transparent areas. See [Inpainting](./INPAINTING.md) for details.
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inpainting accepts all the arguments used for txt2img and img2img, as well as the `--mask` (`-M`)
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Inpainting accepts all the arguments used for txt2img and img2img, as well as the `--mask` (`-M`)
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argument:
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argument:
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| Argument | Shortcut | Default | Description |
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| Argument | Shortcut | Default | Description |
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| -------------------- | ---------- | ------- | ------------------------------------------------------------------------------------------------ |
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| -------------------- | ---------- | ------- | --------------------------------------------------------------------------------------------------- |
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| `--init_mask <path>` | `-M<path>` | `None` | Path to an image the same size as the initial_image, with areas for<br>inpainting made transparent. |
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| `--init_mask <path>` | `-M<path>` | `None` | Path to an image the same size as the initial_image, with areas for<br>inpainting made transparent. |
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## Command-line editing and completion
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## Command-line editing and completion
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@ -226,15 +226,15 @@ winpty python scripts\dream.py
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On the Mac and Linux platforms, when you exit `dream.py`, the last 1000 lines of your command-line
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On the Mac and Linux platforms, when you exit `dream.py`, the last 1000 lines of your command-line
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history will be saved. When you restart `dream.py`, you can access the saved history using the
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history will be saved. When you restart `dream.py`, you can access the saved history using the
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up-arrow key.
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++up++ key.
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In addition, limited command-line completion is installed. In various contexts, you can start typing
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In addition, limited command-line completion is installed. In various contexts, you can start typing
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your command and press tab. A list of potential completions will be presented to you. You can then
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your command and press tab. A list of potential completions will be presented to you. You can then
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type a little more, hit tab again, and eventually autocomplete what you want.
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type a little more, hit tab again, and eventually autocomplete what you want.
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When specifying file paths using the one-letter shortcuts, the CLI will attempt to complete
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When specifying file paths using the one-letter shortcuts, the CLI will attempt to complete
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pathnames for you. This is most handy for the -I (init image) and -M (init mask) paths. To initiate
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pathnames for you. This is most handy for the `-I` (init image) and `-M` (init mask) paths. To initiate
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completion, start the path with a slash ("/") or "./". For example:
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completion, start the path with a slash `/` or `./`, for example:
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```bash
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```bash
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dream> "zebra with a mustache" -I./test-pictures<TAB>
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dream> "zebra with a mustache" -I./test-pictures<TAB>
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@ -242,6 +242,6 @@ dream> "zebra with a mustache" -I./test-pictures<TAB>
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-I./test-pictures/bad-sketch.png -I./test-pictures/man_with_eagle/
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-I./test-pictures/bad-sketch.png -I./test-pictures/man_with_eagle/
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```
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```
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You can then type "z", hit ++tab++ again, and it will autofill to "zebra.jpg".
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You can then type ++z++, hit ++tab++ again, and it will autofill to `zebra.jpg`.
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More text completion features (such as autocompleting seeds) are on their way.
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More text completion features (such as autocompleting seeds) are on their way.
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@ -1,5 +1,6 @@
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---
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---
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title: Home
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title: Home
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template: main.html
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---
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---
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<!--
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<!--
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@ -10,7 +11,7 @@ title: Home
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mkdocs serve
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mkdocs serve
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```
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```
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-->
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-->
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<div align="center" markdown="1">
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<div align="center" markdown>
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# :material-script-text-outline: Stable Diffusion Dream Script
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# :material-script-text-outline: Stable Diffusion Dream Script
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@ -42,6 +43,7 @@ title: Home
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[latest commit to dev link]: https://github.com/lstein/stable-diffusion/commits/development
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[latest commit to dev link]: https://github.com/lstein/stable-diffusion/commits/development
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[latest release badge]: https://flat.badgen.net/github/release/lstein/stable-diffusion/development?icon=github
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[latest release badge]: https://flat.badgen.net/github/release/lstein/stable-diffusion/development?icon=github
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[latest release link]: https://github.com/lstein/stable-diffusion/releases
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[latest release link]: https://github.com/lstein/stable-diffusion/releases
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</div>
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</div>
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This is a fork of [CompVis/stable-diffusion](https://github.com/CompVis/stable-diffusion), the open
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This is a fork of [CompVis/stable-diffusion](https://github.com/CompVis/stable-diffusion), the open
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@ -93,30 +95,6 @@ You wil need one of the following:
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```bash
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```bash
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(ldm) ~/stable-diffusion$ python scripts/dream.py --full_precision
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(ldm) ~/stable-diffusion$ python scripts/dream.py --full_precision
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```
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```
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## :octicons-list-unordered-24: Features
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### Major Features
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- [Interactive Command Line Interface](features/CLI.md)
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- [Image To Image](features/IMG2IMG.md)
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- [Inpainting Support](features/INPAINTING.md)
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- [GFPGAN and Real-ESRGAN Support](features/UPSCALE.md)
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- [Seamless Tiling](features/OTHER.md#seamless-tiling)
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- [Google Colab](features/OTHER.md#google-colab)
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- [Web Server](features/WEB.md)
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- [Reading Prompts From File](features/OTHER.md#reading-prompts-from-a-file)
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- [Shortcut: Reusing Seeds](features/OTHER.md#shortcuts-reusing-seeds)
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- [Weighted Prompts](features/OTHER.md#weighted-prompts)
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- [Variations](features/VARIATIONS.md)
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- [Personalizing Text-to-Image Generation](features/TEXTUAL_INVERSION.md)
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- [Simplified API for text to image generation](features/OTHER.md#simplified-api)
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### Other Features
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- [Creating Transparent Regions for Inpainting](features/INPAINTING.md#creating-transparent-regions-for-inpainting)
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- [Preload Models](features/OTHER.md#preload-models)
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## :octicons-log-16: Latest Changes
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## :octicons-log-16: Latest Changes
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### v1.14 <small>(11 September 2022)</small>
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### v1.14 <small>(11 September 2022)</small>
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=== "with pyenv"
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=== "with pyenv"
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```{.bash .annotate}
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```{.bash .annotate}
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brew install rust pyenv-virtualenv # (1)
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brew install rust pyenv-virtualenv # (1)!
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pyenv install anaconda3-2022.05
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pyenv install anaconda3-2022.05
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pyenv virtualenv anaconda3-2022.05
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pyenv virtualenv anaconda3-2022.05
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eval "$(pyenv init -)"
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eval "$(pyenv init -)"
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pyenv activate anaconda3-2022.05
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pyenv activate anaconda3-2022.05
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```
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```
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1. you might already have this installed, no problem
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1. You might already have this installed, if that is the case just continue.
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```{.bash .annotate title="local repo setup"}
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```{.bash .annotate title="local repo setup"}
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# clone the repo
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# clone the repo
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# create symlink to checkpoint
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# create symlink to checkpoint
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mkdir -p models/ldm/stable-diffusion-v1/
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mkdir -p models/ldm/stable-diffusion-v1/
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PATH_TO_CKPT="$HOME/Downloads" # (1)
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PATH_TO_CKPT="$HOME/Downloads" # (1)!
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ln -s "$PATH_TO_CKPT/sd-v1-4.ckpt" \
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ln -s "$PATH_TO_CKPT/sd-v1-4.ckpt" \
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models/ldm/stable-diffusion-v1/model.ckpt
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models/ldm/stable-diffusion-v1/model.ckpt
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python scripts/preload_models.py
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python scripts/preload_models.py
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# now you can run SD in CLI mode
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# now you can run SD in CLI mode
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python scripts/dream.py --full_precision # (1)
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python scripts/dream.py --full_precision # (1)!
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# or run the web interface!
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# or run the web interface!
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python scripts/dream.py --web
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python scripts/dream.py --web
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@ -169,9 +169,7 @@ get several errors. Here's the errors I've seen and found solutions for.
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### Is it slow?
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### Is it slow?
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Be sure to specify 1 sample and 1 iteration.
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```bash title="Be sure to specify 1 sample and 1 iteration."
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```bash
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python ./scripts/orig_scripts/txt2img.py \
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python ./scripts/orig_scripts/txt2img.py \
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--prompt "ocean" \
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--prompt "ocean" \
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--ddim_steps 5 \
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--ddim_steps 5 \
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@ -197,8 +195,8 @@ One debugging step is to update to the latest version of PyTorch nightly.
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conda install \
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conda install \
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pytorch \
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pytorch \
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torchvision \
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torchvision \
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torchaudio \
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-c pytorch-nightly \
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-c pytorch-nightly
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-n ldm
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```
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```
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If it takes forever to run
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If it takes forever to run
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WARNING: this will be slower than running natively on MPS.
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WARNING: this will be slower than running natively on MPS.
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```
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```
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The lstein branch includes this fix in
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This fork already includes a fix for this in
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[environment-mac.yaml](https://github.com/lstein/stable-diffusion/blob/main/environment-mac.yaml).
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[environment-mac.yaml](https://github.com/lstein/stable-diffusion/blob/main/environment-mac.yaml).
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---
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---
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