InvokeAI/docs/features/OTHER.md

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Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
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---
title: Others
---
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# :fontawesome-regular-share-from-square: Others
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## **Google Colab**
Stable Diffusion AI Notebook: <a
href="https://colab.research.google.com/github/lstein/stable-diffusion/blob/main/notebooks/Stable_Diffusion_AI_Notebook.ipynb"
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target="_parent">
<img
src="https://colab.research.google.com/assets/colab-badge.svg"
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alt="Open In Colab"/></a> <br> Open and follow instructions to use an isolated environment running
Dream.<br>
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Output Example: ![Colab Notebook](../assets/colab_notebook.png)
---
## **Seamless Tiling**
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The seamless tiling mode causes generated images to seamlessly tile with itself. To use it, add the
`--seamless` option when starting the script which will result in all generated images to tile, or
for each `invoke>` prompt as shown here:
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```python
invoke> "pond garden with lotus by claude monet" --seamless -s100 -n4
```
---
## **Shortcuts: Reusing Seeds**
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Since it is so common to reuse seeds while refining a prompt, there is now a shortcut as of version
1.11. Provide a `**-S**` (or `**--seed**`) switch of `-1` to use the seed of the most recent image
generated. If you produced multiple images with the `**-n**` switch, then you can go back further
using -2, -3, etc. up to the first image generated by the previous command. Sorry, but you can't go
back further than one command.
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
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Here's an example of using this to do a quick refinement. It also illustrates using the new `**-G**`
switch to turn on upscaling and face enhancement (see previous section):
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
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```bash
invoke> a cute child playing hopscotch -G0.5
[...]
outputs/img-samples/000039.3498014304.png: "a cute child playing hopscotch" -s50 -W512 -H512 -C7.5 -mk_lms -S3498014304
# I wonder what it will look like if I bump up the steps and set facial enhancement to full strength?
invoke> a cute child playing hopscotch -G1.0 -s100 -S -1
reusing previous seed 3498014304
[...]
outputs/img-samples/000040.3498014304.png: "a cute child playing hopscotch" -G1.0 -s100 -W512 -H512 -C7.5 -mk_lms -S3498014304
```
---
## **Weighted Prompts**
You may weight different sections of the prompt to tell the sampler to attach different levels of
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
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priority to them, by adding `:(number)` to the end of the section you wish to up- or downweight. For
example consider this prompt:
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
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```bash
tabby cat:0.25 white duck:0.75 hybrid
```
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
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This will tell the sampler to invest 25% of its effort on the tabby cat aspect of the image and 75%
on the white duck aspect (surprisingly, this example actually works). The prompt weights can use any
combination of integers and floating point numbers, and they do not need to add up to 1.
---
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## Thresholding and Perlin Noise Initialization Options
Two new options are the thresholding (`--threshold`) and the perlin noise initialization (`--perlin`) options. Thresholding limits the range of the latent values during optimization, which helps combat oversaturation with higher CFG scale values. Perlin noise initialization starts with a percentage (a value ranging from 0 to 1) of perlin noise mixed into the initial noise. Both features allow for more variations and options in the course of generating images.
For better intuition into what these options do in practice, [here is a graphic demonstrating them both](../assets/truncation_comparison.jpg) in use. In generating this graphic, perlin noise at initialization was programmatically varied going across on the diagram by values 0.0, 0.1, 0.2, 0.4, 0.5, 0.6, 0.8, 0.9, 1.0; and the threshold was varied going down from
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0, 1, 2, 3, 4, 5, 10, 20, 100. The other options are fixed, so the initial prompt is as follows (no thresholding or perlin noise):
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```
a portrait of a beautiful young lady -S 1950357039 -s 100 -C 20 -A k_euler_a --threshold 0 --perlin 0
```
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Here's an example of another prompt used when setting the threshold to 5 and perlin noise to 0.2:
```
a portrait of a beautiful young lady -S 1950357039 -s 100 -C 20 -A k_euler_a --threshold 5 --perlin 0.2
```
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Note: currently the thresholding feature is only implemented for the k-diffusion style samplers, and empirically appears to work best with `k_euler_a` and `k_dpm_2_a`. Using 0 disables thresholding. Using 0 for perlin noise disables using perlin noise for initialization. Finally, using 1 for perlin noise uses only perlin noise for initialization.
---
## **Simplified API**
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
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For programmers who wish to incorporate stable-diffusion into other products, this repository
includes a simplified API for text to image generation, which lets you create images from a prompt
in just three lines of code:
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
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```bash
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from ldm.generate import Generate
g = Generate()
outputs = g.txt2img("a unicorn in manhattan")
```
Outputs is a list of lists in the format [filename1,seed1],[filename2,seed2]...].
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Please see ldm/generate.py for more information. A set of example scripts is coming RSN.
---
## **Preload Models**
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
2022-09-15 14:53:41 +00:00
In situations where you have limited internet connectivity or are blocked behind a firewall, you can
use the preload script to preload the required files for Stable Diffusion to run.
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
2022-09-15 14:53:41 +00:00
The preload script `scripts/preload_models.py` needs to be run once at least while connected to the
internet. In the following runs, it will load up the cached versions of the required files from the
`.cache` directory of the system.
Mkdocs-material (#575) * Squashed commit of the following: commit 82d9c25d9a87ea5f6fbdb0445313e48cd8ae3035 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:29:11 2022 +0200 fix branch name in mkdocs-flow commit 2e276cecc1942050ae8b22f4a417c576c49763a1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:28:35 2022 +0200 fix theme name commit 2eb77c1173598e161e8a5a9812b021b831363183 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 19:14:42 2022 +0200 fixed some links and formating in main README commit 66a7152e48e8c66c9286f47a6b088920a8fcdcd8 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 08:58:58 2022 +0200 trigger mkdocs deployment on main commit 897cc373ce4f9d18d8cb2837b5931c4b674c836b Merge: 89da371 3b5a830 Author: Matthias Wild <40327258+mauwii@users.noreply.github.com> Date: Wed Sep 14 07:51:23 2022 +0200 Merge pull request #1 from mauwii/mkdocs Mkdocs commit 3b5a8308eb6b7ee572ff07f78829f64bcf55b4d9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:42:56 2022 +0200 huge update I was pretty busy trying to make the Readmes / docs look good in MkDocs commit 0b4f5a926ff8aad1460e0be8093ee02d719a576d Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:41:45 2022 +0200 update mkdocs config commit 872172ea7008aa1217c1259c7ecab16ddafd1a0e Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 07:33:49 2022 +0200 added the mkdocs-git-revision-date-plugin commit eac81bf87588ec88b65f3415aa838c330fbd621b Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 06:46:43 2022 +0200 add prettier config remove markdownlint move and rename requirements-mkdocs.txt commit b36d4cc088a49af56026aa2dd2e85d6bfb181bd1 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 02:06:39 2022 +0200 add dark theme commit a14f18fede6febccf1c117cba50a1aff1eac80a9 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:38:02 2022 +0200 update mkdocs flow and config commit 2764b48693ed382bc01a2cb7aab282dbf95cd9ee Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 01:15:33 2022 +0200 add mkdocs workflow commit 1bd22523b1a52ac24bc5f950debb450f903c2d51 Author: mauwii <Mauwii@outlook.de> Date: Wed Sep 14 00:57:37 2022 +0200 I already begun with formating / revising the sites * change repository in mkdocs config to lstein * adapt changes from repos main README.md Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
2022-09-15 14:53:41 +00:00
```bash
(ldm) ~/stable-diffusion$ python3 ./scripts/preload_models.py
preloading bert tokenizer...
Downloading: 100%|██████████████████████████████████| 28.0/28.0 [00:00<00:00, 49.3kB/s]
Downloading: 100%|██████████████████████████████████| 226k/226k [00:00<00:00, 2.79MB/s]
Downloading: 100%|██████████████████████████████████| 455k/455k [00:00<00:00, 4.36MB/s]
Downloading: 100%|██████████████████████████████████| 570/570 [00:00<00:00, 477kB/s]
...success
preloading kornia requirements...
Downloading: "https://github.com/DagnyT/hardnet/raw/master/pretrained/train_liberty_with_aug/checkpoint_liberty_with_aug.pth" to /u/lstein/.cache/torch/hub/checkpoints/checkpoint_liberty_with_aug.pth
100%|███████████████████████████████████████████████| 5.10M/5.10M [00:00<00:00, 101MB/s]
...success
```