mkdocs fixes, PR #1032

Squashed commit of the following:

commit 2c1e0168bb03a2cd625f2d4aca40eee0fdf7e4af
Merge: 2325c6c 31f2733
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Oct 11 08:33:18 2022 -0400

    Merge branch 'mkdocs-fixes' of https://github.com/mauwii/stable-diffusion into mauwii-mkdocs-fixes

commit 31f2733e89
Merge: d9d6d3a a61a690
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Oct 11 08:05:52 2022 -0400

    Merge branch 'main' into mkdocs-fixes

commit d9d6d3af3f
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 08:13:04 2022 +0200

    some more minor, overseen fixes to IMG2IMG

commit 4ab5a2aeba
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 07:49:11 2022 +0200

    add 4gotten alt-text to images

commit f778bd9c0f
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 07:18:11 2022 +0200

    update OTHER.md
    - fix codeblocks, add admonitions, embed graphic

commit a19f148a8e
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 06:51:29 2022 +0200

    update IMG2IMG.md

commit c1f1dfa714
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 06:10:25 2022 +0200

    update EMBIGGEN.md
    - fix codeblocks
    - fix toc
    - use admonitions

commit 791e6c63ef
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 05:58:53 2022 +0200

    better admonitions for CLI.md

commit e078025f00
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 05:50:32 2022 +0200

    huge update to CLI.md
    way too many updates to list them all, including:
    - render keys for keyboard-shortcuts
    - quote commands and "unhide" parameter-values (like `<int>`, `<string>`
    - fix codeblocks
    - quote commands
    - quote filenames
    - use admonitions
    - ....

commit bd98dd2307
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 04:49:57 2022 +0200

    fix INPAINTING.md
    - fix numbered List
    - replace text key combos with actual rendered keyboard keys

commit 5392000335
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 04:30:11 2022 +0200

    fix nubered list and codeblocks in INSTALL_WINDOWS

commit ffe9276f1e
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 04:12:56 2022 +0200

    fix numbered list in INSTALL_LINUX.md
    also fix blank lines, codeblocks and admonition

commit 2c6a6a567f
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 03:51:03 2022 +0200

    upgrade INSTALL_MAC.md:
    - use annotations and content-tabs

    yes, this looks ugly in repo afterwards, but plz also look at mkdocs:
    https://mauwii.github.io/stable-diffusion/installation/INSTALL_MAC/

commit 8f6c544480
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 01:43:11 2022 +0200

    comment out PR part in mkdocs-flow.yml

commit b52c14a67f
Merge: 97ebe58 a1b0b91
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 01:17:28 2022 +0200

    Merge branch 'mkdocs-fixes' of github.com:mauwii/stable-diffusion into mkdocs-fixes

commit a1b0b91bb3
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:59:44 2022 +0200

    fix conda env in codeblock

commit 5f9f9a266e
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:43:46 2022 +0200

    fix 4gotten title in TEXTUAL_INVERSION

commit 8f025b034e
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:41:52 2022 +0200

    quote repo_url and repo_name
    otherwise the version/stars/forks did not appear

commit 3a52b7deb3
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:39:54 2022 +0200

    fix TEXTUAL_INVERSION headline to fit the others

commit 389b21f966
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:35:48 2022 +0200

    fix SAMPLER_CONVERGENCE and add emoji

commit f26fc79a18
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:32:04 2022 +0200

    fix INSTALL_DOCKER.md:
    - fix title (Docker instead of "Before you begin")
    - add headline with Emoji
    - fix headlines to render toc correct

commit cbc3520489
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:24:58 2022 +0200

    add headline with emoji to INSTALL_MAC.md

commit 25f0614d66
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:21:01 2022 +0200

    add log emoji to docs/CHANGELOG.md

commit 42005688fa
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:20:47 2022 +0200

    use better fitting Icon for new Name

commit 0c65bad7f5
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:09:07 2022 +0200

    add Headline with Emoji to WEB and POSTPROCESS

commit 1c1cf2692e
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 23:56:16 2022 +0200

    update index.md:
    - remove unused template reference
    - make headline rendered bold and underlined, add (kind of) subtitle
    - update discord badge and link
    - update Quick links to look like in GH-Readme
      - also remove self reference to docs
    - add screenshot as in GH-Readme
    - add note pointing to issues tab
    - update path in command line to reflect new Repo Name

commit 0e29b0737e
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 23:23:10 2022 +0200

    chng site_name to `Stable Diffusion Toolkit Docs`

commit ad8a60d992
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 23:00:02 2022 +0200

    fix repo_url in mkdocs.yml

commit 234569d6b6
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 22:54:39 2022 +0200

    fix link to upscaling in WEB.md and TOC
    - TOC fixed by adding `#` to every headline after `## Parting remarks`
    - add missing blank lines

commit 97c84ad824
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 22:25:32 2022 +0200

    fix broken links in docs/CHANGELOG.md

commit bce62b3a32
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 22:15:37 2022 +0200

    add title to CHANGELOG.md to render TOC wo. `**`
    alternatively remove `**` around headline

commit 97ebe58b5b
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:59:44 2022 +0200

    fix conda env in codeblock

commit 87ac217e43
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:43:46 2022 +0200

    fix 4gotten title in TEXTUAL_INVERSION

commit 91439e8a52
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:41:52 2022 +0200

    quote repo_url and repo_name
    otherwise the version/stars/forks did not appear

commit 8a632a9e8f
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:39:54 2022 +0200

    fix TEXTUAL_INVERSION headline to fit the others

commit 7c8ffe2feb
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:35:48 2022 +0200

    fix SAMPLER_CONVERGENCE and add emoji

commit e2e86d2d11
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:32:04 2022 +0200

    fix INSTALL_DOCKER.md:
    - fix title (Docker instead of "Before you begin")
    - add headline with Emoji
    - fix headlines to render toc correct

commit 8b54c083fe
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:24:58 2022 +0200

    add headline with emoji to INSTALL_MAC.md

commit 8d8a032434
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:21:01 2022 +0200

    add log emoji to docs/CHANGELOG.md

commit 76519f6fa4
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:20:47 2022 +0200

    use better fitting Icon for new Name

commit aff0725533
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 11 00:09:07 2022 +0200

    add Headline with Emoji to WEB and POSTPROCESS

commit 0f7898cbdd
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 23:56:16 2022 +0200

    update index.md:
    - remove unused template reference
    - make headline rendered bold and underlined, add (kind of) subtitle
    - update discord badge and link
    - update Quick links to look like in GH-Readme
      - also remove self reference to docs
    - add screenshot as in GH-Readme
    - add note pointing to issues tab
    - update path in command line to reflect new Repo Name

commit f4c04eadf8
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 23:23:10 2022 +0200

    chng site_name to `Stable Diffusion Toolkit Docs`

commit 6e624827c0
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 23:00:02 2022 +0200

    fix repo_url in mkdocs.yml

commit 158848dd7e
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 22:54:39 2022 +0200

    fix link to upscaling in WEB.md and TOC
    - TOC fixed by adding `#` to every headline after `## Parting remarks`
    - add missing blank lines

commit 533736e135
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 22:29:46 2022 +0200

    fix link to truncation_comparison.jpg in OTHER.md

commit dd335142df
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 22:25:32 2022 +0200

    fix broken links in docs/CHANGELOG.md

commit 374dd54f30
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 10 22:15:37 2022 +0200

    add title to CHANGELOG.md to render TOC wo. `**`
    alternatively remove `**` around headline

docs/help/SAMPLER_CONVERGENCE.md

@@ -1,8 +1,8 @@
 ---
-title: SAMPLER CONVERGENCE
+title: Sampler Convergence
 ---
 
-## *Sampler Convergence*
+# :material-palette-advanced: *Sampler Convergence*
 
 As features keep increasing, making the right choices for your needs can become increasingly difficult. What sampler to use? And for how many steps? Do you change the CFG value? Do you use prompt weighting? Do you allow variations?
 
@@ -21,6 +21,8 @@ Looking for a short version? Here's a TL;DR in 3 tables.
 | `K_HEUN` and `K_DPM_2`  converge in less steps (but are slower).  |
 | `K_DPM_2_A` and `K_EULER_A` incorporate a lot of creativity/variability. |
 
+<div align="center" markdown>
+
 | Sampler   | (3 sample avg) it/s (M1 Max 64GB, 512x512)  |
 |---|---|
 |  `DDIM` | 1.89  |
@@ -32,6 +34,8 @@ Looking for a short version? Here's a TL;DR in 3 tables.
 |  `K_DPM_2_A` | 0.95 (slower)  |
 |  `K_EULER_A` | 1.86  |
 
+</div>
+
 | Suggestions  |
 |:---|
 | For most use cases, `K_LMS`, `K_HEUN` and `K_DPM_2` are the best choices (the latter 2 run 0.5x as quick, but tend to converge 2x as quick as `K_LMS`). At very low steps (≤ `-s8`), `K_HEUN` and `K_DPM_2` are not recommended. Use `K_LMS` instead.|