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Invoking dream directly through Python #117

Closed
veprogames opened this issue Aug 26, 2022 · 2 comments
Closed

Invoking dream directly through Python #117

veprogames opened this issue Aug 26, 2022 · 2 comments

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@veprogames
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I don't know if it's possible or not, but what if dream could be directly invoked in python? It would have the form of

def dream(prompt, **config) -> PIL.Image[]

where the config kwargs take the same name as in the dream console. config.init_img or config.I would be of instance PIL.Image.

example:

images = dream("A tasty burger", s=100, S=42, C=10, n=4)
new_images = dream("A tasty burger with fries", I=images[0], f=0.6, n=4)
final_image = new_images[0]
final_image.save("out.png")

This can help developers who are interested in automating stuff or using Stable Diffusion as part of another project.
From quickly looking over the code, my guess is that T2I.prompt_to_image() needs to be called, which leads me to the guess that:

the module dream_api contains the following functions:

def load_model() # do the things that are done when starting scripts/dream.py until the dream cli is ready
def dream(prompt, **config) -> PIL.Image[]
@bakkot
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bakkot commented Aug 26, 2022

Yeah prompt2image does exactly this. It's pretty straightforward to use:

t2i = T2I()
t2i.load_model()
images = t2i.prompt2image( whatever )

What else are you looking for?

@veprogames
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so I guess this can be closed. No need to wrap that

lstein added a commit that referenced this issue Sep 6, 2022
* start refactoring -not yet functional

* first phase of refactor done - not sure weighted prompts working

* Second phase of refactoring. Everything mostly working.
* The refactoring has moved all the hard-core inference work into
ldm.dream.generator.*, where there are submodules for txt2img and
img2img. inpaint will go in there as well.
* Some additional refactoring will be done soon, but relatively
minor work.

* fix -save_orig flag to actually work

* add @neonsecret attention.py memory optimization

* remove unneeded imports

* move token logging into conditioning.py

* add placeholder version of inpaint; porting in progress

* fix crash in img2img

* inpainting working; not tested on variations

* fix crashes in img2img

* ported attention.py memory optimization #117 from basujindal branch

* added @torch_no_grad() decorators to img2img, txt2img, inpaint closures

* Final commit prior to PR against development
* fixup crash when generating intermediate images in web UI
* rename ldm.simplet2i to ldm.generate
* add backward-compatibility simplet2i shell with deprecation warning

* add back in mps exception, addresses @Vargol comment in #354

* replaced Conditioning class with exported functions

* fix wrong type of with_variations attribute during intialization

* changed "image_iterator()" to "get_make_image()"

* raise NotImplementedError for calling get_make_image() in parent class

* Update ldm/generate.py

better error message

Co-authored-by: Kevin Gibbons <bakkot@gmail.com>

* minor stylistic fixes and assertion checks from code review

* moved get_noise() method into img2img class

* break get_noise() into two methods, one for txt2img and the other for img2img

* inpainting works on non-square images now

* make get_noise() an abstract method in base class

* much improved inpainting

Co-authored-by: Kevin Gibbons <bakkot@gmail.com>
lstein added a commit that referenced this issue Sep 12, 2022
commit 1c649e4
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 13:29:16 2022 -0400

    fix torchvision dependency version #511

commit 4d197f6
Merge: a3e07fb 190ba78
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 07:29:19 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit a3e07fb
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 07:28:58 2022 -0400

    fix grid crash

commit 9fa1f31
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 07:07:05 2022 -0400

    fix opencv and realesrgan dependencies in mac install

commit 190ba78
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 01:50:58 2022 -0400

    Update requirements-mac.txt

    Fixed dangling dash on last line.

commit 25d9ccc
Author: Any-Winter-4079 <50542132+Any-Winter-4079@users.noreply.github.com>
Date:   Mon Sep 12 03:17:29 2022 +0200

    Update model.py

commit 9cdf3ac
Author: Any-Winter-4079 <50542132+Any-Winter-4079@users.noreply.github.com>
Date:   Mon Sep 12 02:52:36 2022 +0200

    Update attention.py

    Performance improvements to generate larger images in M1 #431

    Update attention.py

    Added dtype=r1.dtype to softmax

commit 49a96b9
Author: Mihai <299015+mh-dm@users.noreply.github.com>
Date:   Sat Sep 10 16:58:07 2022 +0300

    ~7% speedup (1.57 to 1.69it/s) from switch to += in ldm.modules.attention. (#482)

    Tested on 8GB eGPU nvidia setup so YMMV.
    512x512 output, max VRAM stays same.

commit aba94b8
Author: Niek van der Maas <mail@niekvandermaas.nl>
Date:   Fri Sep 9 15:01:37 2022 +0200

    Fix macOS `pyenv` instructions, add code block highlight (#441)

    Fix: `anaconda3-latest` does not work, specify the correct virtualenv, add missing init.

commit aac5102
Author: Henry van Megen <h.vanmegen@gmail.com>
Date:   Thu Sep 8 05:16:35 2022 +0200

    Disabled debug output (#436)

    Co-authored-by: Henry van Megen <hvanmegen@gmail.com>

commit 0ab5a36
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 17:19:46 2022 -0400

    fix missing lines in outputs

commit 5e43372
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 16:20:14 2022 -0400

    upped max_steps in v1-finetune.yaml and fixed TI docs to address #493

commit 7708f4f
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 16:03:37 2022 -0400

    slight efficiency gain by using += in attention.py

commit b86a1de
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Mon Sep 12 07:47:12 2022 +1200

    Remove print statement styling (#504)

    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 4951e66
Author: chromaticist <mhostick@gmail.com>
Date:   Sun Sep 11 12:44:26 2022 -0700

    Adding support for .bin files from huggingface concepts (#498)

    * Adding support for .bin files from huggingface concepts

    * Updating documentation to include huggingface .bin info

commit 79b445b
Merge: a323070 f7662c1
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 15:39:38 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit a323070
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 15:28:57 2022 -0400

    update requirements for new location of gfpgan

commit f7662c1
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 15:00:24 2022 -0400

    update requirements for changed location of gfpgan

commit 93c242c
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:47:58 2022 -0400

    make gfpgan_model_exists flag available to web interface

commit c7c6cd7
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:43:07 2022 -0400

    Update UPSCALE.md

    New instructions needed to accommodate fact that the ESRGAN and GFPGAN packages are now installed by environment.yaml.

commit 77ca83e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:31:56 2022 -0400

    Update CLI.md

    Final documentation tweak.

commit 0ea145d
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:29:26 2022 -0400

    Update CLI.md

    More doc fixes.

commit 162285a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:28:45 2022 -0400

    Update CLI.md

    Minor documentation fix

commit 37c921d
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:26:41 2022 -0400

    documentation enhancements

commit 4f72cb4
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 13:05:38 2022 -0400

    moved the notebook files into their own directory

commit 878ef2e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 12:58:06 2022 -0400

    documentation tweaks

commit 4923118
Merge: 16f6a67 defafc0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 12:51:25 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit defafc0
Author: Dominic Letz <dominic@diode.io>
Date:   Sun Sep 11 18:51:01 2022 +0200

    Enable upscaling on m1 (#474)

commit 16f6a67
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 12:47:26 2022 -0400

    install GFPGAN inside SD repository in order to fix 'dark cast' issue #169

commit 0881d42
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Mon Sep 12 03:52:43 2022 +1200

    Docs Update (#466)

    Authored-by: @blessedcoolant
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 9a29d44
Author: Gérald LONLAS <gerald@lonlas.com>
Date:   Sun Sep 11 23:23:18 2022 +0800

    Revert "Add 3x Upscale option on the Web UI (#442)" (#488)

    This reverts commit f8a5408.

commit d301836
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 10:52:19 2022 -0400

    can select prior output for init_img using -1, -2, etc

commit 70aa674
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 10:34:06 2022 -0400

    merge PR #495 - keep using float16 in ldm.modules.attention

commit 8748370
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 10:22:32 2022 -0400

    negative -S indexing recovers correct previous seed; closes issue #476

commit 839e30e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 10:02:44 2022 -0400

    improve CUDA VRAM monitoring

    extra check that device==cuda before getting VRAM stats

commit bfb2781
Author: tildebyte <337875+tildebyte@users.noreply.github.com>
Date:   Sat Sep 10 10:15:56 2022 -0400

    fix(readme): add note about updating env via conda (#475)

commit 5c43988
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 10 10:02:43 2022 -0400

    reduce VRAM memory usage by half during model loading

    * This moves the call to half() before model.to(device) to avoid GPU
    copy of full model. Improves speed and reduces memory usage dramatically

    * This fix contributed by @mh-dm (Mihai)

commit 9912270
Merge: 817c4a2 ecc6b75
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 10 09:54:34 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit 817c4a2
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 10 09:53:27 2022 -0400

    remove -F option from normalized prompt; closes #483

commit ecc6b75
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 10 09:53:27 2022 -0400

    remove -F option from normalized prompt

commit 723d074
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Sep 9 18:49:51 2022 -0400

    Allow ctrl c when using --from_file (#472)

    * added ansi escapes to highlight key parts of CLI session

    * adjust exception handling so that ^C will abort when reading prompts from a file

commit 75f633c
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Sep 9 12:03:45 2022 -0400

    re-add new logo

commit 10db192
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Sep 9 09:26:10 2022 -0400

    changes to dogettx optimizations to run on m1
    * Author @Any-Winter-4079
    * Author @dogettx
    Thanks to many individuals who contributed time and hardware to
    benchmarking and debugging these changes.

commit c85ae00
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 23:57:45 2022 -0400

    fix bug which caused seed to get "stuck" on previous image even when UI specified -1

commit 1b5aae3
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:36:47 2022 -0400

    add icon to dream web server

commit 6abf739
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:25:09 2022 -0400

    add favicon to web server

commit db825b8
Merge: 33874ba afee7f9
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:17:37 2022 -0400

    Merge branch 'deNULL-development' into development

commit 33874ba
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:16:29 2022 -0400

    Squashed commit of the following:

    commit afee7f9
    Merge: 6531446 171f8db
    Author: Lincoln Stein <lincoln.stein@gmail.com>
    Date:   Thu Sep 8 22:14:32 2022 -0400

        Merge branch 'development' of github.com:deNULL/stable-diffusion into deNULL-development

    commit 171f8db
    Author: Denis Olshin <me@denull.ru>
    Date:   Thu Sep 8 03:15:20 2022 +0300

        saving full prompt to metadata when using web ui

    commit d7e67b6
    Author: Denis Olshin <me@denull.ru>
    Date:   Thu Sep 8 01:51:47 2022 +0300

        better logic for clicking to make variations

commit afee7f9
Merge: 6531446 171f8db
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:14:32 2022 -0400

    Merge branch 'development' of github.com:deNULL/stable-diffusion into deNULL-development

commit 6531446
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 20:41:37 2022 -0400

    work around unexplained crash when timesteps=1000 (#440)

    * work around unexplained crash when timesteps=1000

    * this fix seems to work

commit c33a84c
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Fri Sep 9 12:39:51 2022 +1200

    Add New Logo (#454)

    * Add instructions on how to install alongside pyenv (#393)

    Like probably many others, I have a lot of different virtualenvs, one for each project. Most of them are handled by `pyenv`.
    After installing according to these instructions I had issues with ´pyenv`and `miniconda` fighting over the $PATH of my system.
    But then I stumbled upon this nice solution on SO: https://stackoverflow.com/a/73139031 , upon which I have based my suggested changes.

    It runs perfectly on my M1 setup, with the anaconda setup as a virtual environment handled by pyenv.

    Feel free to incorporate these instructions as you see fit.

    Thanks a million for all your hard work.

    * Disabled debug output (#436)

    Co-authored-by: Henry van Megen <hvanmegen@gmail.com>

    * Add New Logo

    Co-authored-by: Håvard Gulldahl <havard@lurtgjort.no>
    Co-authored-by: Henry van Megen <h.vanmegen@gmail.com>
    Co-authored-by: Henry van Megen <hvanmegen@gmail.com>
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit f8a5408
Author: Gérald LONLAS <gerald@lonlas.com>
Date:   Fri Sep 9 01:45:54 2022 +0800

    Add 3x Upscale option on the Web UI (#442)

commit 244239e
Author: James Reynolds <magnusviri@users.noreply.github.com>
Date:   Thu Sep 8 05:36:33 2022 -0600

    macOS CI workflow, dream.py exits with an error, but the workflow com… (#396)

    * macOS CI workflow, dream.py exits with an error, but the workflow completes.

    * Files for testing

    Co-authored-by: James Reynolds <magnsuviri@me.com>
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 711d49e
Author: James Reynolds <magnusviri@users.noreply.github.com>
Date:   Thu Sep 8 05:35:08 2022 -0600

    Cache model workflow (#394)

    * Add workflow that caches the model, step 1 for CI

    * Change name of workflow job

    Co-authored-by: James Reynolds <magnsuviri@me.com>
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 7996a30
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 07:34:03 2022 -0400

    add auto-creation of mask for inpainting (#438)

    * now use a single init image for both image and mask

    * turn on debugging for now to write out mask and image

    * add back -M option as a fallback

commit a69ca31
Author: elliotsayes <elliotsayes@gmail.com>
Date:   Thu Sep 8 15:30:06 2022 +1200

    .gitignore WebUI temp files (#430)

    * Add instructions on how to install alongside pyenv (#393)

    Like probably many others, I have a lot of different virtualenvs, one for each project. Most of them are handled by `pyenv`.
    After installing according to these instructions I had issues with ´pyenv`and `miniconda` fighting over the $PATH of my system.
    But then I stumbled upon this nice solution on SO: https://stackoverflow.com/a/73139031 , upon which I have based my suggested changes.

    It runs perfectly on my M1 setup, with the anaconda setup as a virtual environment handled by pyenv.

    Feel free to incorporate these instructions as you see fit.

    Thanks a million for all your hard work.

    * .gitignore WebUI temp files

    Co-authored-by: Håvard Gulldahl <havard@lurtgjort.no>

commit 5c6b612
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 22:50:55 2022 -0400

    fix bug that caused same seed to be redisplayed repeatedly

commit 56f155c
Author: Johan Roxendal <johan@roxendal.com>
Date:   Thu Sep 8 04:50:06 2022 +0200

    added support for parsing run log and displaying images in the frontend init state (#410)

    Co-authored-by: Johan Roxendal <johan.roxendal@litteraturbanken.se>
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 4168774
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 20:24:35 2022 -0400

    added missing initialization of latent_noise to None

commit 171f8db
Author: Denis Olshin <me@denull.ru>
Date:   Thu Sep 8 03:15:20 2022 +0300

    saving full prompt to metadata when using web ui

commit d7e67b6
Author: Denis Olshin <me@denull.ru>
Date:   Thu Sep 8 01:51:47 2022 +0300

    better logic for clicking to make variations

commit d1d044a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 17:56:59 2022 -0400

    actual image seed now written into web log rather than -1 (#428)

commit edada04
Author: Arturo Mendivil <60411196+artmen1516@users.noreply.github.com>
Date:   Wed Sep 7 10:42:26 2022 -0700

    Improve notebook and add requirements file (#422)

commit 29ab3c2
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 13:28:11 2022 -0400

    disable neonpixel optimizations on M1 hardware (#414)

    * disable neonpixel optimizations on M1 hardware

    * fix typo that was causing random noise images on m1

commit 7670ecc
Author: cody <cnmizell@gmail.com>
Date:   Wed Sep 7 12:24:41 2022 -0500

    add more keyboard support on the web server (#391)

    add ability to submit prompts with the "enter" key
    add ability to cancel generations with the "escape" key

commit dd2aeda
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 13:23:53 2022 -0400

    report VRAM usage stats during initial model loading (#419)

commit f628477
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Sep 6 17:12:39 2022 -0400

    Squashed commit of the following:

    commit 7d1344282d942a33dcecda4d5144fc154ec82915
    Merge: caf4ea3 ebeb556
    Author: Lincoln Stein <lincoln.stein@gmail.com>
    Date:   Mon Sep 5 10:07:27 2022 -0400

        Merge branch 'development' of github.com:WebDev9000/stable-diffusion into WebDev9000-development

    commit ebeb556
    Author: Web Dev 9000 <rirath@gmail.com>
    Date:   Sun Sep 4 18:05:15 2022 -0700

        Fixed unintentionally removed lines

    commit ff2c4b9
    Author: Web Dev 9000 <rirath@gmail.com>
    Date:   Sun Sep 4 17:50:13 2022 -0700

        Add ability to recreate variations via image click

    commit c012929
    Author: Web Dev 9000 <rirath@gmail.com>
    Date:   Sun Sep 4 14:35:33 2022 -0700

        Add files via upload

    commit 02a6018
    Author: Web Dev 9000 <rirath@gmail.com>
    Date:   Sun Sep 4 14:35:07 2022 -0700

        Add files via upload

commit eef7889
Author: Olivier Louvignes <olivier@mg-crea.com>
Date:   Tue Sep 6 12:41:08 2022 +0200

    feat(txt2img): allow from_file to work with len(lines) < batch_size (#349)

commit 720e5cd
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 5 20:40:10 2022 -0400

    Refactoring simplet2i (#387)

    * start refactoring -not yet functional

    * first phase of refactor done - not sure weighted prompts working

    * Second phase of refactoring. Everything mostly working.
    * The refactoring has moved all the hard-core inference work into
    ldm.dream.generator.*, where there are submodules for txt2img and
    img2img. inpaint will go in there as well.
    * Some additional refactoring will be done soon, but relatively
    minor work.

    * fix -save_orig flag to actually work

    * add @neonsecret attention.py memory optimization

    * remove unneeded imports

    * move token logging into conditioning.py

    * add placeholder version of inpaint; porting in progress

    * fix crash in img2img

    * inpainting working; not tested on variations

    * fix crashes in img2img

    * ported attention.py memory optimization #117 from basujindal branch

    * added @torch_no_grad() decorators to img2img, txt2img, inpaint closures

    * Final commit prior to PR against development
    * fixup crash when generating intermediate images in web UI
    * rename ldm.simplet2i to ldm.generate
    * add backward-compatibility simplet2i shell with deprecation warning

    * add back in mps exception, addresses @Vargol comment in #354

    * replaced Conditioning class with exported functions

    * fix wrong type of with_variations attribute during intialization

    * changed "image_iterator()" to "get_make_image()"

    * raise NotImplementedError for calling get_make_image() in parent class

    * Update ldm/generate.py

    better error message

    Co-authored-by: Kevin Gibbons <bakkot@gmail.com>

    * minor stylistic fixes and assertion checks from code review

    * moved get_noise() method into img2img class

    * break get_noise() into two methods, one for txt2img and the other for img2img

    * inpainting works on non-square images now

    * make get_noise() an abstract method in base class

    * much improved inpainting

    Co-authored-by: Kevin Gibbons <bakkot@gmail.com>

commit 1ad2a8e
Author: thealanle <35761977+thealanle@users.noreply.github.com>
Date:   Mon Sep 5 17:35:04 2022 -0700

    Fix --outdir function for web (#373)

    * Fix --outdir function for web

    * Removed unnecessary hardcoded path

commit 52d8bb2
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 5 10:31:59 2022 -0400

    Squashed commit of the following:

    commit 0cd48e932f1326e000c46f4140f98697eb9bdc79
    Author: Lincoln Stein <lincoln.stein@gmail.com>
    Date:   Mon Sep 5 10:27:43 2022 -0400

        resolve conflicts with development

    commit d7bc8c1
    Author: Scott McMillin <scott@scottmcmillin.com>
    Date:   Sun Sep 4 18:52:09 2022 -0500

        Add title attribute back to img tag

    commit 5397c89
    Author: Scott McMillin <scott@scottmcmillin.com>
    Date:   Sun Sep 4 13:49:46 2022 -0500

        Remove temp code

    commit 1da080b
    Author: Scott McMillin <scott@scottmcmillin.com>
    Date:   Sun Sep 4 13:33:56 2022 -0500

        Cleaned up HTML; small style changes; image click opens image; add seed to figcaption beneath image

commit caf4ea3
Author: Adam Rice <adam@askadam.io>
Date:   Mon Sep 5 10:05:39 2022 -0400

    Add a 'Remove Image' button to clear the file upload field (#382)

    * added "remove image" button

    * styled a new "remove image" button

    * Update index.js

commit 95c088b
Author: Kevin Gibbons <bakkot@gmail.com>
Date:   Sun Sep 4 19:04:14 2022 -0700

    Revert "Add CORS headers to dream server to ease integration with third-party web interfaces" (#371)

    This reverts commit 91e826e.

commit a20113d
Author: Kevin Gibbons <bakkot@gmail.com>
Date:   Sun Sep 4 18:59:12 2022 -0700

    put no_grad decorator on make_image closures (#375)

commit 0f93dad
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 4 21:39:15 2022 -0400

    fix several dangling references to --gfpgan option, which no longer exists

commit f4004f6
Author: tildebyte <337875+tildebyte@users.noreply.github.com>
Date:   Sun Sep 4 19:43:04 2022 -0400

    TOIL(requirements): Split requirements to per-platform (#355)

    * toil(reqs): split requirements to per-platform

    Signed-off-by: Ben Alkov <ben.alkov@gmail.com>

    * toil(reqs): fix for Win and Lin...

    ...allow pip to resolve latest torch, numpy

    Signed-off-by: Ben Alkov <ben.alkov@gmail.com>

    * toil(install): update reqs in Win install notebook

    Signed-off-by: Ben Alkov <ben.alkov@gmail.com>

    Signed-off-by: Ben Alkov <ben.alkov@gmail.com>

commit 4406fd1
Merge: 5116c81 fd7a72e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 4 08:23:53 2022 -0400

    Merge branch 'SebastianAigner-main' into development
    Add support for full CORS headers for dream server.

commit fd7a72e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 4 08:23:11 2022 -0400

    remove debugging message

commit 3a2be62
Merge: 91e826e 5116c81
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 4 08:15:51 2022 -0400

    Merge branch 'development' into main

commit 5116c81
Author: Justin Wong <1584142+wongjustin99@users.noreply.github.com>
Date:   Sun Sep 4 07:17:58 2022 -0400

    fix save_original flag saving to the same filename (#360)

    * Update README.md with new Anaconda install steps (#347)

    pip3 version did not work for me and this is the recommended way to install Anaconda now it seems

    * fix save_original flag saving to the same filename

    Before this, the `--save_orig` flag was not working. The upscaled/GFPGAN would overwrite the original output image.

    Co-authored-by: greentext2 <112735219+greentext2@users.noreply.github.com>

commit 91e826e
Author: Sebastian Aigner <SebastianAigner@users.noreply.github.com>
Date:   Sun Sep 4 10:22:54 2022 +0200

    Add CORS headers to dream server to ease integration with third-party web interfaces

commit 6266d9e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 15:45:20 2022 -0400

    remove stray debugging message

commit 138956e
Author: greentext2 <112735219+greentext2@users.noreply.github.com>
Date:   Sat Sep 3 13:38:57 2022 -0500

    Update README.md with new Anaconda install steps (#347)

    pip3 version did not work for me and this is the recommended way to install Anaconda now it seems

commit 60be735
Author: Cora Johnson-Roberson <cora.johnson.roberson@gmail.com>
Date:   Sat Sep 3 14:28:34 2022 -0400

    Switch to regular pytorch channel and restore Python 3.10 for Macs. (#301)

    * Switch to regular pytorch channel and restore Python 3.10 for Macs.

    Although pytorch-nightly should in theory be faster, it is currently
    causing increased memory usage and slower iterations:

    #283 (comment)

    This changes the environment-mac.yaml file back to the regular pytorch
    channel and moves the `transformers` dep into pip for now (since it
    cannot be satisfied until tokenizers>=0.11 is built for Python 3.10).

    * Specify versions for Pip packages as well.

commit d0d95d3
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 14:10:31 2022 -0400

    make initimg appear in web log

commit b90a215
Merge: 1eee811 6270e31
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 13:47:15 2022 -0400

    Merge branch 'prixt-seamless' into development

commit 6270e31
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 13:46:29 2022 -0400

    add credit to prixt for seamless circular tiling

commit a01b7bd
Merge: 1eee811 9d88abe
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 13:43:04 2022 -0400

    add web interface for seamless option

commit 1eee811
Merge: 64eca42 fb857f0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 12:33:39 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit 64eca42
Merge: 9130ad7 21a1f68
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 12:33:05 2022 -0400

    Merge branch 'main' into development
    * brings in small documentation fixes that were
    added directly to main during release tweaking.

commit fb857f0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 12:07:07 2022 -0400

    fix typo in docs

commit 9d88abe
Author: prixt <paraxite@naver.com>
Date:   Sat Sep 3 22:42:16 2022 +0900

    fixed typo

commit a61e49b
Author: prixt <paraxite@naver.com>
Date:   Sat Sep 3 22:39:35 2022 +0900

    * Removed unnecessary code
    * Added description about --seamless

commit 02bee4f
Author: prixt <paraxite@naver.com>
Date:   Sat Sep 3 16:08:03 2022 +0900

    added --seamless tag logging to normalize_prompt

commit d922b53
Author: prixt <paraxite@naver.com>
Date:   Sat Sep 3 15:13:31 2022 +0900

    added seamless tiling mode and commands
austinbrown34 pushed a commit to cognidesign/InvokeAI that referenced this issue Dec 30, 2022
* start refactoring -not yet functional

* first phase of refactor done - not sure weighted prompts working

* Second phase of refactoring. Everything mostly working.
* The refactoring has moved all the hard-core inference work into
ldm.dream.generator.*, where there are submodules for txt2img and
img2img. inpaint will go in there as well.
* Some additional refactoring will be done soon, but relatively
minor work.

* fix -save_orig flag to actually work

* add @neonsecret attention.py memory optimization

* remove unneeded imports

* move token logging into conditioning.py

* add placeholder version of inpaint; porting in progress

* fix crash in img2img

* inpainting working; not tested on variations

* fix crashes in img2img

* ported attention.py memory optimization invoke-ai#117 from basujindal branch

* added @torch_no_grad() decorators to img2img, txt2img, inpaint closures

* Final commit prior to PR against development
* fixup crash when generating intermediate images in web UI
* rename ldm.simplet2i to ldm.generate
* add backward-compatibility simplet2i shell with deprecation warning

* add back in mps exception, addresses @Vargol comment in #354

* replaced Conditioning class with exported functions

* fix wrong type of with_variations attribute during intialization

* changed "image_iterator()" to "get_make_image()"

* raise NotImplementedError for calling get_make_image() in parent class

* Update ldm/generate.py

better error message

Co-authored-by: Kevin Gibbons <bakkot@gmail.com>

* minor stylistic fixes and assertion checks from code review

* moved get_noise() method into img2img class

* break get_noise() into two methods, one for txt2img and the other for img2img

* inpainting works on non-square images now

* make get_noise() an abstract method in base class

* much improved inpainting

Co-authored-by: Kevin Gibbons <bakkot@gmail.com>
austinbrown34 pushed a commit to cognidesign/InvokeAI that referenced this issue Dec 30, 2022
commit 1c649e4
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 13:29:16 2022 -0400

    fix torchvision dependency version #511

commit 4d197f6
Merge: a3e07fb 190ba78
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 07:29:19 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit a3e07fb
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 07:28:58 2022 -0400

    fix grid crash

commit 9fa1f31
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 07:07:05 2022 -0400

    fix opencv and realesrgan dependencies in mac install

commit 190ba78
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 12 01:50:58 2022 -0400

    Update requirements-mac.txt

    Fixed dangling dash on last line.

commit 25d9ccc
Author: Any-Winter-4079 <50542132+Any-Winter-4079@users.noreply.github.com>
Date:   Mon Sep 12 03:17:29 2022 +0200

    Update model.py

commit 9cdf3ac
Author: Any-Winter-4079 <50542132+Any-Winter-4079@users.noreply.github.com>
Date:   Mon Sep 12 02:52:36 2022 +0200

    Update attention.py

    Performance improvements to generate larger images in M1 invoke-ai#431

    Update attention.py

    Added dtype=r1.dtype to softmax

commit 49a96b9
Author: Mihai <299015+mh-dm@users.noreply.github.com>
Date:   Sat Sep 10 16:58:07 2022 +0300

    ~7% speedup (1.57 to 1.69it/s) from switch to += in ldm.modules.attention. (invoke-ai#482)

    Tested on 8GB eGPU nvidia setup so YMMV.
    512x512 output, max VRAM stays same.

commit aba94b8
Author: Niek van der Maas <mail@niekvandermaas.nl>
Date:   Fri Sep 9 15:01:37 2022 +0200

    Fix macOS `pyenv` instructions, add code block highlight (invoke-ai#441)

    Fix: `anaconda3-latest` does not work, specify the correct virtualenv, add missing init.

commit aac5102
Author: Henry van Megen <h.vanmegen@gmail.com>
Date:   Thu Sep 8 05:16:35 2022 +0200

    Disabled debug output (invoke-ai#436)

    Co-authored-by: Henry van Megen <hvanmegen@gmail.com>

commit 0ab5a36
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 17:19:46 2022 -0400

    fix missing lines in outputs

commit 5e43372
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 16:20:14 2022 -0400

    upped max_steps in v1-finetune.yaml and fixed TI docs to address invoke-ai#493

commit 7708f4f
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 16:03:37 2022 -0400

    slight efficiency gain by using += in attention.py

commit b86a1de
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Mon Sep 12 07:47:12 2022 +1200

    Remove print statement styling (invoke-ai#504)

    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 4951e66
Author: chromaticist <mhostick@gmail.com>
Date:   Sun Sep 11 12:44:26 2022 -0700

    Adding support for .bin files from huggingface concepts (invoke-ai#498)

    * Adding support for .bin files from huggingface concepts

    * Updating documentation to include huggingface .bin info

commit 79b445b
Merge: a323070 f7662c1
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 15:39:38 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit a323070
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 15:28:57 2022 -0400

    update requirements for new location of gfpgan

commit f7662c1
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 15:00:24 2022 -0400

    update requirements for changed location of gfpgan

commit 93c242c
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:47:58 2022 -0400

    make gfpgan_model_exists flag available to web interface

commit c7c6cd7
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:43:07 2022 -0400

    Update UPSCALE.md

    New instructions needed to accommodate fact that the ESRGAN and GFPGAN packages are now installed by environment.yaml.

commit 77ca83e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:31:56 2022 -0400

    Update CLI.md

    Final documentation tweak.

commit 0ea145d
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:29:26 2022 -0400

    Update CLI.md

    More doc fixes.

commit 162285a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:28:45 2022 -0400

    Update CLI.md

    Minor documentation fix

commit 37c921d
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 14:26:41 2022 -0400

    documentation enhancements

commit 4f72cb4
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 13:05:38 2022 -0400

    moved the notebook files into their own directory

commit 878ef2e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 12:58:06 2022 -0400

    documentation tweaks

commit 4923118
Merge: 16f6a67 defafc0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 12:51:25 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit defafc0
Author: Dominic Letz <dominic@diode.io>
Date:   Sun Sep 11 18:51:01 2022 +0200

    Enable upscaling on m1 (invoke-ai#474)

commit 16f6a67
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 12:47:26 2022 -0400

    install GFPGAN inside SD repository in order to fix 'dark cast' issue invoke-ai#169

commit 0881d42
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Mon Sep 12 03:52:43 2022 +1200

    Docs Update (invoke-ai#466)

    Authored-by: @blessedcoolant
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 9a29d44
Author: Gérald LONLAS <gerald@lonlas.com>
Date:   Sun Sep 11 23:23:18 2022 +0800

    Revert "Add 3x Upscale option on the Web UI (invoke-ai#442)" (invoke-ai#488)

    This reverts commit f8a5408.

commit d301836
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 10:52:19 2022 -0400

    can select prior output for init_img using -1, -2, etc

commit 70aa674
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 10:34:06 2022 -0400

    merge PR invoke-ai#495 - keep using float16 in ldm.modules.attention

commit 8748370
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 10:22:32 2022 -0400

    negative -S indexing recovers correct previous seed; closes issue invoke-ai#476

commit 839e30e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 11 10:02:44 2022 -0400

    improve CUDA VRAM monitoring

    extra check that device==cuda before getting VRAM stats

commit bfb2781
Author: tildebyte <337875+tildebyte@users.noreply.github.com>
Date:   Sat Sep 10 10:15:56 2022 -0400

    fix(readme): add note about updating env via conda (invoke-ai#475)

commit 5c43988
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 10 10:02:43 2022 -0400

    reduce VRAM memory usage by half during model loading

    * This moves the call to half() before model.to(device) to avoid GPU
    copy of full model. Improves speed and reduces memory usage dramatically

    * This fix contributed by @mh-dm (Mihai)

commit 9912270
Merge: 817c4a2 ecc6b75
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 10 09:54:34 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit 817c4a2
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 10 09:53:27 2022 -0400

    remove -F option from normalized prompt; closes invoke-ai#483

commit ecc6b75
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 10 09:53:27 2022 -0400

    remove -F option from normalized prompt

commit 723d074
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Sep 9 18:49:51 2022 -0400

    Allow ctrl c when using --from_file (invoke-ai#472)

    * added ansi escapes to highlight key parts of CLI session

    * adjust exception handling so that ^C will abort when reading prompts from a file

commit 75f633c
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Sep 9 12:03:45 2022 -0400

    re-add new logo

commit 10db192
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Sep 9 09:26:10 2022 -0400

    changes to dogettx optimizations to run on m1
    * Author @Any-Winter-4079
    * Author @dogettx
    Thanks to many individuals who contributed time and hardware to
    benchmarking and debugging these changes.

commit c85ae00
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 23:57:45 2022 -0400

    fix bug which caused seed to get "stuck" on previous image even when UI specified -1

commit 1b5aae3
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:36:47 2022 -0400

    add icon to dream web server

commit 6abf739
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:25:09 2022 -0400

    add favicon to web server

commit db825b8
Merge: 33874ba afee7f9
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:17:37 2022 -0400

    Merge branch 'deNULL-development' into development

commit 33874ba
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:16:29 2022 -0400

    Squashed commit of the following:

    commit afee7f9
    Merge: 6531446 171f8db
    Author: Lincoln Stein <lincoln.stein@gmail.com>
    Date:   Thu Sep 8 22:14:32 2022 -0400

        Merge branch 'development' of github.com:deNULL/stable-diffusion into deNULL-development

    commit 171f8db
    Author: Denis Olshin <me@denull.ru>
    Date:   Thu Sep 8 03:15:20 2022 +0300

        saving full prompt to metadata when using web ui

    commit d7e67b6
    Author: Denis Olshin <me@denull.ru>
    Date:   Thu Sep 8 01:51:47 2022 +0300

        better logic for clicking to make variations

commit afee7f9
Merge: 6531446 171f8db
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 22:14:32 2022 -0400

    Merge branch 'development' of github.com:deNULL/stable-diffusion into deNULL-development

commit 6531446
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 20:41:37 2022 -0400

    work around unexplained crash when timesteps=1000 (invoke-ai#440)

    * work around unexplained crash when timesteps=1000

    * this fix seems to work

commit c33a84c
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Fri Sep 9 12:39:51 2022 +1200

    Add New Logo (invoke-ai#454)

    * Add instructions on how to install alongside pyenv (invoke-ai#393)

    Like probably many others, I have a lot of different virtualenvs, one for each project. Most of them are handled by `pyenv`.
    After installing according to these instructions I had issues with ´pyenv`and `miniconda` fighting over the $PATH of my system.
    But then I stumbled upon this nice solution on SO: https://stackoverflow.com/a/73139031 , upon which I have based my suggested changes.

    It runs perfectly on my M1 setup, with the anaconda setup as a virtual environment handled by pyenv.

    Feel free to incorporate these instructions as you see fit.

    Thanks a million for all your hard work.

    * Disabled debug output (invoke-ai#436)

    Co-authored-by: Henry van Megen <hvanmegen@gmail.com>

    * Add New Logo

    Co-authored-by: Håvard Gulldahl <havard@lurtgjort.no>
    Co-authored-by: Henry van Megen <h.vanmegen@gmail.com>
    Co-authored-by: Henry van Megen <hvanmegen@gmail.com>
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit f8a5408
Author: Gérald LONLAS <gerald@lonlas.com>
Date:   Fri Sep 9 01:45:54 2022 +0800

    Add 3x Upscale option on the Web UI (invoke-ai#442)

commit 244239e
Author: James Reynolds <magnusviri@users.noreply.github.com>
Date:   Thu Sep 8 05:36:33 2022 -0600

    macOS CI workflow, dream.py exits with an error, but the workflow com… (invoke-ai#396)

    * macOS CI workflow, dream.py exits with an error, but the workflow completes.

    * Files for testing

    Co-authored-by: James Reynolds <magnsuviri@me.com>
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 711d49e
Author: James Reynolds <magnusviri@users.noreply.github.com>
Date:   Thu Sep 8 05:35:08 2022 -0600

    Cache model workflow (invoke-ai#394)

    * Add workflow that caches the model, step 1 for CI

    * Change name of workflow job

    Co-authored-by: James Reynolds <magnsuviri@me.com>
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 7996a30
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Sep 8 07:34:03 2022 -0400

    add auto-creation of mask for inpainting (invoke-ai#438)

    * now use a single init image for both image and mask

    * turn on debugging for now to write out mask and image

    * add back -M option as a fallback

commit a69ca31
Author: elliotsayes <elliotsayes@gmail.com>
Date:   Thu Sep 8 15:30:06 2022 +1200

    .gitignore WebUI temp files (invoke-ai#430)

    * Add instructions on how to install alongside pyenv (invoke-ai#393)

    Like probably many others, I have a lot of different virtualenvs, one for each project. Most of them are handled by `pyenv`.
    After installing according to these instructions I had issues with ´pyenv`and `miniconda` fighting over the $PATH of my system.
    But then I stumbled upon this nice solution on SO: https://stackoverflow.com/a/73139031 , upon which I have based my suggested changes.

    It runs perfectly on my M1 setup, with the anaconda setup as a virtual environment handled by pyenv.

    Feel free to incorporate these instructions as you see fit.

    Thanks a million for all your hard work.

    * .gitignore WebUI temp files

    Co-authored-by: Håvard Gulldahl <havard@lurtgjort.no>

commit 5c6b612
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 22:50:55 2022 -0400

    fix bug that caused same seed to be redisplayed repeatedly

commit 56f155c
Author: Johan Roxendal <johan@roxendal.com>
Date:   Thu Sep 8 04:50:06 2022 +0200

    added support for parsing run log and displaying images in the frontend init state (invoke-ai#410)

    Co-authored-by: Johan Roxendal <johan.roxendal@litteraturbanken.se>
    Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

commit 4168774
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 20:24:35 2022 -0400

    added missing initialization of latent_noise to None

commit 171f8db
Author: Denis Olshin <me@denull.ru>
Date:   Thu Sep 8 03:15:20 2022 +0300

    saving full prompt to metadata when using web ui

commit d7e67b6
Author: Denis Olshin <me@denull.ru>
Date:   Thu Sep 8 01:51:47 2022 +0300

    better logic for clicking to make variations

commit d1d044a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 17:56:59 2022 -0400

    actual image seed now written into web log rather than -1 (invoke-ai#428)

commit edada04
Author: Arturo Mendivil <60411196+artmen1516@users.noreply.github.com>
Date:   Wed Sep 7 10:42:26 2022 -0700

    Improve notebook and add requirements file (invoke-ai#422)

commit 29ab3c2
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 13:28:11 2022 -0400

    disable neonpixel optimizations on M1 hardware (invoke-ai#414)

    * disable neonpixel optimizations on M1 hardware

    * fix typo that was causing random noise images on m1

commit 7670ecc
Author: cody <cnmizell@gmail.com>
Date:   Wed Sep 7 12:24:41 2022 -0500

    add more keyboard support on the web server (invoke-ai#391)

    add ability to submit prompts with the "enter" key
    add ability to cancel generations with the "escape" key

commit dd2aeda
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Sep 7 13:23:53 2022 -0400

    report VRAM usage stats during initial model loading (invoke-ai#419)

commit f628477
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Sep 6 17:12:39 2022 -0400

    Squashed commit of the following:

    commit 7d1344282d942a33dcecda4d5144fc154ec82915
    Merge: caf4ea3 ebeb556
    Author: Lincoln Stein <lincoln.stein@gmail.com>
    Date:   Mon Sep 5 10:07:27 2022 -0400

        Merge branch 'development' of github.com:WebDev9000/stable-diffusion into WebDev9000-development

    commit ebeb556
    Author: Web Dev 9000 <rirath@gmail.com>
    Date:   Sun Sep 4 18:05:15 2022 -0700

        Fixed unintentionally removed lines

    commit ff2c4b9
    Author: Web Dev 9000 <rirath@gmail.com>
    Date:   Sun Sep 4 17:50:13 2022 -0700

        Add ability to recreate variations via image click

    commit c012929
    Author: Web Dev 9000 <rirath@gmail.com>
    Date:   Sun Sep 4 14:35:33 2022 -0700

        Add files via upload

    commit 02a6018
    Author: Web Dev 9000 <rirath@gmail.com>
    Date:   Sun Sep 4 14:35:07 2022 -0700

        Add files via upload

commit eef7889
Author: Olivier Louvignes <olivier@mg-crea.com>
Date:   Tue Sep 6 12:41:08 2022 +0200

    feat(txt2img): allow from_file to work with len(lines) < batch_size (invoke-ai#349)

commit 720e5cd
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 5 20:40:10 2022 -0400

    Refactoring simplet2i (invoke-ai#387)

    * start refactoring -not yet functional

    * first phase of refactor done - not sure weighted prompts working

    * Second phase of refactoring. Everything mostly working.
    * The refactoring has moved all the hard-core inference work into
    ldm.dream.generator.*, where there are submodules for txt2img and
    img2img. inpaint will go in there as well.
    * Some additional refactoring will be done soon, but relatively
    minor work.

    * fix -save_orig flag to actually work

    * add @neonsecret attention.py memory optimization

    * remove unneeded imports

    * move token logging into conditioning.py

    * add placeholder version of inpaint; porting in progress

    * fix crash in img2img

    * inpainting working; not tested on variations

    * fix crashes in img2img

    * ported attention.py memory optimization invoke-ai#117 from basujindal branch

    * added @torch_no_grad() decorators to img2img, txt2img, inpaint closures

    * Final commit prior to PR against development
    * fixup crash when generating intermediate images in web UI
    * rename ldm.simplet2i to ldm.generate
    * add backward-compatibility simplet2i shell with deprecation warning

    * add back in mps exception, addresses @Vargol comment in #354

    * replaced Conditioning class with exported functions

    * fix wrong type of with_variations attribute during intialization

    * changed "image_iterator()" to "get_make_image()"

    * raise NotImplementedError for calling get_make_image() in parent class

    * Update ldm/generate.py

    better error message

    Co-authored-by: Kevin Gibbons <bakkot@gmail.com>

    * minor stylistic fixes and assertion checks from code review

    * moved get_noise() method into img2img class

    * break get_noise() into two methods, one for txt2img and the other for img2img

    * inpainting works on non-square images now

    * make get_noise() an abstract method in base class

    * much improved inpainting

    Co-authored-by: Kevin Gibbons <bakkot@gmail.com>

commit 1ad2a8e
Author: thealanle <35761977+thealanle@users.noreply.github.com>
Date:   Mon Sep 5 17:35:04 2022 -0700

    Fix --outdir function for web (invoke-ai#373)

    * Fix --outdir function for web

    * Removed unnecessary hardcoded path

commit 52d8bb2
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Sep 5 10:31:59 2022 -0400

    Squashed commit of the following:

    commit 0cd48e932f1326e000c46f4140f98697eb9bdc79
    Author: Lincoln Stein <lincoln.stein@gmail.com>
    Date:   Mon Sep 5 10:27:43 2022 -0400

        resolve conflicts with development

    commit d7bc8c1
    Author: Scott McMillin <scott@scottmcmillin.com>
    Date:   Sun Sep 4 18:52:09 2022 -0500

        Add title attribute back to img tag

    commit 5397c89
    Author: Scott McMillin <scott@scottmcmillin.com>
    Date:   Sun Sep 4 13:49:46 2022 -0500

        Remove temp code

    commit 1da080b
    Author: Scott McMillin <scott@scottmcmillin.com>
    Date:   Sun Sep 4 13:33:56 2022 -0500

        Cleaned up HTML; small style changes; image click opens image; add seed to figcaption beneath image

commit caf4ea3
Author: Adam Rice <adam@askadam.io>
Date:   Mon Sep 5 10:05:39 2022 -0400

    Add a 'Remove Image' button to clear the file upload field (invoke-ai#382)

    * added "remove image" button

    * styled a new "remove image" button

    * Update index.js

commit 95c088b
Author: Kevin Gibbons <bakkot@gmail.com>
Date:   Sun Sep 4 19:04:14 2022 -0700

    Revert "Add CORS headers to dream server to ease integration with third-party web interfaces" (invoke-ai#371)

    This reverts commit 91e826e.

commit a20113d
Author: Kevin Gibbons <bakkot@gmail.com>
Date:   Sun Sep 4 18:59:12 2022 -0700

    put no_grad decorator on make_image closures (invoke-ai#375)

commit 0f93dad
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 4 21:39:15 2022 -0400

    fix several dangling references to --gfpgan option, which no longer exists

commit f4004f6
Author: tildebyte <337875+tildebyte@users.noreply.github.com>
Date:   Sun Sep 4 19:43:04 2022 -0400

    TOIL(requirements): Split requirements to per-platform (invoke-ai#355)

    * toil(reqs): split requirements to per-platform

    Signed-off-by: Ben Alkov <ben.alkov@gmail.com>

    * toil(reqs): fix for Win and Lin...

    ...allow pip to resolve latest torch, numpy

    Signed-off-by: Ben Alkov <ben.alkov@gmail.com>

    * toil(install): update reqs in Win install notebook

    Signed-off-by: Ben Alkov <ben.alkov@gmail.com>

    Signed-off-by: Ben Alkov <ben.alkov@gmail.com>

commit 4406fd1
Merge: 5116c81 fd7a72e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 4 08:23:53 2022 -0400

    Merge branch 'SebastianAigner-main' into development
    Add support for full CORS headers for dream server.

commit fd7a72e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 4 08:23:11 2022 -0400

    remove debugging message

commit 3a2be62
Merge: 91e826e 5116c81
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Sep 4 08:15:51 2022 -0400

    Merge branch 'development' into main

commit 5116c81
Author: Justin Wong <1584142+wongjustin99@users.noreply.github.com>
Date:   Sun Sep 4 07:17:58 2022 -0400

    fix save_original flag saving to the same filename (invoke-ai#360)

    * Update README.md with new Anaconda install steps (invoke-ai#347)

    pip3 version did not work for me and this is the recommended way to install Anaconda now it seems

    * fix save_original flag saving to the same filename

    Before this, the `--save_orig` flag was not working. The upscaled/GFPGAN would overwrite the original output image.

    Co-authored-by: greentext2 <112735219+greentext2@users.noreply.github.com>

commit 91e826e
Author: Sebastian Aigner <SebastianAigner@users.noreply.github.com>
Date:   Sun Sep 4 10:22:54 2022 +0200

    Add CORS headers to dream server to ease integration with third-party web interfaces

commit 6266d9e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 15:45:20 2022 -0400

    remove stray debugging message

commit 138956e
Author: greentext2 <112735219+greentext2@users.noreply.github.com>
Date:   Sat Sep 3 13:38:57 2022 -0500

    Update README.md with new Anaconda install steps (invoke-ai#347)

    pip3 version did not work for me and this is the recommended way to install Anaconda now it seems

commit 60be735
Author: Cora Johnson-Roberson <cora.johnson.roberson@gmail.com>
Date:   Sat Sep 3 14:28:34 2022 -0400

    Switch to regular pytorch channel and restore Python 3.10 for Macs. (invoke-ai#301)

    * Switch to regular pytorch channel and restore Python 3.10 for Macs.

    Although pytorch-nightly should in theory be faster, it is currently
    causing increased memory usage and slower iterations:

    invoke-ai#283 (comment)

    This changes the environment-mac.yaml file back to the regular pytorch
    channel and moves the `transformers` dep into pip for now (since it
    cannot be satisfied until tokenizers>=0.11 is built for Python 3.10).

    * Specify versions for Pip packages as well.

commit d0d95d3
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 14:10:31 2022 -0400

    make initimg appear in web log

commit b90a215
Merge: 1eee811 6270e31
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 13:47:15 2022 -0400

    Merge branch 'prixt-seamless' into development

commit 6270e31
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 13:46:29 2022 -0400

    add credit to prixt for seamless circular tiling

commit a01b7bd
Merge: 1eee811 9d88abe
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 13:43:04 2022 -0400

    add web interface for seamless option

commit 1eee811
Merge: 64eca42 fb857f0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 12:33:39 2022 -0400

    Merge branch 'development' of github.com:lstein/stable-diffusion into development

commit 64eca42
Merge: 9130ad7 21a1f68
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 12:33:05 2022 -0400

    Merge branch 'main' into development
    * brings in small documentation fixes that were
    added directly to main during release tweaking.

commit fb857f0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Sep 3 12:07:07 2022 -0400

    fix typo in docs

commit 9d88abe
Author: prixt <paraxite@naver.com>
Date:   Sat Sep 3 22:42:16 2022 +0900

    fixed typo

commit a61e49b
Author: prixt <paraxite@naver.com>
Date:   Sat Sep 3 22:39:35 2022 +0900

    * Removed unnecessary code
    * Added description about --seamless

commit 02bee4f
Author: prixt <paraxite@naver.com>
Date:   Sat Sep 3 16:08:03 2022 +0900

    added --seamless tag logging to normalize_prompt

commit d922b53
Author: prixt <paraxite@naver.com>
Date:   Sat Sep 3 15:13:31 2022 +0900

    added seamless tiling mode and commands
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