Fixes:
File "stable-diffusion/ldm/modules/diffusionmodules/model.py", line 37, in nonlinearity
return x*torch.sigmoid(x)
RuntimeError: CUDA out of memory. Tried to allocate 1.56 GiB [..]
Now up to 1536x1280 is possible on 8GB VRAM.
Also remove unused SiLU class.
Apply ~6% speedup by moving * self.scale to earlier on a smaller tensor.
When we have enough VRAM don't make a useless zeros tensor.
Switch between cuda/mps/cpu based on q.device.type to allow cleaner per architecture future optimizations.
For cuda and cpu keep VRAM usage and faster slicing consistent.
For cpu use smaller slices. Tested ~20% faster on i7, 9.8 to 7.7 s/it.
Fix = typo to self.mem_total >= 8 in einsum_op_mps_v2 as per #582 discussion.
- fixes no closing quote in pretty-printed dream_prompt string
- removes unecessary -f switch when txt2img used
In addition, this commit does an experimental commenting-out of the
random.seed() call in the variation-generating part of ldm.dream.generator.base.
This fixes the problem of two calls that use the same seed and -v0.1
generating different images (#641). However, it does not fix the issue
of two images generated using the same seed and -VXXXXXX being
different.
* Implements rudimentary api
* Fixes blocking in API
* Adds UI to monorepo > src/frontend/
* Updates frontend/README
* Reverts conda env name to `ldm`
* Fixes environment yamls
* CORS config for testing
* Fixes LogViewer position
* API WID
* Adds actions to image viewer
* Increases vite chunkSizeWarningLimit to 1500
* Implements init image
* Implements state persistence in localStorage
* Improve progress data handling
* Final build
* Fixes mimetypes error on windows
* Adds error logging
* Fixes bugged img2img strength component
* Adds sourcemaps to dev build
* Fixes missing key
* Changes connection status indicator to text
* Adds ability to serve other hosts than localhost
* Adding Flask API server
* Removes source maps from config
* Fixes prop transfer
* Add missing packages and add CORS support
* Adding API doc
* Remove defaults from openapi doc
* Adds basic error handling for server config query
* Mostly working socket.io implementation.
* Fixes bug preventing mask upload
* Fixes bug with sampler name not written to metadata
* UI Overhaul, numerous fixes
Co-authored-by: Kyle Schouviller <kyle0654@hotmail.com>
Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
* Feature complete for #266 with exception of several small deviations:
1. initial image and model weight hashes use full sha256 hash rather than first 8 digits
2. Initialization parameters for post-processing steps not provided
3. Uses top-level "images" tags for both a single image and a grid of images. This change was suggested in a comment.
* Added scripts/sd_metadata.py to retrieve and print metadata from PNG files
* New ldm.dream.args.Args class is a namespace like object which holds all defaults and can be modified during exection to hold current settings.
* Modified dream.py and server.py to accommodate Args class.
This change makes it so any API clients can show the same error as what
happens in the terminal where you run the API. Useful for various WebUIs
to display more helpful error messages to users.
Co-authored-by: CapableWeb <capableweb@domain.com>
* Update dream.py. k_euler_a and k_dpm_2_a M1 fix
Make results reproducible (so runs with the same seed produce the same result).
Implements fix by @wbowling referenced in https://github.com/lstein/stable-diffusion/issues/397#issuecomment-1240679294
* Update dream.py. Remove import torch from dream.py
* generate.py: k_euler_a and k_dpm_2_a M1 fix#579
Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
* Refactor generate.py and dream.py
* config file path (models.yaml) is parsed inside Generate() to simplify
API
* Better handling of keyboard interrupts in file loading mode vs
interactive
* Removed oodles of unused variables.
* move nonfunctional inpainting out of the scripts directory
* fix ugly ddim tqdm formatting
* fix embiggen breakage, formatting fixes
* fix web server handling of rel and abs outdir paths
* Can now specify either a relative or absolute path for outdir
* Outdir path does not need to be inside the stable-diffusion directory
* Closes security hole that allowed user to read any file within
stable-diffusion (eek!)
* Closes#536
* revert inadvertent change of conda env name (#528)
* Refactor generate.py and dream.py
* config file path (models.yaml) is parsed inside Generate() to simplify
API
* Better handling of keyboard interrupts in file loading mode vs
interactive
* Removed oodles of unused variables.
* move nonfunctional inpainting out of the scripts directory
* fix ugly ddim tqdm formatting
Code cleanup and attention.py einsum_ops update for M1 16-32GB performance.
Expected: On par with fastest ever from 8 to 128GB for 512x512. Allows large images.
When running on just cpu (intel), a call to torch.layer_norm would error with RuntimeError: expected scalar type BFloat16 but found Float
Fix buggy device handling in model.py.
Tested with scripts/dream.py --full_precision on just cpu on intel laptop. Works but slow at ~10s/it.
* Add Embiggen automation
* Make embiggen_tiles masking more intelligent and count from one (at least for the user), rewrite sections of Embiggen README, fix various typos throughout README
* drop duplicate log message
commit 1c649e4663
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Mon Sep 12 13:29:16 2022 -0400
fix torchvision dependency version #511
commit 4d197f699e
Merge: a3e07fb190ba78
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 a3e07fb84a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Mon Sep 12 07:28:58 2022 -0400
fix grid crash
commit 9fa1f31bf2
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 190ba78960
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 25d9ccc509
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 9cdf3aca7d
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 49a96b90d8
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 aba94b85e8
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 aac5102cf3
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 0ab5a36464
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 11 17:19:46 2022 -0400
fix missing lines in outputs
commit 5e433728b5
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 7708f4fb98
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 b86a1deb00
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 4951e66103
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 79b445b0ca
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 a323070a4d
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 11 15:28:57 2022 -0400
update requirements for new location of gfpgan
commit f7662c1808
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 11 15:00:24 2022 -0400
update requirements for changed location of gfpgan
commit 93c242c9fb
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 c7c6cd7735
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 77ca83e103
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 11 14:31:56 2022 -0400
Update CLI.md
Final documentation tweak.
commit 0ea145d188
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 11 14:29:26 2022 -0400
Update CLI.md
More doc fixes.
commit 162285ae86
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 11 14:28:45 2022 -0400
Update CLI.md
Minor documentation fix
commit 37c921dfe2
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 11 14:26:41 2022 -0400
documentation enhancements
commit 4f72cb44ad
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 878ef2e9e0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 11 12:58:06 2022 -0400
documentation tweaks
commit 4923118610
Merge: 16f6a67defafc0
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 defafc0e8e
Author: Dominic Letz <dominic@diode.io>
Date: Sun Sep 11 18:51:01 2022 +0200
Enable upscaling on m1 (#474)
commit 16f6a6731d
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 0881d429f2
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 9a29d442b4
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 f8a540881c.
commit d301836fbd
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 70aa674e9e
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 8748370f44
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 839e30e4b8
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 bfb2781279
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 5c43988862
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 99122708ca
Merge: 817c4a2ecc6b75
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 817c4a26de
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 ecc6b75a3e
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sat Sep 10 09:53:27 2022 -0400
remove -F option from normalized prompt
commit 723d074442
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 75f633cda8
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Fri Sep 9 12:03:45 2022 -0400
re-add new logo
commit 10db192cc4
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 c85ae00b33
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 1b5aae3ef3
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Thu Sep 8 22:36:47 2022 -0400
add icon to dream web server
commit 6abf739315
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Thu Sep 8 22:25:09 2022 -0400
add favicon to web server
commit db825b8138
Merge: 33874baafee7f9
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Thu Sep 8 22:17:37 2022 -0400
Merge branch 'deNULL-development' into development
commit 33874bae8d
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Thu Sep 8 22:16:29 2022 -0400
Squashed commit of the following:
commit afee7f9cea
Merge: 6531446171f8db
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 171f8db742
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 d7e67b62f0
Author: Denis Olshin <me@denull.ru>
Date: Thu Sep 8 01:51:47 2022 +0300
better logic for clicking to make variations
commit afee7f9cea
Merge: 6531446171f8db
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 653144694f
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 c33a84cdfd
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 f8a540881c
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 244239e5f6
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 711d49ed30
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 7996a30e3a
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 a69ca31f34
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 5c6b612a72
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 56f155c590
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 41687746be
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 171f8db742
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 d7e67b62f0
Author: Denis Olshin <me@denull.ru>
Date: Thu Sep 8 01:51:47 2022 +0300
better logic for clicking to make variations
commit d1d044aa87
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 edada042b3
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 29ab3c2028
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 7670ecc63f
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 dd2aedacaf
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 f6284777e6
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Tue Sep 6 17:12:39 2022 -0400
Squashed commit of the following:
commit 7d1344282d942a33dcecda4d5144fc154ec82915
Merge: caf4ea3ebeb556
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 ebeb556af9
Author: Web Dev 9000 <rirath@gmail.com>
Date: Sun Sep 4 18:05:15 2022 -0700
Fixed unintentionally removed lines
commit ff2c4b9a1b
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 c012929cda
Author: Web Dev 9000 <rirath@gmail.com>
Date: Sun Sep 4 14:35:33 2022 -0700
Add files via upload
commit 02a6018992
Author: Web Dev 9000 <rirath@gmail.com>
Date: Sun Sep 4 14:35:07 2022 -0700
Add files via upload
commit eef788981c
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 720e5cd651
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 1ad2a8e567
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 52d8bb2836
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 d7bc8c12e0
Author: Scott McMillin <scott@scottmcmillin.com>
Date: Sun Sep 4 18:52:09 2022 -0500
Add title attribute back to img tag
commit 5397c89184
Author: Scott McMillin <scott@scottmcmillin.com>
Date: Sun Sep 4 13:49:46 2022 -0500
Remove temp code
commit 1da080b509
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 caf4ea3d89
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 95c088b303
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 91e826e5f4.
commit a20113d5a3
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 0f93dadd6a
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 f4004f660e
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 4406fd138d
Merge: 5116c81fd7a72e
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 fd7a72e147
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 4 08:23:11 2022 -0400
remove debugging message
commit 3a2be621f3
Merge: 91e826e5116c81
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sun Sep 4 08:15:51 2022 -0400
Merge branch 'development' into main
commit 5116c8178c
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 91e826e5f4
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 6266d9e8d6
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sat Sep 3 15:45:20 2022 -0400
remove stray debugging message
commit 138956e516
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 60be735e80
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:
https://github.com/lstein/stable-diffusion/pull/283#issuecomment-1234784885
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 d0d95d3a2a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sat Sep 3 14:10:31 2022 -0400
make initimg appear in web log
commit b90a215000
Merge: 1eee8116270e31
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sat Sep 3 13:47:15 2022 -0400
Merge branch 'prixt-seamless' into development
commit 6270e313b8
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 a01b7bdc40
Merge: 1eee8119d88abe
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sat Sep 3 13:43:04 2022 -0400
add web interface for seamless option
commit 1eee8111b9
Merge: 64eca42fb857f0
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 64eca42610
Merge: 9130ad721a1f68
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 fb857f05ba
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date: Sat Sep 3 12:07:07 2022 -0400
fix typo in docs
commit 9d88abe2ea
Author: prixt <paraxite@naver.com>
Date: Sat Sep 3 22:42:16 2022 +0900
fixed typo
commit a61e49bc97
Author: prixt <paraxite@naver.com>
Date: Sat Sep 3 22:39:35 2022 +0900
* Removed unnecessary code
* Added description about --seamless
commit 02bee4fdb1
Author: prixt <paraxite@naver.com>
Date: Sat Sep 3 16:08:03 2022 +0900
added --seamless tag logging to normalize_prompt
commit d922b53c26
Author: prixt <paraxite@naver.com>
Date: Sat Sep 3 15:13:31 2022 +0900
added seamless tiling mode and commands
* 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)
* 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>
* 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>
* 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>
* check that fixed side provided when requesting variant parameter sweep
(-v)
* move _get_noise() into outer scope to improve readability -
refactoring of big method call needed
I'm using stable-diffusion on a 2022 Macbook M2 Air with 24 GB unified memory.
I see this taking about 2.0s/it.
I've moved many deps from pip to conda-forge, to take advantage of the
precompiled binaries. Some notes for Mac users, since I've seen a lot of
confusion about this:
One doesn't need the `apple` channel to run this on a Mac-- that's only
used by `tensorflow-deps`, required for running tensorflow-metal. For
that, I have an example environment.yml here:
https://developer.apple.com/forums/thread/711792?answerId=723276022#723276022
However, the `CONDA_ENV=osx-arm64` environment variable *is* needed to
ensure that you do not run any Intel-specific packages such as `mkl`,
which will fail with [cryptic errors](https://github.com/CompVis/stable-diffusion/issues/25#issuecomment-1226702274)
on the ARM architecture and cause the environment to break.
I've also added a comment in the env file about 3.10 not working yet.
When it becomes possible to update, those commands run on an osx-arm64
machine should work to determine the new version set.
Here's what a successful run of dream.py should look like:
```
$ python scripts/dream.py --full_precision SIGABRT(6) ↵ 08:42:59
* Initializing, be patient...
Loading model from models/ldm/stable-diffusion-v1/model.ckpt
LatentDiffusion: Running in eps-prediction mode
DiffusionWrapper has 859.52 M params.
making attention of type 'vanilla' with 512 in_channels
Working with z of shape (1, 4, 32, 32) = 4096 dimensions.
making attention of type 'vanilla' with 512 in_channels
Using slower but more accurate full-precision math (--full_precision)
>> Setting Sampler to k_lms
model loaded in 6.12s
* Initialization done! Awaiting your command (-h for help, 'q' to quit)
dream> "an astronaut riding a horse"
Generating: 0%| | 0/1 [00:00<?, ?it/s]/Users/corajr/Documents/lstein/ldm/modules/embedding_manager.py:152: UserWarning: The operator 'aten::nonzero' is not currently supported on the MPS backend and will fall back to run on the CPU. This may have performance implications. (Triggered internally at /Users/runner/work/_temp/anaconda/conda-bld/pytorch_1662016319283/work/aten/src/ATen/mps/MPSFallback.mm:11.)
placeholder_idx = torch.where(
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [01:37<00:00, 1.95s/it]
Generating: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [01:38<00:00, 98.55s/it]
Usage stats:
1 image(s) generated in 98.60s
Max VRAM used for this generation: 0.00G
Outputs:
outputs/img-samples/000001.1525943180.png: "an astronaut riding a horse" -s50 -W512 -H512 -C7.5 -Ak_lms -F -S1525943180
```
- move all device init logic to T2I.__init__
- handle m1 specific edge case with autocast device type
- check torch.cuda.is_available before using cuda
* This functionality is triggered by the --fit option in the CLI (default
false), and by the "fit" checkbox in the WebGUI (default True)
* In addition, this commit contains a number of whitespace changes to
make the code more readable, as well as an attempt to unify the visual
appearance of info and warning messages.
* fix AttributeError crash when running on non-CUDA systems; closes issue #234 and issue #250
* although this prevents dream.py script from crashing immediately on MPS systems, MPS support still very much a work in progress.
Removed the changes to the index.html and .gitattributes for this PR. Will add them in separate PRs.
Applied recommended change for resolving the case issue.
Case sensitivity between os.getcwd and os.realpath can fail due to different drive letter casing. C:\ vs c:\. This change addresses that by normalizing the strings before comparing.
This adds an option -t argument that will print out color-coded tokenization, SD has a maximum of 77 tokens, it silently discards tokens over the limit if your prompt is too long.
By using -t you can see how your prompt is being tokenized which helps prompt crafting.
