Commit Graph

406 Commits

Author SHA1 Message Date
Lincoln Stein
2fc19d9afa suppress description in "other models" tab for space reasons 2023-06-20 11:45:37 -04:00
Lincoln Stein
ac6403f877 address some of ebr issues 2023-06-20 11:08:27 -04:00
Lincoln Stein
678bb4fe10 Merge branch 'lstein/installer-for-new-model-layout' of github.com:invoke-ai/InvokeAI into lstein/installer-for-new-model-layout 2023-06-20 09:42:21 -04:00
Lincoln Stein
294b1e83e6 test and fix edge cases 2023-06-20 09:42:10 -04:00
blessedcoolant
4f5693040e
Merge branch 'main' into fix/inpaint_new_manager 2023-06-19 22:55:00 +12:00
Sergey Borisov
a01998d095 Remove more old logic 2023-06-19 15:57:28 +10:00
Sergey Borisov
7b35162b9e Remove old logic except for inpaint, add support for lora and ti to inpaint node 2023-06-19 15:57:28 +10:00
Sergey Borisov
c26e1a9271 Rewrite inpaint node to new model manager, remove TextToImage and ImageToImage nodes 2023-06-19 15:57:28 +10:00
Sergey Borisov
82091b9a66 Fix vae conversion 2023-06-18 23:46:07 +03:00
Sergey Borisov
f3d9797ebe Add dpmpp_sde and dpmpp_2m_sde schedulers(with karras) 2023-06-18 23:38:15 +03:00
Lincoln Stein
e1d53b86f3
Merge branch 'main' into lstein/installer-for-new-model-layout 2023-06-17 16:26:56 -07:00
Lincoln Stein
ddb3f4b02b make configure script work properly on empty rootdir 2023-06-17 19:26:35 -04:00
Sergey Borisov
6b7cf3f3be Add lms and dpmpp2_s karras scheduler 2023-06-17 21:00:16 +03:00
Lincoln Stein
f28d50070e configure/install basically working; needs edge case testing 2023-06-16 22:54:36 -04:00
Lincoln Stein
ada7399753 rewrite of widget display - marshalling needs rewrite 2023-06-15 23:32:33 -04:00
Sergey Borisov
5f2d07917d Fix lora import, fix sd2 config, fix list models api 2023-06-15 21:30:15 +03:00
user1
5cd0e90816 Renamed ControlNet control_mode option "even_more_control" to "unbalanced" 2023-06-13 22:30:17 -07:00
user1
cfd49e3921 Removing vestigial comments. 2023-06-13 21:33:15 -07:00
user1
a8e0490133 Merge branch 'feat/controlnet-control-modes' of https://github.com/invoke-ai/InvokeAI into feat/controlnet-control-modes 2023-06-13 21:21:13 -07:00
user1
de3e6cdb02 Switched over to ControlNet control_mode with 4 options: balanced, more_prompt, more_control, even_more_control. Based on True/False combinations of internal booleans cfg_injection and soft_injection 2023-06-13 21:08:34 -07:00
Sergey Borisov
6c5954f9d1 Add controlnet to model manager, fixes 2023-06-14 04:26:21 +03:00
Sergey Borisov
740c05a0bb Save models on rescan, uncache model on edit/delete, fixes 2023-06-14 03:12:12 +03:00
Sergey Borisov
26090011c4 Fix conflict resolve, add model configs to type annotation 2023-06-14 00:26:37 +03:00
StAlKeR7779
c9ae26a176
Merge branch 'main' into lstein/new-model-manager 2023-06-13 23:37:52 +03:00
Sergey Borisov
e7db6d8120 Fix ckpt and vae conversion, migrate script, remove sd2-base 2023-06-13 18:05:12 +03:00
user1
8495764d45 Moving from ControlNet guess_mode to separate booleans for cfg_injection and soft_injection for testing control modes 2023-06-13 00:41:36 -07:00
user1
8b7fac75ed First pass at ControlNet "guess mode" implementation. 2023-06-13 00:41:36 -07:00
user1
9e0e26f4c4 Moving from ControlNet guess_mode to separate booleans for cfg_injection and soft_injection for testing control modes 2023-06-12 23:57:57 -07:00
Lincoln Stein
87ba17a1f5 add migration script and update convert and face restoration paths 2023-06-13 01:27:51 -04:00
Lincoln Stein
1439dc7712 Add SchedulerPredictionType and ModelVariantType enums 2023-06-12 16:07:04 -04:00
blessedcoolant
2a814d886b
Merge branch 'main' into diffusers-upgrade 2023-06-13 05:29:15 +12:00
Sergey Borisov
36eb1bd893 Fixes 2023-06-12 16:14:09 +03:00
Sergey Borisov
9fa78443de Fixes, add sd variant detection 2023-06-12 05:52:30 +03:00
Lincoln Stein
893f776f1d model_probe working; model_install incomplete 2023-06-11 19:51:53 -04:00
Lincoln Stein
085ab54124 remove modified models.py and migrate code to models/base.py 2023-06-11 16:10:15 -04:00
Lincoln Stein
8e1a56875e remove defunct code 2023-06-11 12:57:06 -04:00
Lincoln Stein
000626ab2e move all installation code out of model_manager 2023-06-11 12:51:50 -04:00
Sergey Borisov
694fd0c92f Fixes, first runable version 2023-06-11 16:42:40 +03:00
user1
fd715026a7 First pass at ControlNet "guess mode" implementation. 2023-06-11 02:00:39 -07:00
Gregg Helt
c647056287
Feat/easy param (#3504)
* Testing change to LatentsToText to allow setting different cfg_scale values per diffusion step.

* Adding first attempt at float param easing node, using Penner easing functions.

* Core implementation of ControlNet and MultiControlNet.

* Added support for ControlNet and MultiControlNet to legacy non-nodal Txt2Img in backend/generator. Although backend/generator will likely disappear by v3.x, right now they are very useful for testing core ControlNet and MultiControlNet functionality while node codebase is rapidly evolving.

* Added example of using ControlNet with legacy Txt2Img generator

* Resolving rebase conflict

* Added first controlnet preprocessor node for canny edge detection.

* Initial port of controlnet node support from generator-based TextToImageInvocation node to latent-based TextToLatentsInvocation node

* Switching to ControlField for output from controlnet nodes.

* Resolving conflicts in rebase to origin/main

* Refactored ControlNet nodes so they subclass from PreprocessedControlInvocation, and only need to override run_processor(image) (instead of reimplementing invoke())

* changes to base class for controlnet nodes

* Added HED, LineArt, and OpenPose ControlNet nodes

* Added an additional "raw_processed_image" output port to controlnets, mainly so could route ImageField to a ShowImage node

* Added more preprocessor nodes for:
      MidasDepth
      ZoeDepth
      MLSD
      NormalBae
      Pidi
      LineartAnime
      ContentShuffle
Removed pil_output options, ControlNet preprocessors should always output as PIL. Removed diagnostics and other general cleanup.

* Prep for splitting pre-processor and controlnet nodes

* Refactored controlnet nodes: split out controlnet stuff into separate node, stripped controlnet stuff form image processing/analysis nodes.

* Added resizing of controlnet image based on noise latent. Fixes a tensor mismatch issue.

* More rebase repair.

* Added support for using multiple control nets. Unfortunately this breaks direct usage of Control node output port  ==> TextToLatent control input port -- passing through a Collect node is now required. Working on fixing this...

* Fixed use of ControlNet control_weight parameter

* Fixed lint-ish formatting error

* Core implementation of ControlNet and MultiControlNet.

* Added first controlnet preprocessor node for canny edge detection.

* Initial port of controlnet node support from generator-based TextToImageInvocation node to latent-based TextToLatentsInvocation node

* Switching to ControlField for output from controlnet nodes.

* Refactored controlnet node to output ControlField that bundles control info.

* changes to base class for controlnet nodes

* Added more preprocessor nodes for:
      MidasDepth
      ZoeDepth
      MLSD
      NormalBae
      Pidi
      LineartAnime
      ContentShuffle
Removed pil_output options, ControlNet preprocessors should always output as PIL. Removed diagnostics and other general cleanup.

* Prep for splitting pre-processor and controlnet nodes

* Refactored controlnet nodes: split out controlnet stuff into separate node, stripped controlnet stuff form image processing/analysis nodes.

* Added resizing of controlnet image based on noise latent. Fixes a tensor mismatch issue.

* Cleaning up TextToLatent arg testing

* Cleaning up mistakes after rebase.

* Removed last bits of dtype and and device hardwiring from controlnet section

* Refactored ControNet support to consolidate multiple parameters into data struct. Also redid how multiple controlnets are handled.

* Added support for specifying which step iteration to start using
each ControlNet, and which step to end using each controlnet (specified as fraction of total steps)

* Cleaning up prior to submitting ControlNet PR. Mostly turning off diagnostic printing. Also fixed error when there is no controlnet input.

* Added dependency on controlnet-aux v0.0.3

* Commented out ZoeDetector. Will re-instate once there's a controlnet-aux release that supports it.

* Switched CotrolNet node modelname input from free text to default list of popular ControlNet model names.

* Fix to work with current stable release of controlnet_aux (v0.0.3). Turned of pre-processor params that were added post v0.0.3. Also change defaults for shuffle.

* Refactored most of controlnet code into its own method to declutter TextToLatents.invoke(), and make upcoming integration with LatentsToLatents easier.

* Cleaning up after ControlNet refactor in TextToLatentsInvocation

* Extended node-based ControlNet support to LatentsToLatentsInvocation.

* chore(ui): regen api client

* fix(ui): add value to conditioning field

* fix(ui): add control field type

* fix(ui): fix node ui type hints

* fix(nodes): controlnet input accepts list or single controlnet

* Moved to controlnet_aux v0.0.4, reinstated Zoe controlnet preprocessor. Also in pyproject.toml  had to specify downgrade of timm to 0.6.13 _after_ controlnet-aux installs timm >= 0.9.2, because timm >0.6.13 breaks Zoe preprocessor.

* Core implementation of ControlNet and MultiControlNet.

* Added first controlnet preprocessor node for canny edge detection.

* Switching to ControlField for output from controlnet nodes.

* Resolving conflicts in rebase to origin/main

* Refactored ControlNet nodes so they subclass from PreprocessedControlInvocation, and only need to override run_processor(image) (instead of reimplementing invoke())

* changes to base class for controlnet nodes

* Added HED, LineArt, and OpenPose ControlNet nodes

* Added more preprocessor nodes for:
      MidasDepth
      ZoeDepth
      MLSD
      NormalBae
      Pidi
      LineartAnime
      ContentShuffle
Removed pil_output options, ControlNet preprocessors should always output as PIL. Removed diagnostics and other general cleanup.

* Prep for splitting pre-processor and controlnet nodes

* Refactored controlnet nodes: split out controlnet stuff into separate node, stripped controlnet stuff form image processing/analysis nodes.

* Added resizing of controlnet image based on noise latent. Fixes a tensor mismatch issue.

* Added support for using multiple control nets. Unfortunately this breaks direct usage of Control node output port  ==> TextToLatent control input port -- passing through a Collect node is now required. Working on fixing this...

* Fixed use of ControlNet control_weight parameter

* Core implementation of ControlNet and MultiControlNet.

* Added first controlnet preprocessor node for canny edge detection.

* Initial port of controlnet node support from generator-based TextToImageInvocation node to latent-based TextToLatentsInvocation node

* Switching to ControlField for output from controlnet nodes.

* Refactored controlnet node to output ControlField that bundles control info.

* changes to base class for controlnet nodes

* Added more preprocessor nodes for:
      MidasDepth
      ZoeDepth
      MLSD
      NormalBae
      Pidi
      LineartAnime
      ContentShuffle
Removed pil_output options, ControlNet preprocessors should always output as PIL. Removed diagnostics and other general cleanup.

* Prep for splitting pre-processor and controlnet nodes

* Refactored controlnet nodes: split out controlnet stuff into separate node, stripped controlnet stuff form image processing/analysis nodes.

* Added resizing of controlnet image based on noise latent. Fixes a tensor mismatch issue.

* Cleaning up TextToLatent arg testing

* Cleaning up mistakes after rebase.

* Removed last bits of dtype and and device hardwiring from controlnet section

* Refactored ControNet support to consolidate multiple parameters into data struct. Also redid how multiple controlnets are handled.

* Added support for specifying which step iteration to start using
each ControlNet, and which step to end using each controlnet (specified as fraction of total steps)

* Cleaning up prior to submitting ControlNet PR. Mostly turning off diagnostic printing. Also fixed error when there is no controlnet input.

* Commented out ZoeDetector. Will re-instate once there's a controlnet-aux release that supports it.

* Switched CotrolNet node modelname input from free text to default list of popular ControlNet model names.

* Fix to work with current stable release of controlnet_aux (v0.0.3). Turned of pre-processor params that were added post v0.0.3. Also change defaults for shuffle.

* Refactored most of controlnet code into its own method to declutter TextToLatents.invoke(), and make upcoming integration with LatentsToLatents easier.

* Cleaning up after ControlNet refactor in TextToLatentsInvocation

* Extended node-based ControlNet support to LatentsToLatentsInvocation.

* chore(ui): regen api client

* fix(ui): fix node ui type hints

* fix(nodes): controlnet input accepts list or single controlnet

* Added Mediapipe image processor for use as ControlNet preprocessor.
Also hacked in ability to specify HF subfolder when loading ControlNet models from string.

* Fixed bug where MediapipFaceProcessorInvocation was ignoring max_faces and min_confidence params.

* Added nodes for float params: ParamFloatInvocation and FloatCollectionOutput. Also added FloatOutput.

* Added mediapipe install requirement. Should be able to remove once controlnet_aux package adds mediapipe to its requirements.

* Added float to FIELD_TYPE_MAP ins constants.ts

* Progress toward improvement in fieldTemplateBuilder.ts  getFieldType()

* Fixed controlnet preprocessors and controlnet handling in TextToLatents to work with revised Image services.

* Cleaning up from merge, re-adding cfg_scale to FIELD_TYPE_MAP

* Making sure cfg_scale of type list[float] can be used in image metadata, to support param easing for cfg_scale

* Fixed math for per-step param easing.

* Added option to show plot of param value at each step

* Just cleaning up after adding param easing plot option, removing vestigial code.

* Modified control_weight ControlNet param to be polistmorphic --
can now be either a single float weight applied for all steps, or a list of floats of size total_steps, that specifies weight for each step.

* Added more informative error message when _validat_edge() throws an error.

* Just improving parm easing bar chart title to include easing type.

* Added requirement for easing-functions package

* Taking out some diagnostic prints.

* Added option to use both easing function and mirror of easing function together.

* Fixed recently introduced problem (when pulled in main), triggered by num_steps in StepParamEasingInvocation not having a default value -- just added default.

---------

Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
2023-06-11 16:27:44 +10:00
Sergey Borisov
738ba40f51 Fixes 2023-06-11 06:12:21 +03:00
Sergey Borisov
3ce3a7ee72 Rewrite model configs, separate models 2023-06-11 04:49:09 +03:00
Lincoln Stein
74b43c9bdf fix incorrect variable/typenames in model_cache 2023-06-10 10:41:48 -04:00
Lincoln Stein
3d2ff7755e resolve conflicts 2023-06-10 10:13:54 -04:00
Lincoln Stein
a87d52a389 resolve conflicts between lstein & sttalker changes 2023-06-10 09:59:19 -04:00
Lincoln Stein
959e64c9b3 start removing repo_id support 2023-06-10 09:57:23 -04:00
Sergey Borisov
2c056ead42 New models structure draft 2023-06-10 03:14:10 +03:00
blessedcoolant
7bce455d16
Merge branch 'main' into diffusers-upgrade 2023-06-09 16:27:52 +12:00
Lincoln Stein
887576d217 add directory scanning for loras, controlnets and textual_inversions 2023-06-08 23:11:53 -04:00
Lincoln Stein
6652f3405b merge with main 2023-06-08 21:08:43 -04:00
Lincoln Stein
3d13167d32
Merge branch 'main' into lstein/fix-logger-reconfiguration 2023-06-08 13:41:24 -07:00
Lincoln Stein
f2bb507ebb allow logger to be reconfigured after startup 2023-06-08 09:23:11 -04:00
Lincoln Stein
2a6d11e645 create databases directory on startup 2023-06-08 07:17:54 -04:00
Lincoln Stein
01f46d3c7d
Merge branch 'main' into lstein/fix-logger-reconfiguration 2023-06-07 19:50:44 -07:00
Lincoln Stein
9ed86a08f1 multiple small fixes
1. Contents of autoscan directory field are restored after doing an installation.
2. Activate dialogue to choose V2 parameterization when importing from a directory.
3. Remove autoscan directory from init file when its checkbox is unselected.
4. Add widget cycling behavior to install models form.
2023-06-07 17:32:00 -04:00
blessedcoolant
68405910ba Upgrade to Diffusers 0.17.0 2023-06-08 04:42:52 +12:00
Lincoln Stein
563bf70c95 fix CI failure in configure non-interactive mode; merged with main 2023-06-06 23:24:40 -04:00
Lincoln Stein
ae9d0c6c1b fix logger behavior so that it is initialized after command line parsed 2023-06-06 23:19:10 -04:00
Lincoln Stein
04f9757f8d prevent crash when trying to calculate size of missing safety_checker
- Also fixed up order in which logger is created in invokeai-web
  so that handlers are installed after command-line options are
  parsed (and not before!)
2023-06-06 22:57:49 -04:00
Lincoln Stein
1f9e1eb964 merge with main 2023-06-06 22:18:41 -04:00
Lincoln Stein
d8d11f9bbb quench fp16 rev id not found warning 2023-06-06 22:01:05 -04:00
Lincoln Stein
f5044c290d fix crash during model conversion 2023-06-06 17:05:29 -04:00
Lincoln Stein
1b43276e5d make widget selection wrap around 2023-06-06 13:53:11 -07:00
Lincoln Stein
294f086857 configure/install working correctly on windows11 2023-06-06 12:51:34 -07:00
Lincoln Stein
e5024bf5e9 fix conhost launch-with args 2023-06-06 15:17:15 -04:00
Lincoln Stein
90333c0074 merge with main 2023-06-05 22:03:44 -04:00
Lincoln Stein
54e5301b35 Multiple fixes
1. Model installer works correctly under Windows 11 Terminal
2. Fixed crash when configure script hands control off to installer
3. Kill install subprocess on keyboard interrupt
4. Command-line functionality for --yes configuration and model installation
   restored.
5. New command-line features:
   - install/delete lists of diffusers, LoRAS, controlnets and textual inversions
     using repo ids, paths or URLs.

Help:

```
usage: invokeai-model-install [-h] [--diffusers [DIFFUSERS ...]] [--loras [LORAS ...]] [--controlnets [CONTROLNETS ...]] [--textual-inversions [TEXTUAL_INVERSIONS ...]] [--delete] [--full-precision | --no-full-precision]
                              [--yes] [--default_only] [--list-models {diffusers,loras,controlnets,tis}] [--config_file CONFIG_FILE] [--root_dir ROOT]

InvokeAI model downloader

options:
  -h, --help            show this help message and exit
  --diffusers [DIFFUSERS ...]
                        List of URLs or repo_ids of diffusers to install/delete
  --loras [LORAS ...]   List of URLs or repo_ids of LoRA/LyCORIS models to install/delete
  --controlnets [CONTROLNETS ...]
                        List of URLs or repo_ids of controlnet models to install/delete
  --textual-inversions [TEXTUAL_INVERSIONS ...]
                        List of URLs or repo_ids of textual inversion embeddings to install/delete
  --delete              Delete models listed on command line rather than installing them
  --full-precision, --no-full-precision
                        use 32-bit weights instead of faster 16-bit weights (default: False)
  --yes, -y             answer "yes" to all prompts
  --default_only        only install the default model
  --list-models {diffusers,loras,controlnets,tis}
                        list installed models
  --config_file CONFIG_FILE, -c CONFIG_FILE
                        path to configuration file to create
  --root_dir ROOT       path to root of install directory
```
2023-06-05 21:45:35 -04:00
Lincoln Stein
9e31b1f387
Merge branch 'main' into lstein/config-management-fixes 2023-06-04 18:17:43 -04:00
Lincoln Stein
cb157ea530 fix crash when install-models launched from config script 2023-06-04 14:55:51 -04:00
Lincoln Stein
5f6f38074d merge with main 2023-06-04 13:59:31 -04:00
blessedcoolant
fb06f5b892
Merge branch 'main' into feat_compel_longprompts_and_concat 2023-06-05 04:34:39 +12:00
Lincoln Stein
1a7fb601dc ask user for v2 variant when model manager can't infer it 2023-06-04 11:27:44 -04:00
Damian Stewart
cdcfda164d enable long prompts, upgrade compel to enable .and() (concatenating prompts) 2023-06-04 15:30:54 +02:00
Lincoln Stein
31e97ead2a move invokeai.db to ~/invokeai/databases
- The invokeai.db database file has now been moved into
  `INVOKEAIROOT/databases`. Using plural here for possible
  future with more than one database file.

- Removed a few dangling debug messages that appeared during
  testing.

- Rebuilt frontend to test web.
2023-06-03 20:25:34 -04:00
Lincoln Stein
0b49995659 merge with main 2023-06-03 20:06:27 -04:00
Lincoln Stein
f74f3d6a3a many TUI improvements:
1. Separated the "starter models" and "more models" sections. This
   gives us room to list all installed diffuserse models, not just
   those that are on the starter list.

2. Support mouse-based paste into the textboxes with either middle
   or right mouse buttons.

3. Support terminal-style cursor movement:
     ^A to move to beginning of line
     ^E to move to end of line
     ^K kill text to right and put in killring
     ^Y yank text back

4. Internal code cleanup.
2023-06-03 16:17:53 -04:00
Lincoln Stein
713fb061e8
Merge branch 'main' into release/make-web-dist-startable 2023-06-02 23:19:33 -04:00
Lincoln Stein
77b7680b32 slight refactoring of code; configure --yes should work now 2023-06-02 23:19:14 -04:00
Lincoln Stein
ff63433591
Merge branch 'main' into lstein/config-management-fixes 2023-06-02 22:56:43 -04:00
Lincoln Stein
31281d7181
Merge branch 'main' into lstein/logging-improvements 2023-06-02 22:56:13 -04:00
Lincoln Stein
72d1e4e404 fix bug in model_manager that prevented import of inpainting models 2023-06-02 22:39:26 -04:00
Lincoln Stein
91918e648b dynamic display of log messages now working 2023-06-02 22:24:46 -04:00
Lincoln Stein
1390b65a9c new TUI is fully functional; needs some polishing 2023-06-02 17:20:50 -04:00
Lincoln Stein
41f7758977 listing, downloading and deleting LoRAs working; TI support pending 2023-06-02 00:40:15 -04:00
Lincoln Stein
98773b20ac merge with main 2023-06-01 18:09:49 -04:00
Lincoln Stein
e9821ab711 implemented tabbed model selection; not wired to backend yet 2023-06-01 00:31:46 -04:00
Lincoln Stein
d6530df635 rename invokeai.backend.config to invokeai.backend.install 2023-05-31 21:34:20 -04:00
Sergey Borisov
b47786e846 First working TI draft 2023-05-31 02:12:27 +03:00
Lincoln Stein
1632ac6b9f add controlnet model downloading 2023-05-30 13:49:43 -04:00
Sergey Borisov
69ccd3a0b5 Fixes for checkpoint models 2023-05-30 19:12:47 +03:00
user1
b1b94a3d56 Fixed problem with inpainting after controlnet support added to main.
Problem was that controlnet support involved adding **kwargs to method calls down in denoising loop, and AddsMaskLatents didn't accept **kwarg arg. So just changed to accept and pass on **kwargs.
2023-05-30 08:01:21 -04:00
Lincoln Stein
c9ee42450e added controlnet models to frontend; backend needs to be done 2023-05-30 00:38:37 -04:00
Lincoln Stein
10fe31c2a1
Merge branch 'main' into lstein/config-management-fixes 2023-05-29 21:03:03 -04:00
Sergey Borisov
79de9047b5 First working lora implementation 2023-05-30 01:11:00 +03:00
Lincoln Stein
d37b08a7dd
Merge branch 'main' into release/make-web-dist-startable 2023-05-28 19:46:09 -04:00
user1
f2b41c60ff Cleaning up prior to submitting ControlNet PR. Mostly turning off diagnostic printing. Also fixed error when there is no controlnet input. 2023-05-26 21:44:00 -04:00
user1
11fc7e40a5 Refactored ControNet support to consolidate multiple parameters into data struct. Also redid how multiple controlnets are handled. 2023-05-26 21:44:00 -04:00
user1
e2a94be336 Added resizing of controlnet image based on noise latent. Fixes a tensor mismatch issue. 2023-05-26 21:44:00 -04:00
user1
901a277959 Core implementation of ControlNet and MultiControlNet. 2023-05-26 21:44:00 -04:00
user1
a2a2cfa765 Added resizing of controlnet image based on noise latent. Fixes a tensor mismatch issue. 2023-05-26 21:44:00 -04:00