Commit Graph

7139 Commits

Author SHA1 Message Date
Ryan Dick
b9946e50f9 Use image-space tile dimensions on the TiledMultiDiffusionDenoiseLatents invocation. This is more natural for many users. 2024-06-25 11:31:52 -07:00
Ryan Dick
06f49a30f6 Mark TiledMultiDiffusionDenoiseLatents as a Beta node. 2024-06-25 11:31:52 -07:00
Ryan Dick
e1af78c702 Make the tile_overlap input to MultiDiffusion *strictly* control the amount of overlap rather than being a lower bound. 2024-06-25 11:31:52 -07:00
Ryan Dick
c5588e1ff7 Add TODO comment explaining why some schedulers do not interact well with MultiDiffusion. 2024-06-25 11:31:52 -07:00
Ryan Dick
07ac292680 Consolidate _region_step() function - the separation wasn't really adding any value. 2024-06-25 11:31:52 -07:00
Ryan Dick
7c032ea604 (minor) Fix some documentation typos. 2024-06-25 11:31:52 -07:00
Ryan Dick
c5ee415607 Add progress image callbacks to TiledMultiDiffusionDenoiseLatentsInvocation. 2024-06-25 11:31:52 -07:00
Ryan Dick
fa40061eca Remove the redundant init_timestep parameter that was being passed around. It is simply the first element of the timesteps array. 2024-06-25 11:31:52 -07:00
Ryan Dick
7cafd78d6e Revert "Expose vae_decode(...) as a staticmethod on LatentsToImageInvocation."
This reverts commit 753239b48d.
2024-06-25 11:31:52 -07:00
Ryan Dick
8a43656cf9 (minor) Address a few small TODOs. 2024-06-25 11:31:52 -07:00
Ryan Dick
bd3b6ca11b Remove TiledStableDiffusionRefineInvocation. It was a proof-of-concept that has been superseded by TiledMultiDiffusionDenoiseLatents. 2024-06-25 11:31:52 -07:00
Ryan Dick
ceae5fe1db (minor) typo 2024-06-25 11:31:52 -07:00
Ryan Dick
25067e4f0d Delete rough notes. 2024-06-25 11:31:52 -07:00
Ryan Dick
fb0aaa3e6d Fix advanced scheduler behaviour in MultiDiffusionPipeline. 2024-06-25 11:31:52 -07:00
Ryan Dick
c22526b9d0 Fix handling of stateful schedulers in MultiDiffusionPipeline. 2024-06-25 11:31:52 -07:00
Ryan Dick
c881882f73 Connect TiledMultiDiffusionDenoiseLatents to the MultiDiffusionPipeline backend. 2024-06-25 11:31:52 -07:00
Ryan Dick
36473fc52a Remove regional conditioning logic from MultiDiffusionPipeline - it is not yet supported. 2024-06-25 11:31:52 -07:00
Ryan Dick
b9964ecc4a Initial (untested) implementation of MultiDiffusionPipeline. 2024-06-25 11:31:52 -07:00
Ryan Dick
051af802fe Remove inpainting support from MultiDiffusionPipeline. 2024-06-25 11:31:52 -07:00
Ryan Dick
3ff2e558d9 Remove IP-Adapter and T2I-Adapter support from MultiDiffusionPipeline. 2024-06-25 11:31:52 -07:00
Ryan Dick
fc187c9253 Document plan for the rest of the MultiDiffusion implementation. 2024-06-25 11:31:52 -07:00
Ryan Dick
605f460c7d Add detailed docstring to latents_from_embeddings(). 2024-06-25 11:31:52 -07:00
Ryan Dick
60d1e686d8 Copy StableDiffusionGeneratorPipeline as a starting point for a new MultiDiffusionPipeline. 2024-06-25 11:31:52 -07:00
Ryan Dick
22704dd542 Simplify handling of inpainting models. Improve the in-code documentation around inpainting. 2024-06-25 11:31:52 -07:00
Ryan Dick
875673c9ba Minor tidying of latents_from_embeddings(...). 2024-06-25 11:31:52 -07:00
Ryan Dick
f604575862 Consolidate latents_from_embeddings(...) and generate_latents_from_embeddings(...) into a single function. 2024-06-25 11:31:52 -07:00
Ryan Dick
80a67572f1 Fix invocation name of tiled_multi_diffusion_denoise_latents. 2024-06-25 11:31:52 -07:00
Ryan Dick
60ac937698 Improve clarity of comments regarded when 'noise' and 'latents' are expected to be set. 2024-06-25 11:31:52 -07:00
Ryan Dick
1e41949a02 Fix static check errors on imports in diffusers_pipeline.py. 2024-06-25 11:31:52 -07:00
Ryan Dick
5f0e330ed2 Remove a condition for handling inpainting models that never resolves to True. The same logic is already applied earlier by AddsMaskLatents. 2024-06-25 11:31:52 -07:00
Ryan Dick
9dd779b414 Add clarifying comment to explain why noise might be None in latents_from_embedding(). 2024-06-25 11:31:52 -07:00
Ryan Dick
fa183025ac Remove unused are_like_tensors() function. 2024-06-25 11:31:52 -07:00
Ryan Dick
d3c85aa91a Remove unused StableDiffusionGeneratorPipeline.use_ip_adapter member. 2024-06-25 11:31:52 -07:00
Ryan Dick
82619602a5 Remove unused StableDiffusionGeneratorPipeline.control_model. 2024-06-25 11:31:52 -07:00
Ryan Dick
196f3b721d Stricter typing for the is_gradient_mask: bool. 2024-06-25 11:31:52 -07:00
Ryan Dick
244c28859d Fix typing of control_data to reflect that it can be None. 2024-06-25 11:31:52 -07:00
Ryan Dick
40ae174c41 Fix typing of timesteps and init_timestep. 2024-06-25 11:31:52 -07:00
Ryan Dick
afaebdf151 Fix typing to reflect that the callback arg to latents_from_embeddings is never None. 2024-06-25 11:31:52 -07:00
Ryan Dick
d661517d94 Move seed above optional params. 2024-06-25 11:31:52 -07:00
Ryan Dick
82a69a54ac Simplify handling of AddsMaskGuidance, and fix some related type errors. 2024-06-25 11:31:52 -07:00
Ryan Dick
ffc28176fe Remove unused num_inference_steps. 2024-06-25 11:31:52 -07:00
Ryan Dick
230e205541 WIP TiledMultiDiffusionDenoiseLatents. Updated parameter list and first half of the logic. 2024-06-25 11:31:52 -07:00
Ryan Dick
7e94350351 Tidy DenoiseLatentsInvocation.prep_control_data(...) and fix some type errors. 2024-06-25 11:31:52 -07:00
Ryan Dick
c4e8549c73 Make DenoiseLatentsInvocation.prep_control_data(...) a staticmethod so that it can be called externally. 2024-06-25 11:31:52 -07:00
Ryan Dick
350a210835 Copy TiledStableDiffusionRefineInvocation as a starting point for TiledMultiDiffusionDenoiseLatents.py 2024-06-25 11:31:52 -07:00
Ryan Dick
ed781dbb0c Change tiling strategy to make TiledStableDiffusionRefineInvocation work with more tile shapes and overlaps. 2024-06-25 11:31:52 -07:00
Ryan Dick
b41ea963e7 Expose a few more params from TiledStableDiffusionRefineInvocation. 2024-06-25 11:31:52 -07:00
Ryan Dick
da5d105049 Add support for LoRA models in TiledStableDiffusionRefineInvocation. 2024-06-25 11:31:52 -07:00
Ryan Dick
5301770525 Add naive ControlNet support to TiledStableDiffusionRefineInvocation 2024-06-25 11:31:52 -07:00
Ryan Dick
d08e405017 Fix ControlNetModel type hint import source. 2024-06-25 11:31:52 -07:00
Ryan Dick
534640ccde Rough prototype of TiledStableDiffusionRefineInvocation is working. 2024-06-25 11:31:52 -07:00
Ryan Dick
d5ab8cab5c WIP - TiledStableDiffusionRefine 2024-06-25 11:31:52 -07:00
Ryan Dick
4767301ad3 Minor improvements to LatentsToImageInvocation type hints. 2024-06-25 11:31:52 -07:00
Ryan Dick
21d7ca45e6 Expose vae_decode(...) as a staticmethod on LatentsToImageInvocation. 2024-06-25 11:31:52 -07:00
Ryan Dick
020e8eb413 Fix return type of prepare_noise_and_latents(...). 2024-06-25 11:31:52 -07:00
Ryan Dick
3d49541c09 Make init_scheduler() a staticmethod on DenoiseLatentsInvocation so that it can be called externally. 2024-06-25 11:31:52 -07:00
Ryan Dick
1ef266845a Only allow a single positive/negative prompt conditioning input for tiled refine. 2024-06-25 11:31:52 -07:00
Ryan Dick
a37589ca5f WIP on TiledStableDiffusionRefine 2024-06-25 11:31:52 -07:00
Ryan Dick
171a505f5e Convert several methods in DenoiseLatentsInvocation to staticmethods so that they can be called externally. 2024-06-25 11:31:52 -07:00
Ryan Dick
8004a0d5f5 Simplify the logic in prepare_noise_and_latents(...). 2024-06-25 11:31:52 -07:00
Ryan Dick
610a1fd611 Split out the prepare_noise_and_latents(...) logic in DenoiseLatentsInvocation so that it can be called from other invocations. 2024-06-25 11:31:52 -07:00
Ryan Dick
43108eec13 (minor) Add a TODO note to get_scheduler(...). 2024-06-25 11:31:52 -07:00
Lincoln Stein
b03073d888
[MM] Add support for probing and loading SDXL VAE checkpoint files (#6524)
* add support for probing and loading SDXL VAE checkpoint files

* broaden regexp probe for SDXL VAEs

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
2024-06-20 02:57:27 +00:00
steffylo
a43d602f16 fix(queue): add clear_queue_on_startup config to clear problematic queues 2024-06-19 11:39:25 +10:00
Ryan Dick
79ceac2f82 (minor) Use SilenceWarnings as a decorator rather than a context manager to save an indentation level. 2024-06-18 15:06:22 -04:00
Ryan Dick
8e47e005a7 Tidy SilenceWarnings context manager:
- Fix type errors
- Enable SilenceWarnings to be used as both a context manager and a decorator
- Remove duplicate implementation
- Check the initial verbosity on __enter__() rather than __init__()
2024-06-18 15:06:22 -04:00
Ryan Dick
d13aafb514 Tidy denoise_latents.py imports to all use absolute import paths. 2024-06-18 15:06:22 -04:00
Brandon Rising
63a7e19dbf Run ruff 2024-06-18 10:38:29 -04:00
Brandon Rising
fbc5a8ec65 Ignore validation on improperly formatted hashes (pytest) 2024-06-18 10:38:29 -04:00
Brandon Rising
8ce6e4540e Run ruff 2024-06-18 10:38:29 -04:00
Brandon Rising
f14f377ede Update validator list 2024-06-18 10:38:29 -04:00
Brandon Rising
1925f83f5e Update validator list 2024-06-18 10:38:29 -04:00
Brandon Rising
3a5ad6d112 Update validator list 2024-06-18 10:38:29 -04:00
Brandon Rising
41a6bb45f3 Initial functionality 2024-06-18 10:38:29 -04:00
psychedelicious
cd70937b7f feat(api): improved model install confirmation page styling & messaging 2024-06-17 10:51:08 +10:00
psychedelicious
f002bca2fa feat(ui): handle new model_install_download_started event
When a model install is initiated from outside the client, we now trigger the model manager tab's model install list to update.

- Handle new `model_install_download_started` event
- Handle `model_install_download_complete` event (this event is not new but was never handled)
- Update optimistic updates/cache invalidation logic to efficiently update the model install list
2024-06-17 10:07:10 +10:00
psychedelicious
56771de856 feat(ui): add redux actions for model_install_download_started event 2024-06-17 09:52:46 +10:00
psychedelicious
c11478a94a chore(ui): typegen 2024-06-17 09:51:18 +10:00
psychedelicious
fb694b3e17 feat(app): add model_install_download_started event
Previously, we used `model_install_download_progress` for both download starting and progressing. When handling this event, we don't know which actual thing it represents.

Add `model_install_download_started` event to explicitly represent a model download started event.
2024-06-17 09:50:25 +10:00
psychedelicious
1bc98abc76 docs(ui): explain model install events 2024-06-17 09:33:46 +10:00
chainchompa
7f03b04b2f
Merge branch 'main' into chainchompa/model-install-deeplink 2024-06-14 17:16:25 -04:00
chainchompa
4029972530 formatting 2024-06-14 17:15:55 -04:00
chainchompa
328f160e88 refetch model installs when a new model install starts 2024-06-14 17:09:07 -04:00
chainchompa
aae318425d added route for installing huggingface model from model marketplace 2024-06-14 17:08:39 -04:00
Ryan Dick
785bb1d9e4 Fix all comparisons against the DEFAULT_PRECISION constant. DEFAULT_PRECISION is a torch.dtype. Previously, it was compared to a str in a number of places where it would always resolve to False. This is a bugfix that results in a change to the default behavior. In practice, this will not change the behavior for many users, because it only causes a change in behavior if a users has configured float32 as their default precision. 2024-06-14 11:26:10 -07:00
Lincoln Stein
a3cb5da130
Improve RAM<->VRAM memory copy performance in LoRA patching and elsewhere (#6490)
* allow model patcher to optimize away the unpatching step when feasible

* remove lazy_offloading functionality

* allow model patcher to optimize away the unpatching step when feasible

* remove lazy_offloading functionality

* do not save original weights if there is a CPU copy of state dict

* Update invokeai/backend/model_manager/load/load_base.py

Co-authored-by: Ryan Dick <ryanjdick3@gmail.com>

* documentation fixes requested during penultimate review

* add non-blocking=True parameters to several torch.nn.Module.to() calls, for slight performance increases

* fix ruff errors

* prevent crash on non-cuda-enabled systems

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
Co-authored-by: Kent Keirsey <31807370+hipsterusername@users.noreply.github.com>
Co-authored-by: Ryan Dick <ryanjdick3@gmail.com>
2024-06-13 17:10:03 +00:00
blessedcoolant
568a4844f7 fix: other recursive imports 2024-06-10 04:12:20 -07:00
blessedcoolant
b1e56e2485 fix: SchedulerOutput not being imported correctly 2024-06-10 04:12:20 -07:00
Lincoln Stein
7d19af2caa
Merge branch 'main' into lstein/feat/simple-mm2-api 2024-06-08 18:55:06 -04:00
Ryan Dick
52c0c4a32f Rename latent.py -> denoise_latents.py. 2024-06-07 09:28:42 -04:00
Ryan Dick
8f1afc032a Move SchedulerInvocation to a new file. No functional changes. 2024-06-07 09:28:42 -04:00
Ryan Dick
854bca668a Move CreateDenoiseMaskInvocation to its own file. No functional changes. 2024-06-07 09:28:42 -04:00
Ryan Dick
fea9013cad Move CreateGradientMaskInvocation to its own file. No functional changes. 2024-06-07 09:28:42 -04:00
Ryan Dick
045caddee1 Move LatentsToImageInvocation to its own file. No functional changes. 2024-06-07 09:28:42 -04:00
Ryan Dick
58697141bf Move ImageToLatentsInvocation to its own file. No functional changes. 2024-06-07 09:28:42 -04:00
Ryan Dick
5e419dbb56 Move ScaleLatentsInvocation and ResizeLatentsInvocation to their own file. No functional changes. 2024-06-07 09:28:42 -04:00
Ryan Dick
595096bdcf Move BlendLatentsInvocation to its own file. No functional changes. 2024-06-07 09:28:42 -04:00
Ryan Dick
ed03d281e6 Move CropLatentsCoreInvocation to its own file. No functional changes. 2024-06-07 09:28:42 -04:00
Ryan Dick
0b37496c57 Move IdealSizeInvocation to its own file. No functional changes. 2024-06-07 09:28:42 -04:00
psychedelicious
fde58ce0a3 Merge remote-tracking branch 'origin/main' into lstein/feat/simple-mm2-api 2024-06-07 14:23:41 +10:00