Commit Graph

494 Commits

Author SHA1 Message Date
Silver f5e4e976f4
Add missing category for T5TokenizerOption (#8177)
Change it if you need to but it should at least have a category.
2025-05-18 02:59:06 -04:00
comfyanonymous 1c2d45d2b5
Fix typo in last PR. (#8144)
More robust model detection for future proofing.
2025-05-15 19:02:19 -04:00
George0726 c820ef950d
Add Wan-FUN Camera Control models and Add WanCameraImageToVideo node (#8013)
* support wan camera models

* fix by ruff check

* change camera_condition type; make camera_condition optional

* support camera trajectory nodes

* fix camera direction

---------

Co-authored-by: Qirui Sun <sunqr0667@126.com>
2025-05-15 19:00:43 -04:00
comfyanonymous 4a9014e201
Hunyuan Custom initial untested implementation. (#8101) 2025-05-13 15:53:47 -04:00
thot experiment 8a7c894d54
fix negative momentum (#8100) 2025-05-13 10:50:32 -07:00
thot experiment 4136502b7a
implement APG guidance (#8081)
* first pass at impementing AGP

* rename, cleanup code

* fix ruff

* fix modified cond to match ref impl better, support different cond arity
2025-05-12 21:10:24 -04:00
Terry Jia 9ad287ff20
add support to record video as output for 3d node (#7927)
* add support to record video as output for 3d node

* source format

* add support to record video for load3d animation node
2025-05-12 16:47:14 -04:00
Terry Jia b7ed5f57bd
string node (#7952) 2025-05-12 16:29:32 -04:00
thot experiment b4abca828e
add opus and mp3 to audio output node (#8019)
* first pass at opus and mp3 as well as migrating flac to pyav

* minor mp3 encoding fix

* fix ruff

* delete dead code

* split out save audio to separate nodes per filetype

* fix ruff
2025-05-12 16:00:01 -04:00
thot experiment 28f178a840
move SVG to core (#7982)
* move SVG to core

* fix workflow embedding w/ unicode characters
2025-05-09 13:46:34 -04:00
comfyanonymous cc33cd3422
Experimental lyrics strength for ACE. (#7984) 2025-05-07 19:22:07 -04:00
comfyanonymous 16417b40d9
Initial ACE-Step model implementation. (#7972) 2025-05-07 08:33:34 -04:00
Jedrzej Kosinski 1271c4ef9d
More API Nodes (#7956)
* Add Ideogram generate node.

* Add staging api.

* Add API_NODE and common error for missing auth token (#5)

* Add Minimax Video Generation + Async Task queue polling example (#6)

* [Minimax] Show video preview and embed workflow in ouput (#7)

* Remove uv.lock

* Remove polling operations.

* Revert "Remove polling operations."

* Update stubs.

* Added Ideogram and Minimax back in.

* Added initial BFL Flux 1.1 [pro] Ultra node (#11)

* Add --comfy-api-base launch arg (#13)

* Add instructions for staging development. (#14)

* remove validation to make it easier to run against LAN copies of the API

* Manually add BFL polling status response schema (#15)

* Add function for uploading files. (#18)

* Add Luma nodes (#16)

* Refactor util functions (#20)

* Add VIDEO type (#21)

* Add rest of Luma node functionality (#19)

* Fix image_luma_ref not working (#28)

* [Bug] Remove duplicated option T2V-01 in MinimaxTextToVideoNode (#31)

* Add utils to map from pydantic model fields to comfy node inputs (#30)

* add veo2, bump av req (#32)

* Add Recraft nodes (#29)

* Add Kling Nodes (#12)

* Add Camera Concepts (luma_concepts) to Luma Video nodes (#33)

* Add Runway nodes (#17)

* Convert Minimax node to use VIDEO output type (#34)

* Standard `CATEGORY` system for api nodes (#35)

* Set `Content-Type` header when uploading files (#36)

* add better error propagation to veo2 (#37)

* Add Realistic Image and Logo Raster styles for Recraft v3 (#38)

* Fix runway image upload and progress polling (#39)

* Fix image upload for Luma: only include `Content-Type` header field if it's set explicitly (#40)

* Moved Luma nodes to nodes_luma.py (#47)

* Moved Recraft nodes to nodes_recraft.py (#48)

* Add Pixverse nodes (#46)

* Move and fix BFL nodes to node_bfl.py (#49)

* Move and edit Minimax node to nodes_minimax.py (#50)

* Add Minimax Image to Video node + Cleanup (#51)

* Add Recraft Text to Vector node, add Save SVG node to handle its output (#53)

* Added pixverse_template support to Pixverse Text to Video node (#54)

* Added Recraft Controls + Recraft Color RGB nodes (#57)

* split remaining nodes out of nodes_api, make utility lib, refactor ideogram (#61)

* Add types and doctstrings to utils file (#64)

* Fix: `PollingOperation` progress bar update progress by absolute value (#65)

* Use common download function in kling nodes module (#67)

* Fix: Luma video nodes in `api nodes/image` category (#68)

* Set request type explicitly (#66)

* Add `control_after_generate` to all seed inputs (#69)

* Fix bug: deleting `Content-Type` when property does not exist (#73)

* Add preview to Save SVG node (#74)

* change default poll interval (#76), rework veo2

* Add Pixverse and updated Kling types (#75)

* Added Pixverse Image to VIdeo node (#77)

* Add Pixverse Transition Video node (#79)

* Proper ray-1-6 support as fix has been applied in backend (#80)

* Added Recraft Style - Infinite Style Library node (#82)

* add ideogram v3 (#83)

* [Kling] Split Camera Control config to its own node (#81)

* Add Pika i2v and t2v nodes (#52)

* Temporary Fix for Runway (#87)

* Added Stability Stable Image Ultra node (#86)

* Remove Runway nodes (#88)

* Fix: Prompt text can't be validated in Kling nodes when using primitive nodes (#90)

* Fix: typo in node name "Stabiliy" => "Stability" (#91)

* Add String (Multiline) node (#93)

* Update Pika Duration and Resolution options (#94)

* Change base branch to master. Not main. (#95)

* Fix UploadRequest file_name param (#98)

* Removed Infinite Style Library until later (#99)

* fix ideogram style types (#100)

* fix multi image return (#101)

* add metadata saving to SVG (#102)

* Bump templates version to include API node template workflows (#104)

* Fix: `download_url_to_video_output` return type (#103)

* fix 4o generation bug (#106)

* Serve SVG files directly (#107)

* Add a bunch of nodes, 3 ready to use, the rest waiting for endpoint support (#108)

* Revert "Serve SVG files directly" (#111)

* Expose 4 remaining Recraft nodes (#112)

* [Kling] Add `Duration` and `Video ID` outputs (#105)

* Fix: datamodel-codegen sets string#binary type to non-existent `bytes_aliased` variable  (#114)

* Fix: Dall-e 2 not setting request content-type dynamically (#113)

* Default request timeout: one hour. (#116)

* Add Kling nodes: camera control, start-end frame, lip-sync, video extend (#115)

* Add 8 nodes - 4 BFL, 4 Stability (#117)

* Fix error for Recraft ImageToImage error for nonexistent random_seed param (#118)

* Add remaining Pika nodes (#119)

* Make controls input work for Recraft Image to Image node (#120)

* Use upstream PR: Support saving Comfy VIDEO type to buffer (#123)

* Use Upstream PR: "Fix: Error creating video when sliced audio tensor chunks are non-c-contiguous" (#127)

* Improve audio upload utils (#128)

* Fix: Nested `AnyUrl` in request model cannot be serialized (Kling, Runway) (#129)

* Show errors and API output URLs to the user (change log levels) (#131)

* Fix: Luma I2I fails when weight is <=0.01 (#132)

* Change category of `LumaConcepts` node from image to video (#133)

* Fix: `image.shape` accessed before `image` is null-checked (#134)

* Apply small fixes and most prompt validation (if needed to avoid API error) (#135)

* Node name/category modifications (#140)

* Add back Recraft Style - Infinite Style Library node (#141)

* Fixed Kling: Check attributes of pydantic types. (#144)

* Bump `comfyui-workflow-templates` version (#142)

* [Kling] Print response data when error validating response (#146)

* Fix: error validating Kling image response, trying to use `"key" in` on Pydantic class instance (#147)

* [Kling] Fix: Correct/verify supported subset of input combos in Kling nodes (#149)

* [Kling] Fix typo in node description (#150)

* [Kling] Fix: CFG min/max not being enforced (#151)

* Rebase launch-rebase (private) on prep-branch (public copy of master) (#153)

* Bump templates version (#154)

* Fix: Kling image gen nodes don't return entire batch when `n` > 1 (#152)

* Remove pixverse_template from PixVerse Transition Video node (#155)

* Invert image_weight value on Luma Image to Image node (#156)

* Invert and resize mask for Ideogram V3 node to match masking conventions (#158)

* [Kling] Fix: image generation nodes not returning Tuple (#159)

* [Bug] [Kling] Fix Kling camera control (#161)

* Kling Image Gen v2 + improve node descriptions for Flux/OpenAI (#160)

* [Kling] Don't return video_id from dual effect video (#162)

* Bump frontend to 1.18.8 (#163)

* Use 3.9 compat syntax (#164)

* Use Python 3.10

* add example env var

* Update templates to 0.1.11

* Bump frontend to 1.18.9

---------

Co-authored-by: Robin Huang <robin.j.huang@gmail.com>
Co-authored-by: Christian Byrne <cbyrne@comfy.org>
Co-authored-by: thot experiment <94414189+thot-experiment@users.noreply.github.com>
2025-05-06 04:23:00 -04:00
Terry Jia 065d855f14
upstream Preview Any from rgthree-comfy (#7815)
* upstream Preview Any from rgthree-comfy

* use IO.ANY
2025-05-02 13:15:54 -04:00
catboxanon 551fe8dcee
Add node to extend sigmas (#7901)
* Add ExpandSigmas node

* Rename, add interpolation functions

Co-authored-by: liesen <liesen.dev@gmail.com>

* Move computed interpolation outside loop

* Add type hints

---------

Co-authored-by: liesen <liesen.dev@gmail.com>
2025-05-02 05:28:05 -04:00
comfyanonymous ff99861650
Make clipsave work with more TE models. (#7908) 2025-05-02 05:15:32 -04:00
catboxanon 8d0661d0ba
Lint instance methods (#7903) 2025-05-01 19:32:04 -04:00
comfyanonymous 08ff5fa08a Cleanup chroma PR. 2025-04-30 20:57:30 -04:00
Silver 4ca3d84277
Support for Chroma - Flux1 Schnell distilled with CFG (#7355)
* Upload files for Chroma Implementation

* Remove trailing whitespace

* trim more trailing whitespace..oops

* remove unused imports

* Add supported_inference_dtypes

* Set min_length to 0 and remove attention_mask=True

* Set min_length to 1

* get_mdulations added from blepping and minor changes

* Add lora conversion if statement in lora.py

* Update supported_models.py

* update model_base.py

* add uptream commits

* set modelType.FLOW, will cause beta scheduler to work properly

* Adjust memory usage factor and remove unnecessary code

* fix mistake

* reduce code duplication

* remove unused imports

* refactor for upstream sync

* sync chroma-support with upstream via syncbranch patch

* Update sd.py

* Add Chroma as option for the OptimalStepsScheduler node
2025-04-30 20:57:00 -04:00
guill 68f0d35296
Add support for VIDEO as a built-in type (#7844)
* Add basic support for videos as types

This PR adds support for VIDEO as first-class types. In order to avoid
unnecessary costs, VIDEO outputs must implement the `VideoInput` ABC,
but their implementation details can vary. Included are two
implementations of this type which can be returned by other nodes:

* `VideoFromFile` - Created with either a path on disk (as a string) or
  a `io.BytesIO` containing the contents of a file in a supported format
  (like .mp4). This implementation won't actually load the video unless
  necessary. It will also avoid re-encoding when saving if possible.
* `VideoFromComponents` - Created from an image tensor and an optional
  audio tensor.

Currently, only h264 encoded videos in .mp4 containers are supported for
saving, but the plan is to add additional encodings/containers in the
near future (particularly .webm).

* Add optimization to avoid parsing entire video

* Improve type declarations to reduce warnings

* Make sure bytesIO objects can be read many times

* Fix a potential issue when saving long videos

* Fix incorrect type annotation

* Add a `LoadVideo` node to make testing easier

* Refactor new types out of the base comfy folder

I've created a new `comfy_api` top-level module. The intention is that
anything within this folder would be covered by semver-style versioning
that would allow custom nodes to rely on them not introducing breaking
changes.

* Fix linting issue
2025-04-29 05:58:00 -04:00
Andrew Kvochko 772b4c5945
ltxv: overwrite existing mask on conditioned frame. (#7845)
This commit overwrites the noise mask on the latent frame that is being
conditioned with keyframe conditioning, setting it to one.
2025-04-28 13:42:04 -04:00
Pam 30159a7fe6
Save v pred zsnr metadata (#7840) 2025-04-28 13:03:21 -04:00
Andrew Kvochko cb9ac3db58
ltxv: add strength parameter to conditioning. (#7849)
This commit adds strength parameter to the LTXVImgToVideo node.
2025-04-28 12:59:17 -04:00
comfyanonymous 23e39f2ba7
Add a T5TokenizerOptions node to set options for the T5 tokenizer. (#7803) 2025-04-25 19:36:00 -04:00
comfyanonymous 5acb705857
Switch LTXVPreprocess to libx264 (#7776) 2025-04-24 13:58:31 -04:00
Alex Butler 92cdc692f4
Replace aom-av1 with svt-av1 for saving webm videos, use preset 6 + yuv420p10le pixel format (#7736)
* Add support for saving svt-av1 webm videos & yuv420p10le pixel format

* Replace aom-av1 with svt-av1

Use yuv420p10le for av1
2025-04-22 17:57:17 -04:00
Terry Jia 454a635c1b
upstream MaskPreview from ComfyUI_essentials (#7719) 2025-04-22 05:00:28 -04:00
comfyanonymous 5d0d4ee98a
Add strength control for vace. (#7717) 2025-04-21 19:36:20 -04:00
Alexander G. Morano 9d57b8afd8
Update nodes_primitive.py (#7716)
Allow FLOAT and INT types to support negative numbers. 
Caps the numbers at the user's own system min and max.
2025-04-21 18:51:31 -04:00
comfyanonymous ce22f687cc
Support for WAN VACE preview model. (#7711)
* Support for WAN VACE preview model.

* Remove print.
2025-04-21 14:40:29 -04:00
comfyanonymous 11b72c9c55
CLIPTextEncodeHiDream. (#7703) 2025-04-21 02:41:51 -04:00
comfyanonymous 7ecd5e9614 Increase freq_cutoff in FreSca node. 2025-04-18 03:16:16 -04:00
Terry Jia 34e06bf7ec
add support to output camera state (#7582) 2025-04-18 02:52:18 -04:00
comfyanonymous 3dc240d089 Make fresca work on multi dim. 2025-04-17 15:46:41 -04:00
BVH 19373aee75
Add FreSca node (#7631) 2025-04-17 15:24:33 -04:00
comfyanonymous eba7a25e7a Add WanFirstLastFrameToVideo node to use the new model. 2025-04-17 13:23:22 -04:00
comfyanonymous 9ad792f927 Basic support for hidream i1 model. 2025-04-15 17:35:05 -04:00
JNP 9ee6ca99d8
add_optimalsteps (#7584)
Co-authored-by: bebebe666 <jianningpei@tencent.com>
2025-04-12 20:33:36 -04:00
comfyanonymous ab31b64412 Make "surface net" the default in the VoxelToMesh node. 2025-04-09 09:42:08 -04:00
thot experiment fe29739c68
add VoxelToMesh node w/ surfacenet meshing (#7446)
* add VoxelToMesh node w/ surfacenet meshing

could delete the VoxelToMeshBasic node now probably?

* fix ruff
2025-04-09 09:41:03 -04:00
comfyanonymous 3d2e3a6f29 Fix alpha image issue in more nodes. 2025-04-02 19:32:49 -04:00
comfyanonymous ab5413351e Fix comment.
This function does not support quads.
2025-04-01 14:09:31 -04:00
comfyanonymous 548457bac4 Fix alpha channel mismatch on destination in ImageCompositeMasked 2025-03-31 20:59:12 -04:00
comfyanonymous 0b4584c741 Fix latent composite node not working when source has alpha. 2025-03-30 21:47:05 -04:00
Michael Kupchick 832fc02330
ltxv: fix preprocessing exception when compression is 0. (#7431) 2025-03-29 20:03:02 -04:00
comfyanonymous 0a1f8869c9 Add WanFunInpaintToVideo node for the Wan fun inpaint models. 2025-03-27 11:13:27 -04:00
comfyanonymous 3661c833bc Support the WAN 2.1 fun control models.
Use the new WanFunControlToVideo node.
2025-03-26 19:54:54 -04:00
comfyanonymous 84fdaf7b0e Add CFGZeroStar node.
Works on all models that use a negative prompt but is meant for rectified
flow models.
2025-03-26 05:09:52 -04:00
comfyanonymous 581a9991ff Add model merging node for WAN 2.1 2025-03-23 08:06:36 -04:00
Terry Jia 2206246055
support output normal and lineart once (#7290) 2025-03-21 16:24:13 -04:00
comfyanonymous d9fa9d307f Automatically set the right sampling type for lotus. 2025-03-21 14:19:37 -04:00
thot experiment 83e839a89b
Native LotusD Implementation (#7125)
* draft pass at a native comfy implementation of Lotus-D depth and normal est

* fix model_sampling kludges

* fix ruff

---------

Co-authored-by: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>
2025-03-21 14:04:15 -04:00
comfyanonymous 0956107170 Nodes to convert images to YUV and back.
Can be used to convert an image to black and white.
2025-03-21 06:32:44 -04:00
Chenlei Hu a4a956dbbd
Add backend primitive nodes (#7328)
* Add backend primitive nodes

* Add control after generate to int primitive
2025-03-21 01:47:18 -04:00
comfyanonymous 3872b43d4b A few fixes for the hunyuan3d models. 2025-03-20 04:52:31 -04:00
comfyanonymous 32ca0805b7 Fix orientation of hunyuan 3d model. 2025-03-19 19:55:24 -04:00
comfyanonymous 11f1b41bab Initial Hunyuan3Dv2 implementation.
Supports the multiview, mini, turbo models and VAEs.
2025-03-19 16:52:58 -04:00
Andrew Kvochko 67c7184b74
ltxv: relax frame_idx divisibility for single frames. (#7146)
This commit relaxes divisibility constraint for single-frame
conditionings. For single frames, the index can be arbitrary, while
multi-frame conditionings (>= 9 frames) must still be aligned to 8
frames.

Co-authored-by: Andrew Kvochko <a.kvochko@lightricks.com>
2025-03-10 04:11:48 -04:00
Terry Jia e1da98a14a
remove unused params (#6931) 2025-03-09 14:07:09 -04:00
comfyanonymous 7395b0c0d1 Support new hunyuan video i2v model.
Use the new "v2 (replace)" guidance type in HunyuanImageToVideo and set
image_interleave to 4 on the "Text Encode Hunyuan Video" node.
2025-03-08 20:34:47 -05:00
comfyanonymous be4e760648 Add an image_interleave option to the Hunyuan image to video encode node.
See the tooltip for what it does.
2025-03-07 19:56:26 -05:00
comfyanonymous 29a70ca101 Support HunyuanVideo image to video model. 2025-03-06 03:07:15 -05:00
Chenlei Hu 5d84607bf3
Add type hint for FileLocator (#6968)
* Add type hint for FileLocator

* nit
2025-03-05 15:35:26 -05:00
Chenlei Hu 52b3469606
[NodeDef] Explicitly add control_after_generate to seed/noise_seed (#7059)
* [NodeDef] Explicitly add control_after_generate to seed/noise_seed

* Update comfy/comfy_types/node_typing.py

Co-authored-by: filtered <176114999+webfiltered@users.noreply.github.com>

---------

Co-authored-by: filtered <176114999+webfiltered@users.noreply.github.com>
2025-03-05 15:33:23 -05:00
comfyanonymous 76739c23c3 Revert "Partially revert last commit."
This reverts commit a80bc822a2.
2025-03-05 09:57:40 -05:00
comfyanonymous a80bc822a2 Partially revert last commit. 2025-03-05 08:58:44 -05:00
Andrew Kvochko 872780d236
fix: ltxv crop guides works with 0 keyframes (#7085)
This patch fixes a bug in LTXVCropGuides when the latent has no
keyframes. Additionally, the first frame is always added as a keyframe.

Co-authored-by: Andrew Kvochko <a.kvochko@lightricks.com>
2025-03-05 08:47:32 -05:00
comfyanonymous 77633ba77d Remove unused variable. 2025-03-05 07:31:47 -05:00
comfyanonymous 30e6cfb1a0 Fix LTXVPreprocess on resolutions that are not multiples of 2. 2025-03-05 07:18:13 -05:00
comfyanonymous 93fedd92fe Support LTXV 0.9.5.
Credits: Lightricks team.
2025-03-05 00:13:49 -05:00
comfyanonymous f86c724ef2 Temporal area composition.
New ConditioningSetAreaPercentageVideo node.
2025-03-03 06:50:31 -05:00
comfyanonymous 6f81cd8973 Change defaults in WanImageToVideo node. 2025-03-01 19:26:48 -05:00
comfyanonymous 0844998db3 Slightly better wan i2v mask implementation. 2025-02-26 03:49:50 -05:00
comfyanonymous 4ced06b879 WIP support for Wan I2V model. 2025-02-26 01:49:43 -05:00
comfyanonymous 0c32f82298 Fix missing frames in SaveWEBM node. 2025-02-25 20:21:03 -05:00
comfyanonymous 0d4d9222c6 Add early experimental SaveWEBM node to save .webm files.
The frontend part isn't done yet so there is no video preview on the node
or dragging the webm on the interface to load the workflow yet.

This uses a new dependency: PyAV.
2025-02-19 07:12:15 -05:00
Zhong-Yu Li 61c8c70c6e
support system prompt and cfg renorm in Lumina2 (#6795)
* support system prompt and cfg renorm in Lumina2

* fix issues with the ruff style check
2025-02-16 18:15:43 -05:00
Terry Jia 93c8607d51
remove light_intensity and fov from load3d (#6742) 2025-02-15 15:34:36 -05:00
comfyanonymous 2e21122aab Add a node to set the model compute dtype for debugging. 2025-02-15 04:15:37 -05:00
comfyanonymous ed4d92b721 Model merging nodes for cosmos. 2025-02-03 03:31:39 -05:00
Terry Jia 768e035868
Add node for preview 3d animation (#6594)
* Add node for preview 3d animation

* remove bg_color param

* remove animation_speed param
2025-01-31 10:09:07 -08:00
Terry Jia f3566f0894
remove some params from load 3d node (#6436) 2025-01-22 17:23:51 -05:00
comfyanonymous a7fe0a94de Refactor and fixes for video latents. 2025-01-22 06:37:46 -05:00
comfyanonymous fb2ad645a3 Add FluxDisableGuidance node to disable using the guidance embed. 2025-01-20 14:50:24 -05:00
comfyanonymous a00e1489d2 LatentBatch fix for video latents 2025-01-19 06:02:14 -05:00
comfyanonymous 3baf92d120 CosmosImageToVideoLatent batch_size now does something. 2025-01-15 17:19:59 -05:00
comfyanonymous 5b657f8c15 Allow setting start and end image in CosmosImageToVideoLatent. 2025-01-15 00:41:35 -05:00
catboxanon 2cdbaf5169
Add SetFirstSigma node (#6459)
Useful for models utilizing ztSNR. See: https://arxiv.org/abs/2409.15997
2025-01-14 19:05:45 -05:00
comfyanonymous 3aaabb12d4 Implement Cosmos Image/Video to World (Video) diffusion models.
Use CosmosImageToVideoLatent to set the input image/video.
2025-01-14 05:14:10 -05:00
Jedrzej Kosinski 6c9bd11fa3
Hooks Part 2 - TransformerOptionsHook and AdditionalModelsHook (#6377)
* Add 'sigmas' to transformer_options so that downstream code can know about the full scope of current sampling run, fix Hook Keyframes' guarantee_steps=1 inconsistent behavior with sampling split across different Sampling nodes/sampling runs by referencing 'sigmas'

* Cleaned up hooks.py, refactored Hook.should_register and add_hook_patches to use target_dict instead of target so that more information can be provided about the current execution environment if needed

* Refactor WrapperHook into TransformerOptionsHook, as there is no need to separate out Wrappers/Callbacks/Patches into different hook types (all affect transformer_options)

* Refactored HookGroup to also store a dictionary of hooks separated by hook_type, modified necessary code to no longer need to manually separate out hooks by hook_type

* In inner_sample, change "sigmas" to "sampler_sigmas" in transformer_options to not conflict with the "sigmas" that will overwrite "sigmas" in _calc_cond_batch

* Refactored 'registered' to be HookGroup instead of a list of Hooks, made AddModelsHook operational and compliant with should_register result, moved TransformerOptionsHook handling out of ModelPatcher.register_all_hook_patches, support patches in TransformerOptionsHook properly by casting any patches/wrappers/hooks to proper device at sample time

* Made hook clone code sane, made clear ObjectPatchHook and SetInjectionsHook are not yet operational

* Fix performance of hooks when hooks are appended via Cond Pair Set Props nodes by properly caching between positive and negative conds, make hook_patches_backup behave as intended (in the case that something pre-registers WeightHooks on the ModelPatcher instead of registering it at sample time)

* Filter only registered hooks on self.conds in CFGGuider.sample

* Make hook_scope functional for TransformerOptionsHook

* removed 4 whitespace lines to satisfy Ruff,

* Add a get_injections function to ModelPatcher

* Made TransformerOptionsHook contribute to registered hooks properly, added some doc strings and removed a so-far unused variable

* Rename AddModelsHooks to AdditionalModelsHook, rename SetInjectionsHook to InjectionsHook (not yet implemented, but at least getting the naming figured out)

* Clean up a typehint
2025-01-11 12:20:23 -05:00
comfyanonymous adea2beb5c Add edm option to ModelSamplingContinuousEDM for Cosmos.
You can now use this node with "edm" selected to control the sigma_max and
sigma_min of the Cosmos model sampling.
2025-01-11 02:18:42 -05:00
comfyanonymous 2ff3104f70 WIP support for Nvidia Cosmos 7B and 14B text to world (video) models. 2025-01-10 09:14:16 -05:00
Terry Jia 953693b137
add fov and mask for load 3d node (#6308)
* add fov and mask for load 3d node

* some comments
2025-01-02 19:20:34 -05:00
comfyanonymous b7572b2f87 Fix and enforce no trailing whitespace. 2024-12-31 03:16:37 -05:00
comfyanonymous d9b7cfac7e Fix and enforce new lines at the end of files. 2024-12-30 04:14:59 -05:00
comfyanonymous b504bd606d Add ruff rule for empty line with trailing whitespace. 2024-12-28 05:23:08 -05:00
comfyanonymous d170292594 Remove some trailing white space. 2024-12-27 18:02:30 -05:00
TechnoByte 341667c4d5
remove minimum step count for AYS (#6137)
The 10 step minimum for the AYS scheduler is pointless, it works well at lower steps, like 8 steps, or even 4 steps.

For example with LCM or DMD2.

Example here: https://i.ibb.co/56CSPMj/image.png
2024-12-21 10:05:09 -05:00
Chenlei Hu d7969cb070
Replace print with logging (#6138)
* Replace print with logging

* nit

* nit

* nit

* nit

* nit

* nit
2024-12-20 16:24:55 -05:00
City bddb02660c
Add PixArt model support (#6055)
* PixArt initial version

* PixArt Diffusers convert logic

* pos_emb and interpolation logic

* Reduce  duplicate code

* Formatting

* Use optimized attention

* Edit empty token logic

* Basic PixArt LoRA support

* Fix aspect ratio logic

* PixArtAlpha text encode with conds

* Use same detection key logic for PixArt diffusers
2024-12-20 15:25:00 -05:00