Commit Graph

689 Commits (726af73867c18c5ca8b980a2c28401d77e5b365a)

Author SHA1 Message Date
rattus 8902907d7a
dynamic_vram: Training fixes (#12442) 2026-02-13 15:29:37 -05:00
askmyteapot e5ae670a40
Update ace15.py to allow min_p sampling (#12373) 2026-02-11 20:28:48 -05:00
Kohaku-Blueleaf cdcf4119b3
[Trainer] training with proper offloading (#12189)
* Fix bypass dtype/device moving

* Force offloading mode for training

* training context var

* offloading implementation in training node

* fix wrong input type

* Support bypass load lora model, correct adapter/offloading handling
2026-02-10 21:45:19 -05:00
AustinMroz dbe70b6821
Add a VideoSlice node (#12107)
* Base TrimVideo implementation

* Raise error if as_trimmed call fails

* Bigger max start_time, tooltips, and formatting

* Count packets unless codec has subframes

* Remove incorrect nested decode

* Add null check for audio streams

* Support non-strict duration

* Added strict_duration bool to node definition

* Empty commit for approval

* Fix duration

* Support 5.1 audio layout on save

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-10 14:42:21 -08:00
comfyanonymous a0302cc6a8
Make tonemap latent work on any dim latents. (#12363) 2026-02-08 21:16:40 -05:00
chaObserv 9bf5aa54db
Add search_aliases to sa-solver and seeds-2 node (#12327) 2026-02-07 17:38:51 -05:00
Jukka Seppänen 5ff4fdedba
Fix LazyCache (#12344) 2026-02-07 11:25:30 -08:00
Jukka Seppänen a1c101f861
EasyCache: Support LTX2 (#12231) 2026-02-06 00:43:09 -05:00
AustinMroz 2b70ab9ad0
Add a Create List node (#12173) 2026-02-05 01:18:21 -05:00
comfyanonymous 35183543e0
Add VAE tiled decode node for audio. (#12299) 2026-02-05 01:12:04 -05:00
comfyanonymous 6125b80979
Add llm sampling options and make reference audio work on ace step 1.5 (#12295) 2026-02-04 21:29:22 -05:00
Alexander Piskun e77b34dfea
add File3DAny output to Load3D node; extend SaveGLB to accept File3DAny as input (#12276)
* add File3DAny output to Load3D node; extend SaveGLB node to accept File3DAny as input

* fix(grammar): capitalize letter
2026-02-04 11:35:38 -08:00
Alexander Piskun fb23935c11
feat(comfy_api): add basic 3D Model file types (#12129)
* feat(comfy_api): add basic 3D Model file types

* update Tripo nodes to use File3DGLB

* update Rodin3D nodes to use File3DGLB

* address PR review feedback:

- Rename File3D parameter 'path' to 'source'
- Convert File3D.data property to get_data()
- Make .glb extension check case-insensitive in nodes_rodin.py
- Restrict SaveGLB node to only accept File3DGLB

* Fixed a bug in the Meshy Rig and Animation nodes

* Fix backward compatability
2026-02-03 10:31:46 -08:00
comfyanonymous 3c1a1a2df8
Basic support for the ace step 1.5 model. (#12237) 2026-02-03 00:06:18 -05:00
rattus f8acd9c402
Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845) 2026-02-01 01:01:11 -05:00
pythongosssss 8aabe2403e
Add color type and Color to RGB Int node (#12145)
* add color type and color to rgb int node

* review fix for allowing output

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-30 15:01:33 -08:00
comfyanonymous bbe2c13a70
Make empty hunyuan latent 1.0 work with the 1.5 model. (#12171) 2026-01-29 23:52:22 -05:00
Jukka Seppänen ad53e78f11
Fix Noise_EmptyNoise when using nested latents (#12089) 2026-01-26 19:25:00 -05:00
Tavi Halperin bfe31d0b9d
IC-LoRA: support small grid (#12074) 2026-01-26 15:33:19 -05:00
comfyanonymous 26c5bbb875
Move nodes from previous PR into their own file. (#12066) 2026-01-24 23:02:32 -05:00
Kohaku-Blueleaf a97c98068f
[Weight-adapter/Trainer] Bypass forward mode in Weight adapter system (#11958)
* Add API of bypass forward module

* bypass implementation

* add bypass fwd into nodes list/trainer
2026-01-24 22:56:22 -05:00
pythongosssss ed6002cb60
add support for kwargs inputs to allow arbitrary inputs from frontend (#12063)
used to output selected combo index

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-24 17:30:40 -08:00
comfyanonymous 9cf299a9f9
Make regular empty latent node work properly on flux 2 variants. (#12050) 2026-01-23 19:50:48 -05:00
Christian Byrne 79cdbc81cb
feat: Improve ResizeImageMaskNode UX with tooltips and search aliases (#12040)
- Add search_aliases for discoverability: resize, scale, dimensions, etc.
- Add node description for hover tooltip
- Add tooltips to all inputs explaining their behavior
- Reorder options: most common (scale dimensions) first, most technical (scale to multiple) last

Addresses user feedback that 'resize' search returned nothing useful and
options like 'match size' and 'scale to multiple' were not self-explanatory.
2026-01-22 22:04:27 -08:00
comfyanonymous f443b9f2ca
Revert "feat: Improve ResizeImageMaskNode UX with tooltips and search aliases…" (#12038)
This reverts commit 4e3038114a.
2026-01-22 23:02:37 -05:00
Christian Byrne 4e3038114a
feat: Improve ResizeImageMaskNode UX with tooltips and search aliases (#12013)
- Add search_aliases for discoverability: resize, scale, dimensions, etc.
- Add node description for hover tooltip
- Add tooltips to all inputs explaining their behavior
- Reorder options: most common (scale dimensions) first, most technical (scale to multiple) last

Addresses user feedback that 'resize' search returned nothing useful and
options like 'match size' and 'scale to multiple' were not self-explanatory.
2026-01-22 18:46:55 -08:00
Christian Byrne bbb8864778
add search aliases to all nodes (#12035)
* feat: Add search_aliases field to node schema

Adds `search_aliases` field to improve node discoverability. Users can define alternative search terms for nodes (e.g., "text concat" → StringConcatenate).

Changes:
- Add `search_aliases: list[str]` to V3 Schema
- Add `SEARCH_ALIASES` support for V1 nodes
- Include field in `/object_info` response
- Add aliases to high-priority core nodes

V1 usage:
```python
class MyNode:
    SEARCH_ALIASES = ["alt name", "synonym"]
```

V3 usage:
```python
io.Schema(
    node_id="MyNode",
    search_aliases=["alt name", "synonym"],
    ...
)
```

## Related PRs
- Frontend: Comfy-Org/ComfyUI_frontend#XXXX (draft - merge after this)
- Docs: Comfy-Org/docs#XXXX (draft - merge after stable)

* Propagate search_aliases through V3 Schema.get_v1_info to NodeInfoV1

* feat: add SEARCH_ALIASES for core nodes (#12016)

Add search aliases to 22 core nodes in nodes.py to improve node discoverability:
- Checkpoint/model loaders: CheckpointLoader, DiffusersLoader
- Conditioning nodes: ConditioningAverage, ConditioningSetArea, ConditioningSetMask, ConditioningZeroOut
- Style nodes: StyleModelApply
- Image nodes: LoadImageMask, LoadImageOutput, ImageBatch, ImageInvert, ImagePadForOutpaint
- Latent nodes: LoadLatent, SaveLatent, LatentBlend, LatentComposite, LatentCrop, LatentFlip, LatentFromBatch, LatentUpscale, LatentUpscaleBy, RepeatLatentBatch

* feat: add SEARCH_ALIASES for image, mask, and string nodes (#12017)

Add search aliases to nodes in comfy_extras for better discoverability:
- nodes_mask.py: mask manipulation nodes
- nodes_images.py: image processing nodes
- nodes_post_processing.py: post-processing effect nodes
- nodes_string.py: string manipulation nodes
- nodes_compositing.py: compositing nodes
- nodes_morphology.py: morphological operation nodes
- nodes_latent.py: latent space nodes

Uses search_aliases parameter in io.Schema() for v3 nodes.

* feat: add SEARCH_ALIASES for audio and video nodes (#12018)

Add search aliases to audio and video nodes for better discoverability:
- nodes_audio.py: audio loading, saving, and processing nodes
- nodes_video.py: video loading and processing nodes
- nodes_wan.py: WAN model nodes

Uses search_aliases parameter in io.Schema() for v3 nodes.

* feat: add SEARCH_ALIASES for model and misc nodes (#12019)

Add search aliases to model-related and miscellaneous nodes:
- Model nodes: nodes_model_merging.py, nodes_model_advanced.py, nodes_lora_extract.py
- Sampler nodes: nodes_custom_sampler.py, nodes_align_your_steps.py
- Control nodes: nodes_controlnet.py, nodes_attention_multiply.py, nodes_hooks.py
- Training nodes: nodes_train.py, nodes_dataset.py
- Utility nodes: nodes_logic.py, nodes_canny.py, nodes_differential_diffusion.py
- Architecture-specific: nodes_sd3.py, nodes_pixart.py, nodes_lumina2.py, nodes_kandinsky5.py, nodes_hidream.py, nodes_fresca.py, nodes_hunyuan3d.py
- Media nodes: nodes_load_3d.py, nodes_webcam.py, nodes_preview_any.py, nodes_wanmove.py

Uses search_aliases parameter in io.Schema() for v3 nodes, SEARCH_ALIASES class attribute for legacy nodes.
2026-01-22 18:36:58 -08:00
Terry Jia 8490eedadf
add ply & 3dgs format in 3d node (#11474) 2026-01-22 09:46:56 -08:00
Jukka Seppänen 16b9aabd52
Support Multi/InfiniteTalk (#10179)
* re-init

* Update model_multitalk.py

* whitespace...

* Update model_multitalk.py

* remove print

* this is redundant

* remove import

* Restore preview functionality

* Move block_idx to transformer_options

* Remove LoopingSamplerCustomAdvanced

* Remove looping functionality, keep extension functionality

* Update model_multitalk.py

* Handle ref_attn_mask with separate patch to avoid having to always return q and k from self_attn

* Chunk attention map calculation for multiple speakers to reduce peak VRAM usage

* Update model_multitalk.py

* Add ModelPatch type back

* Fix for latest upstream

* Use DynamicCombo for cleaner node

Basically just so that single_speaker mode hides mask inputs and 2nd audio input

* Update nodes_wan.py
2026-01-21 23:09:48 -05:00
Jedrzej Kosinski f09904720d
Fix for edge case of EasyCache when conditionings change during a sampling run (like with timestep scheduling) (#12020) 2026-01-21 23:01:35 -05:00
Christian Byrne bdeac8897e
feat: Add search_aliases field to node schema (#12010)
* feat: Add search_aliases field to node schema

Adds `search_aliases` field to improve node discoverability. Users can define alternative search terms for nodes (e.g., "text concat" → StringConcatenate).

Changes:
- Add `search_aliases: list[str]` to V3 Schema
- Add `SEARCH_ALIASES` support for V1 nodes
- Include field in `/object_info` response
- Add aliases to high-priority core nodes

V1 usage:
```python
class MyNode:
    SEARCH_ALIASES = ["alt name", "synonym"]
```

V3 usage:
```python
io.Schema(
    node_id="MyNode",
    search_aliases=["alt name", "synonym"],
    ...
)
```

## Related PRs
- Frontend: Comfy-Org/ComfyUI_frontend#XXXX (draft - merge after this)
- Docs: Comfy-Org/docs#XXXX (draft - merge after stable)

* Propagate search_aliases through V3 Schema.get_v1_info to NodeInfoV1
2026-01-21 15:36:02 -08:00
comfyanonymous 2108167f9f
Support zimage omni base model. (#11979) 2026-01-19 23:17:38 -05:00
nomadoor c9196f355e
Fix scale_shorter_dimension portrait check (#11862) 2026-01-13 18:25:09 -08:00
nomadoor 469dd9c16a
Adds crop to multiple mode to ResizeImageMaskNode. (#11838)
* Add crop-to-multiple resize mode

* Make scale-to-multiple shape handling explicit
2026-01-13 16:48:10 -08:00
Acly d9dc02a7d6
Support "lite" version of alibaba-pai Z-Image Controlnet (#11849)
* reduced number of control layers (3) compared to full model
2026-01-13 15:03:53 -05:00
Terry Jia 4609fcd260
add node - image compare (#11343) 2026-01-08 21:31:19 -08:00
Jukka Seppänen 027042db68
Add node: JoinAudioChannels (#11728) 2026-01-08 22:14:06 -05:00
Jukka Seppänen 1c705f7bfb
Add device selection for LTXAVTextEncoderLoader (#11700) 2026-01-07 18:39:59 -05:00
comfyanonymous 4f3f9e72a9
Fix name. (#11638) 2026-01-05 02:41:23 -08:00
comfyanonymous d1b9822f74
Add LTXAVTextEncoderLoader node. (#11634) 2026-01-05 02:27:31 -05:00
comfyanonymous f2b002372b
Support the LTXV 2 model. (#11632) 2026-01-05 01:58:59 -05:00
comfyanonymous 38d0493825
Fix case where upscale model wouldn't be moved to cpu. (#11633) 2026-01-04 19:13:50 -05:00
throttlekitty 303b1735f8
Give Mahiro CFG a more appropriate display name (#11580) 2026-01-02 00:37:37 -08:00
comfyanonymous 65cfcf5b1b
New Year ruff cleanup. (#11595) 2026-01-01 22:06:14 -05:00
Jedrzej Kosinski 0be8a76c93
V3 Improvements + DynamicCombo + Autogrow exposed in public API (#11345)
* Support Combo outputs in a more sane way

* Remove test validate_inputs function on test node

* Make curr_prefix be a list of strings instead of string for easier parsing as keys get added to dynamic types

* Start to account for id prefixes from frontend, need to fix bug with nested dynamics

* Ensure inputs/outputs/hidden are lists in schema finalize function, remove no longer needed 'is not None' checks

* Add raw_link and extra_dict to all relevant Inputs

* Make nested DynamicCombos work properly with prefixed keys on latest frontend; breaks old Autogrow, but is pretty much ready for upcoming Autogrow keys

* Replace ... usage with a MISSING sentinel for clarity in nodes_logic.py

* Added CustomCombo node in backend to reflect frontend node

* Prepare Autogrow's expand_schema_for_dynamic to work with upcoming frontend changes

* Prepare for look up table for dynamic input stuff

* More progress towards dynamic input lookup function stuff

* Finished converting _expand_schema_for_dynamic to be done via lookup instead of OOP to guarantee working with process isolation, did refactoring to remove old implementation + cleaning INPUT_TYPES definition including v3 hidden definition

* Change order of functions

* Removed some unneeded functions after dynamic refactor

* Make MatchType's output default displayname "MATCHTYPE"

* Fix DynamicSlot get_all

* Removed redundant code - dynamic stuff no longer happens in OOP way

* Natively support AnyType (*) without __ne__ hacks

* Remove stray code that made it in

* Remove expand_schema_for_dynamic left over on DynamicInput class

* get_dynamic() on DynamicInput/Output was not doing anything anymore, so removed it

* Make validate_inputs validate combo input correctly

* Temporarily comment out conversion to 'new' (9 month old) COMBO format in get_input_info

* Remove refrences to resources feature scrapped from V3

* Expose DynamicCombo in public API

* satisfy ruff after some code got commented out

* Make missing input error prettier for dynamic types

* Created a Switch2 node as a side-by-side test, will likely go with Switch2 as the initial switch node

* Figured out Switch situation

* Pass in v3_data in IsChangedCache.get function's fingerprint_inputs, add a from_v3_data helper method to HiddenHolder

* Switch order of Switch and Soft Switch nodes in file

* Temp test node for MatchType

* Fix missing v3_data for v1 nodes in validation

* For now, remove chacking duplicate id's for dynamic types

* Add Resize Image/Mask node that thanks to MatchType+DynamicCombo is 16-nodes-in-1

* Made DynamicCombo references in DCTestNode use public interface

* Add an AnyTypeTestNode

* Make lazy status for specific inputs on DynamicInputs work by having the values of the dictionary for check_lazy_status be a tuple, where the second element is the key of the input that can be returned

* Comment out test logic nodes

* Make primitive float's step make more sense

* Add (and leave commented out) some potential logic nodes

* Change default crop option to "center" on Resize Image/Mask node

* Changed copy.copy(d) to d.copy()

* Autogrow is available in stable  frontend, so exposing it in public API

* Use outputs id as display_name if no display_name present, remove v3 outputs id restriction that made them have to have unique IDs from the inputs

* Enable Custom Combo node as stable frontend now supports it

* Make id properly act like display_name on outputs

* Add Batch Images/Masks/Latents node

* Comment out Batch Images/Masks/Latents node for now, as Autogrow has a bug with MatchType where top connection is disconnected upon refresh

* Removed code for a couple test nodes in nodes_logic.py

* Add Batch Images, Batch Masks, and Batch Latents nodes with Autogrow, deprecate old Batch Images + LatentBatch nodes
2025-12-30 23:09:55 -05:00
Tavi Halperin d7111e426a
ResizeByLongerSide: support video (#11555)
(cherry picked from commit 98c6840aa4e5fd5407ba9ab113d209011e474bf6)
2025-12-29 17:07:29 -08:00
Alexander Piskun eff4ea0b62
[V3] converted nodes_images.py to V3 schema (#11206)
* converted nodes_images.py to V3 schema

* fix test
2025-12-26 19:39:02 -08:00
comfyanonymous 532e285079
Add a ManualSigmas node. (#11499)
Can be used to manually set the sigmas for a model.

This node accepts a list of integer and floating point numbers separated
with any non numeric character.
2025-12-24 19:09:37 -05:00
comfyanonymous 33aa808713
Make denoised output on custom sampler nodes work with nested tensors. (#11471) 2025-12-22 16:43:24 -05:00
comfyanonymous 91bf6b6aa3
Add node to create empty latents for qwen image layered model. (#11460) 2025-12-21 19:59:40 -05:00