Commit Graph

716 Commits

Author SHA1 Message Date
rattus
5f41584e96
Disable dynamic_vram when weight hooks applied (#12653)
* sd: add support for clip model reconstruction

* nodes: SetClipHooks: Demote the dynamic model patcher

* mp: Make dynamic_disable more robust

The backup need to not be cloned. In addition add a delegate object
to ModelPatcherDynamic so that non-cloning code can do
ModelPatcherDynamic demotion

* sampler_helpers: Demote to non-dynamic model patcher when hooking

* code rabbit review comments
2026-02-28 16:50:18 -05:00
Jukka Seppänen
1f6744162f
feat: Support SCAIL WanVideo model (#12614) 2026-02-28 16:49:12 -05:00
Christian Byrne
80d49441e5
refactor: use AspectRatio enum members as ASPECT_RATIOS dict keys (#12689)
Amp-Thread-ID: https://ampcode.com/threads/T-019ca1cb-0150-7549-8b1b-6713060d3408

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-27 20:53:46 -08:00
comfyanonymous
94f1a1cc9d
Limit overlap in image tile and combine nodes to prevent issues. (#12688) 2026-02-27 20:16:24 -05:00
Christian Byrne
1f1ec377ce
feat: add ResolutionSelector node for aspect ratio and megapixel-based resolution calculation (#12199)
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Amp-Thread-ID: https://ampcode.com/threads/T-019c179e-cd8c-768f-ae66-207c7a53c01d

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-27 09:13:57 -08:00
pythongosssss
0a7f8e11b6
fix torch.cat requiring inputs to all be same dimensions (#12673) 2026-02-27 08:13:24 -08:00
Jukka Seppänen
c7f7d52b68
feat: Support SDPose-OOD (#12661) 2026-02-26 19:59:05 -05:00
pythongosssss
38ca94599f
pyopengl-accelerate can cause object to be numpy ints instead of bare ints, which the glDeleteTextures function does not accept, explicitly cast to int (#12650)
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2026-02-26 03:07:35 -08:00
Christian Byrne
74b5a337dc
fix: move essentials_category to correct replacement nodes (#12568)
Move essentials_category from deprecated/incorrect nodes to their replacements:
- ImageBatch → BatchImagesNode (ImageBatch is deprecated)
- Blur → removed (should use subgraph blueprint)
- GetVideoComponents → Video Slice

Amp-Thread-ID: https://ampcode.com/threads/T-019c8340-4da2-723b-a09f-83895c5bbda5
2026-02-26 01:00:32 -08:00
Tavi Halperin
a4522017c5
feat: per-guide attention strength control in self-attention (#12518)
Implements per-guide attention attenuation via log-space additive bias
in self-attention. Each guide reference tracks its own strength and
optional spatial mask in conditioning metadata (guide_attention_entries).
2026-02-26 01:25:23 -05:00
Jukka Seppänen
907e5dcbbf
initial FlowRVS support (#12637)
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2026-02-25 23:38:46 -05:00
rattus
3ebe1ac22e
Disable dynamic_vram when using torch compiler (#12612)
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* mp: attach re-construction arguments to model patcher

When making a model-patcher from a unet or ckpt, attach a callable
function that can be called to replay the model construction. This
can be used to deep clone model patcher WRT the actual model.

Originally written by Kosinkadink
f4b99bc623

* mp: Add disable_dynamic clone argument

Add a clone argument that lets a caller clone a ModelPatcher but disable
dynamic to demote the clone to regular MP. This is useful for legacy
features where dynamic_vram support is missing or TBD.

* torch_compile: disable dynamic_vram

This is a bigger feature. Disable for the interim to preserve
functionality.
2026-02-24 19:13:46 -05:00
comfyanonymous
9b1c63eb69
Add SplitImageToTileList and ImageMergeTileList nodes. (#12599)
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With these you can split an image into tiles, do operations and then combine it back to a single image.
2026-02-23 21:01:17 -05:00
Christian Byrne
ee72752162
Add category to Normalized Attention Guidance node (#12565) 2026-02-21 19:51:21 -05:00
pythongosssss
602b2505a4
add support for pyopengl < 3.1.4 where the size parameter does not exist (#12555) 2026-02-21 06:14:57 -08:00
Christian Byrne
04a55d5019
fix: swap essentials_category from CLIPTextEncode to PrimitiveStringMultiline (#12553)
Remove CLIPTextEncode from Basics essentials category and add
PrimitiveStringMultiline (String Multiline) in its place.

Amp-Thread-ID: https://ampcode.com/threads/T-019c7efb-d916-7244-8c43-77b615ba0622

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-20 23:46:46 -08:00
Christian Byrne
5fb8f06495
feat: add essential subgraph blueprints (#12552)
Add 24 non-cloud essential blueprints from comfyui-wiki/Subgraph-Blueprints.
These cover common workflows: text/image/video generation, editing,
inpainting, outpainting, upscaling, depth maps, pose, captioning, and more.

Cloud-only blueprints (5) are excluded and will be added once
client-side distribution filtering lands.

Amp-Thread-ID: https://ampcode.com/threads/T-019c6f43-6212-7308-bea6-bfc35a486cbf
2026-02-20 23:40:13 -08:00
pythongosssss
96d6bd1a4a
Add GLSL shader node using PyOpenGL (#12148)
* adds support for executing simple glsl shaders
using moderngl package

* tidy

* Support multiple outputs

* Try fix build

* fix casing

* fix line endings

* convert to using PyOpenGL and glfw

* remove cpu support

* tidy

* add additional support for egl & osmesa backends

* fix ci
perf: only read required outputs

* add diagnostics, update mac initialization

* GLSL glueprints + node fixes (#12492)

* Add image operation blueprints

* Add channels

* Add glow

* brightness/contrast

* hsb

* add glsl shader update system

* shader nit iteration

* add multipass for faster blur

* more fixes

* rebuild blueprints

* print -> logger

* Add edge preserving blur

* fix: move _initialized flag to end of GLContext.__init__

Prevents '_vao' attribute error when init fails partway through
and subsequent calls skip initialization due to early _initialized flag.

* update valid ranges
- threshold 0-100
- step 0+

* fix value ranges

* rebuild node to remove extra inputs

* Fix gamma step

* clamp saturation in colorize instead of wrapping

* Fix crash on 1x1 px images

* rework description

* remove unnecessary f


Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: Hunter Senft-Grupp <hunter@comfy.org>
2026-02-19 23:22:13 -05:00
comfyanonymous
5f2117528a
Force min length 1 when tokenizing for text generation. (#12538) 2026-02-19 22:57:44 -05:00
Christian Byrne
4d172e9ad7
feat: mark 429 widgets as advanced for collapsible UI (#12197)
* feat: mark 429 widgets as advanced for collapsible UI

Mark widgets as advanced across core, comfy_extras, and comfy_api_nodes
to support the new collapsible advanced inputs section in the frontend.

Changes:
- 267 advanced markers in comfy_extras/
- 162 advanced markers in comfy_api_nodes/
- All files pass python3 -m py_compile verification

Widgets marked advanced (hidden by default):
- Scheduler internals: sigma_max, sigma_min, rho, mu, beta, alpha
- Sampler internals: eta, s_noise, order, rtol, atol, h_init, pcoeff, etc.
- Memory optimization: tile_size, overlap, temporal_size, temporal_overlap
- Pipeline controls: add_noise, start_at_step, end_at_step
- Timing controls: start_percent, end_percent
- Layer selection: stop_at_clip_layer, layers, block_number
- Video encoding: codec, crf, format
- Device/dtype: device, noise_device, dtype, weight_dtype

Widgets kept basic (always visible):
- Core params: strength, steps, cfg, denoise, seed, width, height
- Model selectors: ckpt_name, lora_name, vae_name, sampler_name
- Common controls: upscale_method, crop, batch_size, fps, opacity

Related: frontend PR #11939
Amp-Thread-ID: https://ampcode.com/threads/T-019c1734-6b61-702e-b333-f02c399963fc

* fix: remove advanced=True from DynamicCombo.Input (unsupported)

Amp-Thread-ID: https://ampcode.com/threads/T-019c1734-6b61-702e-b333-f02c399963fc

* fix: address review - un-mark model merge, video, image, and training node widgets as advanced

Per comfyanonymous review:
- Model merge arguments should not be advanced (all 14 model-specific merge classes)
- SaveAnimatedWEBP lossless/quality/method should not be advanced
- SaveWEBM/SaveVideo codec/crf/format should not be advanced
- TrainLoraNode options should not be advanced (7 inputs)

Amp-Thread-ID: https://ampcode.com/threads/T-019c322b-a3a8-71b7-9962-d44573ca6352

* fix: un-mark batch_size and webcam width/height as advanced (should stay basic)

Amp-Thread-ID: https://ampcode.com/threads/T-019c3236-1417-74aa-82a3-bcb365fbe9d1

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-19 19:20:02 -08:00
Yourz
5632b2df9d
feat: add essentials_category (#12357)
* feat: add essentials_category field to node schema

Amp-Thread-ID: https://ampcode.com/threads/T-019c2b25-cd90-7218-9071-03cb46b351b3

* feat: add ESSENTIALS_CATEGORY to core nodes

Marked nodes:
- Basic: LoadImage, SaveImage, LoadVideo, SaveVideo, Load3D, CLIPTextEncode
- Image Tools: ImageScale, ImageInvert, ImageBatch, ImageCrop, ImageRotate, ImageBlur
- Image Tools/Preprocessing: Canny
- Image Generation: LoraLoader
- Audio: LoadAudio, SaveAudio

Amp-Thread-ID: https://ampcode.com/threads/T-019c2b25-cd90-7218-9071-03cb46b351b3

* Add ESSENTIALS_CATEGORY to more nodes

- SaveGLB (Basic)
- GetVideoComponents (Video Tools)
- TencentTextToModelNode, TencentImageToModelNode (3D)
- RecraftRemoveBackgroundNode (Image Tools)
- KlingLipSyncAudioToVideoNode (Video Generation)
- OpenAIChatNode (Text Generation)
- StabilityTextToAudio (Audio)

Amp-Thread-ID: https://ampcode.com/threads/T-019c2b69-81c1-71c3-8096-450a39e20910

* fix: correct essentials category for Canny node

Amp-Thread-ID: https://ampcode.com/threads/T-019c7303-ab53-7341-be76-a5da1f7a657e
Co-authored-by: Amp <amp@ampcode.com>

* refactor: replace essentials_category string literals with constants

Amp-Thread-ID: https://ampcode.com/threads/T-019c7303-ab53-7341-be76-a5da1f7a657e
Co-authored-by: Amp <amp@ampcode.com>

* refactor: revert constants, use string literals for essentials_category

Amp-Thread-ID: https://ampcode.com/threads/T-019c7303-ab53-7341-be76-a5da1f7a657e
Co-authored-by: Amp <amp@ampcode.com>

* fix: update basics

---------

Co-authored-by: bymyself <cbyrne@comfy.org>
Co-authored-by: Amp <amp@ampcode.com>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-19 19:00:26 -08:00
Jukka Seppänen
6d11cc7354
feat: Add basic text generation support with native models, initially supporting Gemma3 (#12392) 2026-02-18 20:49:43 -05:00
comfyanonymous
f262444dd4
Add simple 3 band equalizer node for audio. (#12519) 2026-02-18 18:36:35 -05:00
Terry Jia
8ad38d2073
BBox widget (#11594)
* Boundingbox widget

* code improve

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: Christian Byrne <cbyrne@comfy.org>
2026-02-17 17:13:39 -08:00
comfyanonymous
18927538a1
Implement NAG on all the models based on the Flux code. (#12500)
Use the Normalized Attention Guidance node.

Flux, Flux2, Klein, Chroma, Chroma radiance, Hunyuan Video, etc..
2026-02-16 23:30:34 -05:00
rattus
ecd2a19661
Fix lora Extraction in offload conditions (+ dynamic_vram mode) (#12479)
* lora_extract: Add a trange

If you bite off more than your GPU can chew, this kinda just hangs.
Give a rough indication of progress counting the weights in a trange.

* lora_extract: Support on-the-fly patching

Use the on-the-fly approach from the regular model saving logic for
lora extraction too. Switch off force_cast_weights accordingly.

This gets extraction working in dynamic vram while also supporting
extraction on GPU offloaded.
2026-02-15 20:28:51 -05:00
Jedrzej Kosinski
596ed68691
Node Replacement API (#12014) 2026-02-15 02:12:30 -08:00
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)
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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)
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2026-02-07 11:25:30 -08:00
Jukka Seppänen
a1c101f861
EasyCache: Support LTX2 (#12231)
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2026-02-06 00:43:09 -05:00
AustinMroz
2b70ab9ad0
Add a Create List node (#12173)
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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)
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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)
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* 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)
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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)
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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