Commit Graph

1707 Commits

Author SHA1 Message Date
comfyanonymous
29596bd53f
Small cosmos attention code refactor. (#8530) 2025-06-14 05:02:05 -04:00
Kohaku-Blueleaf
520eb77b72
LoRA Trainer: LoRA training node in weight adapter scheme (#8446) 2025-06-13 19:25:59 -04:00
comfyanonymous
c69af655aa
Uncap cosmos predict2 res and fix mem estimation. (#8518) 2025-06-13 07:30:18 -04:00
comfyanonymous
251f54a2ad
Basic initial support for cosmos predict2 text to image 2B and 14B models. (#8517) 2025-06-13 07:05:23 -04:00
pythongosssss
50c605e957
Add support for sqlite database (#8444)
* Add support for sqlite database

* fix
2025-06-11 16:43:39 -04:00
comfyanonymous
8a4ff747bd
Fix mistake in last commit. (#8496)
* Move to right place.
2025-06-11 15:13:29 -04:00
comfyanonymous
af1eb58be8
Fix black images on some flux models in fp16. (#8495) 2025-06-11 15:09:11 -04:00
comfyanonymous
6e28a46454
Apple most likely is never fixing the fp16 attention bug. (#8485) 2025-06-10 13:06:24 -04:00
comfyanonymous
7f800d04fa
Enable AMD fp8 and pytorch attention on some GPUs. (#8474)
Information is from the pytorch source code.
2025-06-09 12:50:39 -04:00
comfyanonymous
97755eed46
Enable fp8 ops by default on gfx1201 (#8464) 2025-06-08 14:15:34 -04:00
comfyanonymous
daf9d25ee2
Cleaner torch version comparisons. (#8453) 2025-06-07 10:01:15 -04:00
comfyanonymous
3b4b171e18
Alternate fix for #8435 (#8442) 2025-06-06 09:43:27 -04:00
comfyanonymous
4248b1618f
Let chroma TE work on regular flux. (#8429) 2025-06-05 10:07:17 -04:00
comfyanonymous
fb4754624d
Make the casting in lists the same as regular inputs. (#8373) 2025-06-01 05:39:54 -04:00
comfyanonymous
19e45e9b0e
Make it easier to pass lists of tensors to models. (#8358) 2025-05-31 20:00:20 -04:00
drhead
08b7cc7506
use fused multiply-add pointwise ops in chroma (#8279) 2025-05-30 18:09:54 -04:00
comfyanonymous
704fc78854
Put ROCm version in tuple to make it easier to enable stuff based on it. (#8348) 2025-05-30 15:41:02 -04:00
comfyanonymous
f2289a1f59
Delete useless file. (#8327) 2025-05-29 08:29:37 -04:00
comfyanonymous
5e5e46d40c
Not really tested WAN Phantom Support. (#8321) 2025-05-28 23:46:15 -04:00
comfyanonymous
1c1687ab1c
Support HiDream SimpleTuner loras. (#8318) 2025-05-28 18:47:15 -04:00
comfyanonymous
06c661004e
Memory estimation code can now take into account conds. (#8307) 2025-05-27 15:09:05 -04:00
comfyanonymous
89a84e32d2
Disable initial GPU load when novram is used. (#8294) 2025-05-26 16:39:27 -04:00
comfyanonymous
e5799c4899
Enable pytorch attention by default on AMD gfx1151 (#8282) 2025-05-26 04:29:25 -04:00
comfyanonymous
a0651359d7
Return proper error if diffusion model not detected properly. (#8272) 2025-05-25 05:28:11 -04:00
comfyanonymous
5a87757ef9
Better error if sageattention is installed but a dependency is missing. (#8264) 2025-05-24 06:43:12 -04:00
comfyanonymous
0b50d4c0db
Add argument to explicitly enable fp8 compute support. (#8257)
This can be used to test if your current GPU/pytorch version supports fp8 matrix mult in combination with --fast or the fp8_e4m3fn_fast dtype.
2025-05-23 17:43:50 -04:00
drhead
30b2eb8a93
create arange on-device (#8255) 2025-05-23 16:15:06 -04:00
comfyanonymous
f85c08df06
Make VACE conditionings stackable. (#8240) 2025-05-22 19:22:26 -04:00
comfyanonymous
87f9130778
Revert "This doesn't seem to be needed on chroma. (#8209)" (#8210)
This reverts commit 7e84bf5373.
2025-05-20 05:39:55 -04:00
comfyanonymous
7e84bf5373
This doesn't seem to be needed on chroma. (#8209) 2025-05-20 05:29:23 -04:00
comfyanonymous
aee2908d03
Remove useless log. (#8166) 2025-05-17 06:27:34 -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
Christian Byrne
98ff01e148
Display progress and result URL directly on API nodes (#8102)
* [Luma] Print download URL of successful task result directly on nodes (#177)

[Veo] Print download URL of successful task result directly on nodes (#184)

[Recraft] Print download URL of successful task result directly on nodes (#183)

[Pixverse] Print download URL of successful task result directly on nodes (#182)

[Kling] Print download URL of successful task result directly on nodes (#181)

[MiniMax] Print progress text and download URL of successful task result directly on nodes (#179)

[Docs] Link to docs in `API_NODE` class property type annotation comment (#178)

[Ideogram] Print download URL of successful task result directly on nodes (#176)

[Kling] Print download URL of successful task result directly on nodes (#181)

[Veo] Print download URL of successful task result directly on nodes (#184)

[Recraft] Print download URL of successful task result directly on nodes (#183)

[Pixverse] Print download URL of successful task result directly on nodes (#182)

[MiniMax] Print progress text and download URL of successful task result directly on nodes (#179)

[Docs] Link to docs in `API_NODE` class property type annotation comment (#178)

[Luma] Print download URL of successful task result directly on nodes (#177)

[Ideogram] Print download URL of successful task result directly on nodes (#176)

Show output URL and progress text on Pika nodes (#168)

[BFL] Print download URL of successful task result directly on nodes (#175)

[OpenAI ] Print download URL of successful task result directly on nodes (#174)

* fix ruff errors

* fix 3.10 syntax error
2025-05-14 00:33:18 -04:00
comfyanonymous
4a9014e201
Hunyuan Custom initial untested implementation. (#8101) 2025-05-13 15:53:47 -04:00
comfyanonymous
a814f2e8cc
Fix issue with old pytorch RMSNorm. (#8095) 2025-05-13 07:54:28 -04:00
comfyanonymous
481732a0ed
Support official ACE Step loras. (#8094) 2025-05-13 07:32:16 -04:00
comfyanonymous
640c47e7de
Fix torch warning about deprecated function. (#8075)
Drop support for torch versions below 2.2 on the audio VAEs.
2025-05-12 14:32:01 -04:00
comfyanonymous
577de83ca9
ACE VAE works in fp16. (#8055) 2025-05-11 04:58:00 -04:00
comfyanonymous
d42613686f
Fix issue with fp8 ops on some models. (#8045)
_scaled_mm errors when an input is non contiguous.
2025-05-10 07:52:56 -04:00
Pam
1b3bf0a5da
Fix res_multistep_ancestral sampler (#8030) 2025-05-09 20:14:13 -04:00
blepping
42da274717
Use normal ComfyUI attention in ACE-Steps model (#8023)
* Use normal ComfyUI attention in ACE-Steps model

* Let optimized_attention handle output reshape for ACE
2025-05-09 13:51:02 -04:00
comfyanonymous
8ab15c863c
Add --mmap-torch-files to enable use of mmap when loading ckpt/pt (#8021) 2025-05-09 04:52:47 -04:00
comfyanonymous
a692c3cca4
Make ACE VAE tiling work. (#8004) 2025-05-08 07:25:45 -04:00
comfyanonymous
5d3cc85e13
Make japanese hiragana and katakana characters work with ACE. (#7997) 2025-05-08 03:32:36 -04:00
comfyanonymous
c7c025b8d1
Adjust memory estimation code for ACE VAE. (#7990) 2025-05-08 01:22:23 -04:00
comfyanonymous
fd08e39588
Make torchaudio not a hard requirement. (#7987)
Some platforms can't install it apparently so if it's not there it should
only break models that actually use it.
2025-05-07 21:37:12 -04:00
comfyanonymous
56b6ee6754
Detection code to make ltxv models without config work. (#7986) 2025-05-07 21:28:24 -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
comfyanonymous
271c9c5b9e
Better mem estimation for the LTXV 13B model. (#7963) 2025-05-06 09:52:37 -04:00
comfyanonymous
a4e679765e
Change chroma to use Flux shift. (#7961) 2025-05-06 09:00:01 -04:00
comfyanonymous
094e9ef126
Add a way to disable api nodes: --disable-api-nodes (#7960) 2025-05-06 04:53:53 -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
comfyanonymous
80a44b97f5
Change lumina to native RMSNorm. (#7935) 2025-05-04 06:39:23 -04:00
comfyanonymous
9187a09483
Change cosmos and hydit models to use the native RMSNorm. (#7934) 2025-05-04 06:26:20 -04:00
comfyanonymous
3041e5c354
Switch mochi and wan modes to use pytorch RMSNorm. (#7925)
* Switch genmo model to native RMSNorm.

* Switch WAN to native RMSNorm.
2025-05-03 19:07:55 -04:00
Kohaku-Blueleaf
2ab9618732
Fix the bugs in OFT/BOFT moule (#7909)
* Correct calculate_weight and load for OFT

* Correct calculate_weight and loading for BOFT
2025-05-02 13:12:37 -04:00
comfyanonymous
aa9d759df3
Switch ltxv to use the pytorch RMSNorm. (#7897) 2025-05-01 06:33:42 -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
comfyanonymous
dbc726f80c
Better vace memory estimation. (#7875) 2025-04-29 20:42:00 -04:00
comfyanonymous
0a66d4b0af
Per device stream counters for async offload. (#7873) 2025-04-29 20:28:52 -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
comfyanonymous
83d04717b6
Support HiDream E1 model. (#7857) 2025-04-28 15:01:15 -04:00
chaObserv
c15909bb62
CFG++ for gradient estimation sampler (#7809) 2025-04-28 13:51:35 -04:00
comfyanonymous
5a50c3c7e5
Fix stream priority to support older pytorch. (#7856) 2025-04-28 13:07:21 -04:00
Pam
30159a7fe6
Save v pred zsnr metadata (#7840) 2025-04-28 13:03:21 -04:00
comfyanonymous
c8cd7ad795
Use stream for casting if enabled. (#7833) 2025-04-27 05:38:11 -04:00
comfyanonymous
ac10a0d69e
Make loras work with --async-offload (#7824) 2025-04-26 19:56:22 -04:00
comfyanonymous
0dcc75ca54
Add experimental --async-offload lowvram weight offloading. (#7820)
This should speed up the lowvram mode a bit. It currently is only enabled when --async-offload is used but it will be enabled by default in the future if there are no problems.
2025-04-26 16:11:21 -04:00
comfyanonymous
23e39f2ba7
Add a T5TokenizerOptions node to set options for the T5 tokenizer. (#7803) 2025-04-25 19:36:00 -04:00
AustinMroz
78992c4b25
[NodeDef] Add documentation on widgetType (#7768)
* [NodeDef] Add documentation on widgetType

* Document required version for widgetType
2025-04-25 13:35:07 -04:00
comfyanonymous
f935d42d8e Support SimpleTuner lycoris lora format for HiDream. 2025-04-25 03:11:14 -04:00
thot experiment
e2eed9eb9b
throw away alpha channel in clip vision preprocessor (#7769)
saves users having to explicitly discard the channel
2025-04-23 21:28:36 -04:00
comfyanonymous
552615235d
Fix for dino lowvram. (#7748) 2025-04-23 04:12:52 -04:00
Robin Huang
0738e4ea5d
[API nodes] Add backbone for supporting api nodes in ComfyUI (#7745)
* Add Ideogram generate node.

* Add staging api.

* COMFY_API_NODE_NAME node property

* switch to boolean flag and use original node name for id

* add optional to type

* 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)

* [API Nodes] Send empty request body instead of empty dictionary. (#8)

* Fixed: removed function from rebase.

* Add pydantic.

* Remove uv.lock

* Remove polling operations.

* Update stubs workflow.

* Remove polling comments.

* Update stubs.

* Use pydantic v2.

* Use pydantic v2.

* Add basic OpenAITextToImage node

* Add.

* convert image to tensor.

* Improve types.

* Ruff.

* Push tests.

* Handle multi-form data.

- Don't set content-type for multi-part/form
- Use data field instead of JSON

* Change to api.comfy.org

* Handle error code 409.

* Remove nodes.

---------

Co-authored-by: bymyself <cbyrne@comfy.org>
Co-authored-by: Yoland Y <4950057+yoland68@users.noreply.github.com>
2025-04-23 02:18:08 -04:00
comfyanonymous
2d6805ce57
Add option for using fp8_e8m0fnu for model weights. (#7733)
Seems to break every model I have tried but worth testing?
2025-04-22 06:17:38 -04:00
Kohaku-Blueleaf
a8f63c0d5b
Support dora_scale on both axis (#7727) 2025-04-22 05:01:27 -04:00
Kohaku-Blueleaf
966c43ce26
Add OFT/BOFT algorithm in weight adapter (#7725) 2025-04-22 04:59:47 -04:00
comfyanonymous
3ab231f01f
Fix issue with WAN VACE implementation. (#7724) 2025-04-21 23:36:12 -04:00
Kohaku-Blueleaf
1f3fba2af5
Unified Weight Adapter system for better maintainability and future feature of Lora system (#7540) 2025-04-21 20:15:32 -04:00
comfyanonymous
5d0d4ee98a
Add strength control for vace. (#7717) 2025-04-21 19:36:20 -04:00
filtered
5d51794607
Add node type hint for socketless option (#7714)
* Add node type hint for socketless option

* nit - Doc
2025-04-21 16:13:00 -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
2c735c13b4
Slightly better fix for #7687 2025-04-20 11:33:27 -04:00
comfyanonymous
fd27494441 Use empty t5 of size 128 for hidream, seems to give closer results. 2025-04-19 19:49:40 -04:00
power88
f43e1d7f41
Hidream: Allow loading hidream text encoders in CLIPLoader and DualCLIPLoader (#7676)
* Hidream: Allow partial loading text encoders

* reformat code for ruff check.
2025-04-19 19:47:30 -04:00
comfyanonymous
636d4bfb89 Fix hard crash when the spiece tokenizer path is bad. 2025-04-19 15:55:43 -04:00
comfyanonymous
dbcfd092a2 Set default context_img_len to 257 2025-04-17 12:42:34 -04:00
comfyanonymous
c14429940f Support loading WAN FLF model. 2025-04-17 12:04:48 -04:00
comfyanonymous
0d720e4367 Don't hardcode length of context_img in wan code. 2025-04-17 06:25:39 -04:00
comfyanonymous
1fc00ba4b6 Make hidream work with any latent resolution. 2025-04-16 18:34:14 -04:00
comfyanonymous
9899d187b1 Limit T5 to 128 tokens for HiDream: #7620 2025-04-16 18:07:55 -04:00
comfyanonymous
f00f340a56 Reuse code from flux model. 2025-04-16 17:43:55 -04:00
Chenlei Hu
cce1d9145e
[Type] Mark input options NotRequired (#7614) 2025-04-16 15:41:00 -04:00
comfyanonymous
b4dc03ad76 Fix issue on old torch. 2025-04-16 04:53:56 -04:00
comfyanonymous
9ad792f927 Basic support for hidream i1 model. 2025-04-15 17:35:05 -04:00
comfyanonymous
6fc5dbd52a Cleanup. 2025-04-15 12:13:28 -04:00
comfyanonymous
3e8155f7a3 More flexible long clip support.
Add clip g long clip support.

Text encoder refactor.

Support llama models with different vocab sizes.
2025-04-15 10:32:21 -04:00
comfyanonymous
8a438115fb add RMSNorm to comfy.ops 2025-04-14 18:00:33 -04:00
chaObserv
e51d9ba5fc
Add SEEDS (stage 2 & 3 DP) sampler (#7580)
* Add seeds stage 2 & 3 (DP) sampler

* Change the name to SEEDS in comment
2025-04-12 18:36:08 -04:00
catboxanon
1714a4c158
Add CublasOps support (#7574)
* CublasOps support

* Guard CublasOps behind --fast arg
2025-04-12 18:29:15 -04:00
Chargeuk
ed945a1790
Dependency Aware Node Caching for low RAM/VRAM machines (#7509)
* add dependency aware cache that removed a cached node as soon as all of its decendents have executed. This allows users with lower RAM to run workflows they would otherwise not be able to run. The downside is that every workflow will fully run each time even if no nodes have changed.

* remove test code

* tidy code
2025-04-11 06:55:51 -04:00
Chenlei Hu
98bdca4cb2
Deprecate InputTypeOptions.defaultInput (#7551)
* Deprecate InputTypeOptions.defaultInput

* nit

* nit
2025-04-10 06:57:06 -04:00
Jedrzej Kosinski
e346d8584e
Add prepare_sampling wrapper allowing custom nodes to more accurately report noise_shape (#7500) 2025-04-09 09:43:35 -04:00
comfyanonymous
70d7242e57 Support the wan fun reward loras. 2025-04-07 05:01:47 -04:00
comfyanonymous
3bfe4e5276 Support 512 siglip model. 2025-04-05 07:01:01 -04:00
Raphael Walker
89e4ea0175
Add activations_shape info in UNet models (#7482)
* Add activations_shape info in UNet models

* activations_shape should be a list
2025-04-04 21:27:54 -04:00
comfyanonymous
3a100b9a55 Disable partial offloading of audio VAE. 2025-04-04 21:24:56 -04:00
BiologicalExplosion
2222cf67fd
MLU memory optimization (#7470)
Co-authored-by: huzhan <huzhan@cambricon.com>
2025-04-02 19:24:04 -04:00
BVH
301e26b131
Add option to store TE in bf16 (#7461) 2025-04-01 13:48:53 -04:00
comfyanonymous
a3100c8452 Remove useless code. 2025-03-29 20:12:56 -04:00
comfyanonymous
2d17d8910c Don't error if wan concat image has extra channels. 2025-03-28 08:49:29 -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
8edc1f44c1 Support more float8 types. 2025-03-25 05:23:49 -04:00
comfyanonymous
e471c726e5 Fallback to pytorch attention if sage attention fails. 2025-03-22 15:45:56 -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
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
comfyanonymous
3b19fc76e3 Allow disabling pe in flux code for some other models. 2025-03-18 05:09:25 -04:00
comfyanonymous
50614f1b79 Fix regression with clip vision. 2025-03-17 13:56:11 -04:00
comfyanonymous
6dc7b0bfe3 Add support for giant dinov2 image encoder. 2025-03-17 05:53:54 -04:00
comfyanonymous
e8e990d6b8 Cleanup code. 2025-03-16 06:29:12 -04:00
Jedrzej Kosinski
2e24a15905
Call unpatch_hooks at the start of ModelPatcher.partially_unload (#7253)
* Call unpatch_hooks at the start of ModelPatcher.partially_unload

* Only call unpatch_hooks in partially_unload if lowvram is possible
2025-03-16 06:02:45 -04:00
chaObserv
fd5297131f
Guard the edge cases of noise term in er_sde (#7265) 2025-03-16 06:02:25 -04:00
comfyanonymous
55a1b09ddc Allow loading diffusion model files with the "Load Checkpoint" node. 2025-03-15 08:27:49 -04:00
comfyanonymous
3c3988df45 Show a better error message if the VAE is invalid. 2025-03-15 08:26:36 -04:00
comfyanonymous
a2448fc527 Remove useless code. 2025-03-14 18:10:37 -04:00
comfyanonymous
6a0daa79b6 Make the SkipLayerGuidanceDIT node work on WAN. 2025-03-14 10:55:19 -04:00
FeepingCreature
9c98c6358b
Tolerate missing @torch.library.custom_op (#7234)
This can happen on Pytorch versions older than 2.4.
2025-03-14 09:51:26 -04:00
FeepingCreature
7aceb9f91c
Add --use-flash-attention flag. (#7223)
* Add --use-flash-attention flag.
This is useful on AMD systems, as FA builds are still 10% faster than Pytorch cross-attention.
2025-03-14 03:22:41 -04:00
comfyanonymous
35504e2f93 Fix. 2025-03-13 15:03:18 -04:00
comfyanonymous
299436cfed Print mac version. 2025-03-13 10:05:40 -04:00
Chenlei Hu
9b6cd9b874
[NodeDef] Add documentation on multi_select input option (#7212) 2025-03-12 17:29:39 -04:00
chaObserv
3fc688aebd
Ensure the extra_args in dpmpp sde series (#7204) 2025-03-12 17:28:59 -04:00
chaObserv
01015bff16
Add er_sde sampler (#7187) 2025-03-12 02:42:37 -04:00
comfyanonymous
ca8efab79f Support control loras on Wan. 2025-03-10 17:23:13 -04:00
comfyanonymous
9aac21f894 Fix issues with new hunyuan img2vid model and bumb version to v0.3.26 2025-03-09 05:07:22 -04:00
Jedrzej Kosinski
528d1b3563
When cached_hook_patches contain weights for hooks, only use hook_backup for unused keys (#7067) 2025-03-09 04:26:31 -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
0952569493 Fix stable cascade VAE on some lowvram machines. 2025-03-08 20:24:04 -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
11b1f27cb1 Set WAN default compute dtype to fp16. 2025-03-07 04:52:36 -05:00
comfyanonymous
70e15fd743 No need for scale_input when fp8 matrix mult is disabled. 2025-03-07 04:49:20 -05:00
comfyanonymous
e1474150de Support fp8_scaled diffusion models that don't use fp8 matrix mult. 2025-03-07 04:39:21 -05:00
JettHu
e62d72e8ca
Typo in node_typing.py (#7092) 2025-03-06 15:24:04 -05:00
comfyanonymous
dfa36e6855 Fix some things breaking when embeddings fail to apply. 2025-03-06 13:31:55 -05:00
comfyanonymous
29a70ca101 Support HunyuanVideo image to video model. 2025-03-06 03:07:15 -05:00
comfyanonymous
0bef826a98 Support llava clip vision model. 2025-03-06 00:24:43 -05:00
comfyanonymous
85ef295069 Make applying embeddings more efficient.
Adding new tokens no longer makes a whole copy of the embeddings weight
which can be massive on certain models.
2025-03-05 17:34:38 -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
Silver
c1909f350f
Better argument handling of front-end-root (#7043)
* Better argument handling of front-end-root

Improves handling of front-end-root launch argument. Several instances where users have set it and ComfyUI launches as normal and completely disregards the launch arg which doesn't make sense. Better to indicate to user that something is incorrect.

* Removed unused import

There was no real reason to use "Optional" typing in ther front-end-root argument.
2025-03-05 15:34:22 -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
369b079ff6 Fix lowvram issue with ltxv vae. 2025-03-05 05:26:08 -05:00
comfyanonymous
9c9a7f012a Adjust ltxv memory factor. 2025-03-05 05:16:05 -05:00
comfyanonymous
93fedd92fe Support LTXV 0.9.5.
Credits: Lightricks team.
2025-03-05 00:13:49 -05:00
comfyanonymous
65042f7d39 Make it easier to set a custom template for hunyuan video. 2025-03-04 09:26:05 -05:00
comfyanonymous
7c7c70c400 Refactor skyreels i2v code. 2025-03-04 00:15:45 -05:00
comfyanonymous
f86c724ef2 Temporal area composition.
New ConditioningSetAreaPercentageVideo node.
2025-03-03 06:50:31 -05:00
comfyanonymous
9af6320ec9 Make 2d area composition nodes work on video models. 2025-03-02 08:19:16 -05:00
comfyanonymous
4dc6709307 Rename argument in last commit and document the options. 2025-03-01 02:43:49 -05:00
Chenlei Hu
4d55f16ae8
Use enum list for --fast options (#7024) 2025-03-01 02:37:35 -05:00
comfyanonymous
cf0b549d48 --fast now takes a number as argument to indicate how fast you want it.
The idea is that you can indicate how much quality vs speed you want.

At the moment:

--fast 2 enables fp16 accumulation if your pytorch supports it.
--fast 5 enables fp8 matrix mult on fp8 models and the optimization above.

--fast without a number enables all optimizations.
2025-02-28 02:48:20 -05:00
comfyanonymous
eb4543474b Use fp16 for intermediate for fp8 weights with --fast if supported. 2025-02-28 02:17:50 -05:00
comfyanonymous
1804397952 Use fp16 if checkpoint weights are fp16 and the model supports it. 2025-02-27 16:39:57 -05:00
comfyanonymous
f4dac8ab6f Wan code small cleanup. 2025-02-27 07:22:42 -05:00
BiologicalExplosion
89253e9fe5
Support Cambricon MLU (#6964)
Co-authored-by: huzhan <huzhan@cambricon.com>
2025-02-26 20:45:13 -05:00
comfyanonymous
3ea3bc8546 Fix wan issues when prompt length is long. 2025-02-26 20:34:02 -05:00
comfyanonymous
0270a0b41c Reduce artifacts on Wan by doing the patch embedding in fp32. 2025-02-26 16:59:26 -05:00
comfyanonymous
c37f15f98e Add fast preview support for Wan models. 2025-02-26 08:56:23 -05:00
comfyanonymous
4bca7367f3 Don't try to use clip_fea on t2v model. 2025-02-26 08:38:09 -05:00
comfyanonymous
b6fefe686b Better wan memory estimation. 2025-02-26 07:51:22 -05:00
comfyanonymous
fa62287f1f More code reuse in wan.
Fix bug when changing the compute dtype on wan.
2025-02-26 05:22:29 -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
cb06e9669b Wan seems to work with fp16. 2025-02-25 21:37:12 -05:00
comfyanonymous
9a66bb972d Make wan work with all latent resolutions.
Cleanup some code.
2025-02-25 19:56:04 -05:00
comfyanonymous
ea0f939df3 Fix issue with wan and other attention implementations. 2025-02-25 19:13:39 -05:00
comfyanonymous
f37551c1d2 Change wan rope implementation to the flux one.
Should be more compatible.
2025-02-25 19:11:14 -05:00
comfyanonymous
63023011b9 WIP support for Wan t2v model. 2025-02-25 17:20:35 -05:00
comfyanonymous
f40076096e Cleanup some lumina te code. 2025-02-25 04:10:26 -05:00
comfyanonymous
96d891cb94 Speedup on some models by not upcasting bfloat16 to float32 on mac. 2025-02-24 05:41:32 -05:00
comfyanonymous
ace899e71a Prioritize fp16 compute when using allow_fp16_accumulation 2025-02-23 04:45:54 -05:00
comfyanonymous
aff16532d4 Remove some useless code. 2025-02-22 04:45:14 -05:00
comfyanonymous
072db3bea6 Assume the mac black image bug won't be fixed before v16. 2025-02-21 20:24:07 -05:00
comfyanonymous
a6deca6d9a Latest mac still has the black image bug. 2025-02-21 20:14:30 -05:00
comfyanonymous
41c30e92e7 Let all model memory be offloaded on nvidia. 2025-02-21 06:32:21 -05:00
comfyanonymous
12da6ef581 Apparently directml supports fp16. 2025-02-20 09:30:24 -05:00
Silver
c5be423d6b
Fix link pointing to non-exisiting docs (#6891)
* Fix link pointing to non-exisiting docs

The current link is pointing to a path that does not exist any longer.
I changed it to point to the currect correct path for custom nodes datatypes.

* Update node_typing.py
2025-02-20 07:07:07 -05:00
maedtb
5715be2ca9
Fix Hunyuan unet config detection for some models. (#6877)
The change to support 32 channel hunyuan models is missing the `key_prefix` on the key.

This addresses a complain in the comments of acc152b674.
2025-02-19 07:14:45 -05:00
bymyself
afc85cdeb6
Add Load Image Output node (#6790)
* add LoadImageOutput node

* add route for input/output/temp files

* update node_typing.py

* use literal type for image_folder field

* mark node as beta
2025-02-18 17:53:01 -05:00
Jukka Seppänen
acc152b674
Support loading and using SkyReels-V1-Hunyuan-I2V (#6862)
* Support SkyReels-V1-Hunyuan-I2V

* VAE scaling

* Fix T2V

oops

* Proper latent scaling
2025-02-18 17:06:54 -05:00
comfyanonymous
b07258cef2 Fix typo.
Let me know if this slows things down on 2000 series and below.
2025-02-18 07:28:33 -05:00
comfyanonymous
31e54b7052 Improve AMD arch detection. 2025-02-17 04:53:40 -05:00
comfyanonymous
8c0bae50c3 bf16 manual cast works on old AMD. 2025-02-17 04:42:40 -05:00
comfyanonymous
530412cb9d Refactor torch version checks to be more future proof. 2025-02-17 04:36:45 -05:00