Commit Graph

4417 Commits

Author SHA1 Message Date
Rattus
96ad4904fe mm: fix debug message 2025-12-19 19:32:51 +10:00
Rattus
4bb34b85b7 mm: make model offloading deffered with weakrefs
RAMPressure caching may ned to purge the same model that you are
currently trying to offload for VRAM freeing. In this case, RAMPressure
cache takes priority and needs to be able to pull the trigger on dumping
the whole model and freeing the ModelPatcher in question. To do this,
defer the actual tranfer of model weights from GPU to RAM to
model_management state and not as part of ModelPatcher. This is dones as
a list of weakrefs.

If RAM cache decides to free to model you are currently unloading, then
the ModelPatcher and refs simply dissappear in the middle of the
unloading process, and both RAM and VRAM will be freed.

The unpatcher now queues the individual leaf modules to be offloaded
one-by-one so that RAM levels can be monitored.

Note that the UnloadPartially that is potentially done as part of a
load will not be freeable this way, however it shouldn't be anyway as
that is the currently active model and RAM cache cannot save you if
you cant even fit the one model you are currently trying to use.
2025-12-19 19:32:51 +10:00
Rattus
2c86040cf7 mm: dont use list of indexes for unload list work list
This is currently put together as a list of indexes assuming the
current_loaded_models  doesn't change. However we might need to pruge a
model as part of the offload process which means this list can change in
the middle of the freeing process. handle by taking independent refs to
the LoadedModel objects and dong safe by-value deletion of
current_loaded_models.
2025-12-19 19:32:51 +10:00
Rattus
abe39647ee mm: make garbage collector null safe on real_model
currently this hard assumes that the caller of model_unload will keep
current_loaded_models in sync. With RAMPressureCache its possible to
have the garbage collector occur in the middle of the model free process
which can split these two steps.
2025-12-19 19:32:51 +10:00
Rattus
3f4ee9174c sd: Free RAM on main model load 2025-12-19 19:32:51 +10:00
Rattus
f190744f62 mm: Add free_ram()
Add the free_ram() API and a means to install implementations of the
freer (I.E. the RAM cache).
2025-12-19 19:32:51 +10:00
Rattus
4612aab281 caching: build headroom into the RAM cache
move the headroom logic into the RAM cache to make this a little easier
to call to "free me some RAM".

Rename the API to free_ram().

Split off the clean_list creation to a completely separate function to
avoid any stray strong reference to the content-to-be-freed on the
stack.
2025-12-19 19:32:51 +10:00
comfyanonymous
894802b0f9
Add LatentCutToBatch node. (#11411)
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2025-12-18 22:21:40 -05:00
comfyanonymous
28eaab608b
Diffusion model part of Qwen Image Layered. (#11408)
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Only thing missing after this is some nodes to make using it easier.
2025-12-18 20:21:14 -05:00
comfyanonymous
6a2678ac65
Trim/pad channels in VAE code. (#11406) 2025-12-18 18:22:38 -05:00
comfyanonymous
e4fb3a3572
Support loading Wan/Qwen VAEs with different in/out channels. (#11405) 2025-12-18 17:45:33 -05:00
ComfyUI Wiki
e8ebbe668e
chore: update workflow templates to v0.7.60 (#11403) 2025-12-18 17:09:29 -05:00
ric-yu
1ca89b810e
Add unified jobs API with /api/jobs endpoints (#11054)
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* feat: create a /jobs api to return queue and history jobs

* update unused vars

* include priority

* create jobs helper file

* fix ruff

* update how we set error message

* include execution error in both responses

* rename error -> failed, fix output shape

* re-use queue and history functions

* set workflow id

* allow srot by exec duration

* fix tests

* send priority and remove error msg

* use ws messages to get start and end times

* revert main.py fully

* refactor: move all /jobs business logic to jobs.py

* fix failing test

* remove some tests

* fix non dict nodes

* address comments

* filter by workflow id and remove null fields

* add clearer typing - remove get("..") or ..

* refactor query params to top get_job(s) doc, add remove_sensitive_from_queue

* add brief comment explaining why we skip animated

* comment that format field is for frontend backward compatibility

* fix whitespace

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: guill <jacob.e.segal@gmail.com>
2025-12-17 21:44:31 -08:00
comfyanonymous
bf7dc63bd6
skip_load_model -> force_full_load (#11390)
This should be a bit more clear and less prone to potential breakage if the
logic of the load models changes a bit.
2025-12-17 23:29:32 -05:00
Kohaku-Blueleaf
86dbb89fc9
Resolution bucketing and Trainer implementation refactoring (#11117) 2025-12-17 22:15:27 -05:00
comfyanonymous
ba6080bbab ComfyUI v0.5.1
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2025-12-17 21:04:50 -05:00
comfyanonymous
16d85ea133
Better handle torch being imported by prestartup nodes. (#11383) 2025-12-17 19:43:18 -05:00
chaObserv
5d9ad0c6bf
Fix the last step with non-zero sigma in sa_solver (#11380) 2025-12-17 13:57:40 -05:00
Alexander Piskun
c08f97f344
fix regression in V3 nodes processing (#11375) 2025-12-17 10:24:25 -08:00
Alexander Piskun
887143854b
feat(api-nodes): add GPT-Image-1.5 (#11368)
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2025-12-17 09:43:41 -08:00
comfyanonymous
3a5f239cb6 ComfyUI v0.5.0
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2025-12-17 03:46:11 -05:00
chaObserv
827bb1512b
Add exp_heun_2_x0 sampler series (#11360) 2025-12-16 23:35:43 -05:00
comfyanonymous
ffdd53b327
Check state dict key to auto enable the index_timestep_zero ref method. (#11362)
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2025-12-16 17:03:17 -05:00
Alexander Piskun
65e2103b09
feat(api-nodes): add Wan2.6 model to video nodes (#11357) 2025-12-16 13:51:48 -08:00
Benjamin Lu
9304e47351
Update workflows for new release process (#11064)
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* Update release workflows for branch process

* Adjust branch order in workflow triggers

* Revert changes in test workflows
2025-12-15 23:24:18 -08:00
comfyanonymous
bc606d7d64
Add a way to set the default ref method in the qwen image code. (#11349) 2025-12-16 01:26:55 -05:00
comfyanonymous
645ee1881e
Inpainting for z image fun control. Use the ZImageFunControlnet node. (#11346)
image -> control image ex: pose
inpaint_image -> image for inpainting
mask -> inpaint mask
2025-12-15 23:38:12 -05:00
Christian Byrne
3d082c3206
bump comfyui-frontend-package to 1.34.9 (patch) (#11342) 2025-12-15 23:35:37 -05:00
comfyanonymous
683569de55
Only enable fp16 on ZImage on newer pytorch. (#11344) 2025-12-15 22:33:27 -05:00
Haoming
ea2c117bc3
[BlockInfo] Wan (#10845)
* block info

* animate

* tensor

* device

* revert
2025-12-15 17:59:16 -08:00
Haoming
fc4af86068
[BlockInfo] Lumina (#11227)
* block info

* device

* Make tensor int again

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2025-12-15 17:57:28 -08:00
comfyanonymous
41bcf0619d
Add code to detect if a z image fun controlnet is broken or not. (#11341) 2025-12-15 20:51:06 -05:00
seed93
d02d0e5744
[add] tripo3.0 (#10663)
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* [add] tripo3.0

* [tripo] change paramter order

* change order

---------

Co-authored-by: liangd <liangding@vastai3d.com>
2025-12-15 17:38:46 -08:00
comfyanonymous
70541d4e77
Support the new qwen edit 2511 reference method. (#11340)
index_timestep_zero can be selected in the
FluxKontextMultiReferenceLatentMethod now with the display name set to the
more generic "Edit Model Reference Method" node.
2025-12-15 19:20:34 -05:00
drozbay
77b2f7c228
Add context windows callback for custom cond handling (#11208)
Co-authored-by: ozbayb <17261091+ozbayb@users.noreply.github.com>
2025-12-15 16:06:32 -08:00
Alexander Piskun
43e0d4e3cc
comfy_api: remove usage of "Type","List" and "Dict" types (#11238) 2025-12-15 16:01:10 -08:00
Dr.Lt.Data
dbd330454a
feat(preview): add per-queue live preview method override (#11261)
- Add set_preview_method() to override live preview method per queue item
- Read extra_data.preview_method from /prompt request
- Support values: taesd, latent2rgb, none, auto, default
- "default" or unset uses server's CLI --preview-method setting
- Add 44 tests (37 unit + 7 E2E)
2025-12-15 15:57:39 -08:00
Alexander Piskun
33c7f1179d
drop Pika API nodes (#11306) 2025-12-15 15:32:29 -08:00
Alexander Piskun
af91eb6c99
api-nodes: drop Kling v1 model (#11307) 2025-12-15 15:30:24 -08:00
comfyanonymous
5cb1e0c9a0
Disable guards on transformer_options when torch.compile (#11317) 2025-12-15 16:49:29 -05:00
ComfyUI Wiki
51347f9fb8
chore: update workflow templates to v0.7.59 (#11337) 2025-12-15 16:28:55 -05:00
Dr.Lt.Data
a5e85017d8
bump manager requirments to the 4.0.3b5 (#11324) 2025-12-15 14:24:01 -05:00
comfyanonymous
5ac3b26a7d
Update warning for old pytorch version. (#11319)
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Versions below 2.4 are no longer supported. We will not break support on purpose but will not fix it if we do.
2025-12-14 04:02:50 -05:00
chaObserv
6592bffc60
seeds_2: add phi_2 variant and sampler node (#11309)
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* Add phi_2 solver type to seeds_2

* Add sampler node of seeds_2
2025-12-14 00:03:29 -05:00
comfyanonymous
971cefe7d4
Fix pytorch warnings. (#11314)
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2025-12-13 18:45:23 -05:00
comfyanonymous
da2bfb5b0a
Basic implementation of z image fun control union 2.0 (#11304)
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The inpaint part is currently missing and will be implemented later.

I think they messed up this model pretty bad. They added some
control_noise_refiner blocks but don't actually use them. There is a typo
in their code so instead of doing control_noise_refiner -> control_layers
it runs the whole control_layers twice.

Unfortunately they trained with this typo so the model works but is kind
of slow and would probably perform a lot better if they corrected their
code and trained it again.
2025-12-13 01:39:11 -05:00
comfyanonymous
c5a47a1692
Fix bias dtype issue in mixed ops. (#11293)
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2025-12-12 11:49:35 -05:00
Alexander Piskun
908fd7d749
feat(api-nodes): new TextToVideoWithAudio and ImageToVideoWithAudio nodes (#11267)
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2025-12-12 00:18:31 -08:00
comfyanonymous
5495589db3
Respect the dtype the op was initialized in for non quant mixed op. (#11282)
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2025-12-11 23:32:27 -05:00
Jukka Seppänen
982876d59a
WanMove support (#11247) 2025-12-11 22:29:34 -05:00