doctorpangloss
abb68c3de6
Merge branch 'master' of github.com:comfyanonymous/ComfyUI into merge/0.4.0-snapshot
2025-12-12 12:13:42 -08:00
doctorpangloss
b309e0424e
Fix transformers 5 compatibility
2025-12-12 12:11:25 -08:00
comfyanonymous
c5a47a1692
Fix bias dtype issue in mixed ops. ( #11293 )
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2025-12-12 11:49:35 -05:00
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
doctorpangloss
b81a5b15ae
improve tests
2025-12-11 17:03:39 -08:00
comfyanonymous
eeb020b9b7
Better chroma radiance and other models vram estimation. ( #11278 )
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2025-12-11 17:33:09 -05:00
doctorpangloss
a2e898f091
Merge branch 'master' of github.com:comfyanonymous/ComfyUI into merge/0.4.0-snapshot
2025-12-11 14:28:38 -08:00
doctorpangloss
e7d0cc457d
fix tests, replace broken llava and fix transformers videos issue
2025-12-11 14:23:05 -08:00
comfyanonymous
ae65433a60
This only works on radiance. ( #11277 )
2025-12-11 17:15:00 -05:00
comfyanonymous
fdebe18296
Fix regular chroma radiance ( #11276 )
2025-12-11 17:09:35 -05:00
comfyanonymous
f8321eb57b
Adjust memory usage factor. ( #11257 )
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2025-12-11 01:30:31 -05:00
Farshore
e711aaf1a7
Lower VAE loading requirements:Create a new branch for GPU memory calculations in qwen-image vae ( #11199 )
2025-12-10 22:02:26 -05:00
comfyanonymous
17c92a9f28
Tweak Z Image memory estimation. ( #11254 )
2025-12-10 19:59:48 -05:00
doctorpangloss
f294c5d401
Merge branch 'master' of github.com:comfyanonymous/ComfyUI into merge/0.3.76-snapshot
2025-12-09 17:58:53 -08:00
doctorpangloss
7338873262
full test suite wip
2025-12-09 16:29:05 -08:00
doctorpangloss
9c892a9b34
pass unit tests
2025-12-09 16:13:43 -08:00
comfyanonymous
791e30ff50
Fix nan issue when quantizing fp16 tensor. ( #11213 )
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2025-12-09 17:03:21 -05:00
Jukka Seppänen
e2a800e7ef
Fix for HunyuanVideo1.5 meanflow distil ( #11212 )
2025-12-09 16:59:16 -05:00
doctorpangloss
79cf2c2867
move and tweak tests
2025-12-09 13:29:41 -08:00
doctorpangloss
b20a1edf8e
investigate this issue further
2025-12-09 13:25:04 -08:00
doctorpangloss
194ac1f596
Merge branch 'master' of github.com:comfyanonymous/ComfyUI into merge/0.3.76-snapshot
2025-12-09 13:24:52 -08:00
doctorpangloss
7fb748fcef
wip merge
2025-12-09 13:22:27 -08:00
doctorpangloss
a7ef3e04ea
update extra nodes
2025-12-09 09:05:18 -08:00
doctorpangloss
a00c902067
Merge branch 'master' of github.com:comfyanonymous/ComfyUI into merge/0.3.76-snapshot
2025-12-09 08:58:52 -08:00
rattus
9d252f3b70
ops: delete dead code ( #11204 )
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This became dead code in https://github.com/comfyanonymous/ComfyUI/pull/11069
2025-12-09 00:55:13 -05:00
Lodestone
b9fb542703
add chroma-radiance-x0 mode ( #11197 )
2025-12-08 23:33:29 -05:00
rattus
e136b6dbb0
dequantization offload accounting (fixes Flux2 OOMs - incl TEs) ( #11171 )
...
* make setattr safe for non existent attributes
Handle the case where the attribute doesnt exist by returning a static
sentinel (distinct from None). If the sentinel is passed in as the set
value, del the attr.
* Account for dequantization and type-casts in offload costs
When measuring the cost of offload, identify weights that need a type
change or dequantization and add the size of the conversion result
to the offload cost.
This is mutually exclusive with lowvram patches which already has
a large conservative estimate and wont overlap the dequant cost so\
dont double count.
* Set the compute type on CLIP MPs
So that the loader can know the size of weights for dequant accounting.
2025-12-08 23:21:31 -05:00
comfyanonymous
d50f342c90
Fix potential issue. ( #11201 )
2025-12-08 23:20:04 -05:00
comfyanonymous
3b0368aa34
Fix regression. ( #11194 )
2025-12-08 17:38:36 -05:00
rattus
60ee574748
retune lowVramPatch VRAM accounting ( #11173 )
...
In the lowvram case, this now does its math in the model dtype in the
post de-quantization domain. Account for that. The patching was also
put back on the compute stream getting it off-peak so relax the
MATH_FACTOR to only x2 so get out of the worst-case assumption of
everything peaking at once.
2025-12-08 15:18:06 -05:00
dxqb
8e889c535d
Support "transformer." LoRA prefix for Z-Image ( #11135 )
2025-12-08 15:17:26 -05:00
comfyanonymous
56fa7dbe38
Properly load the newbie diffusion model. ( #11172 )
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Generate Pydantic Stubs from api.comfy.org / generate-models (push) Has been cancelled
There is still one of the text encoders missing and I didn't actually test it.
2025-12-07 07:44:55 -05:00
comfyanonymous
329480da5a
Fix qwen scaled fp8 not working with kandinsky. Make basic t2i wf work. ( #11162 )
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2025-12-06 17:50:10 -08:00
rattus
4086acf3c2
Fix on-load VRAM OOM ( #11144 )
...
slow down the CPU on model load to not run ahead. This fixes a VRAM on
flux 2 load.
I went to try and debug this with the memory trace pickles, which needs
--disable-cuda-malloc which made the bug go away. So I tried this
synchronize and it worked.
The has some very complex interactions with the cuda malloc async and
I dont have solid theory on this one yet.
Still debugging but this gets us over the OOM for the moment.
2025-12-06 18:42:09 -05:00
comfyanonymous
50ca97e776
Speed up lora compute and lower memory usage by doing it in fp16. ( #11161 )
2025-12-06 18:36:20 -05:00
comfyanonymous
ae676ed105
Fix regression. ( #11137 )
2025-12-05 23:01:19 -05:00
Jukka Seppänen
fd109325db
Kandinsky5 model support ( #10988 )
...
* Add Kandinsky5 model support
lite and pro T2V tested to work
* Update kandinsky5.py
* Fix fp8
* Fix fp8_scaled text encoder
* Add transformer_options for attention
* Code cleanup, optimizations, use fp32 for all layers originally at fp32
* ImageToVideo -node
* Fix I2V, add necessary latent post process nodes
* Support text to image model
* Support block replace patches (SLG mostly)
* Support official LoRAs
* Don't scale RoPE for lite model as that just doesn't work...
* Update supported_models.py
* Rever RoPE scaling to simpler one
* Fix typo
* Handle latent dim difference for image model in the VAE instead
* Add node to use different prompts for clip_l and qwen25_7b
* Reduce peak VRAM usage a bit
* Further reduce peak VRAM consumption by chunking ffn
* Update chunking
* Update memory_usage_factor
* Code cleanup, don't force the fp32 layers as it has minimal effect
* Allow for stronger changes with first frames normalization
Default values are too weak for any meaningful changes, these should probably be exposed as advanced node options when that's available.
* Add image model's own chat template, remove unused image2video template
* Remove hard error in ReplaceVideoLatentFrames -node
* Update kandinsky5.py
* Update supported_models.py
* Fix typos in prompt template
They were now fixed in the original repository as well
* Update ReplaceVideoLatentFrames
Add tooltips
Make source optional
Better handle negative index
* Rename NormalizeVideoLatentFrames -node
For bit better clarity what it does
* Fix NormalizeVideoLatentStart node out on non-op
2025-12-05 22:20:22 -05:00
comfyanonymous
092ee8a500
Fix some custom nodes. ( #11134 )
2025-12-05 18:25:31 -05:00
Jukka Seppänen
79d17ba233
Context windows fixes and features ( #10975 )
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* Apply cond slice fix
* Add FreeNoise
* Update context_windows.py
* Add option to retain condition by indexes for each window
This allows for example Wan/HunyuanVideo image to video to "work" by using the initial start frame for each window, otherwise windows beyond first will be pure T2V generations.
* Update context_windows.py
* Allow splitting multiple conds into different windows
* Add handling for audio_embed
* whitespace
* Allow freenoise to work on other dims, handle 4D batch timestep
Refactor Freenoise function. And fix batch handling as timesteps seem to be expanded to batch size now.
* Disable experimental options for now
So that the Freenoise and bugfixes can be merged first
---------
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: ozbayb <17261091+ozbayb@users.noreply.github.com>
2025-12-05 12:42:46 -08:00
comfyanonymous
6fd463aec9
Fix regression when text encoder loaded directly on GPU. ( #11129 )
2025-12-05 15:33:16 -05:00
comfyanonymous
43071e3de3
Make old scaled fp8 format use the new mixed quant ops system. ( #11000 )
2025-12-05 14:35:42 -05:00
Jedrzej Kosinski
0ec05b1481
Remove line made unnecessary (and wrong) after transformer_options was added to NextDiT's _forward definition ( #11118 )
2025-12-05 14:05:38 -05:00
rattus
9bc893c5bb
sd: bump HY1.5 VAE estimate ( #11107 )
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Im able to push vram above estimate on partial unload. Bump the
estimate. This is experimentally determined with a 720P and 480P
datapoint calibrating for 24GB VRAM total.
2025-12-04 09:50:36 -08:00
rattus
f4bdf5f830
sd: revise hy VAE VRAM ( #11105 )
...
This was recently collapsed down to rolling VAE through temporal. Clamp
The time dimension.
2025-12-04 09:50:04 -08:00
rattus
6be85c7920
mp: use look-ahead actuals for stream offload VRAM calculation ( #11096 )
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TIL that the WAN TE has a 2GB weight followed by 16MB as the next size
down. This means that team 8GB VRAM would fully offload the TE in async
offload mode as it just multiplied this giant size my the num streams.
Do the more complex logic of summing up the upcoming to-load weight
sizes to avoid triple counting this massive weight.
partial unload does the converse of recording the NS most recent
unloads as they go.
2025-12-03 23:28:44 -05:00
comfyanonymous
ea17add3c6
Fix case where text encoders where running on the CPU instead of GPU. ( #11095 )
2025-12-03 23:15:15 -05:00
doctorpangloss
8e282aea6d
improve images and videos support
2025-12-03 15:28:56 -08:00
doctorpangloss
4349fac71a
fix torch compile for language models
2025-12-03 14:40:52 -08:00
doctorpangloss
b149031748
add video support for language models, improve torch compile for transformers models, make it easier to load videos, fix progess messages from language nodes
2025-12-03 14:40:27 -08:00
rattus
519c941165
Prs/lora reservations (reduce massive Lora reservations especially on Flux2) ( #11069 )
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* mp: only count the offload cost of math once
This was previously bundling the combined weight storage and computation
cost
* ops: put all post async transfer compute on the main stream
Some models have massive weights that need either complex
dequantization or lora patching. Don't do these patchings on the offload
stream, instead do them on the main stream to syncrhonize the
potentially large vram spikes for these compute processes. This avoids
having to assume a worst case scenario of multiple offload streams
all spiking VRAM is parallel with whatever the main stream is doing.
2025-12-03 02:28:45 -05:00