Commit Graph

535 Commits

Author SHA1 Message Date
kijai
6c4bedc9f4 Merge remote-tracking branch 'upstream/master' into rfdetr 2026-03-15 14:35:02 +02:00
Jukka Seppänen
0904cc3fe5
LTXV: Accumulate VAE decode results on intermediate_device (#12955)
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2026-03-14 18:09:09 -07:00
comfyanonymous
44f1246c89
Support flux 2 klein kv cache model: Use the FluxKVCache node. (#12905) 2026-03-12 11:30:50 -04:00
comfyanonymous
f6274c06b4
Fix issue with batch_size > 1 on some models. (#12892) 2026-03-11 16:37:31 -04:00
comfyanonymous
9642e4407b
Add pre attention and post input patches to qwen image model. (#12879)
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2026-03-11 00:09:35 -04:00
rattus
535c16ce6e
Widen OOM_EXCEPTION to AcceleratorError form (#12835)
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Pytorch only filters for OOMs in its own allocators however there are
paths that can OOM on allocators made outside the pytorch allocators.
These manifest as an AllocatorError as pytorch does not have universal
error translation to its OOM type on exception. Handle it. A log I have
for this also shows a double report of the error async, so call the
async discarder to cleanup and make these OOMs look like OOMs.
2026-03-10 00:41:02 -04:00
comfyanonymous
c4fb0271cd
Add a way for nodes to add pre attn patches to flux model. (#12861)
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2026-03-09 23:37:58 -04:00
comfyanonymous
17b43c2b87
LTX audio vae novram fixes. (#12796) 2026-03-05 16:31:28 -05:00
Jukka Seppänen
8befce5c7b
Add manual cast to LTX2 vocoder conv_transpose1d (#12795)
* Add manual cast to LTX2 vocoder

* Update vocoder.py
2026-03-05 12:37:25 -08:00
kijai
55b36bb5fa Safer 2026-03-05 15:56:40 +02:00
kijai
7250d013df Not necessary for this model anymore 2026-03-05 15:20:42 +02:00
kijai
c76645f9bc Merge remote-tracking branch 'upstream/master' into rfdetr 2026-03-05 15:08:49 +02:00
comfyanonymous
43c64b6308
Support the LTXAV 2.3 model. (#12773)
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2026-03-04 20:06:20 -05:00
kijai
a888b90f06 Add BatchNorm2d to ops, support dynamic vram 2026-03-04 00:33:48 +02:00
kijai
8377f68c29 Merge remote-tracking branch 'upstream/master' into rfdetr 2026-03-03 20:58:02 +02:00
kijai
630793cdb2 Fix typo 2026-03-03 20:56:56 +02:00
Lodestone
9ebee0a217
Feat: z-image pixel space (model still training atm) (#12709)
* draft zeta (z-image pixel space)

* revert gitignore

* model loaded and able to run however vector direction still wrong tho

* flip the vector direction to original again this time

* Move wrongly positioned Z image pixel space class

* inherit Radiance LatentFormat class

* Fix parameters in classes for Zeta x0 dino

* remove arbitrary nn.init instances

* Remove unused import of lru_cache

---------

Co-authored-by: silveroxides <ishimarukaito@gmail.com>
2026-03-02 19:43:47 -05:00
kijai
0258521e57 Merge remote-tracking branch 'upstream/master' into rfdetr 2026-03-02 15:54:52 +02:00
Jukka Seppänen
1f6744162f
feat: Support SCAIL WanVideo model (#12614) 2026-02-28 16:49:12 -05:00
Reiner "Tiles" Prokein
25ec3d96a3
Class WanVAE, def encode, feat_map is using self.decoder instead of self.encoder (#12682) 2026-02-27 19:03:45 -05:00
kijai
57ba8555fe Use comfy attention 2026-02-27 18:54:32 +02:00
kijai
3929172408 Use comfy ops 2026-02-27 18:00:34 +02:00
kijai
f18b293910 Merge remote-tracking branch 'upstream/master' into rfdetr 2026-02-27 17:16:08 +02:00
Jukka Seppänen
c7f7d52b68
feat: Support SDPose-OOD (#12661) 2026-02-26 19:59:05 -05:00
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
kijai
252ff69fd5 initial rfdetrv4 support 2026-02-26 00:24:50 +02:00
comfyanonymous
caa43d2395
Fix issue loading fp8 ltxav checkpoints. (#12582)
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2026-02-22 16:00:02 -05:00
comfyanonymous
07ca6852e8
Fix dtype issue in embeddings connector. (#12570)
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2026-02-22 03:18:20 -05:00
comfyanonymous
f266b8d352
Move LTXAV av embedding connectors to diffusion model. (#12569)
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2026-02-21 22:29:58 -05:00
chaObserv
44f8598521
Fix anima LLM adapter forward when manual cast (#12504) 2026-02-17 07:56:44 -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
comfyanonymous
88e6370527
Remove workaround for old pytorch. (#12480)
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2026-02-15 20:43:53 -05:00
krigeta
dc9822b7df
Add working Qwen 2512 ControlNet (Fun ControlNet) support (#12359)
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2026-02-13 22:23:52 -05:00
comfyanonymous
726af73867
Fix some custom nodes. (#12455) 2026-02-13 20:21:10 -05:00
comfyanonymous
e1add563f9
Use torch RMSNorm for flux models and refactor hunyuan video code. (#12432)
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2026-02-13 15:35:13 -05:00
comfyanonymous
76a7fa96db
Make built in lora training work on anima. (#12402)
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2026-02-10 22:04:32 -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
comfyanonymous
039955c527
Some fixes to previous pr. (#12339)
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2026-02-06 20:14:52 -05:00
tdrussell
6a26328842
Support fp16 for Cosmos-Predict2 and Anima (#12249) 2026-02-06 20:12:15 -05:00
comfyanonymous
eba6c940fd
Make ace step 1.5 base model work properly with default workflow. (#12337) 2026-02-06 19:14:56 -05:00
comfyanonymous
458292fef0
Fix some lowvram stuff with ace step 1.5 (#12312) 2026-02-05 19:15:04 -05:00
comfyanonymous
6555dc65b8
Make ace step 1.5 work without the llm. (#12311) 2026-02-05 16:43:45 -05:00
comfyanonymous
a50c32d63f
Disable sage attention on ace step 1.5 (#12297) 2026-02-04 22:15:30 -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
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
comfyanonymous
b8f848bfe3
Fix model not working with any res. (#12186) 2026-01-31 00:12:48 -05:00
rattus
6516ab335d
wan-vae: Switch off feature cache for single frame (#12090)
The code throughout is None safe to just skip the feature cache saving
step if none. Set it none in single frame use so qwen doesn't burn VRAM
on the unused cache.
2026-01-26 19:40:19 -05:00
comfyanonymous
635406e283
Only enable fp16 on z image models that actually support it. (#12065) 2026-01-24 22:32:28 -05:00