comfyanonymous
31283d2892
Implement Ernie Image model. ( #13369 )
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2026-04-11 22:29:31 -04:00
Jukka Seppänen
a500f1edac
CORE-13 feat: Support RT-DETRv4 detection model ( #12748 )
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2026-03-28 23:34:10 -04:00
comfyanonymous
3a56201da5
Allow flux conditioning without a pooled output. ( #13198 )
2026-03-27 20:36:26 -04:00
Jukka Seppänen
e87858e974
feat: LTX2: Support reference audio (ID-LoRA) ( #13111 )
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2026-03-23 18:22:24 -04:00
Talmaj
d49420b3c7
LongCat-Image edit ( #13003 )
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2026-03-21 23:51:05 -04:00
Jedrzej Kosinski
87cda1fc25
Move inline comfy.context_windows imports to top-level in model_base.py ( #13083 )
...
The recent PR that added resize_cond_for_context_window methods to
model classes used inline 'import comfy.context_windows' in each
method body. This moves that import to the top-level import section,
replacing 4 duplicate inline imports with a single top-level one.
2026-03-20 20:03:42 -04:00
drozbay
589228e671
Add slice_cond and per-model context window cond resizing ( #12645 )
...
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* Add slice_cond and per-model context window cond resizing
* Fix cond_value.size() call in context window cond resizing
* Expose additional advanced inputs for ContextWindowsManualNode
Necessary for WanAnimate context windows workflow, which needs cond_retain_index_list = 0 to work properly with its reference input.
---------
2026-03-19 20:42:42 -07:00
comfyanonymous
43c64b6308
Support the LTXAV 2.3 model. ( #12773 )
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2026-03-04 20:06:20 -05:00
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
Jukka Seppänen
1f6744162f
feat: Support SCAIL WanVideo model ( #12614 )
2026-02-28 16:49:12 -05:00
Talmaj
ac4412d0fa
Native LongCat-Image implementation ( #12597 )
2026-02-27 23:04:34 -05:00
comfyanonymous
8a4d85c708
Cleanups to the last PR. ( #12646 )
2026-02-26 01:30:31 -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 )
2026-02-25 23:38:46 -05:00
comfyanonymous
f266b8d352
Move LTXAV av embedding connectors to diffusion model. ( #12569 )
2026-02-21 22:29:58 -05:00
comfyanonymous
c39653163d
Fix anima preprocess text embeds not using right inference dtype. ( #12501 )
2026-02-17 00:29:20 -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
comfyanonymous
17e7df43d1
Pad ace step 1.5 ref audio if not long enough. ( #12341 )
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2026-02-07 00:02:11 -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
c2d7f07dbf
Fix issue when using disable_unet_model_creation ( #12315 )
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2026-02-05 19:24:09 -05:00
comfyanonymous
6555dc65b8
Make ace step 1.5 work without the llm. ( #12311 )
2026-02-05 16:43:45 -05:00
comfyanonymous
6125b80979
Add llm sampling options and make reference audio work on ace step 1.5 ( #12295 )
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
Omri Marom
d7f3241bf6
qwen_image: propagate attention mask. ( #11966 )
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2026-01-22 20:02:31 -05:00
comfyanonymous
abe2ec26a6
Support the Anima model. ( #12012 )
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2026-01-21 19:44:28 -05:00
comfyanonymous
2108167f9f
Support zimage omni base model. ( #11979 )
2026-01-19 23:17:38 -05:00
comfyanonymous
f2b002372b
Support the LTXV 2 model. ( #11632 )
2026-01-05 01:58:59 -05:00
woctordho
4c432c11ed
Implement Jina CLIP v2 and NewBie dual CLIP ( #11415 )
...
* Implement Jina CLIP v2
* Support quantized Gemma in NewBie dual CLIP
2025-12-20 00:57:22 -05:00
comfyanonymous
56fa7dbe38
Properly load the newbie diffusion model. ( #11172 )
...
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There is still one of the text encoders missing and I didn't actually test it.
2025-12-07 07:44:55 -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
43071e3de3
Make old scaled fp8 format use the new mixed quant ops system. ( #11000 )
2025-12-05 14:35:42 -05:00
comfyanonymous
58b8574661
Fix Flux2 reference image mem estimation. ( #10905 )
2025-11-26 02:36:19 -05:00
comfyanonymous
e9aae31fa2
Z Image model. ( #10892 )
2025-11-25 18:41:45 -05:00
comfyanonymous
6b573ae0cb
Flux 2 ( #10879 )
2025-11-25 10:50:19 -05:00
comfyanonymous
943b3b615d
HunyuanVideo 1.5 ( #10819 )
...
* init
* update
* Update model.py
* Update model.py
* remove print
* Fix text encoding
* Prevent empty negative prompt
Really doesn't work otherwise
* fp16 works
* I2V
* Update model_base.py
* Update nodes_hunyuan.py
* Better latent rgb factors
* Use the correct sigclip output...
* Support HunyuanVideo1.5 SR model
* whitespaces...
* Proper latent channel count
* SR model fixes
This also still needs timesteps scheduling based on the noise scale, can be used with two samplers too already
* vae_refiner: roll the convolution through temporal
Work in progress.
Roll the convolution through time using 2-latent-frame chunks and a
FIFO queue for the convolution seams.
* Support HunyuanVideo15 latent resampler
* fix
* Some cleanup
Co-Authored-By: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>
* Proper hyvid15 I2V channels
Co-Authored-By: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>
* Fix TokenRefiner for fp16
Otherwise x.sum has infs, just in case only casting if input is fp16, I don't know if necessary.
* Bugfix for the HunyuanVideo15 SR model
* vae_refiner: roll the convolution through temporal II
Roll the convolution through time using 2-latent-frame chunks and a
FIFO queue for the convolution seams.
Added support for encoder, lowered to 1 latent frame to save more
VRAM, made work for Hunyuan Image 3.0 (as code shared).
Fixed names, cleaned up code.
* Allow any number of input frames in VAE.
* Better VAE encode mem estimation.
* Lowvram fix.
* Fix hunyuan image 2.1 refiner.
* Fix mistake.
* Name changes.
* Rename.
* Whitespace.
* Fix.
* Fix.
---------
Co-authored-by: kijai <40791699+kijai@users.noreply.github.com>
Co-authored-by: Rattus <rattus128@gmail.com>
2025-11-20 22:44:43 -05:00
contentis
8817f8fc14
Mixed Precision Quantization System ( #10498 )
...
* Implement mixed precision operations with a registry design and metadate for quant spec in checkpoint.
* Updated design using Tensor Subclasses
* Fix FP8 MM
* An actually functional POC
* Remove CK reference and ensure correct compute dtype
* Update unit tests
* ruff lint
* Implement mixed precision operations with a registry design and metadate for quant spec in checkpoint.
* Updated design using Tensor Subclasses
* Fix FP8 MM
* An actually functional POC
* Remove CK reference and ensure correct compute dtype
* Update unit tests
* ruff lint
* Fix missing keys
* Rename quant dtype parameter
* Rename quant dtype parameter
* Fix unittests for CPU build
2025-10-28 16:20:53 -04:00
comfyanonymous
1bcda6df98
WIP way to support multi multi dimensional latents. ( #10456 )
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2025-10-23 21:21:14 -04:00
comfyanonymous
e693e4db6a
Always set diffusion model to eval() mode. ( #10331 )
2025-10-13 14:57:27 -04:00
comfyanonymous
dc95b6acc0
Basic WIP support for the wan animate model. ( #9939 )
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2025-09-19 03:07:17 -04:00
comfyanonymous
dd611a7700
Support the HuMo 17B model. ( #9912 )
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2025-09-17 18:39:24 -04:00
comfyanonymous
9288c78fc5
Support the HuMo model. ( #9903 )
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2025-09-17 00:12:48 -04:00
blepping
c1297f4eb3
Add support for Chroma Radiance ( #9682 )
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* Initial Chroma Radiance support
* Minor Chroma Radiance cleanups
* Update Radiance nodes to ensure latents/images are on the intermediate device
* Fix Chroma Radiance memory estimation.
* Increase Chroma Radiance memory usage factor
* Increase Chroma Radiance memory usage factor once again
* Ensure images are multiples of 16 for Chroma Radiance
Add batch dimension and fix channels when necessary in ChromaRadianceImageToLatent node
* Tile Chroma Radiance NeRF to reduce memory consumption, update memory usage factor
* Update Radiance to support conv nerf final head type.
* Allow setting NeRF embedder dtype for Radiance
Bump Radiance nerf tile size to 32
Support EasyCache/LazyCache on Radiance (maybe)
* Add ChromaRadianceStubVAE node
* Crop Radiance image inputs to multiples of 16 instead of erroring to be in line with existing VAE behavior
* Convert Chroma Radiance nodes to V3 schema.
* Add ChromaRadianceOptions node and backend support.
Cleanups/refactoring to reduce code duplication with Chroma.
* Fix overriding the NeRF embedder dtype for Chroma Radiance
* Minor Chroma Radiance cleanups
* Move Chroma Radiance to its own directory in ldm
Minor code cleanups and tooltip improvements
* Fix Chroma Radiance embedder dtype overriding
* Remove Radiance dynamic nerf_embedder dtype override feature
* Unbork Radiance NeRF embedder init
* Remove Chroma Radiance image conversion and stub VAE nodes
Add a chroma_radiance option to the VAELoader builtin node which uses comfy.sd.PixelspaceConversionVAE
Add a PixelspaceConversionVAE to comfy.sd for converting BHWC 0..1 <-> BCHW -1..1
2025-09-13 17:58:43 -04:00
comfyanonymous
b149e2e1e3
Better way of doing the generator for the hunyuan image noise aug. ( #9834 )
2025-09-12 17:53:15 -04:00
comfyanonymous
e600520f8a
Fix hunyuan refiner blownout colors at noise aug less than 0.25 ( #9832 )
2025-09-12 16:35:34 -04:00
comfyanonymous
fd2b820ec2
Add noise augmentation to hunyuan image refiner. ( #9831 )
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This was missing and should help with colors being blown out.
2025-09-12 16:03:08 -04:00
comfyanonymous
33bd9ed9cb
Implement hunyuan image refiner model. ( #9817 )
2025-09-12 00:43:20 -04:00
comfyanonymous
85e34643f8
Support hunyuan image 2.1 regular model. ( #9792 )
2025-09-10 02:05:07 -04:00
Yousef R. Gamaleldin
261421e218
Add Hunyuan 3D 2.1 Support ( #8714 )
2025-09-04 20:36:20 -04:00
comfyanonymous
e80a14ad50
Support wan2.2 5B fun control model. ( #9611 )
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Use the Wan22FunControlToVideo node.
2025-08-28 22:13:07 -04:00
