azazeal04
60711c8a7d
Merge branch 'Comfy-Org:master' into master
2026-06-13 02:59:34 +02:00
Barish Ozbay
91187c58d9
Improve context window resizing for SCAIL2 (CORE-286) ( #14394 )
2026-06-11 13:37:43 +08:00
Talmaj
5ece24e73c
Depth anything 3 (Core-135) ( #13853 )
...
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-10 09:28:24 +08:00
Jukka Seppänen
f8e51b674c
feat: Add Bernini-R model support (Wan video) (CORE-279) ( #14216 )
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2026-06-10 07:47:34 +08:00
Jukka Seppänen
184009c2f6
feat: Add model support for SCAIL-2 ( #14373 )
...
* initial SCAIL2 support
2026-06-09 18:24:09 +03:00
comfyanonymous
00b633f368
Revert "Add SeedVR2 support (CORE-6) ( #14110 )" ( #14359 )
...
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This reverts commit 7863cf0e53
2026-06-08 18:00:20 -04:00
John Pollock
7863cf0e53
Add SeedVR2 support (CORE-6) ( #14110 )
2026-06-08 18:15:05 +08:00
azazeal04
674c12a72c
Merge branch 'Comfy-Org:master' into master
2026-06-05 12:57:52 +02:00
Jukka Seppänen
24f9a020ce
Support Ideogram4 ( #14259 )
2026-06-03 08:41:44 -07:00
azazeal04
54e1802b0e
Merge branch 'Comfy-Org:master' into master
2026-06-02 16:14:22 +02:00
Jukka Seppänen
462c27fdb2
feat: Add TripoSplat support ( #14210 )
2026-06-01 07:01:50 -07:00
azazeal04
2d5bee4b4c
Merge branch 'master' into master
2026-05-28 12:46:42 +02:00
Jukka Seppänen
987a937658
Support context window for PiD and fix lq_latent rounding ( #14136 )
2026-05-27 12:08:06 -07:00
Jukka Seppänen
28f4ef277c
feat: Support NVIDIA PixelDiT and PiD (CORE-201) ( #14103 )
2026-05-26 17:50:14 -07:00
Jukka Seppänen
41812fa0ac
feat: Microsoft Lens support (CORE-248) ( #14077 )
2026-05-25 23:01:51 -07:00
azazeal04
1bda7ac5c7
Merge branch 'Comfy-Org:master' into master
2026-05-21 15:36:52 +02:00
comfyanonymous
f9c84c94b4
Support Stable Audio 3 model. ( #14010 )
2026-05-20 11:34:22 -04:00
azazeal04
70f86cacf8
Merge branch 'Comfy-Org:master' into master
2026-05-19 12:01:33 +02:00
Jukka Seppänen
971c9e3518
HiDream-O1: support area conditioning ( #13944 )
2026-05-18 01:17:05 -04:00
azazeal04
bb1bd52c92
Merge branch 'Comfy-Org:master' into master
2026-05-12 11:45:43 +02:00
Jukka Seppänen
8e53f001a4
feat: Support HiDream-O1-Image (CORE-187) ( #13817 )
...
* Initial HiDream01-image support
* Cleanup nodes
* Cleaner handling of empty placeholder models
* Remove snap_to_predefined, prefer tooltip for the trained resolutions
* Add model and block wrappers
* Fix shift tooltip
* Add node to work around the patch tile issue
Experimental, runs multiple passes with the patch grid offset and blends with various different methods.
* Qwen35 vision rotary_pos_emb cast fix
* Fix embedding layout type
* Some small optimizations
* Cleanup, don't need this fallback
* Prefix KV cache, cleanup
Bit of speed, reduce redundant code
* Get rid of redundant custom sampler, refactor noise scaling
Our existing lcm sampler is mathematically same, just added the missing options to it instead and a node to control them. Refactored the noise scaling and fix it for the stochastic samplers, add a generic node to control the initial noise scale.
* Update nodes_hidream_o1.py
* Fix some cache validation cases
* Keep existing sampling params
* Remove redundant video vision path
* Replace some numpy ops with torch
* Fx RoPE index for batch size > 1
* Prefer torch preprocessing
* Rename block_type to be compatible with existing patch nodes
* Fixes and tweaks
2026-05-11 20:35:53 -07:00
azazeal04
9eabd2607a
Merge branch 'Comfy-Org:master' into master
2026-05-10 16:28:02 +02:00
Jukka Seppänen
3200f28e3a
Support Wan-Dancer ( #13813 )
...
* initial WanDancer support
* nodes_wandancer: Add list form of chunker.
Create an alternate list form of the node so the chunk gens can be
trivially looped by the comfy executor.
* Closer match to original soxr resampling
* Remove librosa node
* Cleanup
---------
Co-authored-by: Rattus <rattus128@gmail.com>
2026-05-09 14:02:56 -07:00
azazeal04
fc06fb6cd9
Merge branch 'Comfy-Org:master' into master
2026-05-05 12:23:51 +02:00
Talmaj
fed8d5efa6
feat: Auto-regressive video generation (CORE-25) ( #13082 )
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2026-05-04 21:01:22 -07:00
azazeal04
3e499174dc
Merge branch 'Comfy-Org:master' into master
2026-05-04 21:56:22 +02:00
rattus
783782d5d7
Implement block prefetch + Lora Async load + and adopt in LTX (Speedup!) (CORE-111) ( #13618 )
...
* mm: Use Aimdo raw allocator for cast buffers
pytorch manages allocation of growing buffers on streams poorly. Pyt
has no windows support for the expandable segments allocator (which is
the right tool for this job), while also segmenting the memory by
stream such that it can be generally re-used. So kick the problem to
aimdo which can just grow a virtual region thats freed per stream.
* plan
* ops: move cpu handler up to the caller
* ops: split up prefetch from weight prep block prefetching API
Split up the casting and weight formating/lora stuff in prep for
arbitrary prefetch support.
* ops: implement block prefetching API
allow a model to construct a prefetch list and operate it for increased
async offload.
* ltxv2: Implement block prefetching
* Implement lora async offload
Implement async offload of loras.
2026-05-02 19:23:24 -04:00
azazeal04
4c654d1d50
Merge branch 'master' into master
2026-05-01 12:27:56 +02:00
Talmaj
5eeae3f1d8
Cogvideox ( #13402 )
...
---------
Co-authored-by: kijai <40791699+kijai@users.noreply.github.com>
Co-authored-by: Talmaj Marinc <talmaj@comfy.org>
2026-04-29 19:30:08 -04:00
azazeal04
801243b73c
Merge branch 'master' into master
2026-04-25 13:14:31 +02:00
Jukka Seppänen
749d5b4e8d
feat: SAM (segment anything) 3.1 support (CORE-34) ( #13408 )
2026-04-23 00:07:43 -04:00
Octopus
cc6f9500a1
fix: use Parameter assignment for Stable_Zero123 cc_projection weights ( fixes #13492 ) ( #13518 )
...
On Windows with aimdo enabled, disable_weight_init.Linear uses lazy
initialization that sets weight and bias to None to avoid unnecessary
memory allocation. This caused a crash when copy_() was called on the
None weight attribute in Stable_Zero123.__init__.
Replace copy_() with direct torch.nn.Parameter assignment, which works
correctly on both Windows (aimdo enabled) and other platforms.
2026-04-22 15:05:43 -07:00
azazeal04
c232e313f8
Merge branch 'master' into master
2026-04-21 07:41:31 +02:00
comfyanonymous
31283d2892
Implement Ernie Image model. ( #13369 )
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2026-04-11 22:29:31 -04:00
azazeal04
21ed4a2242
Add TwinFlow_Z_Image class to model_base.py
...
Added TwinFlow_Z_Image class for new model integration.
2026-04-04 15:55:09 +02:00
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 )
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 )
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2026-02-25 23:38:46 -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
comfyanonymous
c39653163d
Fix anima preprocess text embeds not using right inference dtype. ( #12501 )
2026-02-17 00:29:20 -05:00
