Commit Graph
235 Commits
Author SHA1 Message Date
silveroxides 64ed140c89 Implement reference latent support for Krea 2 model 2026-06-23 22:03:06 +02:00
Jukka SeppänenandGitHub 2a61015582 feat: Support Krea2 (#14589)
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2026-06-22 14:35:00 -07:00
Barish OzbayandGitHub cd77c551d6 feat: Context Windows sampling with LTX2 models and IC-LoRa guides (CORE-3) (#13325) 2026-06-20 07:47:31 +08:00
Jukka SeppänenandGitHub e25c391888 feat: Support Boogu-Image (CORE-308) (#14523)
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2026-06-17 14:22:36 -07:00
Jukka SeppänenandGitHub a590d60bb1 feat: SCAIL-2 multireference (CORE-310) (#14509)
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* SCAIl-2: support multiref
2026-06-17 16:21:23 +03:00
Barish OzbayandGitHub 91187c58d9 Improve context window resizing for SCAIL2 (CORE-286) (#14394) 2026-06-11 13:37:43 +08:00
5ece24e73c Depth anything 3 (Core-135) (#13853)
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-10 09:28:24 +08:00
Jukka SeppänenandGitHub 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 SeppänenandGitHub 184009c2f6 feat: Add model support for SCAIL-2 (#14373)
* initial SCAIL2 support
2026-06-09 18:24:09 +03:00
comfyanonymousandGitHub 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 PollockandGitHub 7863cf0e53 Add SeedVR2 support (CORE-6) (#14110) 2026-06-08 18:15:05 +08:00
Jukka SeppänenandGitHub 24f9a020ce Support Ideogram4 (#14259) 2026-06-03 08:41:44 -07:00
Jukka SeppänenandGitHub 462c27fdb2 feat: Add TripoSplat support (#14210) 2026-06-01 07:01:50 -07:00
Jukka SeppänenandGitHub 987a937658 Support context window for PiD and fix lq_latent rounding (#14136) 2026-05-27 12:08:06 -07:00
Jukka SeppänenandGitHub 28f4ef277c feat: Support NVIDIA PixelDiT and PiD (CORE-201) (#14103) 2026-05-26 17:50:14 -07:00
Jukka SeppänenandGitHub 41812fa0ac feat: Microsoft Lens support (CORE-248) (#14077) 2026-05-25 23:01:51 -07:00
comfyanonymousandGitHub f9c84c94b4 Support Stable Audio 3 model. (#14010) 2026-05-20 11:34:22 -04:00
Jukka SeppänenandGitHub 971c9e3518 HiDream-O1: support area conditioning (#13944) 2026-05-18 01:17:05 -04:00
Jukka SeppänenandGitHub 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
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
TalmajandGitHub fed8d5efa6 feat: Auto-regressive video generation (CORE-25) (#13082)
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2026-05-04 21:01:22 -07:00
rattusandGitHub 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
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
Jukka SeppänenandGitHub 749d5b4e8d feat: SAM (segment anything) 3.1 support (CORE-34) (#13408) 2026-04-23 00:07:43 -04:00
OctopusandGitHub 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
comfyanonymousandGitHub 31283d2892 Implement Ernie Image model. (#13369)
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2026-04-11 22:29:31 -04:00
Jukka SeppänenandGitHub a500f1edac CORE-13 feat: Support RT-DETRv4 detection model (#12748)
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2026-03-28 23:34:10 -04:00
comfyanonymousandGitHub 3a56201da5 Allow flux conditioning without a pooled output. (#13198) 2026-03-27 20:36:26 -04:00
Jukka SeppänenandGitHub e87858e974 feat: LTX2: Support reference audio (ID-LoRA) (#13111) 2026-03-23 18:22:24 -04:00
TalmajandGitHub d49420b3c7 LongCat-Image edit (#13003)
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2026-03-21 23:51:05 -04:00
Jedrzej KosinskiandGitHub 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
drozbayandGitHub 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
comfyanonymousandGitHub 43c64b6308 Support the LTXAV 2.3 model. (#12773)
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2026-03-04 20:06:20 -05:00
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 SeppänenandGitHub 1f6744162f feat: Support SCAIL WanVideo model (#12614) 2026-02-28 16:49:12 -05:00
TalmajandGitHub ac4412d0fa Native LongCat-Image implementation (#12597) 2026-02-27 23:04:34 -05:00
comfyanonymousandGitHub 8a4d85c708 Cleanups to the last PR. (#12646) 2026-02-26 01:30:31 -05:00
Tavi HalperinandGitHub 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 SeppänenandGitHub 907e5dcbbf initial FlowRVS support (#12637)
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2026-02-25 23:38:46 -05:00
comfyanonymousandGitHub f266b8d352 Move LTXAV av embedding connectors to diffusion model. (#12569)
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2026-02-21 22:29:58 -05:00
comfyanonymousandGitHub c39653163d Fix anima preprocess text embeds not using right inference dtype. (#12501) 2026-02-17 00:29:20 -05:00
comfyanonymousandGitHub 76a7fa96db Make built in lora training work on anima. (#12402)
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2026-02-10 22:04:32 -05:00
comfyanonymousandGitHub 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
comfyanonymousandGitHub eba6c940fd Make ace step 1.5 base model work properly with default workflow. (#12337) 2026-02-06 19:14:56 -05:00
comfyanonymousandGitHub c2d7f07dbf Fix issue when using disable_unet_model_creation (#12315)
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2026-02-05 19:24:09 -05:00
comfyanonymousandGitHub 6555dc65b8 Make ace step 1.5 work without the llm. (#12311) 2026-02-05 16:43:45 -05:00
comfyanonymousandGitHub 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
comfyanonymousandGitHub 3c1a1a2df8 Basic support for the ace step 1.5 model. (#12237) 2026-02-03 00:06:18 -05:00
rattusandGitHub 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 MaromandGitHub d7f3241bf6 qwen_image: propagate attention mask. (#11966) 2026-01-22 20:02:31 -05:00