comfyanonymous and GitHub
b481bc15af
Support gqa on all attention backends, drop support for pytorch 2.4 ( #14772 )
2026-07-07 22:57:52 -04:00
Jukka Seppänen and GitHub
2a61015582
feat: Support Krea2 ( #14589 )
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2026-06-22 14:35:00 -07:00
comfyanonymous and GitHub
e00b55631a
Small anima optimization. ( #14557 )
2026-06-20 08:05:28 +08:00
Barish Ozbay and GitHub
cd77c551d6
feat: Context Windows sampling with LTX2 models and IC-LoRa guides (CORE-3) ( #13325 )
2026-06-20 07:47:31 +08:00
Jukka Seppänen and GitHub
e25c391888
feat: Support Boogu-Image (CORE-308) ( #14523 )
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2026-06-17 14:22:36 -07:00
Jukka Seppänen and GitHub
a590d60bb1
feat: SCAIL-2 multireference (CORE-310) ( #14509 )
...
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* SCAIl-2: support multiref
2026-06-17 16:21:23 +03:00
comfyanonymous and GitHub
7277d99d3a
Use comfy kitchen apply rope in omnigen2 model. ( #14442 )
2026-06-13 09:38:39 +08:00
comfyanonymous and GitHub
02656ea0bb
Fix potential dtype issue with ideogram 4. ( #14436 )
2026-06-12 07:51:12 -07:00
5ece24e73c
Depth anything 3 (Core-135) ( #13853 )
...
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com >
2026-06-10 09:28:24 +08:00
Jukka Seppänen and GitHub
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 and GitHub
184009c2f6
feat: Add model support for SCAIL-2 ( #14373 )
...
* initial SCAIL2 support
2026-06-09 18:24:09 +03:00
Alexis Rolland and GitHub
f89999289a
fix: Add back apply_rotary_emb for Qwen Image ( #14364 )
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2026-06-09 11:55:49 +08:00
comfyanonymous and GitHub
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 and GitHub
7863cf0e53
Add SeedVR2 support (CORE-6) ( #14110 )
2026-06-08 18:15:05 +08:00
comfyanonymous and GitHub
514bb8ba21
Fix ideogram if model dtype gets set to fp8. ( #14291 )
2026-06-04 19:20:22 -07:00
Jukka Seppänen and GitHub
24f9a020ce
Support Ideogram4 ( #14259 )
2026-06-03 08:41:44 -07:00
comfyanonymous and GitHub
d4c7ebff9c
Remove old useless no comfy kitchen fallback. ( #14245 )
...
* Remove old fallback used when no comfy kitchen.
* Remove unused logging import
2026-06-02 17:52:41 -07:00
person4268 and GitHub
c96fcddb81
Radiance: support variant with nonzero txt_ids ( #14206 )
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2026-06-01 22:07:48 -07:00
Jukka Seppänen and GitHub
462c27fdb2
feat: Add TripoSplat support ( #14210 )
2026-06-01 07:01:50 -07:00
comfyanonymous and GitHub
81aa5a38b2
Speed up ernie model by a bit on nvidia and use higher quality rope. ( #14192 )
2026-05-30 17:53:37 -07:00
comfyanonymous and GitHub
0b04660ba3
Speed up anima a bit on nvidia. ( #14181 )
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2026-05-29 22:47:10 -07:00
comfyanonymous and GitHub
6e1ef2311b
Remove useless code. ( #14178 )
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2026-05-29 16:26:46 -07:00
comfyanonymous and GitHub
85a403d1ea
Disable sage attention in stable audio dit and VAE. ( #14148 )
2026-05-27 20:35:03 -04:00
Jukka Seppänen and GitHub
987a937658
Support context window for PiD and fix lq_latent rounding ( #14136 )
2026-05-27 12:08:06 -07:00
Jukka Seppänen and GitHub
28f4ef277c
feat: Support NVIDIA PixelDiT and PiD (CORE-201) ( #14103 )
2026-05-26 17:50:14 -07:00
Jukka Seppänen and GitHub
f9f54cae42
Lens: some cleanup ( #14112 )
...
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* Lens: remove redundant memory optimization
2026-05-26 10:32:53 +03:00
Jukka Seppänen and GitHub
41812fa0ac
feat: Microsoft Lens support (CORE-248) ( #14077 )
2026-05-25 23:01:51 -07:00
Ivan Zorin and GitHub
57414dadfe
fix: cross-attention AdaLN scale, shift, sigma parameters calculation ( #14097 )
2026-05-25 20:07:09 -07:00
comfyanonymous and GitHub
da49b7d0b6
Remove useless annotations imports. ( #14105 )
2026-05-25 19:23:29 -07:00
Jedrzej Kosinski and GitHub
0a2dd86e78
MultiGPU Work Units For Accelerated Sampling (CORE-184) ( #7063 )
2026-05-25 18:26:40 -07:00
comfyanonymous and GitHub
08d809d128
Fix --use-flash-attention ignored when xformers installed. ( #14083 )
2026-05-23 17:44:28 -07:00
comfyanonymous and GitHub
f9c84c94b4
Support Stable Audio 3 model. ( #14010 )
2026-05-20 11:34:22 -04:00
Cezarijus Kivylius and GitHub
78b5dec6b6
fix: Hunyuan3D 2.1 batch size crashes in attention and forward pass ( #13699 )
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2026-05-20 19:58:49 +08:00
Jukka Seppänen and GitHub
33ce449c8b
Reduce LTX2.3 peak VRAM when guide_mask is in use (CORE-166) ( #13735 )
...
- Reduce peak VRAM by handling self_attn_mask more efficiently
- Fallback to SDPA when self_attention_mask is used
2026-05-16 00:02:27 +03:00
Jukka Seppänen and GitHub
77e2ed5e01
feat: Support MoGe (CORE-168) ( #13878 )
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2026-05-15 10:34:56 +08:00
Jukka Seppänen and GitHub
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 )
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* 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
omahs and GitHub
bac6fc35fb
Fix typos ( #10986 )
2026-05-08 17:14:45 +08:00
Jukka Seppänen and GitHub
8dc3f3f209
Improve SAM3 large input handling ( #13767 )
2026-05-07 17:18:28 -07:00
Talmaj and GitHub
fed8d5efa6
feat: Auto-regressive video generation (CORE-25) ( #13082 )
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2026-05-04 21:01:22 -07:00
Jukka Seppänen and GitHub
be95871adc
feat: Gemma4 text generation support (CORE-30) ( #13376 )
...
* initial gemma4 support
* parity with reference implementation
outputs can 100% match transformers with same sdpa flags, checkpoint this and then optimize
* Cleanup, video fixes
* cleanup, enable fused rms norm by default
* update comment
* Cleanup
* Update sd.py
* Various fixes
* Add fp8 scaled embedding support
* small fixes
* Translate think tokens
* Fix image encoder attention mask type
So it works with basic attention
* Handle thinking tokens different only for Gemma4
* Code cleanup
* Update nodes_textgen.py
* Use embed scale class instead of buffer
Slight difference to HF, but technically more accurate and simpler code
* Default to fused rms_norm
* Update gemma4.py
2026-05-02 22:46:15 -04:00
rattus and GitHub
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 Seppänen and GitHub
084e08c6e2
Disable sageattention for SAM3 ( #13529 )
...
Causes Nans
2026-04-23 11:14:42 -07:00
Jukka Seppänen and GitHub
749d5b4e8d
feat: SAM (segment anything) 3.1 support (CORE-34) ( #13408 )
2026-04-23 00:07:43 -04:00
comfyanonymous and GitHub
ad94d47221
Make the ltx audio vae more native. ( #13486 )
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2026-04-21 11:02:42 -04:00
comfyanonymous and GitHub
3d816db07f
Some optimizations to make Ernie inference a bit faster. ( #13472 )
2026-04-18 23:02:29 -04:00
Jukka Seppänen and GitHub
b9dedea57d
feat: SUPIR model support (CORE-17) ( #13250 )
2026-04-18 23:02:01 -04:00
comfyanonymous and GitHub
cb0bbde402
Fix ernie on devices that don't support fp64. ( #13414 )
2026-04-14 22:54:47 -04:00
comfyanonymous and GitHub
402ff1cdb7
Fix issue with ernie image. ( #13393 )
2026-04-13 16:38:42 -04:00
