Commit Graph

424 Commits

Author SHA1 Message Date
azazeal04
504cfbcb20
Merge 4135931194 into 439bd807f8 2026-07-06 23:35:42 +02:00
comfyanonymous
439bd807f8
Skip unloading dynamic model patchers in current workflow. (#14799) 2026-07-06 14:35:12 -07:00
azazeal04
36e41a3351
Merge branch 'master' into master 2026-06-25 16:32:02 +02:00
Jukka Seppänen
2a61015582
feat: Support Krea2 (#14589)
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2026-06-22 14:35:00 -07:00
azazeal04
85f69416f2
Merge branch 'Comfy-Org:master' into master 2026-06-19 15:29:00 +02:00
Jukka Seppänen
e25c391888
feat: Support Boogu-Image (CORE-308) (#14523)
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2026-06-17 14:22:36 -07:00
Jukka Seppänen
ca3dbe206c
Allow using Qwen3-VL as flux2 klein text encoder (again) (#14526) 2026-06-17 08:45:06 -07:00
Jukka Seppänen
fc964047e7
feat: Support text generation with Qwen3-VL (CORE-276) (#14298) 2026-06-17 08:12:44 +08:00
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
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
comfyanonymous
da49b7d0b6
Remove useless annotations imports. (#14105) 2026-05-25 19:23:29 -07:00
Jedrzej Kosinski
0a2dd86e78
MultiGPU Work Units For Accelerated Sampling (CORE-184) (#7063) 2026-05-25 18:26:40 -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
da681f00bf
Add optional lora_metadata parameter to load_lora_for_models 2026-05-19 12:19:15 +02:00
azazeal04
70f86cacf8
Merge branch 'Comfy-Org:master' into master 2026-05-19 12:01:33 +02:00
rattus
16f862f02a
implement dynamic clip saving (#13959)
Fix clip saving by doing the same patching process and diffusion
models.
2026-05-18 11:46:40 -07:00
azazeal04
66e721b1bc
Merge branch 'master' into master 2026-05-17 12:01:45 +02:00
drozbay
d3607a8e6d
feat: Add downscaled IC-LoRA support to LTXVAddGuide (CORE-102) (#13896)
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2026-05-16 15:02:57 +08:00
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
512e7767e8
Merge branch 'Comfy-Org:master' into master 2026-05-06 15:16:22 +02:00
Talmaj
78b3096bf3
Void model - pass 1 & 2 (CORE-38) (#13403) 2026-05-05 19:59:04 -07:00
azazeal04
3e499174dc
Merge branch 'Comfy-Org:master' into master 2026-05-04 21:56:22 +02:00
Jukka Seppänen
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
azazeal04
4c654d1d50
Merge branch 'master' into master 2026-05-01 12:27:56 +02:00
blepping
a164c82913
Add high quality preview support for Flux2 latents (#13496) 2026-04-29 19:37:30 -04:00
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
eb22225387
Support standalone LTXV audio VAEs (#13499) 2026-04-21 10:46:37 -07:00
comfyanonymous
ad94d47221
Make the ltx audio vae more native. (#13486)
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2026-04-21 11:02:42 -04:00
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
huemin
b615af1c65
Add support for small flux.2 decoder (#13314)
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2026-04-07 03:44:18 -04:00
azazeal04
dc413071ff
Add functions to check and extract TwinFlow-Z-Image config 2026-04-04 15:59:50 +02:00
comfyanonymous
e2ddf28d78
Fix some fp8 scaled checkpoints no longer working. (#13239)
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2026-03-31 14:27:17 -07:00
comfyanonymous
3f77450ef1
Fix #13214 (#13216) 2026-03-28 22:35:59 -04:00
rattus
b353a7c863
Integrate RAM cache with model RAM management (#13173)
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2026-03-27 21:34:16 -04:00
Jukka Seppänen
404d7b9978
feat: Support Qwen3.5 text generation models (#12771) 2026-03-25 22:48:28 -04:00
rattus
82b868a45a
Fix VRAM leak in tiler fallback in video VAEs (#13073)
* sd: soft_empty_cache on tiler fallback

This doesnt cost a lot and creates the expected VRAM reduction in
resource monitors when you fallback to tiler.

* wan: vae: Don't recursion in local fns (move run_up)

Moved Decoder3d’s recursive run_up out of forward into a class
method to avoid nested closure self-reference cycles. This avoids
cyclic garbage that delays garbage of tensors which in turn delays
VRAM release before tiled fallback.

* ltx: vae: Don't recursion in local fns (move run_up)

Mov the recursive run_up out of forward into a class
method to avoid nested closure self-reference cycles. This avoids
cyclic garbage that delays garbage of tensors which in turn delays
VRAM release before tiled fallback.
2026-03-19 22:30:27 -04:00
rattus
fabed694a2
ltx: vae: implement chunked encoder + CPU IO chunking (Big VRAM reductions) (#13062)
* ltx: vae: add cache state to downsample block

* ltx: vae: Add time stride awareness to causal_conv_3d

* ltx: vae: Automate truncation for encoder

Other VAEs just truncate without error. Do the same.

* sd/ltx: Make chunked_io a flag in its own right

Taking this bi-direcitonal, so make it a for-purpose named flag.

* ltx: vae: implement chunked encoder + CPU IO chunking

People are doing things with big frame counts in LTX including V2V
flows. Implement the time-chunked encoder to keep the VRAM down, with
the converse of the new CPU pre-allocation technique, where the chunks
are brought from the CPU JIT.

* ltx: vae-encode: round chunk sizes more strictly

Only powers of 2 and multiple of 8 are valid due to cache slicing.
2026-03-19 09:58:47 -07:00
Jukka Seppänen
9fff091f35
Further Reduce LTX VAE decode peak RAM usage (#13052) 2026-03-18 18:32:26 -04:00
comfyanonymous
68d542cc06
Fix case where pixel space VAE could cause issues. (#13030) 2026-03-17 20:46:22 -04:00