Commit Graph

1696 Commits

Author SHA1 Message Date
Jedrzej Kosinski cf26d3d58e More progress on Sortblock 2025-08-31 20:26:49 -07:00
Jedrzej Kosinski f655fcc5ce Progress on scaffolding for an EasyCache style implementation of Sortblock 2025-08-31 00:59:01 -07:00
Jedrzej Kosinski dd0a5093f6 Satisfy ruff 2025-08-30 14:58:30 -07:00
Jedrzej Kosinski c092b8a4ac Remove _register_core_attention_functions, as we wouldn't want someone to call that, just in case 2025-08-30 14:49:04 -07:00
Jedrzej Kosinski eaa9433ff8 Remove attention logging code 2025-08-30 14:45:12 -07:00
Jedrzej Kosinski 720d0a88e6 Disable attention logs for now 2025-08-30 01:11:34 -07:00
Jedrzej Kosinski d9bb4530b0 Merge branch 'master' into attention-select 2025-08-29 23:35:38 -07:00
Jedrzej Kosinski cb959f9669 Add optimized to get_attention_function 2025-08-29 21:48:36 -07:00
Jedrzej Kosinski d553073a1e Fixed WAN 2.1 VACE transformer_options passthrough 2025-08-29 13:20:43 -07:00
Jedrzej Kosinski af288b9946 Fixed Wan2.1 Fun Camera transformer_options passthrough 2025-08-29 13:06:37 -07:00
Jedrzej Kosinski 1ae6fe14a7 Fix WanI2VCrossAttention so that it expects to receive transformer_options 2025-08-29 02:31:16 -07:00
Jedrzej Kosinski 2d13bf1c7a Made SVD work with optimized_attention_override 2025-08-28 22:45:45 -07:00
Jedrzej Kosinski 8be3edb606 Made Chroma work with optimized_attention_override 2025-08-28 22:45:31 -07:00
Jedrzej Kosinski d644aba6bc Made Lumina work with optimized_attention_override 2025-08-28 22:00:44 -07:00
Jedrzej Kosinski 17090c56be Made AuraFlow work with optimized_attention_override 2025-08-28 21:46:56 -07:00
Jedrzej Kosinski 034d6c12e6 Made StableCascade work with optimized_attention_override 2025-08-28 21:42:08 -07:00
Jedrzej Kosinski 09c84b31a2 Made Omnigen 2 work with optimized_attention_override 2025-08-28 21:30:18 -07:00
Jedrzej Kosinski 8fe2dea297 Made CosmosVideo work with optimized_attention_override 2025-08-28 21:23:03 -07:00
Jedrzej Kosinski 4a44ed4a76 Make CosmosPredict2 work with optimized_attention_override 2025-08-28 21:18:34 -07:00
Jedrzej Kosinski 8b9b4bbb62 Made Hunyuan3D work with optimized_attention_override 2025-08-28 21:06:44 -07:00
Jedrzej Kosinski 27ebd312ae Made optimized_attention_override work with ACE Step 2025-08-28 21:03:28 -07:00
Jedrzej Kosinski 9461f30387 Made StableAudio work with optimized_attention_override 2025-08-28 20:56:56 -07:00
Jedrzej Kosinski 2cda45d1b4 Made LTX work with optimized_attention_override 2025-08-28 20:42:22 -07:00
Jedrzej Kosinski 61b5c5fc75 Made Mochi work with optimized_attention_override 2025-08-28 20:34:06 -07:00
Jedrzej Kosinski ef894cdf08 Made HunyuanVideo work with optimized_attention_override 2025-08-28 20:26:53 -07:00
Jedrzej Kosinski 0ac5c6344f Made SD3 work with optimized_attention_override 2025-08-28 20:21:14 -07:00
Jedrzej Kosinski 1ddfb5bb14 Made wan patches_replace work with optimized_attention_override 2025-08-28 20:13:51 -07:00
Jedrzej Kosinski 4cafd58f71 Made hidream work with optimized_attention_override 2025-08-28 20:10:50 -07:00
Jedrzej Kosinski f752715aac Make Qwen work with optimized_attention_override 2025-08-28 19:52:52 -07:00
Jedrzej Kosinski 48ed71caf8 Add logs to verify optimized_attention_override is passed all the way into attention function 2025-08-28 19:43:39 -07:00
Jedrzej Kosinski a7d70e42a0 Make flux work with optimized_attention_override 2025-08-28 19:33:02 -07:00
comfyanonymous e80a14ad50
Support wan2.2 5B fun control model. (#9611)
Use the Wan22FunControlToVideo node.
2025-08-28 22:13:07 -04:00
Jedrzej Kosinski 1f499f0794 Turn off attention logging for now, make AttentionOverrideTestNode have a dropdown with available attention (this is a test node only) 2025-08-28 18:54:22 -07:00
Jedrzej Kosinski 51a30c2ad7 Make sure wrap_attn doesn't make itself recurse infinitely, attempt to load SageAttention and FlashAttention if not enabled so that they can be marked as available or not, create registry for available attention 2025-08-28 18:53:20 -07:00
Jedrzej Kosinski 669b9ef8e6 Added **kwargs to all attention functions so transformer_options could potentially be passed through 2025-08-28 13:14:41 -07:00
comfyanonymous 4aa79dbf2c
Adjust flux mem usage factor a bit. (#9588) 2025-08-27 23:08:17 -04:00
Jedrzej Kosinski dd21b4aa51 Made WAN attention receive transformer_options, test node added to wan to test out attention override later 2025-08-27 17:56:21 -07:00
Jedrzej Kosinski 29b7990dc2 Fix memory usage issue with inspect 2025-08-27 17:55:35 -07:00
Jedrzej Kosinski 68b00e9c60 Created logging code for this branch so that it can be used to track down all the code paths where transformer_options would need to be added 2025-08-27 17:13:33 -07:00
Gangin Park 3aad339b63
Add DPM++ 2M SDE Heun (RES) sampler (#9542) 2025-08-27 19:07:31 -04:00
comfyanonymous 491755325c
Better s2v memory estimation. (#9584) 2025-08-27 19:02:42 -04:00
Jedrzej Kosinski b58db6934c Looking into a @wrap_attn decorator to look for 'optimized_attention_override' entry in transformer_options 2025-08-27 14:18:18 -07:00
comfyanonymous 496888fd68
Improve s2v performance when generating videos longer than 120 frames. (#9582) 2025-08-27 16:06:40 -04:00
comfyanonymous b5ac6ed7ce
Fixes to make controlnet type models work on qwen edit and kontext. (#9581) 2025-08-27 15:26:28 -04:00
Kohaku-Blueleaf b20ba1f27c
Fix #9537 (#9576) 2025-08-27 12:45:02 -04:00
comfyanonymous 88aee596a3
WIP Wan 2.2 S2V model. (#9568) 2025-08-27 01:10:34 -04:00
comfyanonymous 914c2a2973
Implement wav2vec2 as an audio encoder model. (#9549)
This is useless on its own but there are multiple models that use it.
2025-08-25 23:26:47 -04:00
comfyanonymous 41048c69b4
Fix Conditioning masks on 3d latents. (#9506) 2025-08-22 23:15:44 -04:00
Jedrzej Kosinski fc247150fe
Implement EasyCache and Invent LazyCache (#9496)
* Attempting a universal implementation of EasyCache, starting with flux as test; I screwed up the math a bit, but when I set it just right it works.

* Fixed math to make threshold work as expected, refactored code to use EasyCacheHolder instead of a dict wrapped by object

* Use sigmas from transformer_options instead of timesteps to be compatible with a greater amount of models, make end_percent work

* Make log statement when not skipping useful, preparing for per-cond caching

* Added DIFFUSION_MODEL wrapper around forward function for wan model

* Add subsampling for heuristic inputs

* Add subsampling to output_prev (output_prev_subsampled now)

* Properly consider conds in EasyCache logic

* Created SuperEasyCache to test what happens if caching and reuse is moved outside the scope of conds, added PREDICT_NOISE wrapper to facilitate this test

* Change max reuse_threshold to 3.0

* Mark EasyCache/SuperEasyCache as experimental (beta)

* Make Lumina2 compatible with EasyCache

* Add EasyCache support for Qwen Image

* Fix missing comma, curse you Cursor

* Add EasyCache support to AceStep

* Add EasyCache support to Chroma

* Added EasyCache support to Cosmos Predict t2i

* Make EasyCache not crash with Cosmos Predict ImagToVideo latents, but does not work well at all

* Add EasyCache support to hidream

* Added EasyCache support to hunyuan video

* Added EasyCache support to hunyuan3d

* Added EasyCache support to LTXV (not very good, but does not crash)

* Implemented EasyCache for aura_flow

* Renamed SuperEasyCache to LazyCache, hardcoded subsample_factor to 8 on nodes

* Eatra logging when verbose is true for EasyCache
2025-08-22 22:41:08 -04:00
contentis fe31ad0276
Add elementwise fusions (#9495)
* Add elementwise fusions

* Add addcmul pattern to Qwen
2025-08-22 19:39:15 -04:00