1344 Commits

Author SHA1 Message Date
Jedrzej Kosinski
bdbcb85b8d Merge branch 'multigpu_support' of https://github.com/Kosinkadink/ComfyUI into multigpu_support 2025-01-20 00:51:42 -06:00
Jedrzej Kosinski
6c9e94bae7 Merge branch 'master' into multigpu_support 2025-01-20 00:51:37 -06:00
Sergii Dymchenko
ebf038d4fa
Use torch.special.expm1 (#6388)
* Use `torch.special.expm1`

This function provides greater precision than `exp(x) - 1` for small values of `x`.

Found with TorchFix https://github.com/pytorch-labs/torchfix/

* Use non-alias
2025-01-19 04:54:32 -05:00
catboxanon
b1a02131c9
Remove comfy.samplers self-import (#6506) 2025-01-18 17:49:51 -05:00
comfyanonymous
507199d9a8 Uni pc sampler now works with audio and video models. 2025-01-18 05:27:58 -05:00
comfyanonymous
2f3ab40b62 Add warning when using old pytorch versions. 2025-01-17 18:47:27 -05:00
Jedrzej Kosinski
bfce723311 Initial work on multigpu_clone function, which will account for additional_models getting cloned 2025-01-17 03:31:28 -06:00
Jedrzej Kosinski
31f5458938 Merge branch 'master' into multigpu_support 2025-01-16 18:25:05 -06:00
comfyanonymous
0aa2368e46 Fix some cosmos fp8 issues. 2025-01-16 17:45:37 -05:00
comfyanonymous
cca96a85ae Fix cosmos VAE failing with videos longer than 121 frames. 2025-01-16 16:30:06 -05:00
comfyanonymous
31831e6ef1 Code refactor. 2025-01-16 07:23:54 -05:00
comfyanonymous
88ceb28e20 Tweak hunyuan memory usage factor. 2025-01-16 06:31:03 -05:00
comfyanonymous
23289a6a5c Clean up some debug lines. 2025-01-16 04:24:39 -05:00
comfyanonymous
9d8b6c1f46 More accurate memory estimation for cosmos and hunyuan video. 2025-01-16 03:48:40 -05:00
comfyanonymous
6320d05696 Slightly lower hunyuan video memory usage. 2025-01-16 00:23:01 -05:00
comfyanonymous
25683b5b02 Lower cosmos diffusion model memory usage. 2025-01-15 23:46:42 -05:00
comfyanonymous
4758fb64b9 Lower cosmos VAE memory usage by a bit. 2025-01-15 22:57:52 -05:00
comfyanonymous
008761166f Optimize first attention block in cosmos VAE. 2025-01-15 21:48:46 -05:00
Jedrzej Kosinski
2145a202eb Merge branch 'master' into multigpu_support 2025-01-15 19:58:28 -06:00
comfyanonymous
cba58fff0b Remove unsafe embedding load for very old pytorch. 2025-01-15 04:32:23 -05:00
comfyanonymous
2feb8d0b77 Force safe loading of files in torch format on pytorch 2.4+
If this breaks something for you make an issue.
2025-01-15 03:50:27 -05:00
Pam
c78a45685d
Rewrite res_multistep sampler and implement res_multistep_cfg_pp sampler. (#6462) 2025-01-14 18:20:06 -05:00
comfyanonymous
3aaabb12d4 Implement Cosmos Image/Video to World (Video) diffusion models.
Use CosmosImageToVideoLatent to set the input image/video.
2025-01-14 05:14:10 -05:00
Jedrzej Kosinski
ec16ee2f39 Merge branch 'master' into multigpu_support 2025-01-13 20:21:06 -06:00
comfyanonymous
1f1c7b7b56 Remove useless code. 2025-01-13 03:52:37 -05:00
comfyanonymous
90f349f93d Add res_multistep sampler from the cosmos code.
This sampler should work with all models.
2025-01-12 03:10:07 -05:00
Jedrzej Kosinski
8d4b50158e Merge branch 'master' into multigpu_support 2025-01-11 20:16:42 -06:00
Jedrzej Kosinski
6c9bd11fa3
Hooks Part 2 - TransformerOptionsHook and AdditionalModelsHook (#6377)
* Add 'sigmas' to transformer_options so that downstream code can know about the full scope of current sampling run, fix Hook Keyframes' guarantee_steps=1 inconsistent behavior with sampling split across different Sampling nodes/sampling runs by referencing 'sigmas'

* Cleaned up hooks.py, refactored Hook.should_register and add_hook_patches to use target_dict instead of target so that more information can be provided about the current execution environment if needed

* Refactor WrapperHook into TransformerOptionsHook, as there is no need to separate out Wrappers/Callbacks/Patches into different hook types (all affect transformer_options)

* Refactored HookGroup to also store a dictionary of hooks separated by hook_type, modified necessary code to no longer need to manually separate out hooks by hook_type

* In inner_sample, change "sigmas" to "sampler_sigmas" in transformer_options to not conflict with the "sigmas" that will overwrite "sigmas" in _calc_cond_batch

* Refactored 'registered' to be HookGroup instead of a list of Hooks, made AddModelsHook operational and compliant with should_register result, moved TransformerOptionsHook handling out of ModelPatcher.register_all_hook_patches, support patches in TransformerOptionsHook properly by casting any patches/wrappers/hooks to proper device at sample time

* Made hook clone code sane, made clear ObjectPatchHook and SetInjectionsHook are not yet operational

* Fix performance of hooks when hooks are appended via Cond Pair Set Props nodes by properly caching between positive and negative conds, make hook_patches_backup behave as intended (in the case that something pre-registers WeightHooks on the ModelPatcher instead of registering it at sample time)

* Filter only registered hooks on self.conds in CFGGuider.sample

* Make hook_scope functional for TransformerOptionsHook

* removed 4 whitespace lines to satisfy Ruff,

* Add a get_injections function to ModelPatcher

* Made TransformerOptionsHook contribute to registered hooks properly, added some doc strings and removed a so-far unused variable

* Rename AddModelsHooks to AdditionalModelsHook, rename SetInjectionsHook to InjectionsHook (not yet implemented, but at least getting the naming figured out)

* Clean up a typehint
2025-01-11 12:20:23 -05:00
comfyanonymous
ee8a7ab69d Fast latent preview for Cosmos. 2025-01-11 04:41:24 -05:00
Jedrzej Kosinski
e88c6c03ff Fix cond_cat to not try to cast anything that doesn't have a 'to' function 2025-01-10 23:05:24 -06:00
Jedrzej Kosinski
d3cf2b7b24
Merge branch 'comfyanonymous:master' into multigpu_support 2025-01-10 20:24:37 -06:00
comfyanonymous
2ff3104f70 WIP support for Nvidia Cosmos 7B and 14B text to world (video) models. 2025-01-10 09:14:16 -05:00
comfyanonymous
129d8908f7 Add argument to skip the output reshaping in the attention functions. 2025-01-10 06:27:37 -05:00
comfyanonymous
ff838657fa Cleaner handling of attention mask in ltxv model code. 2025-01-09 07:12:03 -05:00
comfyanonymous
2307ff6746 Improve some logging messages. 2025-01-08 19:05:22 -05:00
Jedrzej Kosinski
7448f02b7c Initial proof of concept of giving splitting cond sampling between multiple GPUs 2025-01-08 03:33:05 -06:00
Jedrzej Kosinski
871258aa72 Add get_all_torch_devices to get detected devices intended for current torch hardware device 2025-01-07 21:06:03 -06:00
Jedrzej Kosinski
66838ebd39
Merge branch 'comfyanonymous:master' into multigpu_support 2025-01-07 20:11:27 -06:00
comfyanonymous
d0f3752e33 Properly calculate inner dim for t5 model.
This is required to support some different types of t5 models.
2025-01-07 17:33:03 -05:00
Jedrzej Kosinski
3cd4c5cb0a Rename AddModelsHooks to AdditionalModelsHook, rename SetInjectionsHook to InjectionsHook (not yet implemented, but at least getting the naming figured out) 2025-01-07 02:22:49 -06:00
comfyanonymous
4209edf48d Make a few more samplers deterministic. 2025-01-07 02:12:32 -05:00
Jedrzej Kosinski
11c6d56037 Merge branch 'master' into hooks_part2 2025-01-07 01:01:53 -06:00
Jedrzej Kosinski
216fea15ee Made TransformerOptionsHook contribute to registered hooks properly, added some doc strings and removed a so-far unused variable 2025-01-07 00:59:18 -06:00
Jedrzej Kosinski
58bf8815c8 Add a get_injections function to ModelPatcher 2025-01-06 20:34:30 -06:00
Chenlei Hu
d055325783
Document get_attr and get_model_object (#6357)
* Document get_attr and get_model_object

* Update model_patcher.py

* Update model_patcher.py

* Update model_patcher.py
2025-01-06 20:12:22 -05:00
Jedrzej Kosinski
1b38f5bf57 removed 4 whitespace lines to satisfy Ruff, 2025-01-06 17:11:12 -06:00
Jedrzej Kosinski
2724ac4a60 Merge branch 'master' into hooks_part2 2025-01-06 17:04:24 -06:00
Jedrzej Kosinski
f48f90e471 Make hook_scope functional for TransformerOptionsHook 2025-01-06 02:23:04 -06:00
comfyanonymous
916d1e14a9 Make ancestral samplers more deterministic. 2025-01-06 03:04:32 -05:00
Jedrzej Kosinski
0a7e2ae787 Filter only registered hooks on self.conds in CFGGuider.sample 2025-01-06 01:04:29 -06:00