Commit Graph

1292 Commits

Author SHA1 Message Date
ff838657fa Cleaner handling of attention mask in ltxv model code. 2025-01-09 07:12:03 -05:00
2307ff6746 Improve some logging messages. 2025-01-08 19:05:22 -05:00
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
4209edf48d Make a few more samplers deterministic. 2025-01-07 02:12:32 -05:00
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
916d1e14a9 Make ancestral samplers more deterministic. 2025-01-06 03:04:32 -05:00
c496e53519 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 (#6360) 2025-01-06 01:36:47 -05:00
d45ebb63f6 Remove old unused function. 2025-01-04 07:20:54 -05:00
9e9c8a1c64 Clear cache as often on AMD as Nvidia.
I think the issue this was working around has been solved.

If you notice that this change slows things down or causes stutters on
your AMD GPU with ROCm on Linux please report it.
2025-01-02 08:44:16 -05:00
0f11d60afb Fix temporal tiling for decoder, remove redundant tiles. (#6306)
This commit fixes the temporal tile size calculation, and removes
a redundant tile at the end of the range when its elements are
completely covered by the previous tile.

Co-authored-by: Andrew Kvochko <a.kvochko@lightricks.com>
2025-01-01 16:29:01 -05:00
79eea51a1d Fix and enforce all ruff W rules. 2025-01-01 03:08:33 -05:00
c0338a46a4 Fix unknown sampler error handling in calculate_sigmas function (#6280)
Modernize calculate_sigmas function
2024-12-31 17:33:50 -05:00
1c99734e5a Add missing model_options param (#6296) 2024-12-31 14:46:55 -05:00
67758f50f3 Fix custom node type-hinting examples (#6281)
* Fix import in comfy_types doc / sample

* Clarify docstring
2024-12-31 03:41:09 -05:00
b7572b2f87 Fix and enforce no trailing whitespace. 2024-12-31 03:16:37 -05:00
a90aafafc1 Add kl_optimal scheduler (#6206)
* Add kl_optimal scheduler

* Rename kl_optimal_schedule to kl_optimal_scheduler to be more consistent
2024-12-30 05:09:38 -05:00
d9b7cfac7e Fix and enforce new lines at the end of files. 2024-12-30 04:14:59 -05:00
3507870535 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' (#6273) 2024-12-30 03:42:49 -05:00
a618f768e0 Auto reshape 2d to 3d latent for single image generation on video model. 2024-12-29 02:26:49 -05:00
b504bd606d Add ruff rule for empty line with trailing whitespace. 2024-12-28 05:23:08 -05:00
d170292594 Remove some trailing white space. 2024-12-27 18:02:30 -05:00
9cfd185676 Add option to log non-error output to stdout (#6243)
* nit

* Add option to log non-error output to stdout

- No change to default behaviour
- Adds CLI argument: --log-stdout
- With this arg present, any logging of a level below logging.ERROR will be sent to stdout instead of stderr
2024-12-27 14:40:05 -05:00
4b5bcd8ac4 Closer memory estimation for hunyuan dit model. 2024-12-27 07:37:00 -05:00
ceb50b2cbf Closer memory estimation for pixart models. 2024-12-27 07:30:09 -05:00
160ca08138 Use python 3.9 in launch test instead of 3.8
Fix ruff check.
2024-12-26 20:05:54 -05:00
c4bfdba330 Support ascend npu (#5436)
* support ascend npu

Co-authored-by: YukMingLaw <lymmm2@163.com>
Co-authored-by: starmountain1997 <guozr1997@hotmail.com>
Co-authored-by: Ginray <ginray0215@gmail.com>
2024-12-26 19:36:50 -05:00
ee9547ba31 Improve temporal VAE Encode (Tiled) math. 2024-12-26 07:18:49 -05:00
19a64d6291 Cleanup some mac related code. 2024-12-25 05:32:51 -05:00
b486885e08 Disable bfloat16 on older mac. 2024-12-25 05:18:50 -05:00
0229228f3f Clean up the VAE dtypes code. 2024-12-25 04:50:34 -05:00
99a1fb6027 Make fast fp8 take a bit less peak memory. 2024-12-24 18:05:19 -05:00
73e04987f7 Prevent black images in VAE Decode (Tiled) node.
Overlap should be minimum 1 with tiling 2 for tiled temporal VAE decoding.
2024-12-24 07:36:30 -05:00
5388df784a Add temporal tiling to VAE Encode (Tiled) node. 2024-12-24 07:10:09 -05:00
bc6dac4327 Add temporal tiling to VAE Decode (Tiled) node.
You can now do tiled VAE decoding on the temporal direction for videos.
2024-12-23 20:03:37 -05:00
15564688ed Add a try except block so if torch version is weird it won't crash. 2024-12-23 03:22:48 -05:00
c6b9c11ef6 Add oneAPI device selector for xpu and some other changes. (#6112)
* Add oneAPI device selector and some other minor changes.

* Fix device selector variable name.

* Flip minor version check sign.

* Undo changes to README.md.
2024-12-23 03:18:32 -05:00
e44d0ac7f7 Make --novram completely offload weights.
This flag is mainly used for testing the weight offloading, it shouldn't
actually be used in practice.

Remove useless import.
2024-12-23 01:51:08 -05:00
56bc64f351 Comment out some useless code. 2024-12-22 23:51:14 -05:00
f7d83b72e0 fixed a bug in ldm/pixart/blocks.py (#6158) 2024-12-22 23:44:20 -05:00
80f07952d2 Fix lowvram issue with ltxv vae. 2024-12-22 23:20:17 -05:00
57f330caf9 Relax minimum ratio of weights loaded in memory on nvidia.
This should make it possible to do higher res images/longer videos by
further offloading weights to CPU memory.

Please report an issue if this slows down things on your system.
2024-12-22 03:06:37 -05:00
da13b6b827 Get rid of meshgrid warning. 2024-12-20 18:02:12 -05:00
c86cd58573 Remove useless code. 2024-12-20 17:50:03 -05:00
b5fe39211a Remove some useless code. 2024-12-20 17:43:50 -05:00
e946667216 Some fixes/cleanups to pixart code.
Commented out the masking related code because it is never used in this
implementation.
2024-12-20 17:10:52 -05:00
d7969cb070 Replace print with logging (#6138)
* Replace print with logging

* nit

* nit

* nit

* nit

* nit

* nit
2024-12-20 16:24:55 -05:00
bddb02660c Add PixArt model support (#6055)
* PixArt initial version

* PixArt Diffusers convert logic

* pos_emb and interpolation logic

* Reduce  duplicate code

* Formatting

* Use optimized attention

* Edit empty token logic

* Basic PixArt LoRA support

* Fix aspect ratio logic

* PixArtAlpha text encode with conds

* Use same detection key logic for PixArt diffusers
2024-12-20 15:25:00 -05:00
418eb7062d Support new LTXV VAE. 2024-12-20 04:38:29 -05:00
cac68ca813 Fix some more video tiled encode issues.
The downscale_ratio formula for the temporal had issues with some frame
numbers.
2024-12-19 23:14:03 -05:00
52c1d933b2 Fix tiled hunyuan video VAE encode issue.
Some shapes like 1024x1024 with tile_size 256 and overlap 64 had issues.
2024-12-19 22:55:15 -05:00