bc6dac4327
Add temporal tiling to VAE Decode (Tiled) node.
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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 )
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* 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.
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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.
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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.
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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 )
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* Replace print with logging
* nit
* nit
* nit
* nit
* nit
* nit
2024-12-20 16:24:55 -05:00
bddb02660c
Add PixArt model support ( #6055 )
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* 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.
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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.
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Some shapes like 1024x1024 with tile_size 256 and overlap 64 had issues.
2024-12-19 22:55:15 -05:00
2dda7c11a3
More proper fix for the memory issue.
2024-12-19 16:21:56 -05:00
3ad3248ad7
Fix lowvram bug when using a model multiple times in a row.
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The memory system would load an extra 64MB each time until either the
model was completely in memory or OOM.
2024-12-19 16:04:56 -05:00
c441048a4f
Make VAE Encode tiled node work with video VAE.
2024-12-19 05:31:39 -05:00
9f4b181ab3
Add fast previews for hunyuan video.
2024-12-18 18:24:23 -05:00
cbbf077593
Small optimizations.
2024-12-18 18:23:28 -05:00
ff2ff02168
Support old diffusion-pipe hunyuan video loras.
2024-12-18 06:23:54 -05:00
4c5c4ddeda
Fix regression in VAE code on old pytorch versions.
2024-12-18 03:08:28 -05:00
37e5390f5f
Add: --use-sage-attention to enable SageAttention.
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You need to have the library installed first.
2024-12-18 01:56:10 -05:00
a4f59bc65e
Pick attention implementation based on device in llama code.
2024-12-18 01:30:20 -05:00
ca457f7ba1
Properly tokenize the template for hunyuan video.
2024-12-17 16:22:02 -05:00
cd6f615038
Fix tiled vae not working with some shapes.
2024-12-17 16:22:02 -05:00
e4e1bff605
Support diffusion-pipe hunyuan video lora format.
2024-12-17 07:14:21 -05:00
d6656b0c0c
Support llama hunyuan video text encoder in scaled fp8 format.
2024-12-17 04:19:22 -05:00
f4cdedea62
Fix regression with ltxv VAE.
2024-12-17 02:17:31 -05:00
39b1fc4ccc
Adjust used dtypes for hunyuan video VAE and diffusion model.
2024-12-16 23:31:10 -05:00
bda1482a27
Basic Hunyuan Video model support.
2024-12-16 19:35:40 -05:00
19ee5d9d8b
Don't expand mask when not necessary.
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Expanding seems to slow down inference.
2024-12-16 18:22:50 -05:00
61b50720d0
Add support for attention masking in Flux ( #5942 )
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* fix attention OOM in xformers
* allow passing attention mask in flux attention
* allow an attn_mask in flux
* attn masks can be done using replace patches instead of a separate dict
* fix return types
* fix return order
* enumerate
* patch the right keys
* arg names
* fix a silly bug
* fix xformers masks
* replace match with if, elif, else
* mask with image_ref_size
* remove unused import
* remove unused import 2
* fix pytorch/xformers attention
This corrects a weird inconsistency with skip_reshape.
It also allows masks of various shapes to be passed, which will be
automtically expanded (in a memory-efficient way) to a size that is
compatible with xformers or pytorch sdpa respectively.
* fix mask shapes
2024-12-16 18:21:17 -05:00
e83063bf24
Support conv3d in PatchEmbed.
2024-12-14 05:46:04 -05:00
4e14032c02
Make pad_to_patch_size function work on multi dim.
2024-12-13 07:22:05 -05:00
563291ee51
Enforce all pyflake lint rules ( #6033 )
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* Enforce F821 undefined-name
* Enforce all pyflake lint rules
2024-12-12 19:29:37 -05:00
2cddbf0821
Lint and fix undefined names (1/N) ( #6028 )
2024-12-12 18:55:26 -05:00
60749f345d
Lint and fix undefined names (3/N) ( #6030 )
2024-12-12 18:49:40 -05:00
d9d7f3c619
Lint all unused variables ( #5989 )
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* Enable F841
* Autofix
* Remove all unused variable assignment
2024-12-12 17:59:16 -05:00
fd5dfb812c
Set initial load devices for te and model to mps device on mac.
2024-12-12 06:00:31 -05:00
7a7efe8424
Support loading some checkpoint files with nested dicts.
2024-12-11 08:04:54 -05:00
44db978531
Fix a few things in text enc code for models with no eos token.
2024-12-10 23:07:26 -05:00
1c8d11e48a
Support different types of tokenizers.
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Support tokenizers without an eos token.
Pass full sentences to tokenizer for more efficient tokenizing.
2024-12-10 15:03:39 -05:00
23827ca312
Add cond_scale to sampler_post_cfg_function ( #5985 )
2024-12-09 20:13:18 -05:00
0fd4e6c778
Lint unused import ( #5973 )
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* Lint unused import
* nit
* Remove unused imports
* revert fix_torch import
* nit
2024-12-09 15:24:39 -05:00
e2fafe0686
Make CLIP set last layer node work with t5 models.
2024-12-09 03:57:14 -05:00
fbf68c4e52
clamp input ( #5928 )
2024-12-07 14:00:31 -05:00
8af9a91e0c
A few improvements to #5937 .
2024-12-06 05:49:15 -05:00
comfyanonymous
Simon Lui
zhangp365
Chenlei Hu
City
Raphael Walker
catboxanon
Haoming