84b9c0ac2f
Import intel_extension_for_pytorch as ipex
2023-04-06 12:27:22 +08:00
e5e587b1c0
seperates out arg parser and imports args
2023-04-05 23:41:23 -04:00
37713e3b0a
Add basic XPU device support
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closed #387
2023-04-05 21:22:14 +08:00
e46b1c3034
Disable xformers in VAE when xformers == 0.0.18
2023-04-04 22:22:02 -04:00
1718730e80
Ignore embeddings when sizes don't match and print a WARNING.
2023-04-04 11:49:29 -04:00
23524ad8c5
Remove print.
2023-04-03 22:58:54 -04:00
539ff487a8
Pull latest tomesd code from upstream.
2023-04-03 15:49:28 -04:00
f50b1fec69
Add noise augmentation setting to unCLIPConditioning.
2023-04-03 13:50:29 -04:00
809bcc8ceb
Add support for unCLIP SD2.x models.
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See _for_testing/unclip in the UI for the new nodes.
unCLIPCheckpointLoader is used to load them.
unCLIPConditioning is used to add the image cond and takes as input a
CLIPVisionEncode output which has been moved to the conditioning section.
2023-04-01 23:19:15 -04:00
0d972b85e6
This seems to give better quality in tome.
2023-03-31 18:36:18 -04:00
18a6c1db33
Add a TomePatchModel node to the _for_testing section.
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Tome increases sampling speed at the expense of quality.
2023-03-31 17:19:58 -04:00
61ec3c9d5d
Add a way to pass options to the transformers blocks.
2023-03-31 13:04:39 -04:00
afd65d3819
Fix noise mask not working with > 1 batch size on ksamplers.
2023-03-30 03:50:12 -04:00
b2554bc4dd
Split VAE decode batches depending on free memory.
2023-03-29 02:24:37 -04:00
0d65cb17b7
Fix ddim_uniform crashing with 37 steps.
2023-03-28 16:29:35 -04:00
f55755f0d2
code cleanup
2023-03-27 06:48:09 +02:00
cf0098d539
no lowvram state if cpu only
2023-03-27 04:51:18 +02:00
f5365c9c81
Fix ddim for Mac: #264
2023-03-26 00:36:54 -04:00
4adcea7228
I don't think controlnets were being handled correctly by MPS.
2023-03-24 14:33:16 -04:00
3c6ff8821c
Merge branch 'master' of https://github.com/GaidamakUA/ComfyUI
2023-03-24 13:56:43 -04:00
fc71e7ea08
Fixed typo
2023-03-24 19:39:55 +02:00
7f0fd99b5d
Make ddim work with --cpu
2023-03-24 11:39:51 -04:00
4b943d2b60
Removed unnecessary comment
2023-03-24 14:15:30 +02:00
89fd5ed574
Added MPS device support
2023-03-24 14:12:56 +02:00
dd095efc2c
Support loha that use cp decomposition.
2023-03-23 04:32:25 -04:00
94a7c895f4
Add loha support.
2023-03-23 03:40:12 -04:00
3ed4a4e4e6
Try again with vae tiled decoding if regular fails because of OOM.
2023-03-22 14:49:00 -04:00
4039616ca6
Less seams in tiled outputs at the cost of more processing.
2023-03-22 03:29:09 -04:00
c692509c2b
Try to improve VAEEncode memory usage a bit.
2023-03-22 02:45:18 -04:00
9d0665c8d0
Add laptop quadro cards to fp32 list.
2023-03-21 16:57:35 -04:00
cc309568e1
Add support for locon mid weights.
2023-03-21 14:51:51 -04:00
edfc4ca663
Try to fix a vram issue with controlnets.
2023-03-19 10:50:38 -04:00
b4b21be707
Fix area composition feathering not working properly.
2023-03-19 02:00:52 -04:00
50099bcd96
Support multiple paths for embeddings.
2023-03-18 03:08:43 -04:00
2e73367f45
Merge T2IAdapterLoader and ControlNetLoader.
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Workflows will be auto updated.
2023-03-17 18:17:59 -04:00
ee46bef03a
Make --cpu have priority over everything else.
2023-03-13 21:30:01 -04:00
0e836d525e
use half() on fp16 models loaded with config.
2023-03-13 21:12:48 -04:00
986dd820dc
Use half() function on model when loading in fp16.
2023-03-13 20:58:09 -04:00
54dbfaf2ec
Remove omegaconf dependency and some ci changes.
2023-03-13 14:49:18 -04:00
83f23f82b8
Add pytorch attention support to VAE.
2023-03-13 12:45:54 -04:00
a256a2abde
--disable-xformers should not even try to import xformers.
2023-03-13 11:36:48 -04:00
0f3ba7482f
Xformers is now properly disabled when --cpu used.
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Added --windows-standalone-build option, currently it only opens
makes the code open up comfyui in the browser.
2023-03-12 15:44:16 -04:00
e33dc2b33b
Add a VAEEncodeTiled node.
2023-03-11 15:28:15 -05:00
1de86851b1
Try to fix memory issue.
2023-03-11 15:15:13 -05:00
2b1fce2943
Make tiled_scale work for downscaling.
2023-03-11 14:58:55 -05:00
9db2e97b47
Tiled upscaling with the upscale models.
2023-03-11 14:04:13 -05:00
cd64111c83
Add locon support.
2023-03-09 21:41:24 -05:00
c70f0ac64b
SD2.x controlnets now work.
2023-03-08 01:13:38 -05:00
19415c3ace
Relative imports to test something.
2023-03-07 11:00:35 -05:00
165be5828a
Fixed import ( #44 )
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* fixed import error
I had an
ImportError: cannot import name 'Protocol' from 'typing'
while trying to update so I fixed it to start an app
* Update main.py
* deleted example files
2023-03-06 11:41:40 -05:00
501f19eec6
Fix clip_skip no longer being loaded from yaml file.
2023-03-06 11:34:02 -05:00
afff30fc0a
Add --cpu to use the cpu for inference.
2023-03-06 10:50:50 -05:00
47acb3d73e
Implement support for t2i style model.
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It needs the CLIPVision model so I added CLIPVisionLoader and CLIPVisionEncode.
Put the clip vision model in models/clip_vision
Put the t2i style model in models/style_models
StyleModelLoader to load it, StyleModelApply to apply it
ConditioningAppend to append the conditioning it outputs to a positive one.
2023-03-05 18:39:25 -05:00
cc8baf1080
Make VAE use common function to get free memory.
2023-03-05 14:20:07 -05:00
798c90e1c0
Fix pytorch 2.0 cross attention not working.
2023-03-05 14:14:54 -05:00
16130c7546
Add support for new colour T2I adapter model.
2023-03-03 19:13:07 -05:00
9d00235b41
Update T2I adapter code to latest.
2023-03-03 18:46:49 -05:00
ebfcf0a9c9
Fix issue.
2023-03-03 13:18:01 -05:00
4215206281
Add a node to set CLIP skip.
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Use a more simple way to detect if the model is -v prediction.
2023-03-03 13:04:36 -05:00
fed315a76a
To be really simple CheckpointLoaderSimple should pick the right type.
2023-03-03 11:07:10 -05:00
94bb0375b0
New CheckpointLoaderSimple to load checkpoints without a config.
2023-03-03 03:37:35 -05:00
c1f5855ac1
Make some cross attention functions work on the CPU.
2023-03-03 03:27:33 -05:00
1a612e1c74
Add some pytorch scaled_dot_product_attention code for testing.
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--use-pytorch-cross-attention to use it.
2023-03-02 17:01:20 -05:00
69cc75fbf8
Add a way to interrupt current processing in the backend.
2023-03-02 14:42:03 -05:00
9502ee45c3
Hopefully fix a strange issue with xformers + lowvram.
2023-02-28 13:48:52 -05:00
b31daadc03
Try to improve memory issues with del.
2023-02-28 12:27:43 -05:00
2c5f0ec681
Small adjustment.
2023-02-27 20:04:18 -05:00
86721d5158
Enable highvram automatically when vram >> ram
2023-02-27 19:57:39 -05:00
75fa162531
Remove sample_ from some sampler names.
...
Old workflows will still work.
2023-02-27 01:43:06 -05:00
9f4214e534
Preparing to add another function to load checkpoints.
2023-02-26 17:29:01 -05:00
3cd7d84b53
Fix uni_pc sampler not working with 1 or 2 steps.
2023-02-26 04:01:01 -05:00
dfb397e034
Fix multiple controlnets not working.
2023-02-25 22:12:22 -05:00
af3cc1b5fb
Fixed issue when batched image was used as a controlnet input.
2023-02-25 14:57:28 -05:00
d2da346b0b
Fix missing variable.
2023-02-25 12:19:03 -05:00
4e6b83a80a
Add a T2IAdapterLoader node to load T2I-Adapter models.
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They are loaded as CONTROL_NET objects because they are similar.
2023-02-25 01:24:56 -05:00
fcb25d37db
Prepare for t2i adapter.
2023-02-24 23:36:17 -05:00
cf5a211efc
Remove some useless imports
2023-02-24 12:36:55 -05:00
87b00b37f6
Added an experimental VAEDecodeTiled.
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This decodes the image with the VAE in tiles which should be faster and
use less vram.
It's in the _for_testing section so I might change/remove it or even
add the functionality to the regular VAEDecode node depending on how
well it performs which means don't depend too much on it.
2023-02-24 02:10:10 -05:00
62df8dd62a
Add a node to load diff controlnets.
2023-02-22 23:22:03 -05:00
f04dc2c2f4
Implement DDIM sampler.
2023-02-22 21:10:19 -05:00
2976c1ad28
Uni_PC: make max denoise behave more like other samplers.
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On the KSamplers denoise of 1.0 is the same as txt2img but there was a
small difference on UniPC.
2023-02-22 02:21:06 -05:00
c9daec4c89
Remove prints that are useless when xformers is enabled.
2023-02-21 22:16:13 -05:00
a7328e4945
Add uni_pc bh2 variant.
2023-02-21 16:11:48 -05:00
d80af7ca30
ControlNetApply now stacks.
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It can be used to apply multiple control nets at the same time.
2023-02-21 01:18:53 -05:00
00a9189e30
Support old pytorch.
2023-02-19 16:59:03 -05:00
137ae2606c
Support people putting commas after the embedding name in the prompt.
2023-02-19 02:50:48 -05:00
2326ff1263
Add: --highvram for when you want models to stay on the vram.
2023-02-17 21:27:02 -05:00
09f1d76ed8
Fix an OOM issue.
2023-02-17 16:21:01 -05:00
d66415c021
Low vram mode for controlnets.
2023-02-17 15:48:16 -05:00
220a72d36b
Use fp16 for fp16 control nets.
2023-02-17 15:31:38 -05:00
6135a21ee8
Add a way to control controlnet strength.
2023-02-16 18:08:01 -05:00
4efa67fa12
Add ControlNet support.
2023-02-16 10:38:08 -05:00
bc69fb5245
Use inpaint models the proper way by using VAEEncodeForInpaint.
2023-02-15 20:44:51 -05:00
cef2cc3cb0
Support for inpaint models.
2023-02-15 16:38:20 -05:00
07db00355f
Add masks to samplers code for inpainting.
2023-02-15 13:16:38 -05:00
e3451cea4f
uni_pc now works with KSamplerAdvanced return_with_leftover_noise.
2023-02-13 12:29:21 -05:00
f542f248f1
Show the right amount of steps in the progress bar for uni_pc.
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The extra step doesn't actually call the unet so it doesn't belong in
the progress bar.
2023-02-11 14:59:42 -05:00
f10b8948c3
768-v support for uni_pc sampler.
2023-02-11 04:34:58 -05:00
ce0aeb109e
Remove print.
2023-02-11 03:41:40 -05:00
5489d5af04
Add uni_pc sampler to KSampler* nodes.
2023-02-11 03:34:09 -05:00
1a4edd19cd
Fix overflow issue with inplace softmax.
2023-02-10 11:47:41 -05:00
509c7dfc6d
Use real softmax in split op to fix issue with some images.
2023-02-10 03:13:49 -05:00
7e1e193f39
Automatically enable lowvram mode if vram is less than 4GB.
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Use: --normalvram to disable it.
2023-02-10 00:47:56 -05:00
324273fff2
Fix embedding not working when on new line.
2023-02-09 14:12:02 -05:00
1f6a467e92
Update ldm dir with latest upstream stable diffusion changes.
2023-02-09 13:47:36 -05:00
773cdabfce
Same thing but for the other places where it's used.
2023-02-09 12:43:29 -05:00
df40d4f3bf
torch.cuda.OutOfMemoryError is not present on older pytorch versions.
2023-02-09 12:33:27 -05:00
e8c499ddd4
Split optimization for VAE attention block.
2023-02-08 22:04:20 -05:00
5b4e312749
Use inplace operations for less OOM issues.
2023-02-08 22:04:13 -05:00
3fd87cbd21
Slightly smarter batching behaviour.
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Try to keep batch sizes more consistent which seems to improve things on
AMD GPUs.
2023-02-08 17:28:43 -05:00
bbdcf0b737
Use relative imports for k_diffusion.
2023-02-08 16:51:19 -05:00
708138c77d
Remove print.
2023-02-08 14:51:18 -05:00
047775615b
Lower the chances of an OOM.
2023-02-08 14:24:27 -05:00
853e96ada3
Increase it/s by batching together some stuff sent to unet.
2023-02-08 14:24:00 -05:00
c92633eaa2
Auto calculate amount of memory to use for --lowvram
2023-02-08 11:42:37 -05:00
534736b924
Add some low vram modes: --lowvram and --novram
2023-02-08 11:37:10 -05:00
a84cd0d1ad
Don't unload/reload model from CPU uselessly.
2023-02-08 03:40:43 -05:00
b1a7c9ebf6
Embeddings/textual inversion support for SD2.x
2023-02-05 15:49:03 -05:00
1de5aa6a59
Add a CLIPLoader node to load standalone clip weights.
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Put them in models/clip
2023-02-05 15:20:18 -05:00
56d802e1f3
Use transformers CLIP instead of open_clip for SD2.x
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This should make things a bit cleaner.
2023-02-05 14:36:28 -05:00
bf9ccffb17
Small fix for SD2.x loras.
2023-02-05 11:38:25 -05:00
678105fade
SD2.x CLIP support for Loras.
2023-02-05 01:54:09 -05:00
ef90e9c376
Add a LoraLoader node to apply loras to models and clip.
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The models are modified in place before being used and unpatched after.
I think this is better than monkeypatching since it might make it easier
to use faster non pytorch unet inference in the future.
2023-02-03 02:46:24 -05:00
69df7eba94
Add KSamplerAdvanced node.
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This node exposes more sampling options and makes it possible for example
to sample the first few steps on the latent image, do some operations on it
and then do the rest of the sampling steps. This can be achieved using the
start_at_step and end_at_step options.
2023-01-31 03:09:38 -05:00
1daccf3678
Run softmax in place if it OOMs.
2023-01-30 19:55:01 -05:00
f73e57d881
Add support for textual inversion embedding for SD1.x CLIP.
2023-01-29 18:46:44 -05:00
50db297cf6
Try to fix OOM issues with cards that have less vram than mine.
2023-01-29 00:50:46 -05:00
73f60740c8
Slightly cleaner code.
2023-01-28 02:14:22 -05:00
0108616b77
Fix issue with some models.
2023-01-28 01:38:42 -05:00
2973ff24c5
Round CLIP position ids to fix float issues in some checkpoints.
2023-01-28 00:19:33 -05:00
c4b02059d0
Add ConditioningSetArea node.
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to apply conditioning/prompts only to a specific area of the image.
Add ConditioningCombine node.
so that multiple conditioning/prompts can be applied to the image at the
same time
2023-01-26 12:06:48 -05:00
acdc6f42e0
Fix loading some malformed checkpoints?
2023-01-25 15:20:55 -05:00
051f472e8f
Fix sub quadratic attention for SD2 and make it the default optimization.
2023-01-25 01:22:43 -05:00
220afe3310
Initial commit.
2023-01-16 22:37:14 -05:00
藍+85CD
EllangoK
comfyanonymous
Francesco Yoshi Gobbo
Yurii Mazurevich
edikius