12a6e93171
Del the right object when applying lora.
2 years ago
78e7958d17
Support controlnet in diffusers format.
2 years ago
09386a3697
Fix issue with lora in some cases when combined with model merging.
2 years ago
58b2364f58
Properly support SDXL diffusers unet with UNETLoader node.
2 years ago
0115018695
Print errors and continue when lora weights are not compatible.
2 years ago
4760c29380
Merge branch 'fix-AttributeError-module-'torch'-has-no-attribute-'mps'' of https://github.com/KarryCharon/ComfyUI
2 years ago
0b284f650b
Fix typo.
2 years ago
e032ca6138
Fix ddim issue with older torch versions.
2 years ago
18885f803a
Add MX450 and MX550 to list of cards with broken fp16.
2 years ago
9ba440995a
It's actually possible to torch.compile the unet now.
2 years ago
51d5477579
Add key to indicate checkpoint is v_prediction when saving.
2 years ago
ff6b047a74
Fix device print on old torch version.
2 years ago
9871a15cf9
Enable --cuda-malloc by default on torch 2.0 and up.
...
Add --disable-cuda-malloc to disable it.
2 years ago
55d0fca9fa
--windows-standalone-build now enables --cuda-malloc
2 years ago
1679abd86d
Add a command line argument to enable backend:cudaMallocAsync
2 years ago
3a150bad15
Only calculate randn in some samplers when it's actually being used.
2 years ago
ee8f8ee07f
Fix regression with ddim and uni_pc when batch size > 1.
2 years ago
3ded1a3a04
Refactor of sampler code to deal more easily with different model types.
2 years ago
5f57362613
Lower lora ram usage when in normal vram mode.
2 years ago
490771b7f4
Speed up lora loading a bit.
2 years ago
50b1180dde
Fix CLIPSetLastLayer not reverting when removed.
2 years ago
6fb084f39d
Reduce floating point rounding errors in loras.
2 years ago
91ed2815d5
Add a node to merge CLIP models.
2 years ago
b2f03164c7
Prevent the clip_g position_ids key from being saved in the checkpoint.
...
This is to make it match the official checkpoint.
2 years ago
46dc050c9f
Fix potential tensors being on different devices issues.
2 years ago
3e2309f149
fix mps miss import
2 years ago
606a537090
Support SDXL embedding format with 2 CLIP.
2 years ago
6ad0a6d7e2
Don't patch weights when multiplier is zero.
2 years ago
d5323d16e0
latent2rgb matrix for SDXL.
2 years ago
0ae81c03bb
Empty cache after model unloading for normal vram and lower.
2 years ago
d3f5998218
Support loading clip_g from diffusers in CLIP Loader nodes.
2 years ago
a9a4ba7574
Fix merging not working when model2 of model merge node was a merge.
2 years ago
bb5fbd29e9
Merge branch 'condmask-fix' of https://github.com/vmedea/ComfyUI
2 years ago
e7bee85df8
Add arguments to run the VAE in fp16 or bf16 for testing.
2 years ago
608fcc2591
Fix bug with weights when prompt is long.
2 years ago
ddc6f12ad5
Disable autocast in unet for increased speed.
2 years ago
603f02d613
Fix loras not working when loading checkpoint with config.
2 years ago
af7a49916b
Support loading unet files in diffusers format.
2 years ago
e57cba4c61
Add gpu variations of the sde samplers that are less deterministic
...
but faster.
2 years ago
f81b192944
Add logit scale parameter so it's present when saving the checkpoint.
2 years ago
acf95191ff
Properly support SDXL diffusers loras for unet.
2 years ago
c61a95f9f7
Fix size check for conditioning mask
...
The wrong dimensions were being checked, [1] and [2] are the image size.
not [2] and [3]. This results in an out-of-bounds error if one of them
actually matches.
2 years ago
8d694cc450
Fix issue with OSX.
2 years ago
c3e96e637d
Pass device to CLIP model.
2 years ago
5e6bc824aa
Allow passing custom path to clip-g and clip-h.
2 years ago
dc9d1f31c8
Improvements for OSX.
2 years ago
103c487a89
Cleanup.
2 years ago
2c4e0b49b7
Switch to fp16 on some cards when the model is too big.
2 years ago
6f3d9f52db
Add a --force-fp16 argument to force fp16 for testing.
2 years ago
1c1b0e7299
--gpu-only now keeps the VAE on the device.
2 years ago
ce35d8c659
Lower latency by batching some text encoder inputs.
2 years ago
3b6fe51c1d
Leave text_encoder on the CPU when it can handle it.
2 years ago
b6a60fa696
Try to keep text encoders loaded and patched to increase speed.
...
load_model_gpu() is now used with the text encoder models instead of just
the unet.
2 years ago
97ee230682
Make highvram and normalvram shift the text encoders to vram and back.
...
This is faster on big text encoder models than running it on the CPU.
2 years ago
5a9ddf94eb
LoraLoader node now caches the lora file between executions.
2 years ago
9920367d3c
Fix embeddings not working with --gpu-only
2 years ago
62db11683b
Move unet to device right after loading on highvram mode.
2 years ago
4376b125eb
Remove useless code.
2 years ago
89120f1fbe
This is unused but it should be 1280.
2 years ago
2c7c14de56
Support for SDXL text encoder lora.
2 years ago
fcef47f06e
Fix bug.
2 years ago
8248babd44
Use pytorch attention by default on nvidia when xformers isn't present.
...
Add a new argument --use-quad-cross-attention
2 years ago
9b93b920be
Add CheckpointSave node to save checkpoints.
...
The created checkpoints contain workflow metadata that can be loaded by
dragging them on top of the UI or loading them with the "Load" button.
Checkpoints will be saved in fp16 or fp32 depending on the format ComfyUI
is using for inference on your hardware. To force fp32 use: --force-fp32
Anything that patches the model weights like merging or loras will be
saved.
The output directory is currently set to: output/checkpoints but that might
change in the future.
2 years ago
b72a7a835a
Support loras based on the stability unet implementation.
2 years ago
c71a7e6b20
Fix ddim + inpainting not working.
2 years ago
4eab00e14b
Set the seed in the SDE samplers to make them more reproducible.
2 years ago
cef6aa62b2
Add support for TAESD decoder for SDXL.
2 years ago
20f579d91d
Add DualClipLoader to load clip models for SDXL.
...
Update LoadClip to load clip models for SDXL refiner.
2 years ago
b7933960bb
Fix CLIPLoader node.
2 years ago
78d8035f73
Fix bug with controlnet.
2 years ago
05676942b7
Add some more transformer hooks and move tomesd to comfy_extras.
...
Tomesd now uses q instead of x to decide which tokens to merge because
it seems to give better results.
2 years ago
fa28d7334b
Remove useless code.
2 years ago
8607c2d42d
Move latent scale factor from VAE to model.
2 years ago
30a3861946
Fix bug when yaml config has no clip params.
2 years ago
9e37f4c7d5
Fix error with ClipVision loader node.
2 years ago
9f83b098c9
Don't merge weights when shapes don't match and print a warning.
2 years ago
f87ec10a97
Support base SDXL and SDXL refiner models.
...
Large refactor of the model detection and loading code.
2 years ago
9fccf4aa03
Add original_shape parameter to transformer patch extra_options.
2 years ago
51581dbfa9
Fix last commits causing an issue with the text encoder lora.
2 years ago
8125b51a62
Keep a set of model_keys for faster add_patches.
2 years ago
45beebd33c
Add a type of model patch useful for model merging.
2 years ago
036a22077c
Fix k_diffusion math being off by a tiny bit during txt2img.
2 years ago
8883cb0f67
Add a way to set patches that modify the attn2 output.
...
Change the transformer patches function format to be more future proof.
2 years ago
cd930d4e7f
pop clip vision keys after loading them.
2 years ago
c9e4a8c9e5
Not needed anymore.
2 years ago
fb4bf7f591
This is not needed anymore and causes issues with alphas_cumprod.
2 years ago
45be2e92c1
Fix DDIM v-prediction.
2 years ago
e6e50ab2dd
Fix an issue when alphas_comprod are half floats.
2 years ago
ae43f09ef7
All the unet weights should now be initialized with the right dtype.
2 years ago
f7edcfd927
Add a --gpu-only argument to keep and run everything on the GPU.
...
Make the CLIP model work on the GPU.
2 years ago
7bf89ba923
Initialize more unet weights as the right dtype.
2 years ago
e21d9ad445
Initialize transformer unet block weights in right dtype at the start.
2 years ago
bb1f45d6e8
Properly disable weight initialization in clip models.
2 years ago
21f04fe632
Disable default weight values in unet conv2d for faster loading.
2 years ago
9d54066ebc
This isn't needed for inference.
2 years ago
fa2cca056c
Don't initialize CLIPVision weights to default values.
2 years ago
6b774589a5
Set model to fp16 before loading the state dict to lower ram bump.
2 years ago
0c7cad404c
Don't initialize clip weights to default values.
2 years ago
6971646b8b
Speed up model loading a bit.
...
Default pytorch Linear initializes the weights which is useless and slow.
2 years ago
388567f20b
sampler_cfg_function now uses a dict for the argument.
...
This means arguments can be added without issues.
2 years ago
ff9b22d79e
Turn on safe load for a few models.
2 years ago
735ac4cf81
Remove pytorch_lightning dependency.
2 years ago
2b14041d4b
Remove useless code.
2 years ago
274dff3257
Remove more useless files.
2 years ago
f0a2b81cd0
Cleanup: Remove a bunch of useless files.
2 years ago
f8c5931053
Split the batch in VAEEncode if there's not enough memory.
2 years ago
c069fc0730
Auto switch to tiled VAE encode if regular one runs out of memory.
2 years ago
c64ca8c0b2
Refactor unCLIP noise augment out of samplers.py
2 years ago
de142eaad5
Simpler base model code.
2 years ago
23cf8ca7c5
Fix bug when embedding gets ignored because of mismatched size.
2 years ago
0e425603fb
Small refactor.
2 years ago
a3a713b6c5
Refactor previews into one command line argument.
...
Clean up a few things.
2 years ago
3e17971acb
preview method autodetection
2 years ago
d5a28fadaa
Add latent2rgb preview
2 years ago
48f7ec750c
Make previews into cli option
2 years ago
b4f434ee66
Preview sampled images with TAESD
2 years ago
fed0a4dd29
Some comments to say what the vram state options mean.
2 years ago
0a5fefd621
Cleanups and fixes for model_management.py
...
Hopefully fix regression on MPS and CPU.
2 years ago
700491d81a
Implement global average pooling for controlnet.
2 years ago
67892b5ac5
Refactor and improve model_management code related to free memory.
2 years ago
499641ebf1
More accurate total
2 years ago
b5dd15c67a
System stats endpoint
2 years ago
5c38958e49
Tweak lowvram model memory so it's closer to what it was before.
2 years ago
94680732d3
Empty cache on mps.
2 years ago
03da8a3426
This is useless for inference.
2 years ago
eb448dd8e1
Auto load model in lowvram if not enough memory.
2 years ago
b9818eb910
Add route to get safetensors metadata:
...
/view_metadata/loras?filename=lora.safetensors
2 years ago
a532888846
Support VAEs in diffusers format.
2 years ago
0fc483dcfd
Refactor diffusers model convert code to be able to reuse it.
2 years ago
eb4bd7711a
Remove einops.
2 years ago
87ab25fac7
Do operations in same order as the one it replaces.
2 years ago
2b1fac9708
Merge branch 'master' of https://github.com/BlenderNeko/ComfyUI
2 years ago
e1278fa925
Support old pytorch versions that don't have weights_only.
2 years ago
8b4b0c3188
vecorized bislerp
2 years ago
b8ccbec6d8
Various improvements to bislerp.
2 years ago
34887b8885
Add experimental bislerp algorithm for latent upscaling.
...
It's like bilinear but with slerp.
2 years ago
6cc450579b
Auto transpose images from exif data.
2 years ago
dc198650c0
sample_dpmpp_2m_sde no longer crashes when step == 1.
2 years ago
069657fbf3
Add DPM-Solver++(2M) SDE and exponential scheduler.
...
exponential scheduler is the one recommended with this sampler.
2 years ago
b8636a44aa
Make scaled_dot_product switch to sliced attention on OOM.
2 years ago
797c4e8d3b
Simplify and improve some vae attention code.
2 years ago
ef815ba1e2
Switch default scheduler to normal.
2 years ago
68d12b530e
Merge branch 'tiled_sampler' of https://github.com/BlenderNeko/ComfyUI
2 years ago
3a1f47764d
Print the torch device that is used on startup.
2 years ago
1201d2eae5
Make nodes map over input lists ( #579 )
...
* allow nodes to map over lists
* make work with IS_CHANGED and VALIDATE_INPUTS
* give list outputs distinct socket shape
* add rebatch node
* add batch index logic
* add repeat latent batch
* deal with noise mask edge cases in latentfrombatch
2 years ago
19c014f429
comment out annoying print statement
2 years ago
d9e088ddfd
minor changes for tiled sampler
2 years ago
f7c0f75d1f
Auto batching improvements.
...
Try batching when cond sizes don't match with smart padding.
2 years ago
314e526c5c
Not needed anymore because sampling works with any latent size.
2 years ago
c6e34963e4
Make t2i adapter work with any latent resolution.
2 years ago
comfyanonymous
KarryCharon
mara
space-nuko
BlenderNeko