eecd69b53a
Add a SamplerLCMUpscale node.
...
This sampler is an LCM sampler that upscales the latent during sampling.
It can be used to generate at a higher resolution with an LCM model very
quickly.
To try it use it with a basic 5 step LCM workflow with scale_ratio 1.5 or
2.0
2024-04-29 20:00:47 -04:00
059773a6df
Add some nodes to multiply the attention in UNet and Clip models.
2024-04-28 13:03:43 -04:00
10fcd09f4a
Add a denoise value to AlignYourStepsScheduler.
2024-04-27 00:48:41 -04:00
16eabdf70d
Free more vram for upscale models.
2024-04-25 17:04:19 -04:00
b8218522f1
Increase sigma_min/sigma_max range for custom schedulers ( #3317 )
2024-04-23 09:40:10 -04:00
d09b5ef4ef
Free some memory before loading upscale models.
2024-04-22 18:51:15 -04:00
4ee9aad6ca
Speed up Sharpen node.
2024-04-21 09:02:06 -04:00
644a3ae58d
Implement Align Your Steps as a AlignYourStepsScheduler node.
2024-04-20 04:34:12 -04:00
133dc3351b
Faster blur.
2024-04-19 03:52:02 -04:00
abc69cab45
Add a helpful warning for links that don't point anywhere.
2024-04-17 12:28:05 -04:00
45ec1cbe96
Implement PerpNeg as a guider.
2024-04-16 02:57:34 -04:00
8903dce862
This can be removed since PAG doesn't use the uncond.
2024-04-15 12:14:00 -04:00
719fb2c81d
Add basic PAG node.
2024-04-14 23:49:50 -04:00
744ac944db
Don't make dynamicPrompts the default on multiline string inputs.
...
This should be less confusing to those who want to use multiline input
without them.
2024-04-13 16:18:00 -04:00
fd7c636680
Add an AddNoise node to add noise depending on the sigma.
2024-04-10 23:40:31 -04:00
4201181b35
Add ModelMergeSD1, ModelMergeSD2 and ModelMergeSDXL.
2024-04-09 04:31:14 -04:00
30abc324c2
Support properly saving CosXL checkpoints.
2024-04-08 00:36:22 -04:00
c9fc242e2c
The middle prompt should be treated more as a negative prompt.
2024-04-07 14:34:43 -04:00
d8dea4cdb8
Fix DisableNoise node.
2024-04-05 21:36:23 -04:00
ea9ac9d30b
Fix PerpNeg node.
2024-04-05 11:46:54 -04:00
0f5768e038
Fix missing arguments in cfg_function.
2024-04-04 23:38:57 -04:00
1a0486bb96
Fix model needing to be loaded on GPU to generate the sigmas.
2024-04-04 22:08:49 -04:00
1f8d8e6c77
Add InstructPixToPixConditioning node.
2024-04-04 15:06:17 -04:00
5272fd4b03
Add DualCFGGuider used in IP2P models for example.
2024-04-04 14:57:44 -04:00
cfbf3be54b
Add basic guider for models with no cfg.
2024-04-04 13:57:32 -04:00
c6bd456c45
Make zero denoise a NOP.
2024-04-04 11:41:27 -04:00
fcfd2bdf8a
Small cleanup.
2024-04-04 11:16:49 -04:00
f117566299
SamplerCustomAdvanced node.
...
This node enables the creation of nodes to change the guider/denoiser and
the noise algorithm.
2024-04-04 01:32:25 -04:00
e6482fbbfc
Refactor calc_cond_uncond_batch into calc_cond_batch.
...
calc_cond_batch can take an arbitrary amount of cond inputs.
Added a calc_cond_uncond_batch wrapper with a warning so custom nodes
won't break.
2024-04-01 18:07:47 -04:00
8ae1e4d125
Make step on sharpen node smaller.
2024-03-27 01:28:31 -04:00
40e124c6be
SV3D support.
2024-03-18 16:54:13 -04:00
0b78213bda
Fix neg scale step.
2024-03-18 15:51:23 -04:00
b1a16d4500
Fix stable cascade img2img not working with all resolutions.
2024-03-18 13:51:38 -04:00
d3406d8d58
Increase image batch nodes maximum values.
2024-03-17 08:57:49 -04:00
f2fe635c9f
SamplerDPMAdaptative node to test the different options.
2024-03-15 22:36:10 -04:00
eda8704386
Add SamplerDPMPP_3M_SDE node.
2024-03-12 12:16:37 -04:00
e7b8e240f7
Add SamplerLMS node.
2024-03-12 04:34:34 -04:00
2a813c3b09
Switch some more prints to logging.
2024-03-11 16:34:58 -04:00
4656273e72
Added additional nodes for CLIP merging
2024-03-09 19:32:33 +01:00
a9ee9589b7
Add SamplerEulerAncestral node.
2024-03-09 08:21:43 -05:00
55f37baae8
Move some stable cascade nodes outside of _for_testing.
2024-03-07 01:49:20 -05:00
3f75419e2e
Add a node to use the super resolution controlnet.
2024-03-07 01:48:31 -05:00
6d8834f08f
Add Morphology nodes from kornia ( #2781 )
...
* import kornia
* Added morphology nodexs
* Add kornia to requirements
* fix choices
* options, also move to postprocessors
* fix placing and step
2024-03-04 12:50:28 -05:00
0490ce8244
Fix differential diffusion node for batches.
2024-03-04 00:43:09 -05:00
b2e1744a16
Add a ThresholdMask node.
2024-03-04 00:31:59 -05:00
12c1080ebc
Simplify differential diffusion code.
2024-03-03 15:34:42 -05:00
727021bdea
Implement Differential Diffusion ( #2876 )
...
* Implement Differential Diffusion
* Cleanup.
* Fix.
* Masks should be applied at full strength.
* Fix colors.
* Register the node.
* Cleaner code.
* Fix issue with getting unipc sampler.
* Adjust thresholds.
* Switch to linear thresholds.
* Only calculate nearest_idx on valid thresholds.
2024-03-03 15:34:13 -05:00
d46583ecec
Playground V2.5 support with ModelSamplingContinuousEDM node.
...
Use ModelSamplingContinuousEDM with edm_playground_v2.5 selected.
2024-02-27 15:12:33 -05:00
877a8f7a3c
Merge branch 'patch-1' of https://github.com/feffy380/ComfyUI
2024-02-22 16:23:50 -05:00
7faa4507ec
ModelSamplingDiscrete: x0 model support that predict a denoised image.
2024-02-21 08:05:43 -05:00
820807c8ed
Fix Perp-Neg math
...
adjust perp-neg implementation to match the paper
2024-02-21 10:33:03 +01:00
a311524969
Node to make stable cascade image to image easier.
2024-02-19 13:36:20 -05:00
dbe0979b3f
Larger range for min/max compression for StableCascade_EmptyLatentImage.
2024-02-19 08:59:53 -05:00
8b60d33bb7
Add ModelSamplingStableCascade to control the shift sampling parameter.
...
shift is 2.0 by default on Stage C and 1.0 by default on Stage B.
2024-02-18 00:55:23 -05:00
667c92814e
Stable Cascade Stage B.
2024-02-16 13:02:03 -05:00
0c9bc19768
Add ImageFromBatch.
2024-02-12 12:46:15 -05:00
20e3da6b31
Add a node to give the controlnet a prompt different from the unet.
2024-02-10 08:27:05 -05:00
f2bae7463e
changed default of LatentBatchSeedBehavior to fixed
2024-02-02 18:31:35 +09:00
7f4725f6b3
Fix some issues with --gpu-only
2024-01-27 02:51:27 -05:00
fc196aac80
Add a LatentBatchSeedBehavior node.
...
This lets you set it so the latents can use the same seed for the sampling
on every image in the batch.
2024-01-26 23:13:02 -05:00
d1533d9c0f
Add experimental photomaker nodes.
...
Put the model file in models/photomaker and use PhotoMakerLoader.
Then use PhotoMakerEncode with the keyword "photomaker" to apply the image
2024-01-24 09:51:42 -05:00
f2d432f9a7
Fix potential turbo scheduler model patching issue.
2024-01-22 00:28:13 -05:00
9fff3c46b4
Move some nodes to model_patches section.
2024-01-18 15:57:35 -05:00
d76a04b6ea
Add unfinished ImageOnlyCheckpointSave node to save a SVD checkpoint.
...
This node is unfinished, SVD checkpoints saved with this node will
work with ComfyUI but not with anything else.
2024-01-17 19:46:21 -05:00
d4edd9bfa8
Fix hypertile issue with high depths.
2024-01-11 15:13:38 -05:00
b4e915e745
Skip SAG when latent is too small.
2024-01-10 04:08:43 -05:00
2c80d9acb9
Round up to nearest power of 2 in SAG node to fix some resolution issues.
2024-01-09 15:12:12 -05:00
7c9a0f7e0a
Fix BasicScheduler issue with Loras.
2024-01-05 12:31:13 -05:00
35322a3766
StableZero123_Conditioning_Batched node.
...
This node lets you generate a batch of images with different elevations or
azimuths by setting the elevation_batch_increment and/or
azimuth_batch_increment.
It also sets the batch index for the latents so that the same init noise is
used on each frame.
2024-01-05 04:20:03 -05:00
8c6493578b
Implement noise augmentation for SD 4X upscale model.
2024-01-03 14:27:11 -05:00
ef4f6037cb
Fix model patches not working in custom sampling scheduler nodes.
2024-01-03 12:16:30 -05:00
a7874d1a8b
Add support for the stable diffusion x4 upscaling model.
...
This is an old model.
Load the checkpoint like a regular one and use the new
SD_4XUpscale_Conditioning node.
2024-01-03 03:37:56 -05:00
d1f3637a5a
Add a denoise parameter to BasicScheduler node.
2023-12-31 15:37:20 -05:00
6781b181ef
Fix potential tensor device issue with ImageCompositeMasked.
2023-12-21 02:35:01 -05:00
5f54614e7f
Add a RebatchImages node.
2023-12-20 16:22:18 -05:00
e82942cc29
Add a denoise parameter to the SDTurboScheduler.
2023-12-20 02:54:25 -05:00
571ea8cdcc
Fix SAG not working with cfg 1.0
2023-12-18 17:03:32 -05:00
d2f322902c
Fix wrong Stable Zero123 node name.
2023-12-18 03:59:50 -05:00
2258f85159
Support stable zero 123 model.
...
To use it use the ImageOnlyCheckpointLoader to load the checkpoint and
the new Stable_Zero123 node.
2023-12-18 03:48:04 -05:00
a036b94075
Move SaveAnimated nodes to image->animation.
2023-12-17 02:37:22 -05:00
574efd3782
Fix perpneg not working on SDXL.
2023-12-16 02:30:16 -05:00
172984db01
Fix SAG not working on certain resolutions.
2023-12-16 01:29:57 -05:00
6596654d47
Add a LatentBatch node.
2023-12-16 01:21:00 -05:00
adc40e3d7b
Forgot this.
2023-12-15 15:46:23 -05:00
014c8bf2f2
Refactor LCM to support more model types.
2023-12-15 15:26:12 -05:00
9cad2f06ff
Make perp neg take a conditioning input instead of a CLIP one.
2023-12-15 14:40:57 -05:00
574363a8a6
Implement Perp-Neg
2023-12-16 00:28:16 +05:30
a5056cfb1f
Remove useless code.
2023-12-15 01:28:16 -05:00
b12b48e170
cleanup.
2023-12-14 20:11:46 -05:00
ba04a87d10
Refactor and improve the sag node.
...
Moved all the sag related code to comfy_extras/nodes_sag.py
2023-12-13 16:11:26 -05:00
6761233e9d
Implement Self-Attention Guidance ( #2201 )
...
* First SAG test
* need to put extra options on the model instead of patcher
* no errors and results seem not-broken
* Use @ashen-uncensored formula, which works better!!!
* Fix a crash when using weird resolutions. Remove an unnecessary UNet call
* Improve comments, optimize memory in blur routine
* SAG works with sampler_cfg_function
2023-12-13 15:52:11 -05:00
9ac0b487ac
Make --gpu-only put intermediate values in GPU memory instead of cpu.
2023-12-08 02:35:45 -05:00
cdff081023
Fix hypertile.
2023-12-07 15:22:35 -05:00
03eadbb53c
Make HyperTile deterministic
2023-12-06 21:17:56 +02:00
57d7f4464f
Add SDTurboScheduler node.
2023-11-28 13:35:32 -05:00
f30b992b18
.sigma and .timestep now return tensors on the same device as the input.
2023-11-27 16:41:33 -05:00
488de0b4df
ModelSamplingDiscreteLCM -> ModelSamplingDiscreteDistilled
2023-11-27 16:32:03 -05:00
e020ab61f9
Fix output APNG not working with ffmpeg.
2023-11-24 18:24:19 -05:00
8ad5d494d5
Fix APNG not working in ffmpeg.
2023-11-24 18:14:17 -05:00
916e9c998c
Use same default fps as webp node.
2023-11-24 11:19:23 -05:00
eff24ea6aa
Add a node to save animated PNG files. These work in ffpmeg unlike webp.
2023-11-24 11:12:10 -05:00
02ffbb2de3
Fix typo.
2023-11-23 23:20:07 -05:00
42dfae6331
Nodes to properly use the SDV img2vid checkpoint.
...
The img2vid model is conditioned on clip vision output only which means
there's no CLIP model which is why I added a ImageOnlyCheckpointLoader to
load it. Note that the unClipCheckpointLoader can also load it because it
also has a CLIP_VISION output.
SDV_img2vid_Conditioning is the node used to pass the right conditioning
to the img2vid model.
VideoLinearCFGGuidance applies a linearly decreasing CFG scale to each
video frame from the cfg set in the sampler node to min_cfg.
SDV_img2vid_Conditioning can be found in conditioning->video_models
ImageOnlyCheckpointLoader can be found in loaders->video_models
VideoLinearCFGGuidance can be found in sampling->video_models
2023-11-23 19:48:49 -05:00
871cc20e13
Support SVD img2vid model.
2023-11-23 19:41:33 -05:00
022033a0e7
Fix SaveAnimatedWEBP not working when metadata is disabled.
2023-11-23 15:39:35 -05:00
a657f96c5c
Add a node to save animated webp.
2023-11-23 14:28:41 -05:00
c3ae99a749
Allow controlling downscale and upscale methods in PatchModelAddDownscale.
2023-11-22 03:23:16 -05:00
31c5ea7b2c
Add LatentInterpolate to interpolate between latents.
2023-11-20 03:55:51 -05:00
dba4f3b4fc
Add a RepeatImageBatch node.
2023-11-19 06:09:01 -05:00
d9d8702d8d
percent_to_sigma now returns a float instead of a tensor.
2023-11-18 23:20:29 -05:00
8a451234b3
Add ImageCrop node.
2023-11-18 04:44:17 -05:00
7e3fe3ad28
Make deep shrink behave like it should.
2023-11-16 15:26:28 -05:00
bd07ad1861
Add PatchModelAddDownscale (Kohya Deep Shrink) node.
...
By adding a downscale to the unet in the first timesteps this node lets
you generate images at higher resolutions with less consistency issues.
2023-11-16 13:25:46 -05:00
dcec1047e6
Invert the start and end percentages in the code.
...
This doesn't affect how percentages behave in the frontend but breaks
things if you relied on them in the backend.
percent_to_sigma goes from 0 to 1.0 instead of 1.0 to 0 for less confusion.
Make percent 0 return an extremely large sigma and percent 1.0 return a
zero one to fix imprecision.
2023-11-16 04:23:44 -05:00
420beeeb05
Clean up and refactor sampler code.
...
This should make it much easier to write custom nodes with kdiffusion type
samplers.
2023-11-14 00:39:34 -05:00
8509bd58b4
Reorganize custom_sampling nodes.
2023-11-13 21:45:23 -05:00
61112c81b9
Add a node to flip the sigmas for unsampling.
2023-11-13 21:45:08 -05:00
ca2812bae0
Fix RescaleCFG for batch size > 1.
2023-11-10 22:05:25 -05:00
58d5d71a93
Working RescaleCFG node.
...
This was broken because of recent changes so I fixed it and moved it from
the experiments repo.
2023-11-10 20:52:10 -05:00
002aefa382
Support lcm models.
...
Use the "lcm" sampler to sample them, you also have to use the
ModelSamplingDiscrete node to set them as lcm models to use them properly.
2023-11-09 18:30:22 -05:00
ca71e542d2
Lower cfg step to 0.1 in sampler nodes.
2023-11-09 17:35:17 -05:00
844dbf97a7
Add: advanced->model->ModelSamplingDiscrete node.
...
This allows changing the sampling parameters of the model (eps or vpred)
or set the model to use zsnr.
2023-11-07 03:28:53 -05:00
4acfc11a80
add difference blend mode
2023-11-05 19:00:23 +01:00
ee74ef5c9e
Increase maximum batch size in LatentRebatch.
2023-11-02 13:07:41 -04:00
23c5d17837
Added Bayer dithering to Quantize node.
2023-10-31 22:22:40 +01:00
1443caf373
HyperTile node, can be found in: _for_testing->HyperTile
2023-10-21 05:16:38 -04:00
c2bb34d865
Implement updated FreeU as _for_testing->FreeU_V2 node
2023-10-18 02:06:49 -04:00
f8caa24bcc
Support hypernetwork with mish activation function and layer norm.
2023-10-17 12:08:03 -04:00
b5fa3d28d7
Fix MaskComposite
2023-10-13 13:40:53 -03:00
87097a11c3
Fix FeatherMask
2023-10-13 12:26:54 -03:00
20d3852aa1
Pull some small changes from the other repo.
2023-10-11 20:38:48 -04:00
877553843f
Add a CLIPSave node to save CLIP model weights.
2023-10-10 01:24:49 -04:00
7bb9f6b7e8
Add a VAESave node.
2023-10-09 01:42:15 -04:00
c16f5744e3
Fix SplitImageWithAlpha and JoinImageWithAlpha.
2023-10-08 15:52:10 -04:00
69a824e9a4
Move _for_testing/custom_sampling nodes to sampling/custom_sampling.
2023-10-08 03:20:35 -04:00
0e763e880f
JoinImageWithAlpha now works with any mask shape.
2023-10-04 15:54:34 -04:00
9212bea87c
Change a few things in #1578 .
2023-10-04 15:43:41 -04:00
214ca7197e
Corrected joining images with alpha (for RGBA input), and checking scaling conditions
2023-10-04 19:04:52 +02:00
585fb0475b
Adding default alpha when splitting RGB images
2023-10-04 19:04:52 +02:00
ece69bf28c
Change channel type to MASK (reduced redundancy, increased usability)
2023-10-04 19:04:52 +02:00
d06cd2805d
Added support for Porter-Duff image compositing
2023-10-04 19:04:48 +02:00
2ef459b1d4
Add VPScheduler node
2023-10-01 03:48:07 -04:00
8ab49dc0a4
DPMPP_SDE node.
2023-09-30 01:51:22 -04:00
213976f8c3
Add ExponentialScheduler and PolyexponentialScheduler nodes.
2023-09-29 09:05:30 -04:00
1c8ae9dbb2
Allow GrowMask node to work with batches (for AnimateDiff) ( #1623 )
...
* Allow mask batches
This allows LatentCompositeMasked -node to work with AnimateDiff. I tried to keep old functionality too, unsure if it's correct, but both single mask and batch of masks seems to work with this change.
* Update nodes_mask.py
2023-09-28 22:01:19 -04:00
66756de100
Add SamplerDPMPP_2M_SDE node.
2023-09-28 21:56:23 -04:00
26b7372805
Fix SplitSigmas.
2023-09-28 01:11:22 -04:00
76e0f8fc8f
Add function to split sigmas.
2023-09-28 00:40:09 -04:00
2bf051fda8
Add a basic node to generate sigmas from scheduler.
2023-09-28 00:30:45 -04:00
d234ca558a
Add missing samplers to KSamplerSelect.
2023-09-28 00:17:03 -04:00
comfyanonymous
Pam
MoonRide303
Dmytro Mishkin
Shiimizu
feffy380
FizzleDorf
Hari
Rafie Walker
asagi4
matt3o
tsone
Jairo Correa
Jukka Seppänen