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ComfyUI_experiments

These are experimental custom nodes for ComfyUI. Install by copying .py files to the custom_nodes folder, and they\'ll appear under custom_node_experiments/. Features include: sampler_tonemap.py with ModelSamplerTonemapNoiseTest for tonemapping noise during sampling to allow higher CFG values; sampler_rescalecfg.py implementing Rescale Classifier - Free Guidance; advanced_model_merging.py offering block - level model merging; sdxl_model_merging.py for SDXL base model merging; and reference_only.py with an implementation of "reference only controlnet" and sample workflows.

comfyanonymous

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Description

Experimental Custom Nodes for ComfyUI

To install these experimental features, simply copy the .py files into your custom_nodes folder.

The nodes will appear under: custom_node_experiments/

sampler_tonemap.py

Introduces ModelSamplerTonemapNoiseTest - a node that applies basic tonemapping to noise during sampling. This allows higher CFG values without image distortion. Tip: Reduce the multiplier when increasing CFG.

sampler_rescalecfg.py

Implements the Rescale Classifier-Free Guidance technique from this research paper: arXiv:2305.08891

advanced_model_merging.py

Provides block-level model merging functionality for advanced users.

sdxl_model_merging.py

Specialized node for merging SDXL base models.

reference_only.py

Contains an implementation of the "reference only controlnet". Sample workflows are available in the workflows directory.


Key SEO terms maintained: ComfyUI, custom nodes, model merging, SDXL, sampler, tonemapping, classifier-free guidance
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Technical accuracy maintained while improving readability
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