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Efficiency Nodes for ComfyUI
A collection of ComfyUI custom nodes to help streamline workflows and reduce total node count.
Direct Download Link
Nodes:
Efficient Loader & Eff. Loader SDXL
- Can load & cache multiple Checkpoint, VAE, & LoRA type models. (cache settings found in config file 'node_settings.json')
- Able to apply LoRA & Control Net stacks via their 'lora_stack' and 'cnet_stack' inputs.
- Come with positive and negative prompt text boxes. You can also set the way you want the prompt to be encoded via the 'token_normalization' and 'weight_interpretation' widgets.
- These node's also feature a variety of custom menu options as shown below.
note: "🔍 View model info..." requires ComfyUI-Custom-Scripts to be installed to function.
- These loaders are used by the XY Plot node for many of its plot type dependencies.
KSampler (Efficient), KSampler Adv. (Efficient), KSampler SDXL (Eff.)
- Modded KSamplers with the ability to live preview generations and/or vae decode images.
- Feature a special seed box that allows for a clearer management of seeds. (-1 seed to apply the selected seed behavior)
- Can execute a variety of scripts, such as the XY Plot script. To activate the script, simply connect the input connection.
Script Nodes
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A group of node's that are used in conjuction with the Efficient KSamplers to execute a variety of 'pre-wired' actions.
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Script nodes can be chained if their input/outputs allow it. Multiple instances of the same Script Node in a chain does nothing.
XY Plot
- Node that allows users to specify parameters for the Efficient KSampler's to plot on a grid.
HighRes-Fix
- Node that the gives user the ability to upscale KSampler results through variety of different methods.
- Comes out of the box with popular Neural Network Latent Upscalers such as Ttl's ComfyUi_NNLatentUpscale and City96's SD-Latent-Upscaler.
- Supports ControlNet guided latent upscaling (must have Fannovel's comfyui_controlnet_aux installed to unlock this feature)
Noise Control
- This node gives the user the ability to manipulate noise sources in a variety of ways, such as the sampling's RNG source.
- The CFG Denoiser noise hijack setting developed by smZ that allows you to closer mimic Automatic1111 style generations. Note: The CFG Denoiser does not work with a variety of conditioning types such as ControlNet & GLIGEN
- Allows you to add noise Seed Variations to your generations.
- For trying to replicate Automatic1111 images, this node will help you achieve it. Encode your prompt using "length+mean" token normalization with "A1111" weight interpretation, set the Noise Control Script node's rng_source to "gpu", and turn the CFG Denoiser to true.
Tiled Upscaler
- The Tiled Upscaler script attempts to encompas BlenderNeko's ComfyUI_TiledKSampler workflow into 1 node.
- Script supports Tiled ControlNet help via the options.
- Strongly recommend the 'preview_method' be "vae_decoded_only" when running the script.
AnimateDiff
- To unlock the AnimateDiff script it is required you have installed Kosinkadink's ComfyUI-AnimateDiff-Evolved.
- The latent batch size when running this script becomes your frame count.
SimpleEval Nodes
- A collection of nodes that allows users to write simple Python expressions for a variety of data types using the simpleeval library.
Workflow Examples:
- HiResFix using the Efficient Loader, Ksampler (Efficient), and HiResFix Script nodes
- SDXL Refining using the Eff. SDXL Loader, and Ksampler SDXL (Eff.)
- 2D Plotting using the XY Plot & Ksampler (Efficient) nodes
- Photobashing using the Image Overlay node
Dependencies
Dependencies are automatically installed during ComfyUI boot up.
Install:
To install, drop the "efficiency-nodes-comfyui" folder into the "...\ComfyUI\ComfyUI\custom_nodes" directory and restart UI.
Languages
Python
76.1%
JavaScript
23.5%
CSS
0.4%


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