diff --git a/README.md b/README.md
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@@ -2,46 +2,117 @@ Efficiency Nodes for ComfyUI
=======
### A collection of ComfyUI custom nodes to help streamline workflows and reduce total node count.
## [Direct Download Link](https://github.com/LucianoCirino/efficiency-nodes-comfyui/releases/download/v1.92/efficiency-nodes-comfyui-v192.7z)
+### Nodes:
- Efficient Loader
-
-- A combination of common initialization nodes.
-- Able to load LoRA and Control Net stacks via its 'lora_stack' and 'cnet_stack' inputs.
-- Can cache multiple Checkpoint, VAE, and LoRA models. (cache settings found in config file 'node_settings.json')
-- Used by the XY Plot node for many of its plot type dependencies.
+ 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.
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+ 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.
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- Ksampler & Ksampler Adv. (Efficient)
+ KSampler (Efficient), KSampler Adv. (Efficient), KSampler SDXL (Eff.)
- Modded KSamplers with the ability to live preview generations and/or vae decode images.
-- Used for running the XY Plot script. ('sampler_state' = "Script")
-- Can be set to re-output their last outputs by force. ('sampler_state' = "Hold")
+- 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.
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- XY Plot
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-- Node that allows users to specify parameters for the Efficient KSampler's to plot on a grid.
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+ 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.
+- Script nodes can be chained if their input/outputs allow it. Multiple instances of the same Script Node in a chain does nothing.
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+ XY Plot
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+ - Node that allows users to specify parameters for the Efficient KSampler's to plot on a grid.
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+ HighRes-Fix
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+ - 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)
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+ Noise Control
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+ - 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.
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+ Tiled Upscaler
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+ - 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.
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+ AnimateDiff
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+ - 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.
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Image Overlay
@@ -49,15 +120,15 @@ Efficiency Nodes for ComfyUI
- Node that allows for flexible image overlaying. Works also with image batches.
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- SimpleEval Nodes
+ SimpleEval Nodes
-- A collection of nodes that allows users to write simple Python expressions for a variety of data types using the "simpleeval" library.
+- A collection of nodes that allows users to write simple Python expressions for a variety of data types using the simpleeval library.
@@ -69,7 +140,7 @@ Efficiency Nodes for ComfyUI
-## **Examples:**
+## **Workflow Examples:**
- HiResFix using the **Efficient Loader**, **Ksampler (Efficient)**, and **HiResFix Script** nodes