A collection of nodes and improvements created for general ease and testing loras. These are just nodes I made and found useful, they should work with most other nodes. Most nodes that take in a prompt are made with booru tags in mind and might not work as expected with other prompts.

Get Started

Install

Install ComfyUi.

Clone this repo into custom_nodes:

git clone https://github.com/sn0w12/ComfyUI-Sn0w-Scripts

Start up ComfyUI.

Configuration

The sn0w-scripts project utilizes a configuration file named config.json to manage various settings that influence the behavior of the nodes. This configuration allows for a customizable experience and enables features to be toggled on or off as needed.

Important Note

Many of the nodes require these paths to be in your extra_model_paths.yaml (with your real directories of course).

loras_xl: C:/path/XL
loras_15: C:/path/1.5

Creating the Configuration File

To get started, create a config.json file in the root directory of the sn0w-scripts project, or simply change the name of config.json.example. Here's a basic example of what this file might look like:

{
    "logging_level": "GENERAL",
    "animagine_formatting": "TRUE",
    "excluded_lora_folders": "character, concept",
    "custom_lora_loaders": {
        "name": "concept"
    },
    "custom_lora_loaders_xl": {
        "name": "style",
        "name": "pony/style"
      },
    "sort_characters_by_series": false
}

Configuration Options

Below is a table detailing the configuration options available in config.json, their possible values, and their default settings.

Option	Description	Possible Values	Default
`logging_level`	Determines the verbosity of logs generated by the scripts.	`NONE`, `GENERAL`, `ALL`	`GENERAL`
`animagine_formatting`	Enables or disables specific formatting rules for prompts, such as prioritizing certain tags.	`TRUE`, `FALSE`	`FALSE`
`excluded_lora_folders`	Removes folders from custom lora loaders. Folders are seperated by comma.	`any string`	`None`
`custom_lora_loaders(_xl)`	Creates custom lora loaders, filtering out all folders except ones in the config.	`any string`	`None`

Nodes

Find Resolution

An easy way to select a width and height.

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Enable flip if you want to swap the resolutions

Lora Selector

Automatically selects X amount of loras between two numbers.

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Loras have to be formatted like the default kohya_ss outputs. (lora_name-000001)

Select the first lora.

Select the number of the highest lora you want to test.

Select the amount of loras you want to test.

Outputs list of loras like this: <lora:name:strength>

Add default generation adds an extra "nothing" at the end of the list, used in Lora Tester to generate an image without the lora.

Lora Tester (XL)

Automatically generates X amount of images with provided loras.

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I recommend making lora_info and add_default_generation inputs and using the outputs from the Lora Selector.

Takes normal KSampler input but takes positive and negative inputs as text.

Outputs a batch of images.

Character Selector

Outputs a character name and prompt.

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Loads characters.json and outputs prompt based on it.

You can create a file named custom_characters.json and add characters there if you want, they will be loaded with all the other characters if you format it like the characters.json file.

Prompt Combine

Combines multiple strings with a specified separator and optionally simplifies the result by removing redundant or incompatible tags.

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If simplify is enabled, the simplification process identifies and removes redundant tags (e.g., when a tag is fully encompassed by another, more descriptive tag) and tags incompatible with factors such as facing away, covered eyes, etc. Any tags that are in parentheses will not be removed.

Simplify will also move 1girl/ 1boy to the front of the prompt to be in line with animagine 3's tagging.

Lora Stacker

Outputs a list of loras for Lora Tester. Does not load any loras by itself.

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Basically Lora Selector but manual.

Specifically for the lora testers.

Load Lora XL/1.5

Normal load lora but from another folder.

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Add these to your extra_model_paths.yaml (for example):

loras_xl: C:/path/XL

loras_15: C:/path/1.5

Load Lora Folder

Dynamically applies Lora models based on similarity to a provided prompt.

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This node processes a given prompt to identify and apply the most similar Lora models of the tags found in the prompt.

For each part of the prompt, the node calculates a distance between tags and available Lora model filenames. Models with a difference of under 5 are applied to the input model and clip.

Example folder input: *master_folder, subfolder1:3, -excludefolder, subfolder2

*master_folder specifies all paths must include master_folder.

subfolder1:3 indicates up to 3 models from subfolder1 can be loaded.

-excludefolder ensures any path containing excludefolder is ignored.

subfolder2 loads models from this subfolder without a numeric limit.

Note: You need the loras separated into XL and 1.5 as stated in the Important Note.

Note: Loras need to be named very similarly to the tag, with at most 5 characters different. Words in the lora filename can be separated by spaces or underscores.

Get Font Size Node

Estimates the optimal font size for text to fit within an image based on Lora information.

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This node takes an image and a string, estimating the best font size to ensure that the longest piece of the string fits within the image. The approach considers the image's width and the length of the text to find a size that balances visibility and fit.

Example Workflows

Lora Tester

Note: Uses ImagesGrid for making the actual grid from the image output.

README.md Unescape Escape

sn0w-scripts