Modified version of the advanced KSampler to return the denoising option for experimentation. Also provides the INFO output that provides sampler settings for use in other nodes.

Seed to Number

Converts a SEED type to an INT, which was needed for some third party nodes

Seed and Int

Generates a seed and outputs as an INT and SEED type to allow the number to be used with nodes looking for varying inputs

SDXL Steps

A single node that outputs three different integers for use as step count in SDXL workflows.

SDX Resolutions

Outputs height and width integers from a list of SDXL optimal resoultions

Multiple Integer

Simple math node to multiple an integer by an integer.

Time String

Returns a formatted string of the current time in the selected format. Useful for filenames or debugging

Empty Latent by Ratio

Quickly generate an empty latent by selecting an aspect ratio, an orientation (landscape or portrait) and the length of the 'shorter' side

Resolutions by Ratio

Similar to Empty Latent by Ratio, but returns integer width and height for use with other nodes.

SDXL Quick Empty Latent

Quickly generate an empty latent of a size from a list of ideal SDXL image sizes

CLIP Positive-Negative

Simple CLIP box containing positive and negative prompt boxes. Mostly a space saver. Also available as an SDXL version.

Clip Postive-Negative w/Text

Same as the above, but with two output ndoes to provide the positive and negative inputs to other nodes. Also available as an SDXL version

Outpaint to Image

Extends an image in a selected direction by a number of pixels and outputs the expanded image and a mask of the outpainted region with some blurred border padding.

Generate Edge Mask

Used to generate a 'stripe' of mask with blurred edges that overlaps an original iamge with the outpainted new space. Use on a second pass of an image to 'redo' the masked stripe region and help smooth out the edges of an outpainted image. Pass output to a Convert Image to Mask node using the green channel.

VAE Encode for Inpaint Padding

A combined node that takes an image and mask and encodes for the sampler. Can apply some padding/blur to improve inpainting behavior.

Image Scale by Factor

Scale an image by a predefined factor without a model

Upscale by Factor with Model

Does what it says on the tin. Scales using an upscale model, but lets you define the multiplier factor rather than take from the model.

SDXL Quick Image Scale

Take an input image and do a quick simple scale (or scale & crop) to one of the ideal SDXL resolutions

Image Save with Prompt Data

Save an image with prompt information embedded as a comment or exif data similar to how Auto1111 does it. Need to feed it various pieces of information and then specify the filename syntax for replacement if desired. Filename ptions include %time for timestamp, %model for model name (via input node or text box), %seed for the seed (via input node), and %counter for the integer counter (via primative node with 'increment' option ideally). Writes the above as well as positive and negative prompts (convert their widgets to inputs to connect to a prompt string box for easy automation). As far as I can tell, does not remove the ComfyUI 'embed workflow' feature for PNG.

Many options are optional for saving.

Save Prompt Info

As the above, but to a txt file

Image Save with Prompt File

Combination of the above two

Save Positive Prompt File

Saves just the connected text info (expected to be the positive prompt) to help with training. Make sure to do matching filenames!

Read Prompt Data from Image

Extra image metadata from Auto1111-sourced images or from images saved with the nodes in this pack. Can then connect these outputs to other nodes. Requires comfyUI commit d7b3b0f8c11c6261d0d8b859ea98f2d818b7e67d to show preview of selected image

Build Filename String

Takes inputs similar to the Image Save node, used to build a filename which can be passed to multiple other nodes

Disabled or Non-Functional Nodes

Alternating KSampler

Work in progress. Attempting to recreate the alternating prompts of Auto1111. Provide a prompt with the syntax "<foo|bar>" for it to alternate between "foo" and "bar" (and any number of others) before looping back around to the first entry. Currently not functional due to sampling issues, but the prompt alternating logic works.

Generate Face Mask

Use a face detection library to create a mask box on a desired color channel to then be passed to the Convert Image to Mask node, but currently not working.

Example Workflow

Here's an example hi-res workflow using various WLSH nodes.