RES4LYF

Use for positive conditioning with SD3.5. Tokens beyond 77 result in degradation of image quality.

Use for negative conditioning with SD3.5. ConditioningZeroOut does not truncate the embedding, which results in severe degradation of image quality with SD3.5 when the token limit is exceeded.

Use with Flux Redux.

Get color swatches, in the order they appear, from top to bottom, in an input image. For use with color masks.

Create masks from a multicolor image using color swatches to identify regions. Returns them as a list.

Create masks from a multicolor image using color swatches to identify regions. Returns them as a list.

Generate a pair of integers for image sizes.

Generate a pair of integers for image sizes.

Patches ClownSampler to use garbage collection after every step. This can help with OOM issues during inference for large models like Flux. The tradeoff is slower sampling.

For use with UltraCascade.

For use with Stable Cascade and UltraCascade.

Unpack a list of masks into separate outputs.

Unpack a list of masks into separate outputs.

Unpack a list of masks into separate outputs.

Transfer some visual aspects of style from a guide (reference) image. If nothing about style is specified in the prompt, it may just transfer the lighting and color scheme.If using CFG results in burn, or a very dark/bright image in the preview followed by a bad output, try duplicating and chaining this node, so that the guide may be applied to both positive and negative conditioning.Currently supported models: SD1.5, SDXL, Stable Cascade, SD3.5, AuraFlow, Flux, HiDream, WAN, and LTXV.

Set an edge mask for some style guide types such as scattersort. Can help mitigate seams.

Set a tile size for some style guide types such as scattersort. Can improve adherence to the input image.

For use with unsampling. Connect sigmas_fwd to the unsampling (first) node, and sigmas_rev to the sampling (second) node.

Interpolate the sigmas schedule to a new length clamping the start and end values.

Can be used to set denoise. Results are generally better than with the approach used by KSampler and most nodes with denoise values (which slice the sigmas schedule according to step count, not the noise level). Will also flip the sigma schedule if the start and end values are reversed.

Splits sigma schedule at a specific sigma value.

Process a sigma schedule so that any steps that are too large for variance-locked SDE sampling are replaced with the maximum permissible value.Will be very difficult to approach sigma = 0 due to the nature of the math, as steps become very small much below approximately sigma = 0.15 to 0.2.

Saves the input images to your ComfyUI output directory.

Saves the input images to your ComfyUI output directory.

Multiline textbox.

Multiline textbox.

Multiline textbox.

Multiline textbox with concatenate functionality.