> ## Documentation Index
> Fetch the complete documentation index at: https://docs.comfy.org/llms.txt
> Use this file to discover all available pages before exploring further.

# SamplerLMS - ComfyUI Built-in Node Documentation

> Complete documentation for the SamplerLMS node in ComfyUI. Learn its inputs, outputs, parameters and usage.

> This documentation was AI-generated. If you find any errors or have suggestions for improvement, please feel free to contribute! [Edit on GitHub](https://github.com/Comfy-Org/embedded-docs/blob/main/comfyui_embedded_docs/docs/SamplerLMS/en.md)

The SamplerLMS node creates a Least Mean Squares (LMS) sampler for use in diffusion models. It generates a sampler object that can be used in the sampling process, allowing you to control the order of the LMS algorithm for numerical stability and accuracy.

## Inputs

| Parameter | Data Type | Required | Range    | Description                                                                                                                  |
| --------- | --------- | -------- | -------- | ---------------------------------------------------------------------------------------------------------------------------- |
| `order`   | INT       | Yes      | 1 to 100 | The order parameter for the LMS sampler algorithm, which controls the numerical method's accuracy and stability (default: 4) |

## Outputs

| Output Name | Data Type | Description                                                               |
| ----------- | --------- | ------------------------------------------------------------------------- |
| `sampler`   | SAMPLER   | A configured LMS sampler object that can be used in the sampling pipeline |