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ComfyDeploy: How smZNodes works in ComfyUI?

What is smZNodes?

Nodes such as CLIP Text Encode++ to achieve identical embeddings from stable-diffusion-webui for ComfyUI.

How to install it in ComfyDeploy?

Head over to the machine page

  1. Click on the "Create a new machine" button
  2. Select the Edit build steps
  3. Add a new step -> Custom Node
  4. Search for smZNodes and select it
  5. Close the build step dialig and then click on the "Save" button to rebuild the machine

smZNodes

A selection of custom nodes for ComfyUI.

  1. CLIP Text Encode++
  2. Settings

Contents

CLIP Text Encode++

<p align="center"> <div class="row"> <p align="center"> <img width="1255" alt="Clip Text Encode++ – Default settings on stable-diffusion-webui" src="https://github.com/shiimizu/ComfyUI_smZNodes/assets/54494639/ec85fd20-2b83-43cd-9f19-5aba34034e2a"> </div> </p>

CLIP Text Encode++ can generate identical embeddings from stable-diffusion-webui for ComfyUI.

This means you can reproduce the same images generated from stable-diffusion-webui on ComfyUI.

Simple prompts generate identical images. More complex prompts with complex attention/emphasis/weighting may generate images with slight differences. In that case, you can try using the Settings node to match outputs.

Features

Comparisons

These images can be dragged into ComfyUI to load their workflows. Each image is done using the Silicon29 (in SD v1.5) checkpoint with 18 steps using the Heun sampler.

|stable-diffusion-webui|A1111 parser|Comfy parser| |:---:|:---:|:---:| | 00008-0-cinematic wide shot of the ocean, beach, (palmtrees_1 5), at sunset, milkyway | A1111 parser comparison 1 | Comfy parser comparison 1 | | 00007-0-a photo of an astronaut riding a horse on mars, ((palmtrees_1 2) on water) | A1111 parser comparison 2 | Comfy parser comparison 2 |

Image slider links:

Options

|Name|Description| | --- | --- | | parser | The parser to parse prompts into tokens and then transformed (encoded) into embeddings. Taken from SD.Next. | | mean_normalization | Whether to take the mean of your prompt weights. It's true by default on stable-diffusion-webui.<br>This is implemented according to how it is in stable-diffusion-webui. | | multi_conditioning | <blockquote> For each prompt, the list is obtained by splitting the prompt using the AND separator. <br>See: Compositional Visual Generation with Composable Diffusion Models </blockquote> <ul><li>a way to use multiple prompts at once</li><li>supports weights for prompts: a cat :1.2 AND a dog AND a penguin :2.2 (for non-comfy parsers). The weights default to 1</li><li>each prompt gets a cfg value of cfg * weight / N, where N is the number of positive prompts. In stable-diffusion-webui, each prompt gets a cfg value of cfg * weight. To match their behaviour, you can add a weight of :N to every prompt or simply set a cfg value of cfg * N</li></ul> | |use_old_emphasis_implementation| <blockquote>Use old emphasis implementation. Can be useful to reproduce old seeds.</blockquote>|

[!TIP]
You can right click the node to show/hide some of the widgets. E.g. the with_SDXL option.

<br>

| Parser | Description | | ----------------- | -------------------------------------------------------------------------------- | | comfy | The default way ComfyUI handles everything | | comfy++ | Uses ComfyUI's parser but encodes tokens the way stable-diffusion-webui does, allowing to take the mean as they do. | | A1111 | The default parser used in stable-diffusion-webui | | full | Same as A1111 but whitespaces, newlines, and special characters are stripped | | compel | Uses compel | | fixed attention | Prompt is untampered with |

[!IMPORTANT]
Every parser except comfy uses stable-diffusion-webui's encoding pipeline.

[!WARNING]
LoRA syntax (<lora:name:1.0>) is not suppprted.

Settings

<div align="center"> <img width="1262" alt="Settings-node-showcase" src="https://github.com/shiimizu/ComfyUI_smZNodes/assets/54494639/37b50faa-81f4-41b1-88ec-2b28e9c5708e"> <p>Settings node showcase</p> </div>

The Settings node is a dynamic node functioning similar to the Reroute node and is used to fine-tune results during sampling or tokenization. The inputs can be replaced with another input type even after it's been connected. CLIP inputs only apply settings to CLIP Text Encode++. Settings apply locally based on its links just like nodes that do model patches. I made this node to explore the various settings found in stable-diffusion-webui.

This node can change whenever it is updated, so you may have to recreate it to prevent issues. Settings can be overridden by using another Settings node somewhere past a previous one. Right click the node for the Hide/show all descriptions menu option.

Tips to get reproducible results on both UIs

  • Use the same seed, sampler settings, RNG (CPU or GPU), clip skip (CLIP Set Last Layer), etc.
  • Ancestral and SDE samplers may not be deterministic.
  • If you're using DDIM as your sampler, use the ddim_uniform scheduler.
  • There are different unipc configurations. Adjust accordingly on both UIs.

FAQs

Installation

Three methods are available for installation:

  1. Load via ComfyUI Manager
  2. Clone the repository directly into the extensions directory.
  3. Download the project manually.

Load via ComfyUI Manager

<div align="center"> <img width="1207" alt="ComfyUI Manager" src="https://github.com/shiimizu/ComfyUI_smZNodes/assets/54494639/310d934d-c8db-4c4a-af2a-7a26938eb751"> <p>Install via ComfyUI Manager</p> </div>

Clone Repository

cd path/to/your/ComfyUI/custom_nodes
git clone https://github.com/shiimizu/ComfyUI_smZNodes.git

Download Manually

  1. Download the project archive from here.
  2. Extract the downloaded zip file.
  3. Move the extracted files to path/to/your/ComfyUI/custom_nodes.
  4. Restart ComfyUI

The folder structure should resemble: path/to/your/ComfyUI/custom_nodes/ComfyUI_smZNodes.

Update

To update the extension, update via ComfyUI Manager or pull the latest changes from the repository:

cd path/to/your/ComfyUI/custom_nodes/ComfyUI_smZNodes
git pull

Credits