Multi-Stage Generation Techniques: Sigma Splitting Comparison ComfyUI Workflow
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This is a workflow demonstrating how to spread sections of a step schedule across different stages to enhance generation with the same number of steps/computer overall.
Primarily, you can split earlier steps and later steps to different stages so you can assign different weight, prompt, resolution, model, step density, etc. and accomplish some neat things, often with little or no extra overhead.
It pairs with this article: https://civitai.com/articles/9191
I used cyberrealisic 6 to build the workflow and generate the example images. Â These concepts will work with any stable diffusion model (sdxl, flux, sd3.5, etc)
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Node Details
Primitive Nodes (74)
Anything Everywhere3 (2)
Fast Groups Bypasser (rgthree) (1)
Image Comparer (rgthree) (11)
Note (39)
PrimitiveNode (1)
Reroute (20)
Custom Nodes (98)
ComfyUI
- SplitSigmas (10)
- BasicScheduler (12)
- SamplerCustom (16)
- CheckpointLoaderSimple (1)
- EmptyLatentImage (1)
- CLIPTextEncode (5)
- KSamplerSelect (1)
- VAEDecode (12)
- PreviewImage (13)
- VAEEncode (4)
- ImageScaleBy (4)
- String (5)
- Save Image w/Metadata (8)
- Graph sigmas (5)
- Seed Everywhere (1)
Model Details
Checkpoints (1)
sd15/cyberrealistic_v60.safetensors
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