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A cog model for Ultimate SD Upscale with ControlNet tile via ComfyUI

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Cog Model for Ultimate SD Upscale with ControlNet tile via ComfyUI

This is an implementation of Ultimate-SD-Upscale via Comfy UI as a Cog model. Cog packages machine learning models as standard containers.

Model can be run here: https://replicate.com/fewjative/ultimate-sd-upscale

Initial logic to use ComfyUI is thanks to @Lucataco https://github.com/lucataco/cog-comfyui-sdxl-txt2img

First, download the models. There are 4 upscalers, 1 base model, and 1 controlnet model:

These go into 'upscaler-cache'
https://openmodeldb.info/models/4x-realesrgan-x4plus
https://openmodeldb.info/models/4x-realesrgan-x4plus-anime-6b
https://openmodeldb.info/models/4x-NMKD-Siax-CX
https://civitai.com/models/116225/4x-ultrasharp

These go into 'model-cache'
https://huggingface.co/XpucT/Deliberate/blob/main/Deliberate_v2.safetensors

These go into 'controlnet-cache'
https://huggingface.co/lllyasviel/ControlNet-v1-1/tree/main

This also requires ComfyUI. git clone this repo in the src dir: https://github.com/comfyanonymous/ComfyUI

And follow the instructions for the UltimateSDUpscale extension ( git clone in the ComfyUI/custom_nodes folders): https://github.com/ssitu/ComfyUI_UltimateSDUpscale

Lastly,in order to use the cache folder, you must modify this file to add new search entry points. Note you won't see this file until you clone ComfyUI: \cog-ultimate-sd-upscale\ComfyUI\extra_model_paths.yaml

other_ui: base_path: /src checkpoints: model-cache/ upscale_models: upscaler-cache/ controlnet: controlnet-cache/

Then, you can run predictions like such:

cog predict -i [email protected]
cog predict -i [email protected] -i positive_prompt="A car from need for speed, in a garage, cinematic"

The workflow for ControlNet Tile and non Controlnet Tile Ultimate SD Upscale used for this repo is found under:

custom_workflows/ultimatesdupscale.json
custom_workflows/ultimatesdupscalecontrolnet.json

Example:

image to scale

vs

after scale

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