Best way to quickly switch ControlNet without affecting other components?

Beginners
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Hi everyone!

I’m trying to quickly switch ControlNet models (e.g., from canny to depth) while keeping the rest of the pipeline (like the base model’s parameters and ip-adapter) unchanged. Currently I’m creating multiple ControlNet instances, but it’s causing high memory usage.

Is there a more efficient way to do this? Maybe something to reduce VRAM usage or avoid reloading everything?

Thanks in advance!

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I found a simple solution: passing kwargs to .from_pipe works perfectly for switching ControlNet without affecting other components. Thanks to everyone who took the time to read this

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