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This performs controlnet inference in parallel when TensorRT is used.

Adding controlnets to a live pipeline is not currently supported.

Tested
1 controlnet

2 controlnets -> ~15% FPS improvement from baseline
3 controlnets -> ~13% FPS improvement from baseline

@ryanontheinside ryanontheinside changed the title concurrent controlnet inference Ryan/feat/concurrent controlnet inference on refac Aug 13, 2025
@ryanontheinside ryanontheinside force-pushed the ryan/feat/piplined-inference-on-refac branch from c061ae1 to 9682399 Compare August 13, 2025 14:33
@ryanontheinside ryanontheinside force-pushed the ryan/refactor/refac-on-runtime-ipadapter branch from 0462187 to 3a31a67 Compare August 13, 2025 17:14
Base automatically changed from ryan/refactor/refac-on-runtime-ipadapter to main August 13, 2025 22:41
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