The probe built one zero tensor from the first input and ran the session with it. Every model so far had one input; the denoiser has two (mosaic and sigma), so every rung failed with "Missing Input: sigma" and the role was left on the CPU: 14.4 s for a 20 MP frame where TensorRT fp16 takes 3.1 s. Zeros now go to each input by name.