from __future__ import annotations import torch.nn def get_param(model) -> torch.nn.Parameter: """ Find the first parameter in a model or module. """ if hasattr(model, "model") and hasattr(model.model, "parameters"): # Unpeel a model descriptor to get at the actual Torch module. model = model.model for param in model.parameters(): return param raise ValueError(f"No parameters found in model {model!r}")