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import torch
import torch.nn as nn
# --- Model and Data Definitions ---
# Assuming the necessary classes and data loaders are available:
# - PrefixTuningForClassification
# - test_loader (from the previous step)
# --- 1. Instantiate a New Model with the Same Architecture ---
# It's crucial that the architecture matches the saved weights exactly.