import joblib import pandas as pd def load_model(path: str): """Load a saved pipeline model from disk.""" return joblib.load(path) def predict(model, input_df: pd.DataFrame): """ Predict class labels and probabilities. Returns: (labels, probabilities) """ labels = model.predict(input_df) probs = model.predict_proba(input_df) return labels, probs