import pickle import pandas as pd class SentimentModel: def __init__(self, model_path='artifacts/model.pkl'): with open(model_path, 'rb') as f: self.model = pickle.load(f) def predict(self, text: str): pred = self.model.predict([text])[0] return "Positive" if pred == 1 else "Negative"