Fapwall | 0.9 !!install!!

class TextClassifier: """ A thin wrapper around a scikit‑learn pipeline (e.g. TfidfVectorizer + LinearSVC). Export your model with joblib.dump(pipeline, "model.joblib"). """ def __init__(self, model_path: str): self.pipeline = joblib.load(Path(model_path))

# 1️⃣ Keyword / regex checks (fast) if self.keyword_rules.matches(url, title, body): reasons.append("keyword") fapwall 0.9

# 2️⃣ Machine‑learning text classifier (optional) if self.classifier: ml_score = self.classifier.predict(body or title) if ml_score >= self.cfg["ml_classifier"]["threshold"]: reasons.append("ml") else: ml_score = None class TextClassifier: """ A thin wrapper around a