from typing import Dict, Any, Optional, List


def classify_needs_by_sector(
    texts: List[str],
    label_set: List[str] = ["food","wash","health","shelter","protection","education"],
    language: str = "en",
    model_type: str = "transformer"
) -> Dict[str, Any]:
    """
    Classify needs assessments by sector — placeholder intent

    Parameters
    ----------
    texts : list[str]
    label_set : list[str]
        Sector labels to classify.
    language : str
    model_type : str
    """
    return {
        "type": "doc_classify_needs_by_sector",
        "language": language,
        "labels": label_set,
        "inputs": len(texts),
        "options": {"model_type": model_type},
        "preview": {"will_classify": True}
    }
