"""Pre-annotation action for {{ name }}."""

from __future__ import annotations

from typing import Any


class PreAnnotator:
    """Pre-annotator class for {{ name }}.

    This class handles pre-annotation before human annotation.
    """

    def __init__(self, **kwargs: Any) -> None:
        """Initialize the pre-annotator.

        Args:
            **kwargs: Configuration options.
        """
        self.auto_detect = kwargs.get('auto_detect', True)

    def pre_annotate(self, data: Any) -> dict[str, Any]:
        """Generate pre-annotations.

        Args:
            data: Data to pre-annotate.

        Returns:
            Pre-annotation results.
        """
        # TODO: Implement your pre-annotation logic here
        return {'annotations': []}
