def vectorized(func):
    """
    Decorate a function with annotated function parameters, so DuckDB can infer that the function should be provided with pyarrow arrays and should expect pyarrow array(s) as output
    """
    from inspect import signature
    import types

    new_func = types.FunctionType(func.__code__, func.__globals__, func.__name__, func.__defaults__, func.__closure__)
    # Construct the annotations:
    import pyarrow as pa

    new_annotations = {}
    sig = signature(func)
    sig.parameters
    for param in sig.parameters:
        new_annotations[param] = pa.lib.ChunkedArray

    new_func.__annotations__ = new_annotations
    return new_func