def test_view_mixin_copies_data(adata, array_type: type, attr):
    N = 100
    adata = ad.AnnData(
        obs=pd.DataFrame(index=np.arange(N)), var=pd.DataFrame(index=np.arange(N))
    )

    X = array_type(sparse.eye(N, N).multiply(np.arange(1, N + 1)))
    if attr == "X":
        adata.X = X
    else:
        getattr(adata, attr)["arr"] = X

    view = adata[:50]

    if attr == "X":
        arr_view = view.X
    else:
        arr_view = getattr(view, attr)["arr"]

    arr_view_copy = arr_view.copy()

    if sparse.issparse(X):
        assert not np.shares_memory(arr_view.indices, arr_view_copy.indices)
        assert not np.shares_memory(arr_view.indptr, arr_view_copy.indptr)
        assert not np.shares_memory(arr_view.data, arr_view_copy.data)

        arr_view_copy.data[0] = -5
        assert not np.array_equal(arr_view_copy.data, arr_view.data)
    else:
        assert not np.shares_memory(arr_view, arr_view_copy)

        arr_view_copy[0, 0] = -5
        assert not np.array_equal(arr_view_copy, arr_view)
def reset_interactive_output_stream(
        cls, interactive_output_stream, override_faulthandler_destination=True
    ):
        """Class state:

        - Overwrites `cls._interactive_output_stream`.
        OS state:
        - Overwrites the SIGUSR2 handler.

        This method registers a SIGUSR2 handler, which permits a non-fatal `kill -31 <pants pid>` for
        stacktrace retrieval. This is also where the the error message on fatal exit will be printed to.
        """
        try:
            # NB: mutate process-global state!
            # This permits a non-fatal `kill -31 <pants pid>` for stacktrace retrieval.
            if override_faulthandler_destination:
                faulthandler.register(
                    signal.SIGUSR2, interactive_output_stream, all_threads=True, chain=False
                )
            # NB: mutate the class variables!
            cls._interactive_output_stream = interactive_output_stream
        except ValueError:
            # Warn about "ValueError: IO on closed file" when the stream is closed.
            cls.log_exception(
                "Cannot reset interactive_output_stream -- stream (probably stderr) is closed"
            )