def test_set_var(adata, subset_func):
    init_hash = joblib.hash(adata)

    subset = adata[:, subset_func(adata.var_names)]

    new_var = pd.DataFrame(
        dict(a=np.ones(subset.n_vars), b=np.ones(subset.n_vars)),
        index=subset.var_names,
    )

    assert subset.is_view
    subset.var = new_var
    assert not subset.is_view
    assert np.all(subset.var == new_var)

    assert joblib.hash(adata) == init_hash
def test_telemetry_imports_hf(runner, live_mock_server, parse_ctx):
    with runner.isolated_filesystem():
        run = wandb.init()

        with mock.patch.dict("sys.modules", {"transformers": mock.Mock()}):
            import transformers

            run.finish()

            ctx_util = parse_ctx(live_mock_server.get_ctx())
            telemetry = ctx_util.telemetry

            # hf in finish modules but not in init modules
            assert telemetry and 11 not in telemetry.get("1", [])
            assert telemetry and 11 in telemetry.get("2", [])