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

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

    new_obs = pd.DataFrame(
        dict(a=np.ones(subset.n_obs), b=np.ones(subset.n_obs)),
        index=subset.obs_names,
    )

    assert subset.is_view
    subset.obs = new_obs
    assert not subset.is_view
    assert np.all(subset.obs == new_obs)

    assert joblib.hash(adata) == init_hash
def test_telemetry_imports_catboost(runner, live_mock_server, parse_ctx):
    with runner.isolated_filesystem():
        with mock.patch.dict("sys.modules", {"catboost": mock.Mock()}):
            import catboost

            run = wandb.init()
            run.finish()

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

            # catboost in both init and finish modules
            assert telemetry and 7 in telemetry.get("1", [])
            assert telemetry and 7 in telemetry.get("2", [])