def test_double_index(subset_func, subset_func2):
    adata = gen_adata((10, 10))
    obs_subset = subset_func(adata.obs_names)
    var_subset = subset_func2(adata.var_names)
    v1 = adata[obs_subset, var_subset]
    v2 = adata[obs_subset, :][:, var_subset]

    assert np.all(asarray(v1.X) == asarray(v2.X))
    assert np.all(v1.obs == v2.obs)
    assert np.all(v1.var == v2.var)
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", [])