diff --git a/src/caf/distribute/utils.py b/src/caf/distribute/utils.py index e71cb90..7bcc76d 100644 --- a/src/caf/distribute/utils.py +++ b/src/caf/distribute/utils.py @@ -47,8 +47,9 @@ def infill_cost_matrix( np.ndarray: The input matrix with values infilled. """ # TODO add multiple factors by area-type - mins = cost_matrix.min(axis=1) * diag_factor - np.fill_diagonal(cost_matrix, mins) + min_row = np.min(np.ma.masked_where(cost_matrix <= 0, cost_matrix), axis=1) * diag_factor + np.fill_diagonal(cost_matrix, min_row) + cost_matrix[cost_matrix > 1e+10] = zeros_infill cost_matrix[cost_matrix == 0] = zeros_infill return cost_matrix @@ -67,7 +68,7 @@ def process_tlds( ) -> list[multi_area.MultiCostDistribution]: """ Read in a dataframe of distributions by category and a lookup, and return - a list of distributions reeady to be passed to a multi area gravity model. + a list of distributions ready to be passed to a multi area gravity model. """ tlds = tlds.set_index(cat_col) tld_lookup = tld_lookup.sort_values(lookup_zone_col) diff --git a/tests/gravity_model/data/multi_area_unit/costs_infilled.csv b/tests/gravity_model/data/multi_area_unit/costs_infilled.csv index b6d0a49..4e33cda 100644 --- a/tests/gravity_model/data/multi_area_unit/costs_infilled.csv +++ b/tests/gravity_model/data/multi_area_unit/costs_infilled.csv @@ -286,24 +286,24 @@ 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diff --git a/tests/gravity_model/test_multi_area.py b/tests/gravity_model/test_multi_area.py index 5d595a1..f9ad917 100644 --- a/tests/gravity_model/test_multi_area.py +++ b/tests/gravity_model/test_multi_area.py @@ -4,50 +4,119 @@ from pathlib import Path from caf.toolkit import cost_utils -from caf.distribute.gravity_model import MultiCostDistribution +from caf.distribute import gravity_model as gm, cost_functions from caf.distribute import utils -@pytest.fixture(name='data_dir', scope='session') + +@pytest.fixture(name="data_dir", scope="session") def fixture_data_dir(): - return Path(r"C:\Users\IsaacScott\Documents\Github\caf.distribute\tests\gravity_model\data\multi_area_unit") + return Path( + r"C:\Users\IsaacScott\Documents\Github\caf.distribute\tests\gravity_model\data\multi_area_unit" + ) + +@pytest.fixture(name="mock_dir", scope="session") +def fixture_mock_dir(tmp_path_factory) -> Path: + path = tmp_path_factory.mktemp("main") + return path + @pytest.fixture(name="trip_ends", scope="session") def fixture_tripends(data_dir): - trip_ends = pd.read_csv(data_dir / "trip_ends.csv", - names=['zone', 'origin', 'destination']) - return trip_ends.set_index('zone') + trip_ends = pd.read_csv( + data_dir / "trip_ends.csv", names=["zone", "origin", "destination"] + ) + return trip_ends.set_index("zone") + @pytest.fixture(name="costs", scope="session") def fixture_costs(data_dir): - costs = pd.read_csv(data_dir / "costs.csv", - names=['origin', 'destination', 'cost']) - return costs.set_index(['origin', 'destination']) + costs = pd.read_csv(data_dir / "costs.csv", names=["origin", "destination", "cost"]) + return costs.set_index(["origin", "destination"]) + @pytest.fixture(name="distributions", scope="session") def fixture_distributions(data_dir): - dists = pd.read_csv(data_dir / "distributions.csv", index_col=0) + dists = pd.read_csv(data_dir / "distributions.csv") return dists + @pytest.fixture(name="dists_lookup", scope="session") def fixture_lookup(data_dir): lookup = pd.read_csv(data_dir / "distributions_lookup.csv", index_col=0) return lookup -@pytest.fixture(name="infilled_costs", scope="session") + +@pytest.fixture(name="infilled", scope="session") +def fixture_infill(costs): + wide_costs = costs.unstack().fillna(np.inf) / 1000 + infilled = utils.infill_cost_matrix(wide_costs.values) + return infilled + + +@pytest.fixture(name="expected_infilled", scope="session") def fixture_infilled(data_dir): costs_df = pd.read_csv(data_dir / "costs_infilled.csv", index_col=0) return costs_df.values + +@pytest.fixture(name="distributions_sorted", scope="session") +def fixture_dists(data_dir, distributions): + tld_df = distributions + lookup = pd.read_csv(data_dir / "distributions_lookup.csv") + sorted = utils.process_tlds( + tld_df[tld_df["cat"] != "Minor"], + "cat", + "lower", + "upper", + "avg", + "trips", + lookup, + "cat", + "zone", + {"mu": 1, "sigma": 2}, + ) + return sorted + + +@pytest.fixture(name="cal_results", scope="session") +def fixture_cal_res(data_dir, infilled, distributions_sorted, trip_ends, mock_dir): + row_targets = trip_ends["origin"].values + col_targets = trip_ends["destination"].values + model = gm.MultiAreaGravityModelCalibrator( + row_targets=row_targets, + col_targets=col_targets, + cost_matrix=infilled, + cost_function=cost_functions.BuiltInCostFunction.LOG_NORMAL.get_cost_function(), + ) + results = model.calibrate( + running_log_path=mock_dir / "temp_log.csv", init_params=distributions_sorted + ) + return results + + class TestUtils: + def test_infill_costs(self, costs, infilled, expected_infilled): + assert np.array_equal(np.round(expected_infilled, 3), np.round(infilled, 3)) + + def test_tld_processing_length(self, distributions_sorted): + assert len(distributions_sorted) == 4 - def test_infill_costs(self, costs, infilled_costs): - wide_costs = costs.unstack().fillna(np.inf) - infilled = utils.infill_cost_matrix(wide_costs.values) - assert np.array_equal(wide_costs, infilled) + def test_tld_processing_type(self, distributions_sorted): + assert isinstance(distributions_sorted[0], gm.MultiCostDistribution) - def test_tld_processing(self): - return None +class TestDist: + @pytest.mark.parametrize("area", ['City', 'Town', 'External', 'Village']) + def test_convergence(self, cal_results, area): + dist = cal_results[area] + assert dist.cost_convergence > 0.85 + @pytest.mark.parametrize("area", ['City', 'Town', 'External', 'Village']) + def test_params(self, cal_results, area): + dist = cal_results[area] + mu = dist.cost_params['mu'] + sigma = dist.cost_params['sigma'] + check = (sigma > 0) & (sigma < 3) & (mu > 0) & (mu < 3) + assert check