Beispiel #1
0
def test_CSVMarshall_uses_same_paths_as_paths_module(tmpdir):
    """
    Runs the gamut of paths produced by paths.py and compares to CSVMarshall
    path computation.
    """
    from covid_model_seiir_pipeline.paths import (
        RegressionPaths,
        ForecastPaths,
    )

    root = pathlib.Path(tmpdir)
    m = CSVMarshall(root)
    r = RegressionPaths(root)
    f = ForecastPaths(root, scenarios=["happy"])

    dargs = {'draw_id': 4}
    sdargs = {'scenario': "happy", 'draw_id': 4}

    # forecasting/data.py
    # load_regression_coefficients
    assert r.get_coefficient_file(**dargs) == m.resolve_key(
        Keys.coefficient(**dargs))
    # load_dates_df
    assert r.get_date_file(**dargs) == m.resolve_key(Keys.date(**dargs))
    # load_beta_regression
    assert r.get_beta_regression_file(**dargs) == m.resolve_key(
        Keys.regression_beta(**dargs))
    # load_infection_data
    assert r.get_data_file(**dargs) == m.resolve_key(
        Keys.location_data(**dargs))
    # load_beta_params
    assert r.get_beta_param_file(**dargs) == m.resolve_key(
        Keys.parameter(**dargs))
    # save_components
    assert f.get_components_path(**sdargs) == m.resolve_key(
        Keys.components(**sdargs))
    # save_beta_scales
    assert f.get_beta_scaling_path(**sdargs) == m.resolve_key(
        Keys.beta_scales(**sdargs))
    # save_outputs
    assert f.get_outputs_path(**sdargs) == m.resolve_key(
        Keys.forecast_raw_outputs(**sdargs))

    # regression/data.py
    # save_beta_param_file
    assert r.get_beta_param_file(**dargs) == m.resolve_key(
        Keys.parameter(**dargs))
    # save_date_file
    assert r.get_date_file(**dargs) == m.resolve_key(Keys.date(**dargs))
    # save_regression_coefficients
    assert r.get_coefficient_file(**dargs) == m.resolve_key(
        Keys.coefficient(**dargs))
    # save_regression_betas
    assert r.get_beta_regression_file(**dargs) == m.resolve_key(
        Keys.regression_beta(**dargs))
    # save_location_data
    assert r.get_data_file(**dargs) == m.resolve_key(
        Keys.location_data(**dargs))
Beispiel #2
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 def test_date_marshall(self, instance, dates):
     self.assert_load_dump_workflow_correct(instance,
                                            dates,
                                            key=Keys.date(4))
 def save_date_file(self, df: pd.DataFrame, draw_id: int) -> None:
     self.regression_marshall.dump(df, key=MKeys.date(draw_id))
Beispiel #4
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 def load_transition_date(self, draw_id: int) -> pd.Series:
     dates_df = self.regression_marshall.load(key=MKeys.date(draw_id))
     dates_df['end_date'] = pd.to_datetime(dates_df['end_date'])
     transition_date = dates_df.set_index(
         'location_id').sort_index()['end_date'].rename('date')
     return transition_date