diff --git a/oemoflex/model/datapackage.py b/oemoflex/model/datapackage.py index 5607174..758d7f8 100644 --- a/oemoflex/model/datapackage.py +++ b/oemoflex/model/datapackage.py @@ -178,6 +178,10 @@ def __init__(self, *args, **kwargs): self.components = kwargs.get("components") + self.metadata = kwargs.get("metadata", None) + + self.stacked = False + @classmethod def setup_default( cls, name, basepath, datetimeindex, components, busses, regions, links, **kwargs @@ -246,7 +250,11 @@ def from_metadata(cls, json_file_path): data = cls._load_csv(cls, dir, rel_paths) - return cls(dir, data, rel_paths) + return cls(dir, data, rel_paths, metadata=dp) + + def save_metadata(self, destination): + if self.metadata is not None: + self.metadata.to_json(destination) def infer_metadata(self, foreign_keys_update=None): r""" @@ -289,6 +297,8 @@ def stack_components(self): r""" Stacks the component DataFrames into a single DataFrame. """ + if self.stacked is True: + raise ValueError("EnergyDataPackage is already stacked.") def is_element(rel_path): directory = os.path.split(rel_path)[0] @@ -308,16 +318,34 @@ def is_element(rel_path): index_vars=["name", "var_name"], ) + self.stacked = True + def unstack_components(self): r""" Unstacks a single component DataFrame into separate DataFrames for each component. """ + if self.stacked is False: + raise ValueError("EnergyDataPackage is already unstacked.") + self._separate_stacked_frame( frame_name="component", target_dir=os.path.join("data", "elements"), group_by=["carrier", "tech"], ) + self.stacked = False + + def to_csv_dir(self, destination, overwrite=False): + if self.stacked: + raise UserWarning("Saving stacked EnergyDatapackages is not supported yet.") + + super().to_csv_dir(destination, overwrite) + + if self.metadata is not None: + destination = os.path.join(self.basepath, "datapackage.json") + print(f"Saving metadata to {destination}") + self.save_metadata(destination) + class ResultsDataPackage(DataFramePackage): def __init__(self, *args, **kwargs): diff --git a/oemoflex/model/variations.py b/oemoflex/model/variations.py index 8293f4a..69a931f 100644 --- a/oemoflex/model/variations.py +++ b/oemoflex/model/variations.py @@ -1,30 +1,185 @@ -import copy -import os +from oemoflex.model.datapackage import EnergyDataPackage -class VariationGenerator: - def __init__(self, datapackage): +def index_same(df_a, df_b): + return df_a.index.equals(df_b.index) - self.base_datapackage = datapackage - def create_variations(self, variations, destination): +def data_same(df_a, df_b): + return df_a.equals(df_b) - for id, changes in variations.iterrows(): - dp = self.create_var(self.base_datapackage, changes) +def smaller_equal(df_a, df_b): + return (df_a < df_b).all() - variation_dir = os.path.join(destination, str(id)) - dp.to_csv_dir(variation_dir) +def get_diff(df_a, df_b): + # # pandas>1.1.0 + # diff = self.lb.compare(self.ub) + return ~((df_a == df_b) | ((df_a != df_a) & (df_b != df_b))) - def create_var(self, dp, changes): - _dp = copy.deepcopy(dp) +def diff_larger_eps(df_a, df_b, eps): + diff = get_diff(df_a, df_b) + df_diff = df_a.loc[diff] - df_b.loc[diff] + return abs(df_diff) > eps - changes = changes.to_dict() - for (resource, var_name), var_value in changes.items(): +class Sensitivity(object): + r""" + Accepts two DataFrames that are the same in index and most columns, but have different entries + in the column 'var_value'. The DataFrames describe lower and upper bound of a variation. With + these intervals, different sampling methods can be invoked. + """ + AUX_COLUMNS = ["carrier", "region", "tech", "type"] + VAR_VALUE = "var_value" - _dp.data[resource].loc[:, var_name] = var_value + def __init__(self, lb, ub, eps=1e-6): + self.lb = lb + self.ub = ub + self.eps = eps + self.sanity_check() - return _dp + def sanity_check(self): + # assert index same + assert index_same(self.lb, self.ub), "Indexes of lb and ub are not the same." + + # Assert that the data is different + assert not data_same( + self.lb, self.ub + ), "There is no difference between lb and ub." + + # Assert that the auxiliary columns are the same + assert data_same( + self.lb.loc[:, self.AUX_COLUMNS], self.ub.loc[:, self.AUX_COLUMNS] + ) + + # find the parameters that are different (comparing NaN) + diff = self.get_diff() + + # assert lb <= ub + assert smaller_equal( + self.lb.loc[diff, self.VAR_VALUE], self.ub.loc[diff, self.VAR_VALUE] + ) + + # assert that the difference is larger than eps + + assert diff_larger_eps( + self.lb.loc[diff, self.VAR_VALUE], + self.ub.loc[diff, self.VAR_VALUE], + self.eps, + ).all(), f"The difference between lb and ub is lower than the defined minimum of {self.eps}" + + def get_diff(self): + return get_diff(self.lb.loc[:, self.VAR_VALUE], self.ub.loc[:, self.VAR_VALUE]) + + def get_param(self): + # get the parameters that are varied + param = self.lb.index[self.get_diff()] + return param + + def get_linear_slide(self, n): + + params = self.get_param() + + # for each param, create n samples + samples = {} + + for i in range(n): + sample = self.lb.copy() + slider = i / (n - 1) + sample.loc[params, "var_value"] = (1 - slider) * self.lb.loc[ + params, "var_value" + ] + slider * self.ub.loc[params, "var_value"] + sample_name = "sample_" + str(i) + samples[sample_name] = sample + + return samples + + def get_salib_samples(self, salib_method, **kwargs): + + params = self.get_param() + + problem = { + "num_vars": len(params), + "names": list(params), + "bounds": list( + zip(self.lb.loc[params, "var_value"], self.ub.loc[params, "var_value"]) + ), + } + + samples = salib_method(problem, **kwargs) + + full_samples = {} + for i, sample in enumerate(samples): + full_sample = self.lb.copy() + full_sample.loc[params, "var_value"] = sample + sample_name = "sample_" + str(i) + full_samples[sample_name] = full_sample + + return full_samples + + +class EDPSensitivity(Sensitivity): + r""" + Accepts two EnergyDataPackages that are have different values. The Packages describe lower and + upper bound of a variation. With these intervals, different sampling methods can be invoked. + """ + + def __init__(self, lb_edp, ub_edp, eps=1e-6): + self.lb_edp = lb_edp + self.ub_edp = ub_edp + self.eps = eps + self.check_if_stacked() + self.sanity_check() + + def check_if_stacked(self): + if not (self.lb_edp.stacked and self.ub_edp.stacked): + raise AssertionError("EnergyDataPackages have to be stacked") + + def get_lb(self): + return self.lb_edp.data["component"] + + def set_lb(self, value): + self.lb_edp.data["component"] = value + + def del_lb(self): + del self.lb_edp + + def get_ub(self): + return self.ub_edp.data["component"] + + def set_ub(self, value): + self.ub_edp.data["component"] = value + + def del_ub(self): + del self.ub_edp + + lb = property(get_lb, set_lb, del_lb) + ub = property(get_ub, set_ub, del_ub) + + def wrap_sampling(self, sampling): + def wrapped_sampling(*args, **kwargs): + samples = sampling(*args, **kwargs) + for name, df in samples.items(): + edp = EnergyDataPackage( + name=name, + basepath=None, + rel_paths=self.lb_edp.rel_paths.copy(), + data=self.lb_edp.data.copy(), + components=None, + ) + edp.data["component"] = df + edp.stacked = True + edp.metadata = self.lb_edp.metadata + samples[name] = edp + + return samples + + return wrapped_sampling + + def get_linear_slide(self, n): + return self.wrap_sampling(super().get_linear_slide)(n) + + def get_salib_samples(self, salib_method, **kwargs): + return self.wrap_sampling(super().get_salib_samples)(salib_method, **kwargs) diff --git a/setup.py b/setup.py index 3a597e7..4206018 100644 --- a/setup.py +++ b/setup.py @@ -34,6 +34,7 @@ def read(fname): "oemof.tabular @ git+https://git@github.com/oemof/oemof-tabular@dev#egg=oemof.tabular", "plotly", "frictionless", + "SAlib", "matplotlib", ], # black version is specified so that each contributor uses the same one diff --git a/tests/_files/edp_lb/data/elements/biomass-gt.csv b/tests/_files/edp_lb/data/elements/biomass-gt.csv new file mode 100644 index 0000000..c8e8782 --- /dev/null +++ b/tests/_files/edp_lb/data/elements/biomass-gt.csv @@ -0,0 +1,3 @@ +name,capacity,capacity_cost,carrier,carrier_cost,efficiency,expandable,from_bus,marginal_cost,output_parameters,region,tech,to_bus,type +BB-biomass-st,400000,,biomass,0.040999999999999995,0.38,False,BB-biomass,0.0014,{},BB,gt,BB-electricity,conversion +BE-biomass-st,0,,biomass,0.040999999999999995,0.38,False,BE-biomass,0.0014,{},BE,gt,BE-electricity,conversion diff --git a/tests/_files/edp_lb/data/elements/bus.csv b/tests/_files/edp_lb/data/elements/bus.csv new file mode 100644 index 0000000..e38aaf1 --- /dev/null +++ b/tests/_files/edp_lb/data/elements/bus.csv @@ -0,0 +1,11 @@ +region,name,type,balanced +BE,BE-electricity,bus,True +BE,BE-ch4,bus,False +BE,BE-oil,bus,False +BE,BE-other,bus,False +BE,BE-biomass,bus,False +BB,BB-electricity,bus,True +BB,BB-ch4,bus,False +BB,BB-oil,bus,False +BB,BB-other,bus,False +BB,BB-biomass,bus,False diff --git a/tests/_files/edp_lb/data/elements/ch4-gt.csv b/tests/_files/edp_lb/data/elements/ch4-gt.csv new file mode 100644 index 0000000..f4c5ca1 --- /dev/null +++ b/tests/_files/edp_lb/data/elements/ch4-gt.csv @@ -0,0 +1,3 @@ +name,capacity,capacity_cost,carrier,carrier_cost,efficiency,expandable,from_bus,marginal_cost,output_parameters,region,tech,to_bus,type +BB-ch4-gt,600000,,ch4,0.021,0.619,False,BB-ch4,0.0045,{},BB,gt,BB-electricity,conversion +BE-ch4-gt,1500000,,ch4,0.021,0.619,False,BE-ch4,0.0045,{},BE,gt,BE-electricity,conversion diff --git a/tests/_files/edp_lb/data/elements/electricity-curtailment.csv b/tests/_files/edp_lb/data/elements/electricity-curtailment.csv new file mode 100644 index 0000000..cec3de9 --- /dev/null +++ b/tests/_files/edp_lb/data/elements/electricity-curtailment.csv @@ -0,0 +1,3 @@ +name,bus,capacity,carrier,marginal_cost,output_parameters,region,tech,type +BB-electricity-curtailment,BB-electricity,,electricity,0,{},BB,curtailment,excess +BE-electricity-curtailment,BE-electricity,,electricity,0,{},BE,curtailment,excess diff --git a/tests/_files/edp_lb/data/elements/electricity-demand.csv b/tests/_files/edp_lb/data/elements/electricity-demand.csv new file mode 100644 index 0000000..2754e7b --- /dev/null +++ b/tests/_files/edp_lb/data/elements/electricity-demand.csv @@ -0,0 +1,3 @@ +name,amount,bus,carrier,profile,region,tech,type +BB-electricity-demand,20327320000,BB-electricity,electricity,BB-electricity-demand-profile,BB,demand,load +BE-electricity-demand,13400000000,BE-electricity,electricity,BE-electricity-demand-profile,BE,demand,load diff --git a/tests/_files/edp_lb/data/elements/electricity-liion_battery.csv b/tests/_files/edp_lb/data/elements/electricity-liion_battery.csv new file mode 100644 index 0000000..4ae62bd --- /dev/null +++ b/tests/_files/edp_lb/data/elements/electricity-liion_battery.csv @@ -0,0 +1,3 @@ +name,bus,capacity,capacity_cost,carrier,efficiency,expandable,input_parameters,loss_rate,marginal_cost,output_parameters,region,storage_capacity,storage_capacity_cost,tech,type +BB-electricity-liion_battery,BB-electricity,0,6.6,electricity,0.87,True,{},0,0,{},BB,0,36.99,liion_battery,storage +BE-electricity-liion_battery,BE-electricity,0,6.6,electricity,0.87,True,{},0,0,{},BE,0,36.99,liion_battery,storage diff --git a/tests/_files/edp_lb/data/elements/electricity-shortage.csv b/tests/_files/edp_lb/data/elements/electricity-shortage.csv new file mode 100644 index 0000000..1defeca --- /dev/null +++ b/tests/_files/edp_lb/data/elements/electricity-shortage.csv @@ -0,0 +1,3 @@ +name,bus,capacity,carrier,marginal_cost,output_parameters,region,tech,type +BB-electricity-shortage,BB-electricity,,electricity,100000,{},BB,shortage,shortage +BE-electricity-shortage,BE-electricity,,electricity,100000,{},BE,shortage,shortage diff --git a/tests/_files/edp_lb/data/elements/electricity-transmission.csv b/tests/_files/edp_lb/data/elements/electricity-transmission.csv new file mode 100644 index 0000000..36a648a --- /dev/null +++ b/tests/_files/edp_lb/data/elements/electricity-transmission.csv @@ -0,0 +1,2 @@ +name,carrier,from_bus,from_to_capacity,loss,region,tech,to_bus,to_from_capacity,type +BE-BB-electricity-transmission,electricity,BE-electricity,3000000,0,BE_BB,transmission,BB-electricity,3000000,link diff --git a/tests/_files/edp_lb/data/elements/solar-pv.csv b/tests/_files/edp_lb/data/elements/solar-pv.csv new file mode 100644 index 0000000..db2185f --- /dev/null +++ b/tests/_files/edp_lb/data/elements/solar-pv.csv @@ -0,0 +1,3 @@ +name,bus,capacity,capacity_cost,carrier,marginal_cost,output_parameters,profile,region,tech,type +BB-solar-pv,BB-electricity,11300000,,solar,0,{},BB-solar-pv-profile,BB,pv,volatile +BE-solar-pv,BE-electricity,400000,,solar,0,{},BE-solar-pv-profile,BE,pv,volatile diff --git 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mode 100644 index 0000000..e38aaf1 --- /dev/null +++ b/tests/_files/edp_ub/data/elements/bus.csv @@ -0,0 +1,11 @@ +region,name,type,balanced +BE,BE-electricity,bus,True +BE,BE-ch4,bus,False +BE,BE-oil,bus,False +BE,BE-other,bus,False +BE,BE-biomass,bus,False +BB,BB-electricity,bus,True +BB,BB-ch4,bus,False +BB,BB-oil,bus,False +BB,BB-other,bus,False +BB,BB-biomass,bus,False diff --git a/tests/_files/edp_ub/data/elements/ch4-gt.csv b/tests/_files/edp_ub/data/elements/ch4-gt.csv new file mode 100644 index 0000000..6a072d7 --- /dev/null +++ b/tests/_files/edp_ub/data/elements/ch4-gt.csv @@ -0,0 +1,3 @@ +name,capacity,capacity_cost,carrier,carrier_cost,efficiency,expandable,from_bus,marginal_cost,output_parameters,region,tech,to_bus,type +BB-ch4-gt,600000,,ch4,0.03,0.619,False,BB-ch4,0.0045,{},BB,gt,BB-electricity,conversion +BE-ch4-gt,1500000,,ch4,0.03,0.619,False,BE-ch4,0.0045,{},BE,gt,BE-electricity,conversion diff --git a/tests/_files/edp_ub/data/elements/electricity-curtailment.csv b/tests/_files/edp_ub/data/elements/electricity-curtailment.csv new file mode 100644 index 0000000..cec3de9 --- /dev/null +++ b/tests/_files/edp_ub/data/elements/electricity-curtailment.csv @@ -0,0 +1,3 @@ +name,bus,capacity,carrier,marginal_cost,output_parameters,region,tech,type +BB-electricity-curtailment,BB-electricity,,electricity,0,{},BB,curtailment,excess +BE-electricity-curtailment,BE-electricity,,electricity,0,{},BE,curtailment,excess diff --git a/tests/_files/edp_ub/data/elements/electricity-demand.csv b/tests/_files/edp_ub/data/elements/electricity-demand.csv new file mode 100644 index 0000000..2754e7b --- /dev/null +++ b/tests/_files/edp_ub/data/elements/electricity-demand.csv @@ -0,0 +1,3 @@ +name,amount,bus,carrier,profile,region,tech,type +BB-electricity-demand,20327320000,BB-electricity,electricity,BB-electricity-demand-profile,BB,demand,load +BE-electricity-demand,13400000000,BE-electricity,electricity,BE-electricity-demand-profile,BE,demand,load diff --git a/tests/_files/edp_ub/data/elements/electricity-liion_battery.csv b/tests/_files/edp_ub/data/elements/electricity-liion_battery.csv new file mode 100644 index 0000000..4ae62bd --- /dev/null +++ b/tests/_files/edp_ub/data/elements/electricity-liion_battery.csv @@ -0,0 +1,3 @@ +name,bus,capacity,capacity_cost,carrier,efficiency,expandable,input_parameters,loss_rate,marginal_cost,output_parameters,region,storage_capacity,storage_capacity_cost,tech,type +BB-electricity-liion_battery,BB-electricity,0,6.6,electricity,0.87,True,{},0,0,{},BB,0,36.99,liion_battery,storage +BE-electricity-liion_battery,BE-electricity,0,6.6,electricity,0.87,True,{},0,0,{},BE,0,36.99,liion_battery,storage diff --git a/tests/_files/edp_ub/data/elements/electricity-shortage.csv b/tests/_files/edp_ub/data/elements/electricity-shortage.csv new file mode 100644 index 0000000..1defeca --- /dev/null +++ b/tests/_files/edp_ub/data/elements/electricity-shortage.csv @@ -0,0 +1,3 @@ +name,bus,capacity,carrier,marginal_cost,output_parameters,region,tech,type +BB-electricity-shortage,BB-electricity,,electricity,100000,{},BB,shortage,shortage +BE-electricity-shortage,BE-electricity,,electricity,100000,{},BE,shortage,shortage diff --git a/tests/_files/edp_ub/data/elements/electricity-transmission.csv b/tests/_files/edp_ub/data/elements/electricity-transmission.csv new file mode 100644 index 0000000..36a648a --- /dev/null +++ b/tests/_files/edp_ub/data/elements/electricity-transmission.csv @@ -0,0 +1,2 @@ +name,carrier,from_bus,from_to_capacity,loss,region,tech,to_bus,to_from_capacity,type +BE-BB-electricity-transmission,electricity,BE-electricity,3000000,0,BE_BB,transmission,BB-electricity,3000000,link diff --git a/tests/_files/edp_ub/data/elements/solar-pv.csv b/tests/_files/edp_ub/data/elements/solar-pv.csv new file mode 100644 index 0000000..db2185f --- /dev/null +++ b/tests/_files/edp_ub/data/elements/solar-pv.csv @@ -0,0 +1,3 @@ +name,bus,capacity,capacity_cost,carrier,marginal_cost,output_parameters,profile,region,tech,type +BB-solar-pv,BB-electricity,11300000,,solar,0,{},BB-solar-pv-profile,BB,pv,volatile +BE-solar-pv,BE-electricity,400000,,solar,0,{},BE-solar-pv-profile,BE,pv,volatile diff --git a/tests/_files/edp_ub/data/elements/wind-onshore.csv b/tests/_files/edp_ub/data/elements/wind-onshore.csv new file mode 100644 index 0000000..f5cc953 --- /dev/null +++ b/tests/_files/edp_ub/data/elements/wind-onshore.csv @@ -0,0 +1,3 @@ +name,bus,capacity,capacity_cost,carrier,marginal_cost,output_parameters,profile,region,tech,type +BB-wind-onshore,BB-electricity,9900000,,wind,0,{},BB-wind-onshore-profile,BB,onshore,volatile +BE-wind-onshore,BE-electricity,0,,wind,0,{},BE-wind-onshore-profile,BE,onshore,volatile diff --git a/tests/_files/edp_ub/data/sequences/electricity-demand_profile.csv b/tests/_files/edp_ub/data/sequences/electricity-demand_profile.csv new file mode 100644 index 0000000..5d3b76f --- /dev/null +++ b/tests/_files/edp_ub/data/sequences/electricity-demand_profile.csv @@ -0,0 +1,8761 @@ +timeindex,BE-electricity-demand-profile,BB-electricity-demand-profile +2019-01-01 00:00:00,9.296822242878007e-05,9.296822242878007e-05 +2019-01-01 01:00:00,9.20164970159198e-05,9.20164970159198e-05 +2019-01-01 02:00:00,8.87396961857646e-05,8.87396961857646e-05 +2019-01-01 03:00:00,8.509653223964491e-05,8.509653223964491e-05 +2019-01-01 04:00:00,8.235801911614159e-05,8.235801911614159e-05 +2019-01-01 05:00:00,8.01209527155207e-05,8.01209527155207e-05 +2019-01-01 06:00:00,7.6578078114013e-05,7.6578078114013e-05 +2019-01-01 07:00:00,7.54094002414187e-05,7.54094002414187e-05 +2019-01-01 08:00:00,7.58903797511748e-05,7.58903797511748e-05 +2019-01-01 09:00:00,7.96154125499775e-05,7.96154125499775e-05 +2019-01-01 10:00:00,8.388282649809279e-05,8.388282649809279e-05 +2019-01-01 11:00:00,8.914699372802621e-05,8.914699372802621e-05 +2019-01-01 12:00:00,9.244630849268248e-05,9.244630849268248e-05 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b/tests/_files/lb.csv @@ -0,0 +1,5 @@ +name,var_name,carrier,region,tech,type,var_value +BE-wind-onshore,capacity,wind,BE,onshore,volatile,0 +BB-wind-onshore,capacity,wind,BB,onshore,volatile,8900000 +BE-wind-onshore,marginal_cost,wind,BE,onshore,volatile,0 +BB-wind-onshore,marginal_cost,wind,BB,onshore,volatile,0 \ No newline at end of file diff --git a/tests/_files/ub.csv b/tests/_files/ub.csv new file mode 100644 index 0000000..e529cbe --- /dev/null +++ b/tests/_files/ub.csv @@ -0,0 +1,5 @@ +name,var_name,carrier,region,tech,type,var_value +BE-wind-onshore,capacity,wind,BE,onshore,volatile,1 +BB-wind-onshore,capacity,wind,BB,onshore,volatile,9900000 +BE-wind-onshore,marginal_cost,wind,BE,onshore,volatile,0 +BB-wind-onshore,marginal_cost,wind,BB,onshore,volatile,0 \ No newline at end of file diff --git a/tests/test_sensitivity.py b/tests/test_sensitivity.py new file mode 100644 index 0000000..5b91fd6 --- /dev/null +++ b/tests/test_sensitivity.py @@ -0,0 +1,113 @@ +import pandas as pd + +from oemoflex.model.datapackage import EnergyDataPackage +from oemoflex.model.variations import ( + Sensitivity, + EDPSensitivity, + diff_larger_eps, + get_diff, +) +import os +import copy +import pytest + +here = os.path.dirname(__file__) +path_lb = os.path.join(here, "_files", "lb.csv") +path_ub = os.path.join(here, "_files", "ub.csv") +path_edp_lb = os.path.join(here, "_files", "edp_lb") +path_edp_ub = os.path.join(here, "_files", "edp_ub") + +lb = pd.read_csv(path_lb, header=0) +ub = pd.read_csv(path_ub, header=0) +edp_lb = EnergyDataPackage.from_csv_dir(path_edp_lb) +edp_ub = EnergyDataPackage.from_csv_dir(path_edp_ub) +edp_lb_stacked = copy.deepcopy(edp_lb) +edp_ub_stacked = copy.deepcopy(edp_ub) +edp_lb_stacked.stack_components() +edp_ub_stacked.stack_components() + + +def frame_containing_nan_equal(df_1, df_2): + r""" + Compares two DataFrames containing NaNs. + + Parameters + ---------- + df_1 : pd.DataFrame + A dataframe + df_2 : pd.DataFrame + Another dataframe + + Returns + ------- + equal : boolean + True if Dataframes are equal. + """ + equal = ((df_1 == df_1) | ((df_1 != df_1) & (df_2 != df_2))).all().all() + return equal + + +def test_get_diff(): + assert ( + get_diff(lb["var_value"], ub["var_value"]) + == pd.Series([True, True, False, False]) + ).all() + + +def test_diff_larger_eps(): + assert diff_larger_eps(lb["var_value"], ub["var_value"], 1e-3).all() + + +def test_init(): + Sensitivity(lb, ub) + + +def test_sanity_check_not_stacked(): + with pytest.raises(AssertionError): + EDPSensitivity(edp_lb, edp_ub) + + +def test_sanity_check(): + EDPSensitivity(edp_lb_stacked, edp_ub_stacked) + + +def test_sanity_check_index_different(): + edp_lb_stacked_copy = copy.deepcopy(edp_lb_stacked) + edp_lb_stacked_copy.data["component"].reset_index(inplace=True, drop=True) + + with pytest.raises(AssertionError): + EDPSensitivity(edp_lb_stacked_copy, edp_ub_stacked) + + +def test_get_linear_slide(): + + n = 5 + + sens = EDPSensitivity(edp_lb_stacked, edp_ub_stacked) + + samples = sens.get_linear_slide(n) + + # assert that the correct number of samples is produced + assert len(samples) == n + + # assert that the first sample equals the lower-bound datapackage + assert frame_containing_nan_equal( + samples["sample_0"], edp_lb_stacked.data["component"] + ) + + # assert that the last sample equals the upper-bound datapackage + assert frame_containing_nan_equal( + samples["sample_" + str(n - 1)], edp_ub_stacked.data["component"] + ) + + +def test_salib_sample(): + from SALib.sample import latin + + n = 5 + + sens = EDPSensitivity(edp_lb_stacked, edp_ub_stacked) + + s = sens.get_salib_samples(latin.sample, N=n) + + assert len(s) == n