def test_demand_is_scaled(base_grid, raw_demand):
base_demand = raw_demand[base_grid.id2zone.keys()]
n_zone = param["n_zone_to_scale"]
ct = ChangeTable(base_grid)
ct.scale_demand(
zone_id={
z: f
for z, f in zip(
np.random.choice([i for i in base_grid.zone2id.values()],
size=n_zone,
replace=False),
2 * np.random.random(size=n_zone),
)
})
tg = TransformGrid(base_grid, ct.ct)
transformed_grid = tg.get_grid()
empty_scenario_info = {
} # scenario_info not needed since profile_input is mocked
tp = TransformProfile(empty_scenario_info, transformed_grid, ct.ct)
transformed_profile = tp.get_profile("demand")
assert not base_demand.equals(transformed_profile)
scaled_zone = list(ct.ct["demand"]["zone_id"].keys())
unscaled_zone = set(base_grid.id2zone.keys()) - set(scaled_zone)
factor = list(ct.ct["demand"]["zone_id"].values())
assert transformed_profile[scaled_zone].equals(
base_demand[scaled_zone].multiply(factor, axis=1))
if unscaled_zone:
assert transformed_profile[list(unscaled_zone)].equals(
base_demand[list(unscaled_zone)])
def test_demand_is_scaled(base_grid):
input_data = InputData()
demand_info = {
"interconnect": "_".join(interconnect),
"grid_model": "usa_tamu",
"base_demand": param["demand"],
}
raw_demand = input_data.get_data(demand_info, "demand")
base_demand = raw_demand[base_grid.id2zone.keys()]
n_zone = param["n_zone_to_scale"]
ct = ChangeTable(base_grid)
ct.scale_demand(
zone_id={
z: f
for z, f in zip(
np.random.choice(
[i for i in base_grid.zone2id.values()], size=n_zone, replace=False
),
2 * np.random.random(size=n_zone),
)
}
)
tg = TransformGrid(base_grid, ct.ct)
transformed_grid = tg.get_grid()
tp = TransformProfile(demand_info, transformed_grid, ct.ct)
transformed_profile = tp.get_profile("demand")
assert not base_demand.equals(transformed_profile)
scaled_zone = list(ct.ct["demand"]["zone_id"].keys())
unscaled_zone = set(base_grid.id2zone.keys()) - set(scaled_zone)
factor = list(ct.ct["demand"]["zone_id"].values())
assert transformed_profile[scaled_zone].equals(
base_demand[scaled_zone].multiply(factor, axis=1)
)
if unscaled_zone:
assert transformed_profile[unscaled_zone].equals(base_demand[unscaled_zone])
