Files
PolyWeather/tests/test_deb_model_family.py
T
2026-04-17 00:35:48 +08:00

92 lines
2.2 KiB
Python

from src.analysis.deb_algorithm import (
_collapse_forecasts_for_deb,
calculate_dynamic_weights,
)
def test_deb_collapses_regional_model_families_before_blending():
collapsed = _collapse_forecasts_for_deb(
{
"ECMWF": 20.0,
"ECMWF AIFS": 20.5,
"GFS": 19.5,
"ICON": 21.0,
"ICON-EU": 21.4,
"ICON-D2": 21.8,
"GEM": 18.8,
"GDPS": 19.0,
"RDPS": 19.4,
"HRDPS": 20.2,
"JMA": 19.8,
}
)
assert collapsed == {
"ECMWF": 20.0,
"ECMWF AIFS": 20.5,
"GFS": 19.5,
"ICON-D2": 21.8,
"HRDPS": 20.2,
"JMA": 19.8,
}
def test_deb_equal_weight_uses_deduped_family_values(monkeypatch):
monkeypatch.setattr("src.analysis.deb_algorithm.load_history", lambda _: {})
blended, info = calculate_dynamic_weights(
"ankara",
{
"ECMWF": 20.0,
"GFS": 20.0,
"ICON": 30.0,
"ICON-EU": 40.0,
"ICON-D2": 50.0,
},
)
assert blended == 30.0
assert "家族去重" in info
def test_deb_weighted_path_uses_deduped_family_values(monkeypatch):
monkeypatch.setattr(
"src.analysis.deb_algorithm.load_history",
lambda _: {
"ankara": {
"2026-04-14": {
"actual_high": 22.0,
"forecasts": {
"ECMWF": 22.0,
"GFS": 21.0,
"ICON-D2": 30.0,
},
},
"2026-04-15": {
"actual_high": 23.0,
"forecasts": {
"ECMWF": 23.0,
"GFS": 22.0,
"ICON-D2": 31.0,
},
},
}
},
)
blended, info = calculate_dynamic_weights(
"ankara",
{
"ECMWF": 24.0,
"GFS": 24.0,
"ICON": 32.0,
"ICON-EU": 34.0,
"ICON-D2": 36.0,
},
lookback_days=5,
)
assert blended < 30.0
assert "ICON-D2" in info
assert "家族去重" in info