feat(ml,backend): implemente le service de scoring et GET /predictions (#37)

This commit is contained in:
Dorian
2026-09-18 11:06:04 +02:00
parent 3cf9194d4c
commit e9376a98bf
21 changed files with 1369 additions and 19 deletions
+1
View File
@@ -37,6 +37,7 @@ ROUTES_A_ROLE = {
("GET", "/api/v1/stats/summary"),
("GET", "/api/v1/readings"),
("GET", "/api/v1/sensors/status"),
("GET", "/api/v1/predictions"),
}
@@ -0,0 +1,82 @@
from collections.abc import Callable, Iterator
from datetime import UTC, datetime
from uuid import uuid4
import pytest
from fastapi import FastAPI
from httpx import AsyncClient
from app.api.deps import get_current_principal, get_prediction_service
from app.core.principal import Principal
from app.core.roles import AccountKind, Role
from app.services.prediction import PredictionSummary, SitePrediction, SitePredictionSummary
TARGET_AT = datetime(2026, 9, 16, 13, 0, tzinfo=UTC)
CREATED_AT = datetime(2026, 9, 16, 12, 0, tzinfo=UTC)
def principal(role: Role = Role.LECTEUR) -> Principal:
return Principal(
id=uuid4(),
email=f"{role.value}@enervision.fr",
role=role,
kind=AccountKind.HUMAIN,
must_change_password=False,
)
class FauxService:
def __init__(self) -> None:
self.resume = PredictionSummary(
timestamp=datetime.now(UTC),
sites=[
SitePredictionSummary(
site_id="SITE001",
site_name="Bureau Paris La Défense",
prediction=SitePrediction(
target_at=TARGET_AT,
target_metric="consumption_kwh",
period_minutes=60,
predicted_value=812.5,
status="available",
failure_reason=None,
model_reference="lightgbm-abc123",
created_at=CREATED_AT,
),
),
SitePredictionSummary(site_id="SITE002", site_name="Usine Lyon", prediction=None),
],
)
async def summary(self) -> PredictionSummary:
return self.resume
@pytest.fixture
def servi(app: FastAPI) -> Iterator[Callable[[], FauxService]]:
def installe() -> FauxService:
service = FauxService()
app.dependency_overrides[get_prediction_service] = lambda: service
app.dependency_overrides[get_current_principal] = lambda: principal()
return service
yield installe
app.dependency_overrides.pop(get_prediction_service, None)
app.dependency_overrides.pop(get_current_principal, None)
async def test_get_predictions_returns_the_service_result(
servi: Callable[[], FauxService], client: AsyncClient
) -> None:
servi()
response = await client.get("/api/v1/predictions")
assert response.status_code == 200
corps = response.json()
premier, second = corps["sites"]
assert premier["site_id"] == "SITE001"
assert premier["prediction"]["predicted_value"] == 812.5
assert premier["prediction"]["status"] == "available"
assert second["site_id"] == "SITE002"
assert second["prediction"] is None