chore(frontend): active strict, ajoute .form-select et documente le spec ciblé

- tsconfig.json : "strict": true, vérifié sans erreur sur app et specs
- _forms.scss : .form-select, select natif habillé comme .form-input avec un
  chevron, documenté dans le design système
- TESTING.md : commande pour jouer un seul fichier ou dossier de specs

.github/workflows/sonarqube.yml

@@ -5,11 +5,15 @@ on:
     paths:
       - "apps/frontend/**"
       - "apps/backend/**"
+      - "ml/**"
+      - "etl/airflow/**"
       - ".github/workflows/sonarqube.yml"
   pull_request:
     paths:
       - "apps/frontend/**"
       - "apps/backend/**"
+      - "ml/**"
+      - "etl/airflow/**"
       - ".github/workflows/sonarqube.yml"
 
 
@@ -108,8 +112,36 @@ jobs:
           name: backend-coverage
           path: apps/backend/coverage.xml
 
+  test-ml:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+      - name: Installe uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          enable-cache: true
+          cache-dependency-glob: ml/uv.lock
+
+      - name: Installe l'interpréteur déclaré par .python-version
+        run: uv python install
+        working-directory: ml
+
+      - name: Synchronise les dépendances sans dévier du verrou
+        run: uv sync --all-groups --frozen
+        working-directory: ml
+
+      - name: Lancement des tests et génération du rapport de couverture (ML)
+        run: uv run pytest --cov-report=xml
+        working-directory: ml
+
+      - name: Upload coverage
+        uses: actions/upload-artifact@v4
+        with:
+          name: ml-coverage
+          path: ml/coverage.xml
+
   sonarqube:
-    needs: [build-front, build-back, test-front, test-back]
+    needs: [build-front, build-back, test-front, test-back, test-ml]
     name: SonarQube
     runs-on: ubuntu-latest
     steps:
@@ -126,6 +158,11 @@ jobs:
         with:
           name: backend-coverage
           path: apps/backend
+      - name: Téléchargement du rapport de couverture (ML)
+        uses: actions/download-artifact@v4
+        with:
+          name: ml-coverage
+          path: ml
       - name: SonarQube Scan
         uses: SonarSource/sonarqube-scan-action@v8
         env:

apps/backend/Dockerfile

@@ -11,13 +11,14 @@ WORKDIR /app
 RUN --mount=type=cache,target=/root/.cache/uv \
     --mount=type=bind,source=uv.lock,target=uv.lock \
     --mount=type=bind,source=pyproject.toml,target=pyproject.toml \
-    uv sync --locked --no-install-project --no-dev
+    uv sync --locked --no-install-project --no-dev --no-build
 
+# Le projet lui-meme n'est pas installe (pas de second `uv sync`) : il tourne depuis /app, le
+# repertoire de travail, et rien ne lit ses metadonnees. L'installer imposerait de le construire
+# (backend hatchling), donc de retirer `--no-build` de l'etape ci-dessus, qui garantit que
+# l'installation des dependances n'execute aucun script de build (regle Sonar docker:S8541).
 COPY . /app
 
-RUN --mount=type=cache,target=/root/.cache/uv \
-    uv sync --locked --no-dev
-
 
 FROM python:3.14-slim AS runtime
 

apps/backend/tests/db/test_data_schema.py

@@ -112,8 +112,10 @@ async def test_duplicate_reading_is_rejected_when_key_matches(
     )
     await data_connection.execute(statement)
 
+    savepoint = data_connection.begin_nested()
+
     with pytest.raises(IntegrityError):
-        async with data_connection.begin_nested():
+        async with savepoint:
             await data_connection.execute(statement)
 
 
@@ -147,9 +149,12 @@ async def test_invalid_reading_is_rejected_when_constraints_fail(
     }
     values.update(changes)
 
+    statement = insert(Reading).values(**values)
+    savepoint = data_connection.begin_nested()
+
     with pytest.raises(IntegrityError):
-        async with data_connection.begin_nested():
-            await data_connection.execute(insert(Reading).values(**values))
+        async with savepoint:
+            await data_connection.execute(statement)
 
 
 async def test_prediction_requires_period_when_energy_is_predicted(
@@ -164,8 +169,10 @@ async def test_prediction_requires_period_when_energy_is_predicted(
         model_reference="test-model/1",
     )
 
+    savepoint = data_connection.begin_nested()
+
     with pytest.raises(IntegrityError):
-        async with data_connection.begin_nested():
+        async with savepoint:
             await data_connection.execute(statement)
 
 
@@ -212,21 +219,22 @@ async def test_alert_rejects_prediction_when_site_differs(
         )
     ).scalar_one()
 
+    statement = insert(Alert).values(
+        source_alert_id=str(uuid4()),
+        site_id=other_site,
+        source="enervision",
+        timestamp=MOMENT,
+        type="spike",
+        severity="high",
+        message="Test",
+        prediction_id=prediction_id,
+        raw_data={},
+    )
+    savepoint = data_connection.begin_nested()
+
     with pytest.raises(IntegrityError):
-        async with data_connection.begin_nested():
-            await data_connection.execute(
-                insert(Alert).values(
-                    source_alert_id=str(uuid4()),
-                    site_id=other_site,
-                    source="enervision",
-                    timestamp=MOMENT,
-                    type="spike",
-                    severity="high",
-                    message="Test",
-                    prediction_id=prediction_id,
-                    raw_data={},
-                )
-            )
+        async with savepoint:
+            await data_connection.execute(statement)
 
 
 async def test_recommendation_is_unique_when_alert_and_rule_match(
@@ -256,6 +264,8 @@ async def test_recommendation_is_unique_when_alert_and_rule_match(
     )
     await data_connection.execute(statement)
 
+    savepoint = data_connection.begin_nested()
+
     with pytest.raises(IntegrityError):
-        async with data_connection.begin_nested():
+        async with savepoint:
             await data_connection.execute(statement)

apps/backend/tests/etl/test_historical_import.py

@@ -1,239 +1,245 @@
-import hashlib
-import json
-
-import pandas as pd
-import pytest
-
-from app.etl.historical_import import (
-    SOURCE_NAME,
-    build_reading_batch,
-    classify_quality,
-    compute_sha256,
-    load_metadata,
-    normalize_timestamps,
-    validate_source,
-)
-
-
-def make_metadata() -> dict:
-    return {
-        "total_records": 2,
-        "sites": {
-            "SITE001": {},
-        },
-    }
-
-
-def make_dataframe() -> pd.DataFrame:
-    return pd.DataFrame(
-        [
-            {
-                "timestamp": "2023-01-01 00:00:00",
-                "site_id": "SITE001",
-                "site_type": "office",
-                "site_name": "Site 1",
-                "consumption_kwh": 10.5,
-                "consumption_euros": 2.5,
-                "temperature_celsius": 20.0,
-                "humidity_percent": 50.0,
-                "solar_irradiance_wm2": 0.0,
-                "hour": 0,
-                "day_of_week": 6,
-                "day_name": "Sunday",
-                "month": 1,
-                "is_weekend": True,
-                "is_working_hours": False,
-            },
-            {
-                "timestamp": "2023-01-01 01:00:00",
-                "site_id": "SITE001",
-                "site_type": "office",
-                "site_name": "Site 1",
-                "consumption_kwh": 11.0,
-                "consumption_euros": 2.7,
-                "temperature_celsius": 19.5,
-                "humidity_percent": 52.0,
-                "solar_irradiance_wm2": 0.0,
-                "hour": 1,
-                "day_of_week": 6,
-                "day_name": "Sunday",
-                "month": 1,
-                "is_weekend": True,
-                "is_working_hours": False,
-            },
-        ]
-    )
-
-
-def test_compute_sha256(tmp_path):
-    file_path = tmp_path / "dataset.csv"
-    content = b"hello-enervision"
-
-    file_path.write_bytes(content)
-
-    expected = hashlib.sha256(content).hexdigest()
-
-    assert compute_sha256(file_path) == expected
-
-
-def test_load_metadata(tmp_path):
-    metadata_path = tmp_path / "metadata.json"
-
-    metadata = {
-        "total_records": 2,
-        "sites": {
-            "SITE001": {},
-        },
-    }
-
-    metadata_path.write_text(
-        json.dumps(metadata),
-        encoding="utf-8",
-    )
-
-    assert load_metadata(metadata_path) == metadata
-
-
-def test_validate_source_accepts_valid_dataset():
-    frame = make_dataframe()
-
-    validate_source(
-        frame,
-        make_metadata(),
-    )
-
-
-def test_validate_source_rejects_missing_column():
-    frame = make_dataframe().drop(columns=["consumption_kwh"])
-
-    with pytest.raises(
-        ValueError,
-        match="Colonnes obligatoires absentes",
-    ):
-        validate_source(
-            frame,
-            make_metadata(),
-        )
-
-
-def test_validate_source_rejects_duplicates():
-    frame = make_dataframe()
-
-    frame.loc[1, "timestamp"] = frame.loc[
-        0,
-        "timestamp",
-    ]
-
-    with pytest.raises(
-        ValueError,
-        match="doublons",
-    ):
-        validate_source(
-            frame,
-            make_metadata(),
-        )
-
-
-def test_validate_source_rejects_unknown_site():
-    frame = make_dataframe()
-
-    frame.loc[1, "site_id"] = "SITE999"
-
-    with pytest.raises(
-        ValueError,
-        match="Sites incohérents",
-    ):
-        validate_source(
-            frame,
-            make_metadata(),
-        )
-
-
-def test_normalize_timestamps_adds_timezone():
-    frame = make_dataframe()
-
-    normalized = normalize_timestamps(
-        frame,
-        "UTC",
-    )
-
-    assert normalized["timestamp"].dt.tz is not None
-
-    assert "_source_timestamp" in normalized.columns
-
-
-def test_classify_quality_good():
-    row = make_dataframe().iloc[0].to_dict()
-
-    quality, reasons = classify_quality(row)
-
-    assert quality == "good"
-    assert reasons == []
-
-
-def test_classify_quality_degraded_when_consumption_missing():
-    row = make_dataframe().iloc[0].to_dict()
-    row["consumption_kwh"] = None
-
-    quality, reasons = classify_quality(row)
-
-    assert quality == "degraded"
-
-    assert "missing:consumption_kwh" in reasons
-
-
-def test_build_reading_batch_respects_database_contract():
-    frame = normalize_timestamps(
-        make_dataframe(),
-        "UTC",
-    )
-
-    rows = build_reading_batch(
-        frame.iloc[:1],
-        dataset_id=3,
-    )
-
-    assert len(rows) == 1
-
-    row = rows[0]
-
-    assert row["dataset_id"] == 3
-
-    # Important :
-    # contrainte ck_reading_dataset_source.
-    assert row["source"] == "csv"
-    assert SOURCE_NAME == "csv"
-
-    # Important :
-    # contrainte ck_reading_imputation.
-    assert row["imputed_values"] is None
-    assert row["imputation_method"] is None
-
-    assert row["data_quality"] == "good"
-    assert row["null_reasons"] == []
-
-
-def test_build_reading_batch_keeps_missing_values():
-    frame = make_dataframe()
-
-    frame.loc[0, "temperature_celsius"] = None
-
-    frame = normalize_timestamps(
-        frame,
-        "UTC",
-    )
-
-    rows = build_reading_batch(
-        frame.iloc[:1],
-        dataset_id=3,
-    )
-
-    row = rows[0]
-
-    assert row["temperature_celsius"] is None
-
-    assert "missing:temperature_celsius" in row["null_reasons"]
-
-    # RAW ingestion : aucune imputation.
-    assert row["imputed_values"] is None
-    assert row["imputation_method"] is None
+import hashlib
+import json
+
+import pandas as pd
+import pytest
+
+from app.etl.historical_import import (
+    SOURCE_NAME,
+    build_reading_batch,
+    classify_quality,
+    compute_sha256,
+    load_metadata,
+    normalize_timestamps,
+    validate_source,
+)
+
+
+def make_metadata() -> dict:
+    return {
+        "total_records": 2,
+        "sites": {
+            "SITE001": {},
+        },
+    }
+
+
+def make_dataframe() -> pd.DataFrame:
+    return pd.DataFrame(
+        [
+            {
+                "timestamp": "2023-01-01 00:00:00",
+                "site_id": "SITE001",
+                "site_type": "office",
+                "site_name": "Site 1",
+                "consumption_kwh": 10.5,
+                "consumption_euros": 2.5,
+                "temperature_celsius": 20.0,
+                "humidity_percent": 50.0,
+                "solar_irradiance_wm2": 0.0,
+                "hour": 0,
+                "day_of_week": 6,
+                "day_name": "Sunday",
+                "month": 1,
+                "is_weekend": True,
+                "is_working_hours": False,
+            },
+            {
+                "timestamp": "2023-01-01 01:00:00",
+                "site_id": "SITE001",
+                "site_type": "office",
+                "site_name": "Site 1",
+                "consumption_kwh": 11.0,
+                "consumption_euros": 2.7,
+                "temperature_celsius": 19.5,
+                "humidity_percent": 52.0,
+                "solar_irradiance_wm2": 0.0,
+                "hour": 1,
+                "day_of_week": 6,
+                "day_name": "Sunday",
+                "month": 1,
+                "is_weekend": True,
+                "is_working_hours": False,
+            },
+        ]
+    )
+
+
+def test_compute_sha256(tmp_path):
+    file_path = tmp_path / "dataset.csv"
+    content = b"hello-enervision"
+
+    file_path.write_bytes(content)
+
+    expected = hashlib.sha256(content).hexdigest()
+
+    assert compute_sha256(file_path) == expected
+
+
+def test_load_metadata(tmp_path):
+    metadata_path = tmp_path / "metadata.json"
+
+    metadata = {
+        "total_records": 2,
+        "sites": {
+            "SITE001": {},
+        },
+    }
+
+    metadata_path.write_text(
+        json.dumps(metadata),
+        encoding="utf-8",
+    )
+
+    assert load_metadata(metadata_path) == metadata
+
+
+def test_validate_source_accepts_valid_dataset():
+    frame = make_dataframe()
+
+    validate_source(
+        frame,
+        make_metadata(),
+    )
+
+
+def test_validate_source_rejects_missing_column():
+    frame = make_dataframe().drop(columns=["consumption_kwh"])
+
+    metadata = make_metadata()
+
+    with pytest.raises(
+        ValueError,
+        match="Colonnes obligatoires absentes",
+    ):
+        validate_source(
+            frame,
+            metadata,
+        )
+
+
+def test_validate_source_rejects_duplicates():
+    frame = make_dataframe()
+
+    frame.loc[1, "timestamp"] = frame.loc[
+        0,
+        "timestamp",
+    ]
+
+    metadata = make_metadata()
+
+    with pytest.raises(
+        ValueError,
+        match="doublons",
+    ):
+        validate_source(
+            frame,
+            metadata,
+        )
+
+
+def test_validate_source_rejects_unknown_site():
+    frame = make_dataframe()
+
+    frame.loc[1, "site_id"] = "SITE999"
+
+    metadata = make_metadata()
+
+    with pytest.raises(
+        ValueError,
+        match="Sites incohérents",
+    ):
+        validate_source(
+            frame,
+            metadata,
+        )
+
+
+def test_normalize_timestamps_adds_timezone():
+    frame = make_dataframe()
+
+    normalized = normalize_timestamps(
+        frame,
+        "UTC",
+    )
+
+    assert normalized["timestamp"].dt.tz is not None
+
+    assert "_source_timestamp" in normalized.columns
+
+
+def test_classify_quality_good():
+    row = make_dataframe().iloc[0].to_dict()
+
+    quality, reasons = classify_quality(row)
+
+    assert quality == "good"
+    assert reasons == []
+
+
+def test_classify_quality_degraded_when_consumption_missing():
+    row = make_dataframe().iloc[0].to_dict()
+    row["consumption_kwh"] = None
+
+    quality, reasons = classify_quality(row)
+
+    assert quality == "degraded"
+
+    assert "missing:consumption_kwh" in reasons
+
+
+def test_build_reading_batch_respects_database_contract():
+    frame = normalize_timestamps(
+        make_dataframe(),
+        "UTC",
+    )
+
+    rows = build_reading_batch(
+        frame.iloc[:1],
+        dataset_id=3,
+    )
+
+    assert len(rows) == 1
+
+    row = rows[0]
+
+    assert row["dataset_id"] == 3
+
+    # Important :
+    # contrainte ck_reading_dataset_source.
+    assert row["source"] == "csv"
+    assert SOURCE_NAME == "csv"
+
+    # Important :
+    # contrainte ck_reading_imputation.
+    assert row["imputed_values"] is None
+    assert row["imputation_method"] is None
+
+    assert row["data_quality"] == "good"
+    assert row["null_reasons"] == []
+
+
+def test_build_reading_batch_keeps_missing_values():
+    frame = make_dataframe()
+
+    frame.loc[0, "temperature_celsius"] = None
+
+    frame = normalize_timestamps(
+        frame,
+        "UTC",
+    )
+
+    rows = build_reading_batch(
+        frame.iloc[:1],
+        dataset_id=3,
+    )
+
+    row = rows[0]
+
+    assert row["temperature_celsius"] is None
+
+    assert "missing:temperature_celsius" in row["null_reasons"]
+
+    # RAW ingestion : aucune imputation.
+    assert row["imputed_values"] is None
+    assert row["imputation_method"] is None

apps/backend/tests/repositories/test_audit_log.py

@@ -49,8 +49,10 @@ async def test_the_database_refuses_to_mutate_the_audit_log(
 ) -> None:
     await une_ligne(session)
 
+    requete = text(instruction)
+
     with pytest.raises(DBAPIError, match="ajout seul"):
-        await session.execute(text(instruction))
+        await session.execute(requete)
     await session.rollback()
 
 

apps/backend/tests/repositories/test_password_reset_token.py

@@ -131,11 +131,14 @@ async def test_the_database_refuses_two_tokens_sharing_a_fingerprint(
         user_agent=None,
     )
 
+    empreinte = fingerprint_refresh(secret)
+    expiration = datetime.now(UTC) + DUREE
+
     with pytest.raises(IntegrityError):
         await depot.create(
             user_id=compte,
-            token_hash=fingerprint_refresh(secret),
-            expires_at=datetime.now(UTC) + DUREE,
+            token_hash=empreinte,
+            expires_at=expiration,
             client_ip=None,
             user_agent=None,
         )

apps/backend/tests/repositories/test_refresh_token.py

@@ -178,12 +178,16 @@ async def test_the_database_refuses_two_tokens_sharing_a_fingerprint(
         user_agent=None,
     )
 
+    famille = uuid.uuid4()
+    empreinte = fingerprint_refresh(secret)
+    expiration = datetime.now(UTC) + DUREE
+
     with pytest.raises(IntegrityError):
         await depot.create(
             user_id=compte,
-            family_id=uuid.uuid4(),
-            token_hash=fingerprint_refresh(secret),
-            expires_at=datetime.now(UTC) + DUREE,
+            family_id=famille,
+            token_hash=empreinte,
+            expires_at=expiration,
             client_ip=None,
             user_agent=None,
         )

apps/backend/tests/repositories/test_user.py

@@ -31,14 +31,12 @@ async def test_the_database_refuses_an_email_written_in_upper_case(
 ) -> None:
     saisie = adresse().upper()
 
+    requete = text(
+        "insert into app_user (email, password_hash, role) values (:e, '$argon2id$x', 'lecteur')"
+    )
+
     with pytest.raises(IntegrityError):
-        await session.execute(
-            text(
-                "insert into app_user (email, password_hash, role) "
-                "values (:e, '$argon2id$x', 'lecteur')"
-            ),
-            {"e": saisie},
-        )
+        await session.execute(requete, {"e": saisie})
     await session.rollback()
 
 

apps/backend/tests/services/test_reading.py

@@ -116,13 +116,11 @@ async def test_list_history_normalizes_naive_datetimes_to_utc() -> None:
 async def test_list_history_raises_when_start_is_after_end() -> None:
     service = ReadingService(readings=FakeRepository([]))
 
+    debut = datetime(2026, 9, 2, tzinfo=UTC)
+    fin = datetime(2026, 9, 1, tzinfo=UTC)
+
     with pytest.raises(FenetreInverseeError):
-        await service.list_history(
-            start=datetime(2026, 9, 2, tzinfo=UTC),
-            end=datetime(2026, 9, 1, tzinfo=UTC),
-            limit=500,
-            offset=0,
-        )
+        await service.list_history(start=debut, end=fin, limit=500, offset=0)
 
 
 async def test_list_history_raises_when_start_equals_end() -> None:

apps/backend/tests/services/test_user.py

@@ -235,5 +235,7 @@ async def test_every_operation_refuses_an_unknown_account(action: str) -> None:
     if action == "set_active":
         arguments["is_active"] = False
 
+    methode = getattr(attirail.service, action)
+
     with pytest.raises(UserNotFoundError):
-        await getattr(attirail.service, action)(**arguments)
+        await methode(**arguments)

apps/backend/tests/test_cli.py

@@ -19,13 +19,17 @@ def test_build_parser_reads_the_create_admin_arguments() -> None:
 
 
 def test_build_parser_requires_a_subcommand() -> None:
+    parser = cli.build_parser()
+
     with pytest.raises(SystemExit):
-        cli.build_parser().parse_args([])
+        parser.parse_args([])
 
 
 def test_build_parser_requires_an_email() -> None:
+    parser = cli.build_parser()
+
     with pytest.raises(SystemExit):
-        cli.build_parser().parse_args(["create-admin"])
+        parser.parse_args(["create-admin"])
 
 
 def test_read_password_generates_a_long_secret_when_asked(

apps/frontend/TESTING.md

@@ -1,4 +1,4 @@
-# Conventions de tests unitaires — Frontend
+# Conventions de tests unitaires : Frontend
 
 ## Outil
 Vitest (intégré nativement à Angular CLI, pas d'installation à faire).
@@ -83,3 +83,6 @@ describe('MonComposant', () => {
 ## Lancer les tests
 - Développement (mode watch) : `npm test`
 - Rapport de couverture (CI) : `npm run test:ci -- --coverage`, puis ouvrir `coverage/index.html`
+- Un fichier ou un dossier seulement :
+  `npx ng test --watch=false --coverage=false --include=src/app/core/services/alerts.service.spec.ts`
+  (répéter `--include` pour plusieurs cibles ; un dossier joue tous ses specs)

apps/frontend/src/app/core/mocks/alerts.fixture.ts

@@ -2,53 +2,63 @@ import { Alert } from '../../shared/models/alert.model';
 
 export const ALERTS_FIXTURE: Alert[] = [
   {
-    alert_id: 'ALR-SITE002-1718458320',
-    timestamp: '2026-09-15T11:12:00',
+    alert_id: 5,
     site_id: 'SITE002',
+    timestamp: '2026-09-15T11:12:00Z',
+    type: 'threshold',
     severity: 'critical',
-    type: 'outage',
-    message: 'Risque de surcharge sur Usine Lyon Vénissieux',
+    message: 'Puissance appelée 812.5 kW au-dessus de la capacité du site (720.0 kW)',
     value: 812.5,
     threshold: 720.0,
+    metric: 'consumption_kw',
+    prediction_id: null,
   },
   {
-    alert_id: 'ALR-SITE003-1718458321',
-    timestamp: '2026-09-15T11:05:00',
+    alert_id: 4,
     site_id: 'SITE003',
+    timestamp: '2026-09-15T11:05:00Z',
+    type: 'outage',
     severity: 'critical',
-    type: 'sensor',
-    message: 'Perte réseau totale sur Data Center Marseille',
-    value: 0,
-    threshold: 0,
+    message: 'Aucune lecture depuis 5:00:00 (dernière lecture : 2026-09-15T06:05:00+00:00)',
+    value: null,
+    threshold: null,
+    metric: null,
+    prediction_id: null,
   },
   {
-    alert_id: 'ALR-SITE005-1718458322',
-    timestamp: '2026-09-15T10:47:00',
+    alert_id: 3,
     site_id: 'SITE005',
+    timestamp: '2026-09-15T10:47:00Z',
+    type: 'spike',
     severity: 'high',
-    type: 'threshold',
-    message: 'Usine Toulouse approche de son seuil de capacité',
+    message: 'Variation brutale entre deux lectures consécutives (260.0 kW -> 410.0 kW)',
     value: 410.0,
-    threshold: 480.0,
+    threshold: 260.0,
+    metric: 'consumption_kw',
+    prediction_id: null,
   },
   {
-    alert_id: 'ALR-SITE006-1718458323',
-    timestamp: '2026-09-15T10:30:00',
+    alert_id: 2,
     site_id: 'SITE006',
-    severity: 'medium',
+    timestamp: '2026-09-15T10:30:00Z',
     type: 'sensor',
-    message: 'Capteur de température défaillant sur Bureau Lille',
-    value: 0,
-    threshold: 0,
+    severity: 'medium',
+    message: 'Qualité de mesure degraded (capteur hors ligne, valeur nulle)',
+    value: null,
+    threshold: null,
+    metric: null,
+    prediction_id: null,
   },
   {
-    alert_id: 'ALR-SITE004-1718458324',
-    timestamp: '2026-09-15T09:58:00',
+    alert_id: 1,
     site_id: 'SITE004',
-    severity: 'low',
+    timestamp: '2026-09-15T09:58:00Z',
     type: 'anomaly',
-    message: 'Comportement de consommation inhabituel sur Bureau Bordeaux',
+    severity: 'low',
+    message: 'Écart de 13% entre la consommation mesurée (62.0 kWh) et la prévision (55.0 kWh)',
     value: 62.0,
     threshold: 55.0,
+    metric: 'consumption_kwh',
+    prediction_id: 42,
   },
 ];

apps/frontend/src/app/core/services/alerts.service.spec.ts

@@ -3,6 +3,20 @@ import { provideHttpClient } from '@angular/common/http';
 import { provideHttpClientTesting, HttpTestingController } from '@angular/common/http/testing';
 import { AlertsService } from './alerts.service';
 import { environment } from '../../../environments/environment';
+import { Alert } from '../../shared/models/alert.model';
+
+const ALERT_API: Alert = {
+  alert_id: 1,
+  site_id: 'site-1',
+  timestamp: '2026-09-16T00:00:00Z',
+  type: 'threshold',
+  severity: 'high',
+  message: 'Dépassement du seuil configuré',
+  value: 812.5,
+  threshold: 720.0,
+  metric: 'consumption_kw',
+  prediction_id: null,
+};
 
 describe('AlertsService', () => {
   let service: AlertsService;
@@ -18,26 +32,35 @@ describe('AlertsService', () => {
 
   afterEach(() => httpMock.verify());
 
-  it("appelle le bon endpoint et retourne un tableau d'alertes", () => {
-    let result: unknown;
+  it("appelle le bon endpoint sans paramètre et retourne un tableau d'alertes", () => {
+    let result: Alert[] = [];
     service.getAlerts().subscribe((r) => (result = r));
 
-    const req = httpMock.expectOne(`${environment.apiUrl}/alerts`);
-    expect(req.request.method).toBe('GET');
+    const req = httpMock.expectOne(
+      (r) => r.url === `${environment.apiUrl}/alerts` && r.method === 'GET',
+    );
+    expect(req.request.params.keys()).toEqual([]);
+    req.flush([ALERT_API]);
 
-    req.flush([
-      {
-        alert_id: 'ALR-TEST-1',
-        timestamp: '2026-09-15T12:00:00',
-        site_id: 'SITE001',
-        severity: 'high',
-        type: 'threshold',
-        message: 'Test',
-        value: 100,
-        threshold: 90,
-      },
-    ]);
+    expect(result.length).toBe(1);
+    expect(result[0].alert_id).toBe(1);
+    expect(result[0].prediction_id).toBeNull();
+  });
 
-    expect((result as unknown[]).length).toBe(1);
+  it('transmet les filtres site_id et severity en paramètres de requête', () => {
+    service.getAlerts({ site_id: 'SITE001', severity: 'high' }).subscribe();
+
+    const req = httpMock.expectOne((r) => r.url === `${environment.apiUrl}/alerts`);
+    expect(req.request.params.get('site_id')).toBe('SITE001');
+    expect(req.request.params.get('severity')).toBe('high');
+    req.flush([]);
+  });
+
+  it('ne pose pas de paramètre pour un filtre omis', () => {
+    service.getAlerts({ site_id: 'SITE001' }).subscribe();
+
+    const req = httpMock.expectOne((r) => r.url === `${environment.apiUrl}/alerts`);
+    expect(req.request.params.has('severity')).toBe(false);
+    req.flush([]);
   });
 });

apps/frontend/src/app/core/services/alerts.service.ts

@@ -1,13 +1,25 @@
 import { Service, inject } from '@angular/core';
-import { HttpClient } from '@angular/common/http';
+import { HttpClient, HttpParams } from '@angular/common/http';
 import { environment } from '../../../environments/environment';
-import { Alert } from '../../shared/models/alert.model';
+import { Alert, AlertSeverity } from '../../shared/models/alert.model';
+
+export interface AlertFilters {
+  site_id?: string;
+  severity?: AlertSeverity;
+}
 
 @Service()
 export class AlertsService {
   private http = inject(HttpClient);
 
-  getAlerts() {
-    return this.http.get<Alert[]>(`${environment.apiUrl}/alerts`);
+  getAlerts(filters: AlertFilters = {}) {
+    let params = new HttpParams();
+    if (filters.site_id) {
+      params = params.set('site_id', filters.site_id);
+    }
+    if (filters.severity) {
+      params = params.set('severity', filters.severity);
+    }
+    return this.http.get<Alert[]>(`${environment.apiUrl}/alerts`, { params });
   }
 }

apps/frontend/src/app/shared/models/alert-presentation.spec.ts

@@ -0,0 +1,37 @@
+import {
+  LIBELLE_PAR_SEVERITE,
+  LIBELLE_PAR_TYPE,
+  SEVERITES,
+  TON_PAR_SEVERITE,
+  TYPES_ALERTE,
+  UNITE_PAR_METRIQUE,
+} from './alert-presentation';
+
+describe('alert-presentation', () => {
+  it('distingue le ton des sévérités high et critical', () => {
+    expect(TON_PAR_SEVERITE.high).toBe('danger');
+    expect(TON_PAR_SEVERITE.critical).toBe('critical');
+    expect(TON_PAR_SEVERITE.high).not.toBe(TON_PAR_SEVERITE.critical);
+  });
+
+  it("n'affiche pas une alerte faible avec le ton de succès", () => {
+    expect(TON_PAR_SEVERITE.low).toBe('neutral');
+    expect(TON_PAR_SEVERITE.medium).toBe('warning');
+  });
+
+  it('donne un libellé français à chaque sévérité et à chaque type', () => {
+    for (const severite of SEVERITES) {
+      expect(LIBELLE_PAR_SEVERITE[severite]).toBeTruthy();
+    }
+    for (const type of TYPES_ALERTE) {
+      expect(LIBELLE_PAR_TYPE[type]).toBeTruthy();
+    }
+    expect(SEVERITES.length).toBe(4);
+    expect(TYPES_ALERTE.length).toBe(5);
+  });
+
+  it('associe une unité à chaque métrique du contrat', () => {
+    expect(UNITE_PAR_METRIQUE.consumption_kw).toBe('kW');
+    expect(UNITE_PAR_METRIQUE.consumption_kwh).toBe('kWh');
+  });
+});

apps/frontend/src/app/shared/models/alert-presentation.ts

@@ -0,0 +1,41 @@
+import { BadgeTone } from '../components/ui/badge/badge';
+import { AlertMetric, AlertSeverity, AlertType } from './alert.model';
+
+// Pourquoi : `low` en neutre plutôt qu'en vert, une alerte faible reste une alerte ; le vert se
+// lisait comme « tout va bien » à côté des rouges.
+export const TON_PAR_SEVERITE: Record<AlertSeverity, BadgeTone> = {
+  low: 'neutral',
+  medium: 'warning',
+  high: 'danger',
+  critical: 'critical',
+};
+
+export const LIBELLE_PAR_SEVERITE: Record<AlertSeverity, string> = {
+  low: 'Faible',
+  medium: 'Moyenne',
+  high: 'Élevée',
+  critical: 'Critique',
+};
+
+export const LIBELLE_PAR_TYPE: Record<AlertType, string> = {
+  spike: 'Pic de consommation',
+  threshold: 'Seuil dépassé',
+  anomaly: 'Anomalie',
+  outage: 'Coupure',
+  sensor: 'Capteur',
+};
+
+export const UNITE_PAR_METRIQUE: Record<AlertMetric, string> = {
+  consumption_kw: 'kW',
+  consumption_kwh: 'kWh',
+};
+
+export const SEVERITES: readonly AlertSeverity[] = ['low', 'medium', 'high', 'critical'];
+
+export const TYPES_ALERTE: readonly AlertType[] = [
+  'spike',
+  'threshold',
+  'anomaly',
+  'outage',
+  'sensor',
+];

apps/frontend/src/app/shared/models/alert.model.ts

@@ -1,13 +1,16 @@
 export type AlertSeverity = 'low' | 'medium' | 'high' | 'critical';
 export type AlertType = 'spike' | 'threshold' | 'anomaly' | 'outage' | 'sensor';
+export type AlertMetric = 'consumption_kw' | 'consumption_kwh';
 
 export interface Alert {
-  alert_id: string;
-  timestamp: string;
+  alert_id: number;
   site_id: string;
-  severity: AlertSeverity;
+  timestamp: string;
   type: AlertType;
+  severity: AlertSeverity;
   message: string;
-  value: number;
-  threshold: number;
+  value: number | null;
+  threshold: number | null;
+  metric: AlertMetric | null;
+  prediction_id: number | null;
 }

apps/frontend/src/styles/_forms.scss

@@ -29,3 +29,18 @@
   color: var(--color-disabled);
   margin-top: 0.25rem;
 }
+
+// Piège : le chevron est un SVG en data URI, où aucun token CSS n'est lisible ; sa couleur
+// reprend en dur la valeur de --color-text-muted.
+.form-select {
+  @extend .form-input;
+  padding-right: 2.25rem;
+  color: var(--color-text);
+  background-color: var(--color-surface);
+  background-image: url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20' fill='none' stroke='%236b7280' stroke-width='1.5' stroke-linecap='round' stroke-linejoin='round'%3E%3Cpath d='M6 8l4 4 4-4'/%3E%3C/svg%3E");
+  background-repeat: no-repeat;
+  background-position: right 0.6rem center;
+  background-size: 1rem;
+  appearance: none;
+  cursor: pointer;
+}

apps/frontend/tsconfig.json

@@ -3,6 +3,7 @@
 {
   "compileOnSave": false,
   "compilerOptions": {
+    "strict": true,
     "noImplicitOverride": true,
     "noPropertyAccessFromIndexSignature": true,
     "noImplicitReturns": true,

docs/architecture/32-design-systeme-frontend.md

@@ -24,12 +24,13 @@ seule fois dans `src/styles.scss`. Disponibles partout sans import supplémentai
 | `--shadow-card` | Ombre portée des cartes |
 | `--space-1` à `--space-5` | Échelle d'espacement (0.35rem à 2.5rem) |
 
-Les classes de formulaire partagées (`.form-label`, `.form-input`, `.form-hint`) sont dans
-`apps/frontend/src/styles/_forms.scss`, importées globalement de la même façon. Elles
-s'appliquent directement à des `<label>`/`<input>` natifs liés par `formControlName` : pas de
-composant `ControlValueAccessor` dédié, le gain n'en vaut pas la complexité pour des formulaires
-aussi simples que ceux de ce projet. Les erreurs de formulaire, elles, s'affichent via
-`<ev-alert severity="danger">`, pas une classe dédiée.
+Les classes de formulaire partagées (`.form-label`, `.form-input`, `.form-select`, `.form-hint`)
+sont dans `apps/frontend/src/styles/_forms.scss`, importées globalement de la même façon. Elles
+s'appliquent directement à des `<label>`/`<input>`/`<select>` natifs, liés par `formControlName` ou
+par un simple `(change)` : pas de composant `ControlValueAccessor` dédié, le gain n'en vaut pas la
+complexité pour des formulaires aussi simples que ceux de ce projet. `.form-select` habille un
+`<select>` natif avec la bordure et le focus de `.form-input`, plus un chevron. Les erreurs de
+formulaire, elles, s'affichent via `<ev-alert severity="danger">`, pas une classe dédiée.
 
 La classe `.auth-page` (`apps/frontend/src/styles/_auth-page.scss`, importée globalement) porte
 le fond dégradé et le centrage commun aux pages d'authentification (`login`, `change-password`,

docs/architecture/50-cicd.md

@@ -44,6 +44,7 @@ flowchart TB
   subgraph sq["SonarQube · sonarqube.yml"]
     sb1["build-front / test-front"]
     sb2["build-back / test-back"]
+    sb3["test-ml"]
     sscan["sonarqube<br/>quality gate SonarCloud"]
   end
 
@@ -132,10 +133,18 @@ partie de la suite, et son taux n'aurait aucun sens face au seuil de 85 %.
 
 ## SonarCloud, et l'incident qui a immobilisé trois PR
 
-Le workflow `sonarqube.yml` exécute quatre jobs de préparation (`build-front`, `test-front`,
-`build-back`, `test-back`) qui produisent chacun un rapport de couverture en artefact, puis un
-cinquième job qui les télécharge et lance `SonarSource/sonarqube-scan-action@v8` avec le secret
-`SONAR_TOKEN`. Le périmètre est décrit par `sonar-project.properties` à la racine.
+Le workflow `sonarqube.yml` exécute cinq jobs de préparation (`build-front`, `test-front`,
+`build-back`, `test-back`, `test-ml`) dont les tests produisent chacun un rapport de couverture en
+artefact, puis un dernier job qui les télécharge et lance `SonarSource/sonarqube-scan-action@v8`
+avec le secret `SONAR_TOKEN`. Le périmètre est décrit par `sonar-project.properties` à la racine.
+
+Le périmètre couvre `apps/frontend`, `apps/backend`, `ml/` et `etl/airflow` (les deux derniers
+ajoutés après coup : ils n'étaient pas analysés, une PR qui ne touchait qu'eux ne lançait pas
+Sonar). `ml/` publie `ml/coverage.xml` (`pytest-cov`, même mécanisme que le backend, sans seuil
+propre : la gate porte sur le code neuf). `etl/airflow` est exclu de la **couverture**
+(`sonar.coverage.exclusions`) : ses tests ne font que charger les DAGs, ils ne mesurent rien.
+Piège : tout nouveau dossier de tests doit être déclaré dans `sonar.tests`, faute de quoi il est
+compté comme code de production non couvert (cf. l'incident ci-dessous).
 
 **L'incident, à raconter tel quel.** Les 18 et 19 septembre, trois PR (#103, #105, #107) sont
 restées bloquées sur une quality gate rouge annonçant une couverture du code neuf à 0 %, alors que

ml/README.md

@@ -103,7 +103,7 @@ prevision (utile plus tard pour comparer prevision et realise, surveillance de d
 uv run ruff check .                       # lint
 uv run ruff format .                      # format
 uv run mypy enervision_ml tests           # typage strict
-uv run pytest                             # tests
+uv run pytest                             # tests + couverture (ml/coverage.xml avec --cov-report=xml, lu par Sonar)
 ```
 
 Depuis la racine du monorepo, via le `Makefile` : `make install-ml`, `make ml-lint`,

ml/pyproject.toml

@@ -17,6 +17,7 @@ dev = [
     "ruff>=0.16.7",
     "mypy>=2.3.1",
     "pytest>=9.1.1",
+    "pytest-cov>=7.1.0",
     "pandas-stubs>=3.0.5.260914",
 ]
 
@@ -75,5 +76,14 @@ ignore_missing_imports = true
 
 [tool.pytest.ini_options]
 testpaths = ["tests"]
-addopts = "-q --strict-markers -m 'not integration'"
+addopts = "-q --strict-markers -m 'not integration' --cov=enervision_ml --cov-report=term-missing"
 markers = ["integration: requiert une base PostgreSQL joignable"]
+
+# Rapport lu par SonarCloud (`ml/coverage.xml`, cf. sonar-project.properties), meme mecanisme que
+# apps/backend. Pas de seuil ici : celui de la quality gate porte sur le code nouveau.
+[tool.coverage.run]
+source = ["enervision_ml"]
+branch = true
+
+[tool.coverage.report]
+show_missing = true

ml/uv.lock

@@ -388,6 +388,45 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/19/37/c9aa45e47819dc15a38fc5c81a2fb987fde55e9d3b991fbde514e3b6b5f5/contourpy-1.4.0-cp314-cp314t-win_arm64.whl", hash = "sha256:fc9feef8f1f001c5b87decadc67c4a5d1eebb62ca39c4763d1237ff62cf2b707", size = 587071, upload-time = "2026-09-11T19:04:09.898Z" },
 ]
 
+[[package]]
+name = "coverage"
+version = "7.16.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/65/2d/c738872f477f5687152acae68635790387425d407ae37dd3d3a8a6692307/coverage-7.16.1.tar.gz", hash = "sha256:f83981779bcf9dfa06fa0a8d4cb43e0faec1706328ce07aa3e7b665b4ac0f210", size = 969651, upload-time = "2026-09-13T19:12:21.422Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8e/b4/2a7c793965bae9f067aabab793a44d7a2f3ee7fb16b01ce1976bbd4a0218/coverage-7.16.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:cc0b37fe6f5ce5f1ccc62ad4fa9b1ad201d8e9b6027fd5e0170877beee4b2d15", size = 223546, upload-time = "2026-09-13T19:10:06.019Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/e2/633469076a2dbbea036cc15a268a3a5d6b2c7dd5d9a9567b2553dfc5ad61/coverage-7.16.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:6618f481053b63fc6121faf8fc676bd9b7163c2a19d9e984a2e850002c28ab57", size = 223881, upload-time = "2026-09-13T19:10:08.246Z" },
+    { url = "https://files.pythonhosted.org/packages/de/c3/f06150c13284569d53273b909f31222874276a595637b7852571dfeb2c18/coverage-7.16.1-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:fa02d561eb1d8d2f8ba43ba6e3cef4c6c402a3b632a9460fa329fcadcd5df6a3", size = 254919, upload-time = "2026-09-13T19:10:10.254Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/40/47e25b215ae18a29010c8e29be8782a6e04d18ba6224be2bf6cebfce6427/coverage-7.16.1-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:bc5354a124799f1f87b7637bbe6f18cd4bc66a1f37f6aa2b5db40f9adad531dc", size = 257428, upload-time = "2026-09-13T19:10:12.124Z" },
+    { url = "https://files.pythonhosted.org/packages/27/4b/1e2a4267d14cbd12a8489364a9d40020233e6be836d929b363f0e77209e2/coverage-7.16.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:34bafe9f4094315248573e6223e11af0ec1b25f9cbca43bf0e9a26a189ba2751", size = 258771, upload-time = "2026-09-13T19:10:14.031Z" },
+    { url = "https://files.pythonhosted.org/packages/be/2e/9aa6146cea929fab9185bb2642ffef7f47520a6e5efe407f75f9b12f4cf0/coverage-7.16.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:29c4d3e32a3b5efa420a3dc627c7e570deb80ef997def52c7686a474f5edc7ab", size = 261086, upload-time = "2026-09-13T19:10:16.213Z" },
+    { url = "https://files.pythonhosted.org/packages/13/3c/f9ad8bcd4fb3d21c9d20a16d6d6c6f999eee8f4498ed7659a3dbd2f4b74a/coverage-7.16.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f2066c447fdd0bca39a9633a082d8ce67bf9a539a203b85059a364a405dc9fe9", size = 254895, upload-time = "2026-09-13T19:10:18.602Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/d1/47eda9fd1eaeea39fa7b5b13a63b2bed92ab901841fb120b3f9f5e1dc30c/coverage-7.16.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fd8ac10cd2458b3c6343aac082fb9bd0e3fa806cb2c4975f2280153474b88412", size = 256783, upload-time = "2026-09-13T19:10:20.778Z" },
+    { url = "https://files.pythonhosted.org/packages/38/c3/565edf044877cb8cd3373c56885347ffc38f0edfd1f1679a487b208c19a8/coverage-7.16.1-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:9d8c54ec32e5c102b9241f75d88ae26538b53662868ca491736611db448d9c7a", size = 254742, upload-time = "2026-09-13T19:10:22.733Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/88/87d2b2aeaba719192b2089ff1c2cf89a06cf73a6d2e9f1f145626617700c/coverage-7.16.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:6dd8dda3402a01a1a8fe8b753a282466f615128574a5590a9108acd07b1f8540", size = 259016, upload-time = "2026-09-13T19:10:24.769Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/1b/70813185b125768abdcf7899fec4d37edc2e5fc9b60c7045c8f4271ec757/coverage-7.16.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:79afa9726438912e5cddd1fe541815cea9763c92935f594835e4c432565b68a9", size = 254559, upload-time = "2026-09-13T19:10:26.781Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/fa/e7aa5af279aafda633a1ede8bfd7d6916b0c8b2082be86759e0b52e73a61/coverage-7.16.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:3db3978211c3cead5437a80136ca0556bab8bc7828de15a762884b0598c41361", size = 256215, upload-time = "2026-09-13T19:10:28.714Z" },
+    { url = "https://files.pythonhosted.org/packages/38/87/7a894fa4f8c6662d2b6a87a3436950e15b1fa56e01765c9d6634fb2cbeb8/coverage-7.16.1-cp314-cp314-win32.whl", hash = "sha256:49c39c7068a494f8eb427155f5682f44feee43f9b3107fd54b1e52465379c54b", size = 225719, upload-time = "2026-09-13T19:10:30.743Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/01/fa7193c8005fb85488f02b0e1cc3c05a233cf2640206dd978af447aeecbf/coverage-7.16.1-cp314-cp314-win_amd64.whl", hash = "sha256:c510dad19552d912058e4c3e3cbec3fb155dbe8d0ce0ceb7e7dbf5c5822bae0b", size = 226208, upload-time = "2026-09-13T19:10:32.698Z" },
+    { url = "https://files.pythonhosted.org/packages/da/5c/a08634c714924c3eaef811bb3576c044128aa5e7dfa86c75e52f0761849e/coverage-7.16.1-cp314-cp314-win_arm64.whl", hash = "sha256:b7d4d7e6dcaf33e85f1919f03346403bdcc27437c420a78835f3805bca0ab71f", size = 225633, upload-time = "2026-09-13T19:10:34.79Z" },
+    { url = "https://files.pythonhosted.org/packages/43/df/ddb8a4c664046b1a0ee29c9c2d25b993e5dbc8fbde715df3694a64532781/coverage-7.16.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:3d0a3681c12d3e0bcdea3d9414b04087828d6c1a482802d6f7f42c37ed530152", size = 224281, upload-time = "2026-09-13T19:10:36.853Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/d0/9076e0c762d8afd91182e60a520fa5c92c4a334785eeb9fd6b8ef8fe7e3c/coverage-7.16.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3f3b4469d3da3ecced775d1a8c9c5d9fc80f259e30b7b89f9fed0700d6035ecb", size = 224547, upload-time = "2026-09-13T19:10:39.359Z" },
+    { url = "https://files.pythonhosted.org/packages/03/e5/9c59e64b6161704f35fe91549bb19b2bb355e95caf596c26a2065564807c/coverage-7.16.1-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:c08ae35c1be2fe1ce4b4c628df5c6fc0dc9a87f8e5fe8e20238d249678984741", size = 265906, upload-time = "2026-09-13T19:10:41.434Z" },
+    { url = "https://files.pythonhosted.org/packages/57/5a/13ccaffb77f766101bf6f38be9dba9e468b02cc92da4552a57877dbf1c1f/coverage-7.16.1-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8ee71a38c54bb2676bbe762b8b0943a79ccb1c2fd6a52054f66e63eda392f8c1", size = 268023, upload-time = "2026-09-13T19:10:43.533Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/a1/05cfcf01d3c7c922832698ad46e51d3441d820ce87a943014bb5cf5710dd/coverage-7.16.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:76491917771f179f9772efe218c5ccc65950dbdb35f4439298d8a8dfc6ec1f72", size = 270442, upload-time = "2026-09-13T19:10:45.895Z" },
+    { url = "https://files.pythonhosted.org/packages/72/15/a2f1544b8e3835d7b769f7dabcc9ac0283e0b646ef3344703ff8f18d83e6/coverage-7.16.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:f4aa0b0a6f81fa3deb211e643f6954e78b4376b62b9c218271236cfa757664e8", size = 271565, upload-time = "2026-09-13T19:10:48.123Z" },
+    { url = "https://files.pythonhosted.org/packages/df/5b/963c2993a82bd313f298d663afe03e164b96ace4d9d4c7561740a559e13d/coverage-7.16.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:756ba2d96d073c5a2a55d67fa22784763710fadbe22c41adde2d9cfa4dd78a8c", size = 264959, upload-time = "2026-09-13T19:10:50.195Z" },
+    { url = "https://files.pythonhosted.org/packages/12/59/5eba06d1943735d7cd61d46d8c8a20ffe8ddd2da06b3c94366078dadeb9b/coverage-7.16.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:99bf9ea435cefcefd220f8687c3ddbbf78dc2de0bd11b57c3ae9fbbdf8d5561a", size = 267897, upload-time = "2026-09-13T19:10:52.252Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/48/af6c30f6ea431bb9b83f9070d268a9cc4fc97490abd32080164177ea999f/coverage-7.16.1-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:35cbc81f937fc402971df45c897d2df2bfb2014efcd990360032aa0a651635da", size = 265504, upload-time = "2026-09-13T19:10:54.432Z" },
+    { url = "https://files.pythonhosted.org/packages/80/f2/6e13852a8656d05fa83284567dd5a5b1e6d89bef79fe3effca2787159eab/coverage-7.16.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:8fae08e85b334ac6ac886002b5041396a31bcf805225bbe19847627203da99e2", size = 269235, upload-time = "2026-09-13T19:10:56.563Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/32/b4fe465daa64ece674f83a750dfa4ba0fa3c5c74d6ef5dbb8dfce892cf0d/coverage-7.16.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:83362b64e215ef00b0ba33fcf13655ace6c9fdd144d5ad2ab59ac86c2daf166e", size = 264347, upload-time = "2026-09-13T19:10:58.634Z" },
+    { url = "https://files.pythonhosted.org/packages/54/f3/88b5c0e4ca3994c6d5feb7b1bf4c9a62cee205553159184968426930a7b1/coverage-7.16.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:33300f2e140ccf26af3d8152e62bff71993f9310cfc63ba7a20940b0d246a0ae", size = 266660, upload-time = "2026-09-13T19:11:00.746Z" },
+    { url = "https://files.pythonhosted.org/packages/97/72/6eff5456d7ba7f1c4678af531c33f9d957cae3201bd229b056fd13a204a3/coverage-7.16.1-cp314-cp314t-win32.whl", hash = "sha256:5539304fdbb2cc144df684d35a33b81145334d23e1c2367b5a923d25107f70b2", size = 226026, upload-time = "2026-09-13T19:11:02.846Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/c8/6e5ae3d8d4d0f2c0078985bf4db55fafd90e8107b1bf91ee3547a13f5694/coverage-7.16.1-cp314-cp314t-win_amd64.whl", hash = "sha256:715dcb72c3280c428c3a20134b87e42c29acec9669136e899ab2de69ca86218d", size = 226862, upload-time = "2026-09-13T19:11:04.921Z" },
+    { url = "https://files.pythonhosted.org/packages/be/c7/68f9f0734afc904a92b974b489545b6a15700f3b1c4bd36eae764561e661/coverage-7.16.1-cp314-cp314t-win_arm64.whl", hash = "sha256:dac8b84c03e6029d272b8249c77018db83de59ca009a9adef7c144b4a62ee5e6", size = 226171, upload-time = "2026-09-13T19:11:06.969Z" },
+    { url = "https://files.pythonhosted.org/packages/96/1a/d6d16babd0a5fe4c3fae40702158c570351694e74516d8d81b86c5637448/coverage-7.16.1-py3-none-any.whl", hash = "sha256:3d8bd4e58b6a5c2018d808f297905393c6c61da466a48c3f0596a76a4900ebe4", size = 215264, upload-time = "2026-09-13T19:12:18.895Z" },
+]
+
 [[package]]
 name = "cryptography"
 version = "50.0.1"
@@ -494,6 +533,7 @@ dev = [
     { name = "mypy" },
     { name = "pandas-stubs" },
     { name = "pytest" },
+    { name = "pytest-cov" },
     { name = "ruff" },
 ]
 
@@ -512,6 +552,7 @@ dev = [
     { name = "mypy", specifier = ">=2.3.1" },
     { name = "pandas-stubs", specifier = ">=3.0.5.260914" },
     { name = "pytest", specifier = ">=9.1.1" },
+    { name = "pytest-cov", specifier = ">=7.1.0" },
     { name = "ruff", specifier = ">=0.16.7" },
 ]
 
@@ -1591,6 +1632,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/24/25/1de2678b631f5a49215c6c96fff41ba892b0a34df68d6d80292b1b48aa7f/pytest-9.1.1-py3-none-any.whl", hash = "sha256:37a86b45efb9a47a61a36449063e8e18d0cab3161329fc099eb21783169c4f0c", size = 386536, upload-time = "2026-06-19T10:58:31.347Z" },
 ]
 
+[[package]]
+name = "pytest-cov"
+version = "7.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "coverage" },
+    { name = "pluggy" },
+    { name = "pytest" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b1/51/a849f96e117386044471c8ec2bd6cfebacda285da9525c9106aeb28da671/pytest_cov-7.1.0.tar.gz", hash = "sha256:30674f2b5f6351aa09702a9c8c364f6a01c27aae0c1366ae8016160d1efc56b2", size = 55592, upload-time = "2026-03-21T20:11:16.284Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9d/7a/d968e294073affff457b041c2be9868a40c1c71f4a35fcc1e45e5493067b/pytest_cov-7.1.0-py3-none-any.whl", hash = "sha256:a0461110b7865f9a271aa1b51e516c9a95de9d696734a2f71e3e78f46e1d4678", size = 22876, upload-time = "2026-03-21T20:11:14.438Z" },
+]
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"

sonar-project.properties

@@ -3,15 +3,17 @@ sonar.organization=groupe3-ener-vision
 sonar.sourceEncoding=UTF-8
 
 #  Dossier contenant le code source
-sonar.sources=apps/frontend/src,apps/backend
+sonar.sources=apps/frontend/src,apps/backend,ml,etl/airflow
 #  Dossier contenant les tests
-sonar.tests=apps/frontend/src,apps/backend/tests
+sonar.tests=apps/frontend/src,apps/backend/tests,ml/tests,etl/airflow/tests
 sonar.test.inclusions=**/*.spec.ts,**/*.test.ts,**/*test_*.py,**/*test.py
 
 #  Liste des fichiers et dossiers à exclure de l'analyse
-sonar.exclusions=.pytest_cache,.venv,alembic,tests,**/*/node_modules/**,**/*/dist/**,**/*/build/**,**/*.spec.ts,**/*.test.ts,**/*test_*.py,**/*test.py,**/*.spec.ts
+sonar.exclusions=.pytest_cache,.venv,.airflow_home,alembic,tests,ml/data/**,ml/models/**,ml/mlruns/**,ml/mlartifacts/**,**/*/node_modules/**,**/*/dist/**,**/*/build/**,**/*.spec.ts,**/*.test.ts,**/*test_*.py,**/*test.py,**/*.spec.ts
 
 #  Chemin vers le rapport de couverture de code
 #  Fichier généré par Pytest
-sonar.python.coverage.reportPaths=apps/backend/coverage.xml
+sonar.python.coverage.reportPaths=apps/backend/coverage.xml,ml/coverage.xml
+#  Les DAGs n'ont pas de couverture mesurable : leurs tests ne font que les charger (DagBag)
+sonar.coverage.exclusions=etl/airflow/**
 sonar.javascript.lcov.reportPaths=apps/frontend/coverage/frontend/lcov.info