chore(deps): ignore les majeures TypeScript et vitest côté Dependabot

Tant qu'Angular épingle typescript (>=6.0 <6.1) et vitest (^4), une majeure
de l'un ou l'autre casse npm ci. Dependabot arrête de les proposer ; à lever
quand Angular relâchera ces bornes.

.github/dependabot.yml

@@ -10,6 +10,15 @@ updates:
       frontend-dependencies:
         patterns:
           - "*"
+    ignore:
+      # Pourquoi : @angular/build épingle typescript (>=6.0 <6.1) et vitest (^4). Une majeure
+      # de l'un ou l'autre casse `npm ci` tant qu'Angular ne suit pas.
+      - dependency-name: "typescript"
+        update-types: ["version-update:semver-major"]
+      - dependency-name: "vitest"
+        update-types: ["version-update:semver-major"]
+      - dependency-name: "@vitest/coverage-v8"
+        update-types: ["version-update:semver-major"]
 
   # Backend — uv (lit pyproject.toml / uv.lock)
   - package-ecosystem: "uv"

.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/package-lock.json

@@ -8,12 +8,12 @@
       "name": "frontend",
       "version": "0.0.0",
       "dependencies": {
-        "@angular/common": "^22.1.0",
-        "@angular/compiler": "^22.1.0",
-        "@angular/core": "^22.1.0",
-        "@angular/forms": "^22.1.0",
-        "@angular/platform-browser": "^22.1.0",
-        "@angular/router": "^22.1.0",
+        "@angular/common": "^22.1.7",
+        "@angular/compiler": "^22.1.7",
+        "@angular/core": "^22.1.7",
+        "@angular/forms": "^22.1.7",
+        "@angular/platform-browser": "^22.1.7",
+        "@angular/router": "^22.1.7",
         "chart.js": "^4.5.1",
         "rxjs": "~7.8.0",
         "tslib": "^2.3.0"
@@ -21,21 +21,14 @@
       "devDependencies": {
         "@angular/build": "^22.1.8",
         "@angular/cli": "^22.1.8",
-        "@angular/compiler-cli": "^22.1.0",
+        "@angular/compiler-cli": "^22.1.7",
         "@vitest/coverage-v8": "^4.1.11",
-        "jsdom": "^28.0.0",
-        "prettier": "^3.8.1",
+        "jsdom": "^30.1.0",
+        "prettier": "^3.9.8",
         "typescript": "~6.0.2",
-        "vitest": "^4.0.8"
+        "vitest": "^4.1.11"
       }
     },
-    "node_modules/@acemir/cssom": {
-      "version": "0.9.31",
-      "resolved": "https://registry.npmjs.org/@acemir/cssom/-/cssom-0.9.31.tgz",
-      "integrity": "sha512-ZnR3GSaH+/vJ0YlHau21FjfLYjMpYVIzTD8M8vIEQvIGxeOXyXdzCI140rrCY862p/C/BbzWsjc1dgnM9mkoTA==",
-      "dev": true,
-      "license": "MIT"
-    },
     "node_modules/@ampproject/remapping": {
       "version": "2.3.0",
       "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz",
@@ -255,9 +248,9 @@
       }
     },
     "node_modules/@angular/common": {
-      "version": "22.1.6",
-      "resolved": "https://registry.npmjs.org/@angular/common/-/common-22.1.6.tgz",
-      "integrity": "sha512-giuH+jJvo6YbBxbKofJCXvq6k8g1Z/xCAvh4piNFSSS6/toXTLCeZ+snr6Stw5b2wRbArM5Q5nDeuto3NqVPnQ==",
+      "version": "22.1.7",
+      "resolved": "https://registry.npmjs.org/@angular/common/-/common-22.1.7.tgz",
+      "integrity": "sha512-SLW4AdH2Y8G9SM/iFRNpCQtkmvq55RcIQWsADT9ypZ7FxxcnJRsr4Q/WnbUBbuCslsCkrgzU1i9WDiW0m7gcnw==",
       "license": "MIT",
       "dependencies": {
         "tslib": "^2.3.0"
@@ -266,14 +259,14 @@
         "node": "^22.22.3 || ^24.15.0 || >=26.0.0"
       },
       "peerDependencies": {
-        "@angular/core": "22.1.6",
+        "@angular/core": "22.1.7",
         "rxjs": "^6.5.3 || ^7.4.0"
       }
     },
     "node_modules/@angular/compiler": {
-      "version": "22.1.6",
-      "resolved": "https://registry.npmjs.org/@angular/compiler/-/compiler-22.1.6.tgz",
-      "integrity": "sha512-JjOUm/qD338+fGfZvxSNn/vTUiVqNwOiPzacInVUq1eVp7Jev+cnvEwXA2cFJkYZoy3Imz6wHoMvTUZNN8cbKQ==",
+      "version": "22.1.7",
+      "resolved": "https://registry.npmjs.org/@angular/compiler/-/compiler-22.1.7.tgz",
+      "integrity": "sha512-qhoHAByh805nT4Xy4Wd2kE5FvkTc7wcg8Qps+EH6+z4KRfwGiL5cwdgooGWjTAldFCeqTgJ0BO/0dB6GHZjdkQ==",
       "license": "MIT",
       "dependencies": {
         "tslib": "^2.3.0"
@@ -283,9 +276,9 @@
       }
     },
     "node_modules/@angular/compiler-cli": {
-      "version": "22.1.6",
-      "resolved": "https://registry.npmjs.org/@angular/compiler-cli/-/compiler-cli-22.1.6.tgz",
-      "integrity": "sha512-C1fQuaSLnibhfbb7Im/vurdBEcfQk+/GqPkY4+dgEKd4EPleO0xWlD+k5DwyNFX8a9w7HebWfo0Zl66HuaEwOQ==",
+      "version": "22.1.7",
+      "resolved": "https://registry.npmjs.org/@angular/compiler-cli/-/compiler-cli-22.1.7.tgz",
+      "integrity": "sha512-VGg8Kyt0YymQfnUUFk79vFaM+x5xmIMHy+BZh3P2Lh/uxqCXTWhJJH8kOHKtIGGH5/wKhBEmSy2CezdcIuM9xg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -306,7 +299,7 @@
         "node": "^22.22.3 || ^24.15.0 || >=26.0.0"
       },
       "peerDependencies": {
-        "@angular/compiler": "22.1.6",
+        "@angular/compiler": "22.1.7",
         "typescript": ">=6.0 <6.1"
       },
       "peerDependenciesMeta": {
@@ -316,9 +309,9 @@
       }
     },
     "node_modules/@angular/core": {
-      "version": "22.1.6",
-      "resolved": "https://registry.npmjs.org/@angular/core/-/core-22.1.6.tgz",
-      "integrity": "sha512-3Ln9YYOhsaU2vPufnpcu6C4dlmX4e/nJTlggVcKMT7bGZH5KlEtw3h0uh9YfANv8YhQCEk1AcuRI7KpBnh5ing==",
+      "version": "22.1.7",
+      "resolved": "https://registry.npmjs.org/@angular/core/-/core-22.1.7.tgz",
+      "integrity": "sha512-T9bt1PIgoN7n+TxGHTUgu0EsomlGMQ84YMXbMB+N6HhD8C1qZxn0uCbnAtCUjcecg1am8ioKxNTO0eII9ouioQ==",
       "license": "MIT",
       "dependencies": {
         "tslib": "^2.3.0"
@@ -327,7 +320,7 @@
         "node": "^22.22.3 || ^24.15.0 || >=26.0.0"
       },
       "peerDependencies": {
-        "@angular/compiler": "22.1.6",
+        "@angular/compiler": "22.1.7",
         "rxjs": "^6.5.3 || ^7.4.0",
         "zone.js": "~0.15.0 || ~0.16.0"
       },
@@ -341,9 +334,9 @@
       }
     },
     "node_modules/@angular/forms": {
-      "version": "22.1.6",
-      "resolved": "https://registry.npmjs.org/@angular/forms/-/forms-22.1.6.tgz",
-      "integrity": "sha512-rfV4G4UB4l69yXSRvhaHPzTMIruvBlRO+ak9NtTcYMnsoj8O5ZCyPv0ledGIrLTBwGSI3X1j4nr9aoV+Rj/n+Q==",
+      "version": "22.1.7",
+      "resolved": "https://registry.npmjs.org/@angular/forms/-/forms-22.1.7.tgz",
+      "integrity": "sha512-oc0DT39C3ZboJpDx8xKUCltgn56LHi0kbv+ThNK/dCSZLgjF2nd+muMMRYF+amdljQp2q7+hm2ORmhON3CNFog==",
       "license": "MIT",
       "dependencies": {
         "@standard-schema/spec": "^1.0.0",
@@ -354,16 +347,16 @@
         "node": "^22.22.3 || ^24.15.0 || >=26.0.0"
       },
       "peerDependencies": {
-        "@angular/common": "22.1.6",
-        "@angular/core": "22.1.6",
-        "@angular/platform-browser": "22.1.6",
+        "@angular/common": "22.1.7",
+        "@angular/core": "22.1.7",
+        "@angular/platform-browser": "22.1.7",
         "rxjs": "^6.5.3 || ^7.4.0"
       }
     },
     "node_modules/@angular/platform-browser": {
-      "version": "22.1.6",
-      "resolved": "https://registry.npmjs.org/@angular/platform-browser/-/platform-browser-22.1.6.tgz",
-      "integrity": "sha512-jrRi6zpdz+jOle5l0OW7QL0a8xPgdnxWT5FrJabbiNKfYzQfqKcaAu02l8uJoJxtGb8fLQ8pbjkPpZEvKO2z+w==",
+      "version": "22.1.7",
+      "resolved": "https://registry.npmjs.org/@angular/platform-browser/-/platform-browser-22.1.7.tgz",
+      "integrity": "sha512-4dT3qGw3ZHVQUcHKALzMx9MTo+pxAMzHIPxc8HUESklqXfq6GRaIIfFMvE0RsquI9iqu6admD6lOAEzLWS8DxA==",
       "license": "MIT",
       "dependencies": {
         "tslib": "^2.3.0"
@@ -372,9 +365,9 @@
         "node": "^22.22.3 || ^24.15.0 || >=26.0.0"
       },
       "peerDependencies": {
-        "@angular/animations": "22.1.6",
-        "@angular/common": "22.1.6",
-        "@angular/core": "22.1.6"
+        "@angular/animations": "22.1.7",
+        "@angular/common": "22.1.7",
+        "@angular/core": "22.1.7"
       },
       "peerDependenciesMeta": {
         "@angular/animations": {
@@ -383,9 +376,9 @@
       }
     },
     "node_modules/@angular/router": {
-      "version": "22.1.6",
-      "resolved": "https://registry.npmjs.org/@angular/router/-/router-22.1.6.tgz",
-      "integrity": "sha512-ex0vrkcVyJJdn7NzZXun+5ctaPPLTZJ/gE7A3g1dun7BM3g4Z6zT738mODFeJgtPtJNf4bTs2gpgvyegvzWH7w==",
+      "version": "22.1.7",
+      "resolved": "https://registry.npmjs.org/@angular/router/-/router-22.1.7.tgz",
+      "integrity": "sha512-CxYa2Ym5L0WmqToHU2I0Z4VEpocdryLlvx5svLfo9M3uOaP3/9icB/gjS/vXPbbQxV8/GZ59E/7/LF14anIoRg==",
       "license": "MIT",
       "dependencies": {
         "tslib": "^2.3.0"
@@ -394,60 +387,45 @@
         "node": "^22.22.3 || ^24.15.0 || >=26.0.0"
       },
       "peerDependencies": {
-        "@angular/common": "22.1.6",
-        "@angular/core": "22.1.6",
-        "@angular/platform-browser": "22.1.6",
+        "@angular/common": "22.1.7",
+        "@angular/core": "22.1.7",
+        "@angular/platform-browser": "22.1.7",
         "rxjs": "^6.5.3 || ^7.4.0"
       }
     },
     "node_modules/@asamuzakjp/css-color": {
-      "version": "5.1.11",
-      "resolved": "https://registry.npmjs.org/@asamuzakjp/css-color/-/css-color-5.1.11.tgz",
-      "integrity": "sha512-KVw6qIiCTUQhByfTd78h2yD1/00waTmm9uy/R7Ck/ctUyAPj+AEDLkQIdJW0T8+qGgj3j5bpNKK7Q3G+LedJWg==",
+      "version": "7.0.0",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/css-color/-/css-color-7.0.0.tgz",
+      "integrity": "sha512-IxddtGnnoidVSO6O/aiTueptbTThHvi2qGHu9/AWuD1J7i86Ox+jl+Y5SXcDH1RixzQlP2cjH/PjnlImZiAurQ==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@asamuzakjp/generational-cache": "^1.0.1",
-        "@csstools/css-calc": "^3.2.0",
-        "@csstools/css-color-parser": "^4.1.0",
+        "@csstools/css-calc": "^3.3.0",
+        "@csstools/css-color-parser": "^4.2.0",
         "@csstools/css-parser-algorithms": "^4.0.0",
-        "@csstools/css-tokenizer": "^4.0.0"
+        "@csstools/css-tokenizer": "^4.0.0",
+        "lru-cache": "^11.5.2"
       },
       "engines": {
-        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+        "node": "^22.22.2 || ^24.15.0 || >=26.0.0"
       }
     },
     "node_modules/@asamuzakjp/dom-selector": {
-      "version": "6.8.1",
-      "resolved": "https://registry.npmjs.org/@asamuzakjp/dom-selector/-/dom-selector-6.8.1.tgz",
-      "integrity": "sha512-MvRz1nCqW0fsy8Qz4dnLIvhOlMzqDVBabZx6lH+YywFDdjXhMY37SmpV1XFX3JzG5GWHn63j6HX6QPr3lZXHvQ==",
+      "version": "9.1.4",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/dom-selector/-/dom-selector-9.1.4.tgz",
+      "integrity": "sha512-ynDE7RDZM1z+YuSU+iGhRp8WcSXHqK9+G32ZEzsL35TKSoy72fYR7VfrJCQkWe3ciiIWGSTAIBc9XB5jVpqyTw==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@asamuzakjp/nwsapi": "^2.3.9",
-        "bidi-js": "^1.0.3",
-        "css-tree": "^3.1.0",
+        "bidi-js": "^1.1.0",
+        "css-tree": "^3.2.1",
         "is-potential-custom-element-name": "^1.0.1",
-        "lru-cache": "^11.2.6"
-      }
-    },
-    "node_modules/@asamuzakjp/generational-cache": {
-      "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/@asamuzakjp/generational-cache/-/generational-cache-1.0.1.tgz",
-      "integrity": "sha512-wajfB8KqzMCN2KGNFdLkReeHncd0AslUSrvHVvvYWuU8ghncRJoA50kT3zP9MVL0+9g4/67H+cdvBskj9THPzg==",
-      "dev": true,
-      "license": "MIT",
+        "lru-cache": "^11.5.2"
+      },
       "engines": {
-        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+        "node": "^22.22.2 || ^24.15.0 || >=26.0.0"
       }
     },
-    "node_modules/@asamuzakjp/nwsapi": {
-      "version": "2.3.9",
-      "resolved": "https://registry.npmjs.org/@asamuzakjp/nwsapi/-/nwsapi-2.3.9.tgz",
-      "integrity": "sha512-n8GuYSrI9bF7FFZ/SjhwevlHc8xaVlb/7HmHelnc/PZXBD2ZR49NnN9sMMuDdEGPeeRQ5d0hqlSlEpgCX3Wl0Q==",
-      "dev": true,
-      "license": "MIT"
-    },
     "node_modules/@babel/code-frame": {
       "version": "8.0.0",
       "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-8.0.0.tgz",
@@ -854,9 +832,9 @@
       }
     },
     "node_modules/@csstools/css-syntax-patches-for-csstree": {
-      "version": "1.1.13",
-      "resolved": "https://registry.npmjs.org/@csstools/css-syntax-patches-for-csstree/-/css-syntax-patches-for-csstree-1.1.13.tgz",
-      "integrity": "sha512-i9ZylF5QNhmNfPA9l0vHAWK4kPrbIp6g9lKgaiIFsIBz2F/WNB7OLrzlNNcCOm+h42bkaSD2v1PG+IBPHhc3ZA==",
+      "version": "1.1.14",
+      "resolved": "https://registry.npmjs.org/@csstools/css-syntax-patches-for-csstree/-/css-syntax-patches-for-csstree-1.1.14.tgz",
+      "integrity": "sha512-HpbVXyrofRXpHpgkNIjU/3EWR4WJvOkO3emNK/L6X/mTJU7bGUI3AkkpoTNXznQLp0KRjLHELTGeKI5dIkI9JQ==",
       "dev": true,
       "funding": [
         {
@@ -879,9 +857,9 @@
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     },
     "node_modules/@csstools/css-tokenizer": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/@csstools/css-tokenizer/-/css-tokenizer-4.0.0.tgz",
-      "integrity": "sha512-QxULHAm7cNu72w97JUNCBFODFaXpbDg+dP8b/oWFAZ2MTRppA3U00Y2L1HqaS4J6yBqxwa/Y3nMBaxVKbB/NsA==",
+      "version": "4.0.1",
+      "resolved": "https://registry.npmjs.org/@csstools/css-tokenizer/-/css-tokenizer-4.0.1.tgz",
+      "integrity": "sha512-bPlN9S9O1A0euCpEWE4qnvB5YDuyYVsUTrxSgmAM1Is0j4tICHoVyOVAXfWMP/kS9ZrjvyIXWV2PmomiAXXqOw==",
       "dev": true,
       "funding": [
         {
@@ -4490,22 +4468,6 @@
         "url": "https://github.com/sponsors/fb55"
       }
     },
-    "node_modules/cssstyle": {
-      "version": "6.2.0",
-      "resolved": "https://registry.npmjs.org/cssstyle/-/cssstyle-6.2.0.tgz",
-      "integrity": "sha512-Fm5NvhYathRnXNVndkUsCCuR63DCLVVwGOOwQw782coXFi5HhkXdu289l59HlXZBawsyNccXfWRYvLzcDCdDig==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "@asamuzakjp/css-color": "^5.0.1",
-        "@csstools/css-syntax-patches-for-csstree": "^1.0.28",
-        "css-tree": "^3.1.0",
-        "lru-cache": "^11.2.6"
-      },
-      "engines": {
-        "node": ">=20"
-      }
-    },
     "node_modules/data-urls": {
       "version": "7.0.0",
       "resolved": "https://registry.npmjs.org/data-urls/-/data-urls-7.0.0.tgz",
@@ -5283,30 +5245,6 @@
         "url": "https://opencollective.com/express"
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-    "node_modules/http-proxy-agent": {
-      "version": "7.0.2",
-      "resolved": "https://registry.npmjs.org/http-proxy-agent/-/http-proxy-agent-7.0.2.tgz",
-      "integrity": "sha512-T1gkAiYYDWYx3V5Bmyu7HcfcvL7mUrTWiM6yOfa3PIphViJ/gFPbvidQ+veqSOHci/PxBcDabeUNCzpOODJZig==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "agent-base": "^7.1.0",
-        "debug": "^4.3.4"
-      },
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-      "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-7.1.4.tgz",
-      "integrity": "sha512-MnA+YT8fwfJPgBx3m60MNqakm30XOkyIoH1y6huTQvC0PwZG7ki8NacLBcrPbNoo8vEZy7Jpuk7+jMO+CUovTQ==",
-      "dev": true,
-      "license": "MIT",
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@@ -5529,39 +5467,38 @@
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+      "resolved": "https://registry.npmjs.org/jsdom/-/jsdom-30.1.0.tgz",
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       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@acemir/cssom": "^0.9.31",
-        "@asamuzakjp/dom-selector": "^6.8.1",
+        "@asamuzakjp/css-color": "^7.0.0",
+        "@asamuzakjp/dom-selector": "^9.1.2",
         "@bramus/specificity": "^2.4.2",
-        "@exodus/bytes": "^1.11.0",
-        "cssstyle": "^6.0.1",
+        "@csstools/css-syntax-patches-for-csstree": "^1.1.13",
+        "@exodus/bytes": "^1.15.1",
+        "css-tree": "^3.2.1",
         "data-urls": "^7.0.0",
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-        "http-proxy-agent": "^7.0.2",
-        "https-proxy-agent": "^7.0.6",
         "is-potential-custom-element-name": "^1.0.1",
-        "parse5": "^8.0.0",
+        "lru-cache": "^11.5.2",
+        "parse5": "^8.0.1",
         "saxes": "^6.0.0",
-        "symbol-tree": "^3.2.4",
-        "tough-cookie": "^6.0.0",
-        "undici": "^7.21.0",
+        "tough-cookie": "^6.0.2",
+        "undici": "^8.10.2",
         "w3c-xmlserializer": "^5.0.0",
         "webidl-conversions": "^8.0.1",
         "whatwg-mimetype": "^5.0.0",
-        "whatwg-url": "^16.0.0",
+        "whatwg-url": "^17.1.1",
         "xml-name-validator": "^5.0.0"
       },
       "engines": {
-        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+        "node": "^22.22.2 || ^24.15.0 || >=26.0.0"
       },
       "peerDependencies": {
-        "canvas": "^3.0.0"
+        "canvas": "^3.2.3"
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       "peerDependenciesMeta": {
         "canvas": {
@@ -5569,28 +5506,19 @@
         }
       }
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-    "node_modules/jsdom/node_modules/agent-base": {
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-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": ">= 14"
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-    },
-    "node_modules/jsdom/node_modules/https-proxy-agent": {
-      "version": "7.0.6",
-      "resolved": "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-7.0.6.tgz",
-      "integrity": "sha512-vK9P5/iUfdl95AI+JVyUuIcVtd4ofvtrOr3HNtM2yxC9bnMbEdp3x01OhQNnjb8IJYi38VlTE3mBXwcfvywuSw==",
+    "node_modules/jsdom/node_modules/whatwg-url": {
+      "version": "17.1.1",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-17.1.1.tgz",
+      "integrity": "sha512-ohjk1mdUebJVadRt3bAhQhx8lSnISq+GDttK79LFl8EHQkAPvzwctoasC4hs8tBt6kLAncBWWyq1N52qEfKvDw==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "agent-base": "^7.1.2",
-        "debug": "4"
+        "@exodus/bytes": "^1.15.1",
+        "tr46": "^6.0.0",
+        "webidl-conversions": "^8.0.1"
       },
       "engines": {
-        "node": ">= 14"
+        "node": "^22.14.0 || >=24.0.0"
       }
     },
     "node_modules/jsesc": {
@@ -6708,9 +6636,9 @@
       }
     },
     "node_modules/prettier": {
-      "version": "3.9.6",
-      "resolved": "https://registry.npmjs.org/prettier/-/prettier-3.9.6.tgz",
-      "integrity": "sha512-OpN0zzVdiaiAhxpuuj5efpIS4sY9j7bY6uR5mnj5yPzGkdkjNKSJeUThPb60Jw29QuAZgA4o+/iB49kFiaBX6g==",
+      "version": "3.9.8",
+      "resolved": "https://registry.npmjs.org/prettier/-/prettier-3.9.8.tgz",
+      "integrity": "sha512-WRFq3Wn3WId7LLROfMLdH7xaFr2jR62wU8nLO6rQUOLOxNZUviyJQs1M0iIhLexSFy+L+w0ch66wtoO2jRjG0A==",
       "dev": true,
       "license": "MIT",
       "bin": {
@@ -7308,13 +7236,6 @@
         "node": ">=8"
       }
     },
-    "node_modules/symbol-tree": {
-      "version": "3.2.4",
-      "resolved": "https://registry.npmjs.org/symbol-tree/-/symbol-tree-3.2.4.tgz",
-      "integrity": "sha512-9QNk5KwDF+Bvz+PyObkmSYjI5ksVUYtjW7AU22r2NKcfLJcXp96hkDWU3+XndOsUb+AQ9QhfzfCT2O+CNWT5Tw==",
-      "dev": true,
-      "license": "MIT"
-    },
     "node_modules/tinybench": {
       "version": "2.9.0",
       "resolved": "https://registry.npmjs.org/tinybench/-/tinybench-2.9.0.tgz",
@@ -7469,13 +7390,13 @@
       }
     },
     "node_modules/undici": {
-      "version": "7.29.1",
-      "resolved": "https://registry.npmjs.org/undici/-/undici-7.29.1.tgz",
-      "integrity": "sha512-RYONW2MeafgYlkVOKYKkA/Ag7BmXqgIWCa8t1m0JcxrQg9pI9lEqRhAOruOBCbAohOa/gkCF+iPi9hrgvTzu6Q==",
+      "version": "8.10.2",
+      "resolved": "https://registry.npmjs.org/undici/-/undici-8.10.2.tgz",
+      "integrity": "sha512-/y4/bH9YNU5hi9NIrpOuvGXFcxrj3CMrV+/AYpowAYTpHn8gX/XPFjNy766FPoYY0miQhdW977JFWKGNhBdwyQ==",
       "dev": true,
       "license": "MIT",
       "engines": {
-        "node": ">=20.18.1"
+        "node": ">=22.19.0"
       }
     },
     "node_modules/unpipe": {

apps/frontend/package.json

@@ -12,12 +12,12 @@
   "private": true,
   "packageManager": "npm@11.19.0",
   "dependencies": {
-    "@angular/common": "^22.1.0",
-    "@angular/compiler": "^22.1.0",
-    "@angular/core": "^22.1.0",
-    "@angular/forms": "^22.1.0",
-    "@angular/platform-browser": "^22.1.0",
-    "@angular/router": "^22.1.0",
+    "@angular/common": "^22.1.7",
+    "@angular/compiler": "^22.1.7",
+    "@angular/core": "^22.1.7",
+    "@angular/forms": "^22.1.7",
+    "@angular/platform-browser": "^22.1.7",
+    "@angular/router": "^22.1.7",
     "chart.js": "^4.5.1",
     "rxjs": "~7.8.0",
     "tslib": "^2.3.0"
@@ -25,11 +25,11 @@
   "devDependencies": {
     "@angular/build": "^22.1.8",
     "@angular/cli": "^22.1.8",
-    "@angular/compiler-cli": "^22.1.0",
+    "@angular/compiler-cli": "^22.1.7",
     "@vitest/coverage-v8": "^4.1.11",
-    "jsdom": "^28.0.0",
-    "prettier": "^3.8.1",
+    "jsdom": "^30.1.0",
+    "prettier": "^3.9.8",
     "typescript": "~6.0.2",
-    "vitest": "^4.0.8"
+    "vitest": "^4.1.11"
   }
 }

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

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+version = "7.16.1"
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+]
+
 [[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