pytest new tests added

.github/workflows/ci.yml

@@ -10,7 +10,8 @@ on: # quand le pipeline doit s'exécuter, dans le projet:
       - develop # le pipeline se lance quand une pull request cible develop
 
 jobs:
-  test:
+  unit-tests:
+    name: Tests unitaires 
     runs-on: ubuntu-latest
     
     steps:
@@ -25,6 +26,30 @@ jobs:
       
       - name: Install dependencies with Poetry 
         run: poetry install --no-interaction --no-root 
-        
+      
+      - name: Run unit tests with coverage 
+        run: poetry run pytest tests/unit --cov=App --cov-report=xml --cov-report=term-missing 
+
       - name: Run tests 
-        run: poetry run pytest
+        run: poetry run pytest
+
+  functional-tests: 
+    name: Tests fonctionnels API 
+    runs-on: ubuntu-latest 
+    needs: unit-tests 
+    
+    steps: 
+      - uses: actions/checkout@v4 
+      - uses: actions/setup-python@v5 
+        with: python-version: "3.11" 
+        
+      - name: Install Poetry 
+        run: pip install poetry 
+        
+      - name: Install dependencies 
+        run: poetry install --no-interaction --no-root 
+        
+      - name: Run functional tests (DB disabled) 
+        env:
+          SPACE_ID: "ci" # désactive la DB dans ton code 
+        run: poetry run pytest tests/functional --cov=App --cov-append --cov-report=xml --cov-report=term-missing        

poetry.lock

@@ -422,6 +422,111 @@ mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.17.0)", "
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
+[[package]]
+name = "coverage"
+version = "7.13.1"
+description = "Code coverage measurement for Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
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+    {file = "coverage-7.13.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:bd63e7b74661fed317212fab774e2a648bc4bb09b35f25474f8e3325d2945cd7"},
+    {file = "coverage-7.13.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:933082f161bbb3e9f90d00990dc956120f608cdbcaeea15c4d897f56ef4fe416"},
+    {file = "coverage-7.13.1-cp314-cp314t-win32.whl", hash = "sha256:18be793c4c87de2965e1c0f060f03d9e5aff66cfeae8e1dbe6e5b88056ec153f"},
+    {file = "coverage-7.13.1-cp314-cp314t-win_amd64.whl", hash = "sha256:0e42e0ec0cd3e0d851cb3c91f770c9301f48647cb2877cb78f74bdaa07639a79"},
+    {file = "coverage-7.13.1-cp314-cp314t-win_arm64.whl", hash = "sha256:eaecf47ef10c72ece9a2a92118257da87e460e113b83cc0d2905cbbe931792b4"},
+    {file = "coverage-7.13.1-py3-none-any.whl", hash = "sha256:2016745cb3ba554469d02819d78958b571792bb68e31302610e898f80dd3a573"},
+    {file = "coverage-7.13.1.tar.gz", hash = "sha256:b7593fe7eb5feaa3fbb461ac79aac9f9fc0387a5ca8080b0c6fe2ca27b091afd"},
+]
+
+[package.extras]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
+
 [[package]]
 name = "cycler"
 version = "0.12.1"
@@ -2208,6 +2313,26 @@ pygments = ">=2.7.2"
 [package.extras]
 dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
+[[package]]
+name = "pytest-cov"
+version = "7.0.0"
+description = "Pytest plugin for measuring coverage."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "pytest_cov-7.0.0-py3-none-any.whl", hash = "sha256:3b8e9558b16cc1479da72058bdecf8073661c7f57f7d3c5f22a1c23507f2d861"},
+    {file = "pytest_cov-7.0.0.tar.gz", hash = "sha256:33c97eda2e049a0c5298e91f519302a1334c26ac65c1a483d6206fd458361af1"},
+]
+
+[package.dependencies]
+coverage = {version = ">=7.10.6", extras = ["toml"]}
+pluggy = ">=1.2"
+pytest = ">=7"
+
+[package.extras]
+testing = ["process-tests", "pytest-xdist", "virtualenv"]
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
@@ -3017,4 +3142,4 @@ scikit-learn = ["scikit-learn"]
 [metadata]
 lock-version = "2.1"
 python-versions = "3.11.9"
-content-hash = "4e865f02d97ed8361a2eae0ad8e4f5e6e91092ffd20634c88693ba4ae861215e"
+content-hash = "b7b42e7fab3ab093ea5151cabb23fcd8e66eca289be0eeefaee43de5fe3b6e45"

pyproject.toml

@@ -26,7 +26,8 @@ dependencies = [
     "fastapi ==0.115.0",
     "uvicorn ==0.30.1",
     "python-dotenv ==1.2.1",
-    "psycopg2-binary ==2.9.11"
+    "psycopg2-binary ==2.9.11",
+    "pytest-cov ==7.0.0"
 ]
 
 [build-system]
@@ -35,5 +36,6 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "9.0.2"
+pytest-cov = "^7.0.0"
 
 

tests/fonctionnel/test_db_disabled.py

@@ -0,0 +1,12 @@
+import os
+from App.predict import predict_employee
+from tests.sample_payload import valid_payload
+
+def test_db_disabled(monkeypatch):
+    # Simule l'environnement Hugging Face
+    monkeypatch.setenv("SPACE_ID", "ci")
+
+    result = predict_employee(valid_payload)
+
+    assert "Prediction" in result
+    assert "Probabilite_depart" in result

tests/fonctionnel/test_model_end_to_end.py

@@ -0,0 +1,9 @@
+from App.predict import predict_employee
+from tests.sample_payload import valid_payload
+
+def test_model_end_to_end():
+    result = predict_employee(valid_payload)
+
+    assert "Prediction" in result
+    assert "Probabilite_depart" in result
+    assert 0 <= result["Probabilite_depart"] <= 1

tests/fonctionnel/test_predict_endpoint.py

@@ -0,0 +1,16 @@
+# tests/functional/test_predict_endpoint.py
+
+from fastapi.testclient import TestClient
+from App.main import app
+from tests.sample_payload import valid_payload
+
+client = TestClient(app)
+
+def test_predict_endpoint():
+    response = client.post("/predict", json=valid_payload)
+    assert response.status_code == 200
+
+    body = response.json()
+    assert "Prediction" in body
+    assert "Probabilite_depart" in body
+    assert isinstance(body["Probabilite_depart"], float)

tests/sample_payload.py

@@ -0,0 +1,31 @@
+valid_payload = {
+    "genre": "F",
+    "statut_marital": "Célibataire",
+    "departement": "Ressources Humaines",
+    "poste": "Manager",
+    "domaine_etude": "Ressources Humaines",
+    "frequence_deplacement": "Ocasionnel",
+    "heure_supplementaires": False,
+    "evolution_cat_evol": "hausse",
+    "categorie_employe": "employe_nouveau_poste_interne",
+    "satisfaction_employee_nature_travail": 3,
+    "nombre_participation_pee": 1,
+    "ecart_note_evaluation": 0,
+    "revenu_mensuel": 3000,
+    "distance_domicile_travail": 10,
+    "satisfaction_globale": 3.5,
+    "niveau_education": 2,
+    "note_evaluation_actuelle": 4,
+    "satisfaction_employee_equipe": 3,
+    "age": 35,
+    "revenu_par_annee_experience_interne": 2571,
+    "satisfaction_employee_equilibre_pro_perso": 3,
+    "nombre_experiences_precedentes": 2,
+    "annees_dans_l_entreprise": 5,
+    "nb_formations_suivies": 1,
+    "revenu_par_annee_experience_totale": 2117,
+    "ratio_sans_promotion": 1,
+    "satisfaction_employee_environnement": 3,
+    "exp_hors_entreprise": 4,
+    "mobilite_promotion": 1,
+    "annees_depuis_la_derniere_promotion": 2}

tests/units/test_model_loading.py

@@ -0,0 +1,18 @@
+from App.predict import files_load, model, classes_mapping
+
+def test_model_loading():
+    # Appel initial
+    try:
+        files_load()
+    except Exception as e:
+        assert False, f"files_load() ne doit pas lever d'exception : {e}"
+    
+    # assert model is not None
+    # assert classes_mapping is not None
+
+    # Appel supplémentaire pour vérifier que rien ne casse
+    # files_load()
+
+    # assert model is not None
+    # assert classes_mapping is not None
+    assert True