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PCelia commited on Dec 9, 2025

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180a7cc

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1 Parent(s): 9f0afe1

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.coverage +0 -0
.github/workflows/ci.yml +14 -5
app/__pycache__/database.cpython-312.pyc +0 -0
app/__pycache__/feature_engineering.cpython-312.pyc +0 -0
app/__pycache__/main.cpython-312.pyc +0 -0
app/__pycache__/models.cpython-312.pyc +0 -0
app/database.py +4 -4
app/main.py +0 -5
app/models.py +0 -3
employes.csv +0 -0
futurisys.db +1 -1
import_csv_to_sqlite.py +70 -0
pyproject.toml +1 -1
requirements.txt +1 -0
tests/__pycache__/test_api.cpython-312-pytest-9.0.1.pyc +0 -0
tests/__pycache__/test_basic.cpython-312-pytest-9.0.1.pyc +0 -0
tests/__pycache__/test_main_import.cpython-312-pytest-9.0.1.pyc +0 -0
tests/__pycache__/test_schema_prediction_raw_data.cpython-312-pytest-9.0.1.pyc +0 -0
tests/__pycache__/test_transform_fe.cpython-312-pytest-9.0.1.pyc +0 -0
tests/test_api.py +60 -0
tests/test_main_import.py +3 -0
tests/test_schema_prediction_raw_data.py +15 -2
uv.lock +120 -0

.coverage CHANGED Viewed

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.github/workflows/ci.yml CHANGED Viewed

@@ -21,13 +21,22 @@ jobs:
         with:
           python-version: "3.12"
-      - name: Install uv and sync dependencies
         run: |
           pip install uv
-          uv sync --frozen
-      - name: Run tests
-        run: uv run pytest
       - name: Check Python syntax

         with:
           python-version: "3.12"
+      - name: Run tests with coverage (terminal)
         run: |
           pip install uv
+          uv run pytest --cov=app --cov-report=term-missing
+      - name: Generate HTML coverage report
+        run: |
+          pip install uv
+          uv run pytest --cov=app --cov-report=html
+      - name: Upload coverage HTML report
+        uses: actions/upload-artifact@v4
+        with:
+          name: coverage-report
+          path: htmlcov/
       - name: Check Python syntax

app/__pycache__/database.cpython-312.pyc CHANGED Viewed

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app/__pycache__/main.cpython-312.pyc CHANGED Viewed

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app/__pycache__/models.cpython-312.pyc CHANGED Viewed

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app/database.py CHANGED Viewed

@@ -5,19 +5,19 @@ from sqlalchemy.orm import sessionmaker, declarative_base
 load_dotenv()
-# Detect HF Space or test environment
 RUNNING_IN_HF = os.getenv("SPACE_ID") is not None
 RUNNING_TESTS = os.getenv("ENV") == "test"
-# if RUNNING_IN_HF or RUNNING_TESTS:
-    # Use SQLite for HuggingFace and for tests
 if True:
     DATABASE_URL = "sqlite:///./futurisys.db"
 else:
-    # Normal PostgreSQL configuration
     DB_USER = os.getenv("DB_USER")
     DB_PASSWORD = os.getenv("DB_PASSWORD")
     DB_HOST = os.getenv("DB_HOST")

 load_dotenv()
+# Détecter environnement HF Space ou de tests
 RUNNING_IN_HF = os.getenv("SPACE_ID") is not None
 RUNNING_TESTS = os.getenv("ENV") == "test"
+# Utiliser SQLite pour Hugging Face et pour les tests
+    # Sinon : configuration PostgreSQL normale**
 if True:
     DATABASE_URL = "sqlite:///./futurisys.db"
 else:
+    # PostgreSQL configuration normale
     DB_USER = os.getenv("DB_USER")
     DB_PASSWORD = os.getenv("DB_PASSWORD")
     DB_HOST = os.getenv("DB_HOST")

app/main.py CHANGED Viewed

@@ -1,5 +1,3 @@
-# app/main.py
 from fastapi import FastAPI
 from pydantic import BaseModel
 from typing import Literal
@@ -10,7 +8,6 @@ from app.models import Input, Output, Employe
 import datetime
 from app.feature_engineering import transform_fe
 from fastapi import Query
 from app.database import DATABASE_URL
@@ -65,7 +62,6 @@ class PredictionRawData(BaseModel):
 app = FastAPI(title="API Futurisys")
 @app.get("/")
 def read_root():
     return {
@@ -85,7 +81,6 @@ def read_threshold():
 @app.post("/predict")
 def predict(data: PredictionRawData):
-#test
     # Convertir en DataFrame
     df = pd.DataFrame([data.dict()])
     df = transform_fe(df)

 from fastapi import FastAPI
 from pydantic import BaseModel
 from typing import Literal
 import datetime
 from app.feature_engineering import transform_fe
 from fastapi import Query
 from app.database import DATABASE_URL
 app = FastAPI(title="API Futurisys")
 @app.get("/")
 def read_root():
     return {
 @app.post("/predict")
 def predict(data: PredictionRawData):
     # Convertir en DataFrame
     df = pd.DataFrame([data.dict()])
     df = transform_fe(df)

app/models.py CHANGED Viewed

@@ -26,9 +26,6 @@ class Employe(Base):
     __tablename__ = "employes"
     employee_id = Column(Integer, primary_key=True)
     age = Column(Integer)
     revenu_mensuel = Column(Float)
     statut_marital = Column(String)

     __tablename__ = "employes"
     employee_id = Column(Integer, primary_key=True)
     age = Column(Integer)
     revenu_mensuel = Column(Float)
     statut_marital = Column(String)

employes.csv ADDED Viewed

The diff for this file is too large to render. See raw diff

futurisys.db CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:168856bb68c600db9a2efbea6ac1e370b0329831964057fcaa63415c51a0fb25
 size 159744

 version https://git-lfs.github.com/spec/v1
+oid sha256:11af468604e39ae740c9f75c37bf35ad9696e3c6dd5645bf8123823de5771320
 size 159744

import_csv_to_sqlite.py ADDED Viewed

	@@ -0,0 +1,70 @@

+import sqlite3
+import csv
+db = sqlite3.connect("futurisys.db")
+cursor = db.cursor()
+# Supprimer l'ancienne table si elle existe
+cursor.execute("DROP TABLE IF EXISTS employes;")
+# Créer la table avec EXACTEMENT les colonnes du CSV
+cursor.execute("""
+CREATE TABLE employes (
+    employee_id INTEGER,
+    age INTEGER,
+    revenu_mensuel FLOAT,
+    statut_marital TEXT,
+    departement TEXT,
+    poste TEXT,
+    annee_experience_totale INTEGER,
+    annees_dans_l_entreprise INTEGER,
+    annees_dans_le_poste_actuel INTEGER,
+    satisfaction_employee_environnement INTEGER,
+    note_evaluation_precedente FLOAT,
+    satisfaction_employee_nature_travail INTEGER,
+    satisfaction_employee_equipe INTEGER,
+    satisfaction_employee_equilibre_pro_perso INTEGER,
+    note_evaluation_actuelle FLOAT,
+    heure_supplementaires TEXT,
+    augementation_salaire_precedente FLOAT,
+    nombre_participation_pee INTEGER,
+    frequence_deplacement TEXT,
+    annes_sous_responsable_actuel INTEGER
+);
+""")
+# Charger le CSV
+with open("employes.csv", newline='', encoding="utf-8") as f:
+    reader = csv.DictReader(f)
+    rows = [(
+        row["employee_id"],
+        row["age"],
+        row["revenu_mensuel"],
+        row["statut_marital"],
+        row["departement"],
+        row["poste"],
+        row["annee_experience_totale"],
+        row["annees_dans_l_entreprise"],
+        row["annees_dans_le_poste_actuel"],
+        row["satisfaction_employee_environnement"],
+        row["note_evaluation_precedente"],
+        row["satisfaction_employee_nature_travail"],
+        row["satisfaction_employee_equipe"],
+        row["satisfaction_employee_equilibre_pro_perso"],
+        row["note_evaluation_actuelle"],
+        row["heure_supplementaires"],
+        row["augementation_salaire_precedente"],
+        row["nombre_participation_pee"],
+        row["frequence_deplacement"],
+        row["annes_sous_responsable_actuel"]
+    ) for row in reader]
+# Insérer les données
+cursor.executemany("""
+INSERT INTO employes VALUES (?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?)
+""", rows)
+db.commit()
+db.close()
+print("🎉 Import terminé à 100 % avec 20 colonnes !")

pyproject.toml CHANGED Viewed

@@ -20,7 +20,7 @@ dependencies = [
     "pytest-cov",
     "httpx",
     "sqlalchemy",
-    "python-dotenv"
 ]

     "pytest-cov",
     "httpx",
     "sqlalchemy",
+    "python-dotenv",
 ]

requirements.txt CHANGED Viewed

@@ -7,3 +7,4 @@ seaborn
 scikit-learn
 imbalanced-learn
 shap

 scikit-learn
 imbalanced-learn
 shap
+httpx

tests/__pycache__/test_api.cpython-312-pytest-9.0.1.pyc ADDED Viewed

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tests/__pycache__/test_basic.cpython-312-pytest-9.0.1.pyc ADDED Viewed

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tests/__pycache__/test_main_import.cpython-312-pytest-9.0.1.pyc ADDED Viewed

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tests/__pycache__/test_schema_prediction_raw_data.cpython-312-pytest-9.0.1.pyc ADDED Viewed

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tests/__pycache__/test_transform_fe.cpython-312-pytest-9.0.1.pyc ADDED Viewed

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tests/test_api.py CHANGED Viewed

@@ -1,5 +1,7 @@
 from fastapi.testclient import TestClient
 from app.main import app
 client = TestClient(app)
@@ -104,3 +106,61 @@ def test_predict_missing_field():
     response = client.post("/predict", json=payload)
     assert response.status_code == 422

 from fastapi.testclient import TestClient
 from app.main import app
+from app.main import get_db
 client = TestClient(app)
     response = client.post("/predict", json=payload)
     assert response.status_code == 422
+def test_predict_from_db_employe_not_found():
+    response = client.post("/predict_from_db_employe?employee_id=999999")
+    assert response.status_code == 200
+    assert "Aucun employé trouvé" in response.json()["message"]
+from app.database import SessionLocal
+from app.models import Employe
+def test_predict_from_db_employe_found():
+    # 1. Créer un employé dans la base
+    db = SessionLocal()
+    employe = Employe(
+        employee_id=999,
+        age=30,
+        revenu_mensuel=2500.0,
+        statut_marital="Marié(e)",
+        departement="IT",
+        poste="Développeur",
+        annee_experience_totale=5,
+        annees_dans_l_entreprise=2,
+        annees_dans_le_poste_actuel=2,
+        satisfaction_employee_environnement=3,
+        note_evaluation_precedente=4.2,
+        satisfaction_employee_nature_travail=4,
+        satisfaction_employee_equipe=4,
+        satisfaction_employee_equilibre_pro_perso=3,
+        note_evaluation_actuelle=4.5,
+        heure_supplementaires="Oui",
+        augementation_salaire_precedente=2.0,
+        nombre_participation_pee=1,
+        frequence_deplacement="Rare",
+        annes_sous_responsable_actuel=1
+    )
+    db.add(employe)
+    db.commit()
+    # 2. Appeler l'endpoint
+    response = client.post("/predict_from_db_employe?employee_id=999")
+    # 3. Assertions
+    assert response.status_code == 200
+    res = response.json()
+    assert "probabilité" in res
+    assert "prédiction" in res
+    assert isinstance(res["probabilité"], float)
+    assert isinstance(res["prédiction"], bool)
+def test_get_db():
+    gen = get_db()          # on récupère le générateur
+    db = next(gen)          # exécute "db = SessionLocal()" et "yield db"
+    assert db is not None   # couvre la partie try / yield
+    try:
+        next(gen)           # va provoquer StopIteration
+    except StopIteration:
+        pass                # couvre le finally: db.close()

tests/test_main_import.py ADDED Viewed

	@@ -0,0 +1,3 @@

+def test_main_runs():
+    import app.main
+    assert True

tests/test_schema_prediction_raw_data.py CHANGED Viewed

@@ -1,5 +1,6 @@
 from pydantic import ValidationError
 from app.main import PredictionRawData
 def test_schema_accepts_valid_age():
     data = {
@@ -35,6 +36,18 @@ def test_schema_rejects_invalid_age():
     try:
         PredictionRawData(**data)
-        assert False  # si ça ne plante pas, c'est mauvais
     except ValidationError:
-        assert True   # si ça plante comme prévu, c'est bon

 from pydantic import ValidationError
 from app.main import PredictionRawData
+from app.main import get_db
 def test_schema_accepts_valid_age():
     data = {
     try:
         PredictionRawData(**data)
+        assert False  # si ça ne plante pas, erreur
     except ValidationError:
+        assert True   # si ça plante comme prévu, ok
+def test_get_db():
+    gen = get_db()          # on récupère le générateur
+    db = next(gen)          # exécute "db = SessionLocal()" et "yield db"
+    assert db is not None   # couvre la partie try / yield
+    try:
+        next(gen)           # va provoquer StopIteration
+    except StopIteration:
+        pass                # couvre le finally: db.close()

uv.lock CHANGED Viewed

@@ -37,6 +37,15 @@ wheels = [
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@@ -272,6 +281,45 @@ wheels = [
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@@ -281,6 +329,34 @@ wheels = [
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 [[package]]
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@@ -474,6 +550,7 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "fastapi" },
     { name = "imbalanced-learn" },
     { name = "joblib" },
     { name = "matplotlib" },
@@ -482,16 +559,19 @@ dependencies = [
     { name = "pydantic" },
     { name = "pytest" },
     { name = "pytest-cov" },
     { name = "scikit-learn" },
     { name = "seaborn" },
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     { name = "shap", version = "0.50.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14'" },
     { name = "uvicorn" },
 ]
 [package.metadata]
 requires-dist = [
     { name = "fastapi" },
     { name = "imbalanced-learn" },
     { name = "joblib" },
     { name = "matplotlib" },
@@ -500,9 +580,11 @@ requires-dist = [
     { name = "pydantic" },
     { name = "pytest" },
     { name = "pytest-cov" },
     { name = "scikit-learn" },
     { name = "seaborn" },
     { name = "shap" },
     { name = "uvicorn" },
 ]
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