from fastapi.testclient import TestClient
from App.main import app

client = TestClient(app)

def test_predict_endpoint():

    emp_caract = {
    "genre": "M",
    "statut_marital": "Marié(e)",
    "departement": "Commercial",
    "poste": "Cadre Commercial",
    "domaine_etude": "Infra & Cloud",
    "frequence_deplacement": "Occasionnel",
    "heure_supplementaires": "false",
    "evolution_cat_evol": "hausse",
    "categorie_employe": "employe-experimente",
    "satisfaction_employee_nature_travail": 3,
    "nombre_participation_pee": 0,
    "ecart_note_evaluation": 1,
    "revenu_mensuel": 10609,
    "distance_domicile_travail": 1,
    "satisfaction_globale": 2.00,
    "niveau_education": 2,
    "note_evaluation_actuelle": 3,
    "satisfaction_employee_equipe": 3,
    "age": 37,
    "revenu_par_annee_experience_interne": 9093,
    "satisfaction_employee_equilibre_pro_perso": 1,
    "nombre_experiences_precedentes": 5,
    "annees_dans_l_entreprise": 14,
    "nb_formations_suivies": 2,
    "revenu_par_annee_experience_totale": 7488,
    "ratio_sans_promotion": 0,
    "satisfaction_employee_environnement": 1,
    "exp_hors_entreprise": 3,
    "mobilite_promotion": -10,
    "annees_depuis_la_derniere_promotion": 11}

    response = client.post("/predict", json = emp_caract)

    assert response.status_code == 200
    assert "Prediction" in response.json()
    assert "Probabilite_depart" in response.json()