Upload folder using huggingface_hub

requirements.txt

@@ -1,27 +0,0 @@
-# Requirements for Hugging Face Spaces (Gradio app)
-# Minimal dependencies needed for the Gradio interface
-# Generated from pyproject.toml with essential packages only
-
-# Core ML libraries
-scikit-learn>=1.6.0,<1.7.0
-xgboost>=2.1.0,<3.0.0
-numpy>=2.0.0,<3.0.0
-pandas>=2.2.0,<3.0.0
-joblib>=1.4.0,<2.0.0
-scipy>=1.14.0,<2.0.0
-
-# Gradio and web framework
-gradio>=6.2.0,<7.0.0
-fastapi>=0.127.0,<1.0.0
-uvicorn[standard]>=0.32.0,<1.0.0
-pydantic>=2.10.0,<3.0.0
-
-# Data processing
-imbalanced-learn>=0.13.0,<1.0.0
-
-# Hugging Face
-huggingface-hub>=1.2.0,<2.0.0
-
-# Utilities
-python-dotenv>=1.0.0,<2.0.0
-python-json-logger>=4.0.0,<5.0.0

requirements_dev.txt

@@ -1,123 +0,0 @@
-aiofiles==24.1.0 ; python_version >= "3.12" and python_version < "4.0"
-alembic==1.17.2 ; python_version >= "3.12" and python_version < "4.0"
-annotated-doc==0.0.4 ; python_version >= "3.12" and python_version < "4.0"
-annotated-types==0.7.0 ; python_version >= "3.12" and python_version < "4.0"
-anyio==4.12.0 ; python_version >= "3.12" and python_version < "4.0"
-audioop-lts==0.2.2 ; python_version >= "3.13" and python_version < "4.0"
-blinker==1.9.0 ; python_version >= "3.12" and python_version < "4.0"
-brotli==1.2.0 ; python_version >= "3.12" and python_version < "4.0"
-cachetools==6.2.4 ; python_version >= "3.12" and python_version < "4.0"
-certifi==2025.11.12 ; python_version >= "3.12" and python_version < "4.0"
-cffi==2.0.0 ; python_version >= "3.12" and python_version < "4.0" and platform_python_implementation != "PyPy"
-charset-normalizer==3.4.4 ; python_version >= "3.12" and python_version < "4.0"
-click==8.3.1 ; python_version >= "3.12" and python_version < "4.0"
-cloudpickle==3.1.2 ; python_version >= "3.12" and python_version < "4.0"
-colorama==0.4.6 ; python_version >= "3.12" and python_version < "4.0" and (platform_system == "Windows" or sys_platform == "win32")
-contourpy==1.3.3 ; python_version >= "3.12" and python_version < "4.0"
-cryptography==46.0.3 ; python_version >= "3.12" and python_version < "4.0"
-cycler==0.12.1 ; python_version >= "3.12" and python_version < "4.0"
-databricks-sdk==0.76.0 ; python_version >= "3.12" and python_version < "4.0"
-deprecated==1.3.1 ; python_version >= "3.12" and python_version < "4.0"
-docker==7.1.0 ; python_version >= "3.12" and python_version < "4.0"
-fastapi==0.127.1 ; python_version >= "3.12" and python_version < "4.0"
-ffmpy==1.0.0 ; python_version >= "3.12" and python_version < "4.0"
-filelock==3.20.1 ; python_version >= "3.12" and python_version < "4.0"
-flask-cors==6.0.2 ; python_version >= "3.12" and python_version < "4.0"
-flask==3.1.2 ; python_version >= "3.12" and python_version < "4.0"
-fonttools==4.61.1 ; python_version >= "3.12" and python_version < "4.0"
-fsspec==2025.12.0 ; python_version >= "3.12" and python_version < "4.0"
-gitdb==4.0.12 ; python_version >= "3.12" and python_version < "4.0"
-gitpython==3.1.45 ; python_version >= "3.12" and python_version < "4.0"
-google-auth==2.45.0 ; python_version >= "3.12" and python_version < "4.0"
-gradio-client==2.0.2 ; python_version >= "3.12" and python_version < "4.0"
-gradio==6.2.0 ; python_version >= "3.12" and python_version < "4.0"
-graphene==3.4.3 ; python_version >= "3.12" and python_version < "4.0"
-graphql-core==3.2.7 ; python_version >= "3.12" and python_version < "4.0"
-graphql-relay==3.2.0 ; python_version >= "3.12" and python_version < "4.0"
-greenlet==3.3.0 ; python_version >= "3.12" and python_version < "4.0" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32")
-groovy==0.1.2 ; python_version >= "3.12" and python_version < "4.0"
-gunicorn==23.0.0 ; python_version >= "3.12" and python_version < "4.0" and platform_system != "Windows"
-h11==0.16.0 ; python_version >= "3.12" and python_version < "4.0"
-hf-xet==1.2.0 ; python_version >= "3.12" and python_version < "4.0" and (platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "arm64" or platform_machine == "aarch64")
-httpcore==1.0.9 ; python_version >= "3.12" and python_version < "4.0"
-httptools==0.7.1 ; python_version >= "3.12" and python_version < "4.0"
-httpx==0.28.1 ; python_version >= "3.12" and python_version < "4.0"
-huey==2.5.5 ; python_version >= "3.12" and python_version < "4.0"
-huggingface-hub==1.2.3 ; python_version >= "3.12" and python_version < "4.0"
-idna==3.11 ; python_version >= "3.12" and python_version < "4.0"
-imbalanced-learn==0.13.0 ; python_version >= "3.12" and python_version < "4.0"
-importlib-metadata==8.7.1 ; python_version >= "3.12" and python_version < "4.0"
-itsdangerous==2.2.0 ; python_version >= "3.12" and python_version < "4.0"
-jinja2==3.1.6 ; python_version >= "3.12" and python_version < "4.0"
-joblib==1.5.3 ; python_version >= "3.12" and python_version < "4.0"
-kiwisolver==1.4.9 ; python_version >= "3.12" and python_version < "4.0"
-limits==5.6.0 ; python_version >= "3.12" and python_version < "4.0"
-mako==1.3.10 ; python_version >= "3.12" and python_version < "4.0"
-markdown-it-py==4.0.0 ; python_version >= "3.12" and python_version < "4.0"
-markupsafe==3.0.3 ; python_version >= "3.12" and python_version < "4.0"
-matplotlib==3.10.8 ; python_version >= "3.12" and python_version < "4.0"
-mdurl==0.1.2 ; python_version >= "3.12" and python_version < "4.0"
-mlflow-skinny==3.8.1 ; python_version >= "3.12" and python_version < "4.0"
-mlflow-tracing==3.8.1 ; python_version >= "3.12" and python_version < "4.0"
-mlflow==3.8.1 ; python_version >= "3.12" and python_version < "4.0"
-numpy==2.4.0 ; python_version >= "3.12" and python_version < "4.0"
-nvidia-nccl-cu12==2.28.9 ; python_version >= "3.12" and python_version < "4.0" and platform_system == "Linux" and platform_machine != "aarch64"
-opentelemetry-api==1.39.1 ; python_version >= "3.12" and python_version < "4.0"
-opentelemetry-proto==1.39.1 ; python_version >= "3.12" and python_version < "4.0"
-opentelemetry-sdk==1.39.1 ; python_version >= "3.12" and python_version < "4.0"
-opentelemetry-semantic-conventions==0.60b1 ; python_version >= "3.12" and python_version < "4.0"
-orjson==3.11.5 ; python_version >= "3.12" and python_version < "4.0"
-packaging==25.0 ; python_version >= "3.12" and python_version < "4.0"
-pandas==2.3.3 ; python_version >= "3.12" and python_version < "4.0"
-pillow==12.0.0 ; python_version >= "3.12" and python_version < "4.0"
-protobuf==6.33.2 ; python_version >= "3.12" and python_version < "4.0"
-psycopg2-binary==2.9.9 ; python_version >= "3.12" and python_version < "4.0"
-pyarrow==22.0.0 ; python_version >= "3.12" and python_version < "4.0"
-pyasn1-modules==0.4.2 ; python_version >= "3.12" and python_version < "4.0"
-pyasn1==0.6.1 ; python_version >= "3.12" and python_version < "4.0"
-pycparser==2.23 ; python_version >= "3.12" and python_version < "4.0" and platform_python_implementation != "PyPy" and implementation_name != "PyPy"
-pydantic-core==2.41.5 ; python_version >= "3.12" and python_version < "4.0"
-pydantic==2.12.5 ; python_version >= "3.12" and python_version < "4.0"
-pydub==0.25.1 ; python_version >= "3.12" and python_version < "4.0"
-pygments==2.19.2 ; python_version >= "3.12" and python_version < "4.0"
-pyparsing==3.3.1 ; python_version >= "3.12" and python_version < "4.0"
-python-dateutil==2.9.0.post0 ; python_version >= "3.12" and python_version < "4.0"
-python-dotenv==1.0.0 ; python_version >= "3.12" and python_version < "4.0"
-python-json-logger==4.0.0 ; python_version >= "3.12" and python_version < "4.0"
-python-multipart==0.0.21 ; python_version >= "3.12" and python_version < "4.0"
-pytz==2025.2 ; python_version >= "3.12" and python_version < "4.0"
-pywin32==311 ; python_version >= "3.12" and python_version < "4.0" and sys_platform == "win32"
-pyyaml==6.0.3 ; python_version >= "3.12" and python_version < "4.0"
-requests==2.32.5 ; python_version >= "3.12" and python_version < "4.0"
-rich==14.2.0 ; python_version >= "3.12" and python_version < "4.0"
-rsa==4.9.1 ; python_version >= "3.12" and python_version < "4.0"
-safehttpx==0.1.7 ; python_version >= "3.12" and python_version < "4.0"
-scikit-learn==1.6.1 ; python_version >= "3.12" and python_version < "4.0"
-scipy==1.16.3 ; python_version >= "3.12" and python_version < "4.0"
-semantic-version==2.10.0 ; python_version >= "3.12" and python_version < "4.0"
-shellingham==1.5.4 ; python_version >= "3.12" and python_version < "4.0"
-six==1.17.0 ; python_version >= "3.12" and python_version < "4.0"
-sklearn-compat==0.1.5 ; python_version >= "3.12" and python_version < "4.0"
-slowapi==0.1.9 ; python_version >= "3.12" and python_version < "4.0"
-smmap==5.0.2 ; python_version >= "3.12" and python_version < "4.0"
-sqlalchemy==2.0.23 ; python_version >= "3.12" and python_version < "4.0"
-sqlparse==0.5.5 ; python_version >= "3.12" and python_version < "4.0"
-starlette==0.50.0 ; python_version >= "3.12" and python_version < "4.0"
-threadpoolctl==3.6.0 ; python_version >= "3.12" and python_version < "4.0"
-tomlkit==0.13.3 ; python_version >= "3.12" and python_version < "4.0"
-tqdm==4.67.1 ; python_version >= "3.12" and python_version < "4.0"
-typer-slim==0.21.0 ; python_version >= "3.12" and python_version < "4.0"
-typer==0.21.0 ; python_version >= "3.12" and python_version < "4.0"
-typing-extensions==4.15.0 ; python_version >= "3.12" and python_version < "4.0"
-typing-inspection==0.4.2 ; python_version >= "3.12" and python_version < "4.0"
-tzdata==2025.3 ; python_version >= "3.12" and python_version < "4.0"
-urllib3==2.6.3 ; python_version >= "3.12" and python_version < "4.0"
-uvicorn==0.32.1 ; python_version >= "3.12" and python_version < "4.0"
-uvloop==0.22.1 ; python_version >= "3.12" and python_version < "4.0" and sys_platform != "win32" and sys_platform != "cygwin" and platform_python_implementation != "PyPy"
-waitress==3.0.2 ; python_version >= "3.12" and python_version < "4.0" and platform_system == "Windows"
-watchfiles==1.1.1 ; python_version >= "3.12" and python_version < "4.0"
-websockets==15.0.1 ; python_version >= "3.12" and python_version < "4.0"
-werkzeug==3.1.5 ; python_version >= "3.12" and python_version < "4.0"
-wrapt==2.0.1 ; python_version >= "3.12" and python_version < "4.0"
-xgboost==2.1.4 ; python_version >= "3.12" and python_version < "4.0"
-zipp==3.23.0 ; python_version >= "3.12" and python_version < "4.0"

test_deployment.sh

@@ -1,166 +0,0 @@
-#!/bin/bash
-# Script de test avant déploiement sur HuggingFace Spaces
-# Vérifie que FastAPI et Gradio fonctionnent correctement ensemble
-
-set -e
-
-echo "=========================================="
-echo "🧪 Test de l'application avant déploiement"
-echo "=========================================="
-
-# Couleurs
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-YELLOW='\033[1;33m'
-NC='\033[0m' # No Color
-
-# Fonction de nettoyage
-cleanup() {
-    echo -e "\n${YELLOW}🧹 Nettoyage...${NC}"
-    pkill -f "python app.py" 2>/dev/null || true
-    pkill -f "uvicorn api:app" 2>/dev/null || true
-    sleep 2
-}
-
-# Nettoyer avant de commencer
-cleanup
-
-# Trap pour nettoyer en cas d'interruption
-trap cleanup EXIT INT TERM
-
-echo -e "\n${YELLOW}1️⃣  Démarrage de l'application...${NC}"
-
-# Chercher l'environnement virtuel
-if [ -d ".venv" ]; then
-    PYTHON=".venv/bin/python"
-elif [ -d "venv" ]; then
-    PYTHON="venv/bin/python"
-else
-    PYTHON="python3"
-fi
-
-echo -e "${YELLOW}   Using Python: $PYTHON${NC}"
-$PYTHON app.py > /tmp/app_test.log 2>&1 &
-APP_PID=$!
-
-# Attendre le démarrage
-echo -e "${YELLOW}⏳ Attente du démarrage (20s)...${NC}"
-sleep 20
-
-# Vérifier que le processus tourne
-if ! ps -p $APP_PID > /dev/null; then
-    echo -e "${RED}❌ L'application a crashé au démarrage${NC}"
-    echo -e "\n${YELLOW}Logs:${NC}"
-    tail -30 /tmp/app_test.log
-    exit 1
-fi
-
-echo -e "${GREEN}✅ Application démarrée${NC}"
-
-# Test 1: Health check FastAPI
-echo -e "\n${YELLOW}2️⃣  Test health check FastAPI (port 8000)...${NC}"
-if curl -s -f http://localhost:8000/health > /dev/null; then
-    echo -e "${GREEN}✅ FastAPI répond${NC}"
-    curl -s http://localhost:8000/health | python3 -m json.tool 2>/dev/null || echo "{}"
-else
-    echo -e "${RED}❌ FastAPI ne répond pas${NC}"
-    tail -30 /tmp/app_test.log
-    exit 1
-fi
-
-# Test 2: Gradio home
-echo -e "\n${YELLOW}3️⃣  Test interface Gradio (port 7860)...${NC}"
-if curl -s -f http://localhost:7860/ > /dev/null; then
-    echo -e "${GREEN}✅ Gradio répond${NC}"
-else
-    echo -e "${RED}❌ Gradio ne répond pas${NC}"
-    tail -30 /tmp/app_test.log
-    exit 1
-fi
-
-# Test 3: Prédiction API
-echo -e "\n${YELLOW}4️⃣  Test prédiction via API FastAPI...${NC}"
-
-# Récupérer la clé API depuis .env ou utiliser la clé par défaut
-if [ -f ".env" ]; then
-    API_KEY=$(grep "^API_KEY=" .env | cut -d'=' -f2)
-else
-    API_KEY="dev-key-change-me-in-production"
-fi
-
-RESPONSE=$(curl -s -X POST http://localhost:8000/predict \
-  -H "Content-Type: application/json" \
-  -H "X-API-Key: $API_KEY" \
-  -d '{
-    "nombre_participation_pee": 0,
-    "nb_formations_suivies": 2,
-    "nombre_employee_sous_responsabilite": 1,
-    "distance_domicile_travail": 15,
-    "niveau_education": 3,
-    "domaine_etude": "Infra & Cloud",
-    "ayant_enfants": "Y",
-    "frequence_deplacement": "Occasionnel",
-    "annees_depuis_la_derniere_promotion": 2,
-    "annes_sous_responsable_actuel": 5,
-    "satisfaction_employee_environnement": 3,
-    "note_evaluation_precedente": 4,
-    "niveau_hierarchique_poste": 2,
-    "satisfaction_employee_nature_travail": 3,
-    "satisfaction_employee_equipe": 3,
-    "satisfaction_employee_equilibre_pro_perso": 2,
-    "note_evaluation_actuelle": 4,
-    "heure_supplementaires": "Non",
-    "augementation_salaire_precedente": 5.5,
-    "age": 35,
-    "genre": "M",
-    "revenu_mensuel": 4500.0,
-    "statut_marital": "Marié(e)",
-    "departement": "Commercial",
-    "poste": "Manager",
-    "nombre_experiences_precedentes": 3,
-    "nombre_heures_travailless": 80,
-    "annee_experience_totale": 10,
-    "annees_dans_l_entreprise": 5,
-    "annees_dans_le_poste_actuel": 2
-  }')
-
-if echo "$RESPONSE" | grep -q "prediction"; then
-    echo -e "${GREEN}✅ Prédiction réussie${NC}"
-    echo "$RESPONSE" | python3 -m json.tool 2>/dev/null || echo "$RESPONSE"
-else
-    echo -e "${RED}❌ Erreur lors de la prédiction${NC}"
-    echo "$RESPONSE"
-    exit 1
-fi
-
-# Test 4: Documentation Swagger
-echo -e "\n${YELLOW}5️⃣  Test documentation Swagger...${NC}"
-if curl -s -f http://localhost:8000/docs > /dev/null; then
-    echo -e "${GREEN}✅ Documentation accessible${NC}"
-else
-    echo -e "${RED}❌ Documentation non accessible${NC}"
-    exit 1
-fi
-
-# Résumé final
-echo -e "\n=========================================="
-echo -e "${GREEN}✅ TOUS LES TESTS SONT PASSÉS !${NC}"
-echo -e "=========================================="
-echo ""
-echo "L'application est prête pour le déploiement sur HuggingFace Spaces."
-echo ""
-echo "Prochaines étapes :"
-echo "1. Committez vos changements : git add . && git commit -m 'Deploy FastAPI + Gradio'"
-echo "2. Poussez sur GitHub : git push origin main"
-echo "3. HF Spaces se synchronisera automatiquement"
-echo "4. Vérifiez les logs sur https://huggingface.co/spaces/votre-username/votre-space/logs"
-echo ""
-echo "URLs attendues sur HF Spaces :"
-echo "  - Interface : https://votre-space.hf.space/"
-echo "  - API interne : http://localhost:8000 (non publique)"
-echo ""
-
-# Nettoyer
-cleanup
-
-exit 0