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WissamH commited on 27 days ago

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Dockerfile +10 -0
api.py +115 -0
model.joblib +3 -0
requirements.txt +137 -0

Dockerfile ADDED Viewed

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+FROM python:3.10
+WORKDIR /app
+COPY requirements.txt requirements.txt
+RUN pip install -r requirements.txt
+COPY . .
+CMD ["uvicorn", "api:app", "--host", "0.0.0.0", "--port", "7860"]

api.py ADDED Viewed

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+import joblib
+import pandas as pd
+from fastapi import FastAPI
+from fastapi.responses import HTMLResponse
+from pydantic import BaseModel
+app = FastAPI(
+    title="API de prédiction de prix Getaround",
+    description="API permettant de prédire le prix de location par jour d’un véhicule",
+    version="1.0",
+    docs_url="/api-docs"
+)
+model = joblib.load("model.joblib")
+class CarFeatures(BaseModel):
+    model_key: str
+    mileage: int
+    engine_power: int
+    fuel: str
+    paint_color: str
+    car_type: str
+    private_parking_available: bool
+    has_gps: bool
+    has_air_conditioning: bool
+    automatic_car: bool
+    has_getaround_connect: bool
+    has_speed_regulator: bool
+    winter_tires: bool
+@app.get("/")
+def accueil():
+    return {"message": "Bienvenue sur l'API de prédiction de prix Getaround"}
+@app.post("/predict")
+def predict(features: CarFeatures):
+    data = pd.DataFrame([features.model_dump()])
+    prediction = model.predict(data)[0]
+    return {
+        "prix_location_par_jour": round(prediction, 2)
+    }
+@app.get("/docs", response_class=HTMLResponse)
+def documentation():
+    return """
+    <html>
+        <head>
+            <title>Documentation API Getaround</title>
+        </head>
+        <body>
+            <h1>🚗 API de prédiction de prix Getaround</h1>
+            <p>
+            Cette API permet de prédire le prix de location par jour d’un véhicule
+            en fonction de ses caractéristiques.
+            </p>
+            <h2>Endpoints disponibles</h2>
+            <h3>GET /</h3>
+            <p><strong>Description :</strong> retourne un message de bienvenue.</p>
+            <p><strong>Entrée :</strong> aucune.</p>
+            <p><strong>Sortie attendue :</strong></p>
+            <pre>
+{
+  "message": "Bienvenue sur l'API de prédiction de prix Getaround"
+}
+            </pre>
+            <h3>POST /predict</h3>
+            <p><strong>Description :</strong> prédit le prix de location par jour d’un véhicule.</p>
+            <p><strong>Entrée requise :</strong> un objet JSON contenant les caractéristiques du véhicule.</p>
+            <pre>
+{
+  "model_key": "Peugeot",
+  "mileage": 50000,
+  "engine_power": 120,
+  "fuel": "diesel",
+  "paint_color": "black",
+  "car_type": "sedan",
+  "private_parking_available": true,
+  "has_gps": true,
+  "has_air_conditioning": true,
+  "automatic_car": false,
+  "has_getaround_connect": true,
+  "has_speed_regulator": true,
+  "winter_tires": false
+}
+            </pre>
+            <p><strong>Sortie attendue :</strong></p>
+            <pre>
+{
+  "prix_location_par_jour": 100.35
+}
+            </pre>
+            <h2>Tester l’API</h2>
+            <p>
+            Une documentation interactive Swagger est disponible ici :
+            <a href="/api-docs">/api-docs</a>
+            </p>
+        </body>
+    </html>
+    """

model.joblib ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:137085120fe0df9974f3d50888f0e3cc7d509a5fcd2acbccab10d9b0bd1ecc49
+size 32843754

requirements.txt ADDED Viewed

	@@ -0,0 +1,137 @@

+altair==6.0.0
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.13.0
+appnope==0.1.4
+argon2-cffi==25.1.0
+argon2-cffi-bindings==25.1.0
+arrow==1.4.0
+asttokens==3.0.1
+async-lru==2.3.0
+attrs==26.1.0
+babel==2.18.0
+beautifulsoup4==4.14.3
+bleach==6.3.0
+blinker==1.9.0
+cachetools==7.0.5
+certifi==2026.2.25
+cffi==2.0.0
+charset-normalizer==3.4.7
+click==8.3.2
+comm==0.2.3
+contourpy==1.3.3
+cycler==0.12.1
+debugpy==1.8.20
+decorator==5.2.1
+defusedxml==0.7.1
+et_xmlfile==2.0.0
+executing==2.2.1
+fastapi==0.136.0
+fastjsonschema==2.21.2
+fonttools==4.62.1
+fqdn==1.5.1
+gitdb==4.0.12
+GitPython==3.1.46
+h11==0.16.0
+httpcore==1.0.9
+httpx==0.28.1
+idna==3.11
+ipykernel==7.2.0
+ipython==9.12.0
+ipython_pygments_lexers==1.1.1
+ipywidgets==8.1.8
+isoduration==20.11.0
+jedi==0.19.2
+Jinja2==3.1.6
+joblib==1.5.3
+json5==0.14.0
+jsonpointer==3.1.1
+jsonschema==4.26.0
+jsonschema-specifications==2025.9.1
+jupyter==1.1.1
+jupyter-console==6.6.3
+jupyter-events==0.12.0
+jupyter-lsp==2.3.1
+jupyter_client==8.8.0
+jupyter_core==5.9.1
+jupyter_server==2.17.0
+jupyter_server_terminals==0.5.4
+jupyterlab==4.5.6
+jupyterlab_pygments==0.3.0
+jupyterlab_server==2.28.0
+jupyterlab_widgets==3.0.16
+kiwisolver==1.5.0
+lark==1.3.1
+MarkupSafe==3.0.3
+matplotlib==3.10.8
+matplotlib-inline==0.2.1
+mistune==3.2.0
+narwhals==2.19.0
+nbclient==0.10.4
+nbconvert==7.17.1
+nbformat==5.10.4
+nest-asyncio==1.6.0
+notebook==7.5.5
+notebook_shim==0.2.4
+numpy==2.4.4
+openpyxl==3.1.5
+packaging==26.1
+pandas==3.0.2
+pandocfilters==1.5.1
+parso==0.8.6
+pexpect==4.9.0
+pillow==12.2.0
+platformdirs==4.9.6
+plotly==6.7.0
+prometheus_client==0.25.0
+prompt_toolkit==3.0.52
+protobuf==7.34.1
+psutil==7.2.2
+ptyprocess==0.7.0
+pure_eval==0.2.3
+pyarrow==23.0.1
+pycparser==3.0
+pydantic==2.13.1
+pydantic_core==2.46.1
+pydeck==0.9.2
+Pygments==2.20.0
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-json-logger==4.1.0
+PyYAML==6.0.3
+pyzmq==27.1.0
+referencing==0.37.0
+requests==2.33.1
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rfc3987-syntax==1.1.0
+rpds-py==0.30.0
+scikit-learn==1.8.0
+scipy==1.17.1
+seaborn==0.13.2
+Send2Trash==2.1.0
+setuptools==82.0.1
+six==1.17.0
+smmap==5.0.3
+soupsieve==2.8.3
+stack-data==0.6.3
+starlette==1.0.0
+streamlit==1.56.0
+tenacity==9.1.4
+terminado==0.18.1
+threadpoolctl==3.6.0
+tinycss2==1.4.0
+toml==0.10.2
+tornado==6.5.5
+traitlets==5.14.3
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+tzdata==2026.1
+uri-template==1.3.0
+urllib3==2.6.3
+uvicorn==0.44.0
+wcwidth==0.6.0
+webcolors==25.10.0
+webencodings==0.5.1
+websocket-client==1.9.0
+widgetsnbextension==4.0.15