modif app explication
Browse files
app.py
CHANGED
|
@@ -1,5 +1,6 @@
|
|
| 1 |
from fastapi import FastAPI, HTTPException
|
| 2 |
from pydantic import BaseModel
|
|
|
|
| 3 |
import pandas as pd
|
| 4 |
import boto3
|
| 5 |
import joblib
|
|
@@ -8,11 +9,53 @@ import io
|
|
| 8 |
|
| 9 |
# === Initialisation FastAPI ===
|
| 10 |
app = FastAPI(
|
| 11 |
-
title="Getaround
|
| 12 |
-
description="
|
| 13 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 14 |
)
|
| 15 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 16 |
# === Schéma attendu pour l'entrée ===
|
| 17 |
class InputData(BaseModel):
|
| 18 |
model_key: str
|
|
|
|
| 1 |
from fastapi import FastAPI, HTTPException
|
| 2 |
from pydantic import BaseModel
|
| 3 |
+
from typing import Literal
|
| 4 |
import pandas as pd
|
| 5 |
import boto3
|
| 6 |
import joblib
|
|
|
|
| 9 |
|
| 10 |
# === Initialisation FastAPI ===
|
| 11 |
app = FastAPI(
|
| 12 |
+
title="🚗 Getaround Price Prediction API",
|
| 13 |
+
description="""
|
| 14 |
+
### 🎯 Description
|
| 15 |
+
Cette API prédit le **prix de location journalier** d’un véhicule.
|
| 16 |
+
|
| 17 |
+
👉 Pour certaines colonnes (`model_key`, `fuel`, `car_type`, `paint_color`), **choisir une valeur parmi les critères listés**.
|
| 18 |
+
👉 Pour les autres options (`private_parking_available`, `has_gps`, etc.), utiliser **True pour Oui** et **False pour Non**.
|
| 19 |
+
|
| 20 |
+
Exemple :
|
| 21 |
+
```json
|
| 22 |
+
{
|
| 23 |
+
"model_key": "Audi",
|
| 24 |
+
"mileage": 100000,
|
| 25 |
+
"engine_power": 120,
|
| 26 |
+
"fuel": "diesel",
|
| 27 |
+
"paint_color": "black",
|
| 28 |
+
"car_type": "estate",
|
| 29 |
+
"private_parking_available": true,
|
| 30 |
+
"has_gps": true,
|
| 31 |
+
"has_air_conditioning": false,
|
| 32 |
+
"automatic_car": false,
|
| 33 |
+
"has_getaround_connect": true,
|
| 34 |
+
"has_speed_regulator": false,
|
| 35 |
+
"winter_tires": true
|
| 36 |
+
}
|
| 37 |
+
""",
|
| 38 |
+
version="1.0"
|
| 39 |
)
|
| 40 |
|
| 41 |
+
ModelKey = Literal[
|
| 42 |
+
"Citroën", "Peugeot", "PGO", "Renault", "Audi", "BMW", "Ford", "Mercedes",
|
| 43 |
+
"Opel", "Porsche", "Volkswagen", "KIA Motors", "Alfa Romeo", "Ferrari", "Fiat",
|
| 44 |
+
"Lamborghini", "Maserati", "Lexus", "Honda", "Mazda", "Mini", "Mitsubishi",
|
| 45 |
+
"Nissan", "SEAT", "Subaru", "Suzuki", "Toyota", "Yamaha"
|
| 46 |
+
]
|
| 47 |
+
|
| 48 |
+
Fuel = Literal["diesel", "petrol", "hybrid_petrol", "electro"]
|
| 49 |
+
|
| 50 |
+
CarType = Literal[
|
| 51 |
+
"convertible", "coupe", "estate", "hatchback", "sedan", "subcompact", "suv", "van"
|
| 52 |
+
]
|
| 53 |
+
|
| 54 |
+
PaintColor = Literal[
|
| 55 |
+
"black", "grey", "white", "red", "silver", "blue", "orange",
|
| 56 |
+
"beige", "brown", "green"
|
| 57 |
+
]
|
| 58 |
+
|
| 59 |
# === Schéma attendu pour l'entrée ===
|
| 60 |
class InputData(BaseModel):
|
| 61 |
model_key: str
|