Upload 5 files

Dockerfile

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+FROM python:3.10
+
+WORKDIR /app
+
+COPY . /app
+
+RUN pip install -r requirements.txt
+
+CMD [ "uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]

best_rf_mobel.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b574aecf20cb4daf5ce0e1aa144a826e3d53658bbda82fcc1f3733b014fd9fa4
+size 248982025

main.py

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+from fastapi import FastAPI, Query, HTTPException
+import joblib
+from pydantic import BaseModel
+import pandas as pd
+
+
+
+encoder = joblib.load('./transform_encode.joblib')
+model = joblib.load('./best_rf_mobel.joblib')
+
+app = FastAPI()
+
+
+class features(BaseModel):
+    tenure:str
+    montant: float
+    frequence_rech: float
+    revenue: float
+    arpu_segment: float
+    frequence: float
+    data_volume: float
+    on_net: float
+    orange: float
+    tigo: float
+    regularity: int
+
+
+@app.post("/predict")
+async def predict_sepsis(item: features):
+    try:
+        # Convert input data to DataFrame
+        input_data = pd.DataFrame([item.dict()])
+
+        input_data = encoder.transform(input_data)
+
+        # Make predictions using the model
+        predictions = model.predict(input_data)
+
+        # Determine churn likelihood message
+        churn_likelihood = "Customer is more likely to churn." if predictions[0] == 1 else "Customer is less likely to churn."
+
+        return {"prediction": f'Churn is {predictions[0]}. {churn_likelihood}'}
+
+
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))

requirements.txt

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+annotated-types==0.6.0
+anyio==3.7.1
+certifi==2023.11.17
+click==8.1.7
+colorama==0.4.6
+dnspython==2.4.2
+email-validator==2.1.0.post1
+fastapi==0.104.1
+h11==0.14.0
+httpcore==1.0.2
+httptools==0.6.1
+httpx==0.25.2
+idna==3.6
+install==1.3.5
+itsdangerous==2.1.2
+Jinja2==3.1.2
+joblib==1.3.2
+MarkupSafe==2.1.3
+numpy==1.26.2
+orjson==3.9.10
+pandas==2.1.3
+pydantic==2.5.2
+pydantic-extra-types==2.1.0
+pydantic-settings==2.1.0
+pydantic_core==2.14.5
+python-dateutil==2.8.2
+python-dotenv==1.0.0
+python-multipart==0.0.6
+pytz==2023.3.post1
+PyYAML==6.0.1
+scikit-learn==1.3.0
+scipy==1.11.4
+six==1.16.0
+sniffio==1.3.0
+starlette==0.27.0
+threadpoolctl==3.2.0
+typing_extensions==4.8.0
+tzdata==2023.3
+ujson==5.8.0
+uvicorn==0.24.0.post1
+watchfiles==0.21.0
+websockets==12.0
+xgboost==2.0.2

transform_encode.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:da76ecd15063d4c0dea09e843d2b5112f250a1fa6e03bac4d47a5db81e44fbbf
+size 4104