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Create app.py
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app.py
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from fastapi import FastAPI, HTTPException
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from fastapi.responses import FileResponse
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from fastapi.staticfiles import StaticFiles
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import pickle
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app = FastAPI()
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# Serve static files like CSS
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app.mount("/static", StaticFiles(directory="static"), name="static")
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# Load the model
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with open('logistic_model_reduced.pkl', 'rb') as file:
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model = pickle.load('logistic_model_reduced.pkl')
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@app.get("/")
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def read_root():
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return FileResponse("final_interactive_prototype_with_updated_title.html")
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@app.post("/predict")
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async def predict(features: list):
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try:
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prediction = model.predict([features])[0]
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return {"prediction": int(prediction)}
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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