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Delete app.py
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app.py
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import joblib
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import re
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from fastapi import FastAPI
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from pydantic import BaseModel
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# Load the model and vectorizer
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vectorizer = joblib.load("app/vectorizer.joblib")
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model = joblib.load("app/naive_bayes_model.joblib")
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app = FastAPI()
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class URLInput(BaseModel):
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url: str
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def preprocess_url(url):
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url = re.sub(r"http\S+", "", url)
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url = re.sub(r"\d+", "", url)
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url = re.sub(r"\W", " ", url)
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url = url.lower()
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return url
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@app.post("/predict")
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def predict_url(url_input: URLInput):
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processed_url = preprocess_url(url_input.url)
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vectorized_url = vectorizer.transform([processed_url])
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prediction = model.predict(vectorized_url)
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return {"prediction": prediction[0]}
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run(app, host="0.0.0.0", port=8000)
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