29 lines
920 B
Python
29 lines
920 B
Python
import joblib
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from typing import Union
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from fastapi import FastAPI
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from pydantic import BaseModel
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class Item(BaseModel):
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value: str
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app = FastAPI()
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@app.get("/")
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async def read_main():
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return {"msg": "Welcome in simple web application that provides prediction whether the sent data is an attack attempt or not. Use /detect/ endpoints with GET or POST methods - POST endpoint awaits for simple json with value assigned to 'value' key :) "}
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@app.get("/detect/{value}")
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async def detect_input_get(value: Union[str]):
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nb_saved = joblib.load("nb.joblib")
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vec_saved = joblib.load("vec.joblib")
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return {"prediction": str(nb_saved.predict(vec_saved.transform([value])))}
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@app.post("/detect/")
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async def detect_input_post(item: Item):
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nb_saved = joblib.load("nb.joblib")
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vec_saved = joblib.load("vec.joblib")
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return {"prediction": str(nb_saved.predict(vec_saved.transform([item.value])))}
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