Jakaria
commited on
Commit
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a5749f2
1
Parent(s):
34e5a0f
Add Bangla model API
Browse files
app.py
CHANGED
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from fastapi import FastAPI
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import joblib
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app = FastAPI()
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model = joblib.load("bangla_model.pkl")
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vectorizer = joblib.load("bangla_vectorizer.pkl")
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label_encoder = joblib.load("bangla_label_encoder.pkl")
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# Root route to avoid 404
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@app.get("/")
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def root():
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return {"message": "Bangla model API is running!"}
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# Example predict endpoint
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@app.post("/predict")
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def predict(
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vect = vectorizer.transform([text])
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pred = model.predict(vect)
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label = label_encoder.inverse_transform(pred)
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from fastapi import FastAPI
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from pydantic import BaseModel
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import joblib
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app = FastAPI()
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class PredictRequest(BaseModel):
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text: str
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# Load models
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model = joblib.load("bangla_model.pkl")
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vectorizer = joblib.load("bangla_vectorizer.pkl")
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label_encoder = joblib.load("bangla_label_encoder.pkl")
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@app.get("/")
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def root():
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return {"message": "Bangla model API is running!"}
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@app.post("/predict")
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def predict(request: PredictRequest):
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vect = vectorizer.transform([request.text])
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pred = model.predict(vect)
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label = label_encoder.inverse_transform(pred)
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# Convert numpy type to Python native type
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return {"prediction": str(label[0])}
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