paarthmadan commited on
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Upload api.py

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  1. sentiment_analyzer/api.py +32 -0
sentiment_analyzer/api.py ADDED
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+ from typing import Dict
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+
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+ from fastapi import Depends, FastAPI, HTTPException, Query
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+ from pydantic import BaseModel
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+
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+ from .classifier.model import Model, get_model
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+
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+ app = FastAPI()
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+
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+
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+ class SentimentResponse(BaseModel):
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+ probabilities: Dict[str, float]
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+ sentiment: str
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+ confidence: float
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+
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+
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+ @app.get("/")
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+ def read_root():
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+ return {"TrueFoundry": "Internship Project"}
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+
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+
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+ @app.post("/predict", response_model=SentimentResponse)
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+ def predict(review:str = Query(None, title="Airline Review", decription="Enter the review for airline"), model: Model = Depends(get_model)):
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+ if type(review) != str:
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+ raise HTTPException(status_code=404, detail="Bad request")
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+ sentiment, confidence, probabilities = model.predict(review)
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+ return SentimentResponse(
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+ sentiment=sentiment, confidence=confidence, probabilities=probabilities
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+ )
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+
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+