abhishek-kumar commited on
Commit
25b5f91
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1 Parent(s): 49008dd

Add app.py

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  1. app.py +37 -0
app.py ADDED
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+ from fastapi import FastAPI, File, UploadFile
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+ from fastapi.middleware.cors import CORSMiddleware
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+ import joblib
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+ import pandas as pd
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+ import numpy as np
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+
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+ app = FastAPI()
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+
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+ # Add CORS middleware
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+ app.add_middleware(
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+ CORSMiddleware,
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+ allow_origins=["*"],
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+ allow_credentials=True,
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+ allow_methods=["*"],
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+ allow_headers=["*"],
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+ )
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+
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+ # Load the model
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+ model = joblib.load('superkart_sales_model.joblib')
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+
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+ @app.get("/")
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+ async def root():
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+ return {"message": "SuperKart Sales Prediction API"}
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+
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+ @app.post("/predict")
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+ async def predict(file: UploadFile = File(...)):
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+ # Read the uploaded CSV file
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+ df = pd.read_csv(file.file)
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+
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+ # Make predictions
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+ predictions = model.predict(df)
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+
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+ return {"predictions": predictions.tolist()}
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+
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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)