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from fastapi import FastAPI
from transformers import pipeline
## Create new FASTAPI app instance
app = FastAPI()
## Initialize text generation pipeline
pipe = pipeline("text2text-generation", model="google/flan-t5-small")
@app.get("/")
def home():
return {"message": "Hello User!"}
## Define a function to handle the GET request as '/generate'
@app.get('/generate')
def generate(text:str):
## Use the pipeline to generate text from given input text
output = pipe(text)
## return the generated text in json response
return {"output":output[0]['generated_text']}