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from fastapi import FastAPI
from transformers import pipeline
##create a new fastapi app instance
app=FastAPI()
##Initialize the text generation pipeline
pipe = pipeline("text2text-generation", model="google/flan-t5-small", clean_up_tokenization_spaces=True)
@app.get("/")
def home():
return {"message": "Welcome to the Text Generation API"}
## Define a function to handle GET Request at '/generate'
@app.get("/generate")
def generate(text:str):
## use the pipeline to generate text based on the input 'text'
output=pipe(text)
## return the generated text in Json response
return {"output":output[0]['generated_text']}
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