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from fastapi import FastAPI
from transformers import pipeline
## creta a new FASTAPI app instances
app = FastAPI()
# Initializing the text Generation Pipeline
pipe = pipeline("text2text-generation", model = "google/flan-t5-small")
@app.get("/")
def home():
return {"message" : "Hello World..!"}
# Define a Function to handle the GET Request at '/generate'
@app.get("/generate")
def generate(text : str):
### use the pipeline to generate text from given input text
output = pipe(text)
## return the generate text in Json response
return {"output" : output[0]['generated_text']}