text2txt_docker / app.py
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from fastapi import FastAPI
from transformers import pipeline
## create a new fastapi app instance
app=FastAPI()
## intitialise text generation pipeline(code taken from huggingface)
pipe = pipeline("text2text-generation", model="google/flan-t5-small")
##first route
@app.get("/")
def home():
return {"message":"Hello World"}
# generate a function to handle GET requests at "/generate"
@app.get("/generate")
def generate(text:str):
# use pipeline to generate text from given input text
output=pipe(text)
# return generated text in json format
return {"output":output[0]['generated_text']}