from fastapi import FastAPI
from fastapi.responses import HTMLResponse
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")
@app.get("/")
def home():
html_content = """
Text to Text Generation
Welcome to Text to Text Generation
"""
return HTMLResponse(content=html_content)
@app.get("/generate")
def generate(text: str):
# Use pipeline to generate text from given text as input parameter
output = pipe(text)
# Return the generated text in JSON response
return {"output": output[0]['generated_text']}