app.py

from fastapi import FastAPI
from transformers import pipeline

# Creating a new FastAPI app instance
app = FastAPI()

# Calling the Hugging Face Model from the pipeline
# Here I am using the Facebook/bart-large-cnn model for summarization
summarizer = pipeline("summarization", model="facebook/bart-large-cnn")

# Creating routes
@app.get("/")
def home():
    return {"message": "Your FastAPI and Model is Running"}

@app.get("/chat")
def chat(text: str):
    # Use the summarizer pipeline to generate a summary from the given input text
    output = summarizer(text, max_length=130, min_length=30, do_sample=False)
    # Return the summary from the output
    return {"summary": output[0]['summary_text']}