app.py

import torch
import gradio as gr

from transformers import pipeline

text_summary = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6", torch_dtype=torch.bfloat16)

# model_path = ("../Models/models--sshleifer--distilbart-cnn-12-6/snapshots"
#               "/a4f8f3ea906ed274767e9906dbaede7531d660ff")
# text_summary = pipeline("summarization", model=model_path,
#                 torch_dtype=torch.bfloat16)



# text='''Mukesh Dhirubhai Ambani (born 19 April 1957) is an Indian businessman and the chairman and managing 
# director of Reliance Industries. With an estimated net worth of $113.7 billion as of March 2024, he is 
# the richest person in Asia and 11th richest in the world. Sometimes characterized as a plutocrat,
# he has attracted both fame and notoriety for reports of market manipulation, political corruption, cronyism, 
# and exploitation.
# Mukesh Dhirubhai Ambani was born on 19 April 1957 in the British Crown colony of Aden (present-day Yemen) 
# into a Gujarati Hindu family to Dhirubhai Ambani and Kokilaben Ambani. He has a younger brother Anil Ambani 
# and two sisters, Nina Bhadrashyam Kothari and Dipti Dattaraj Salgaonkar.
# Ambani lived only briefly in Yemen because his father decided to move back to India in 1958 to start a 
# trading business that focused on spices and textiles. The latter was originally named "Vimal" but later 
# changed to "Only Vimal". His family lived in a modest two-bedroom apartment in Bhuleshwar, Mumbai 
# until the 1970s. The family's financial status slightly improved when they moved to India but Ambani 
# still lived in a communal society, used public transportation, and never received an allowance. Dhirubhai 
# later purchased a 14-floor apartment block called 'Sea Wind' in Colaba, where, until recently, Ambani and his 
# brother lived with their families on different floors'''


# print(text_summary(text));

def summary (input):
    output = text_summary(input)
    return output[0]['summary_text']

gr.close_all()

# demo = gr.Interface(fn=summary, inputs="text",outputs="text")
demo = gr.Interface(fn=summary,
                    inputs=[gr.Textbox(label="Input text to summarize",lines=6)],
                    outputs=[gr.Textbox(label="Summarized text",lines=4)],
                    title="Text Summarizer",
                    description="This application can be used to summarise the text")
demo.launch()