app.py

import torch
import gradio as gr

# Use a pipeline as a high-level helper
from transformers import pipeline

text_summary = pipeline("summarization", model="sshleifer/distilbart-cnn-6-6")

# model_path = ("../Models/models--sshleifer--distilbart-cnn-6-6/snapshots/d2fde4ca965ba893255479612e4b801aa6500029")

# text_summary = pipeline("summarization", model=model_path,
#                 torch_dtype=torch.bfloat16)


# text = '''Satoshi Nakamoto is the name used by the presumed pseudonymous[1][2][3][4] person or persons who developed bitcoin, authored the bitcoin white paper, and created and deployed bitcoin's original reference implementation.[5] As part of the implementation, Nakamoto also devised the first blockchain database.[6] Nakamoto was active in the development of bitcoin until December 2010.[7]

# There has been widespread speculation about Nakamoto's true identity, with various people posited as the person or persons behind the name. Though Nakamoto's name is Japanese, and inscribed as a man living in Japan,[8] most of the speculation has involved software and cryptography experts in the United States or Europe.'''

# 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 will be used to summarise the text")
demo.launch()