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import gradio as gr | |
from transformers import pipeline | |
# Load the text summarization pipeline | |
summarizer = pipeline("summarization", model="astro21/bart-cls") | |
def summarize_text(input_text): | |
# Use the summarization pipeline to generate a summary | |
summarized_text = summarizer(input_text, max_length=128, min_length=64, do_sample=False , wait_for_model = True) | |
return summarized_text[0]['summary_text'] | |
def summarize_with_button(text): | |
if text == "": | |
return "Please enter some text to summarize." | |
else: | |
return summarize_text(text) | |
iface = gr.Interface( | |
fn=summarize_with_button, | |
inputs=gr.inputs.Textbox(label="Enter the text to summarize"), | |
outputs=gr.outputs.Textbox(label="Summarized Text"), | |
title="Text Summarizer", | |
live=True # Enable live updates without a "Summarize" button | |
) | |
# Add the "Summarize" button | |
iface.inputs.append(gr.inputs.Button(label="Summarize")) | |
iface.launch() | |