SUMMARIZER / app.py
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import gradio as gr
from transformers import pipeline
# Load the new summarization model
summarizer = pipeline("summarization", model="falconsai/text_summarization")
def summarize_text(text):
max_len = min(0.3 * len(text.split()), 200) # 30% of input length or 200 max
min_len = min(0.1 * len(text.split()), 50) # 10% of input length or 50 min
summary = summarizer(text, max_length=int(max_len), min_length=int(min_len), do_sample=False)
return summary[0]['summary_text']
# Create Gradio Interface
iface = gr.Interface(
fn=summarize_text,
inputs=gr.Textbox(lines=5, placeholder="Enter text to summarize"),
outputs="text",
title="AI Summarizer",
description="Enter a long paragraph, and the AI will summarize it for you.",
)
# Launch the app
if __name__ == "__main__":
iface.launch()