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Create app.py
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app.py
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import re
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import gradio as gr
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from youtube_utils import get_youtube_captions, summarize_large_text_with_bart
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def extract_video_id(url):
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"""
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Extract video ID from YouTube URLs using regular expressions.
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"""
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patterns = [
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r'(?:v=|\/)([0-9A-Za-z_-]{11}).*', # Standard and shortened URLs
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r'(?:embed\/)([0-9A-Za-z_-]{11})', # Embed URLs
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r'(?:youtu\.be\/)([0-9A-Za-z_-]{11})' # Shortened URLs
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]
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for pattern in patterns:
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match = re.search(pattern, url)
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if match:
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return match.group(1)
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return None
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def summarize_youtube_video(video_url):
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"""
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Summarize YouTube video by extracting captions and applying summarization.
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"""
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try:
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# Extract video ID
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video_id = extract_video_id(video_url)
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if not video_id:
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return "Invalid YouTube URL. Please try again.", None
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# Fetch captions
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captions = get_youtube_captions(video_id)
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if not captions:
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return "Unable to fetch captions for the video. Ensure the video has subtitles.", None
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# Generate summary
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summary = summarize_large_text_with_bart(captions)
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return summary, f"https://www.youtube.com/watch?v={video_id}"
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except Exception as e:
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return f"An error occurred: {str(e)}", None
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# Gradio Interface
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def create_gradio_interface():
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"""
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Create and return the Gradio Blocks interface.
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"""
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with gr.Blocks(title="YouTube Video Summarizer") as interface:
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gr.Markdown("# 🎥 YouTube Video Summarizer")
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gr.Markdown(
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"Provide a YouTube video URL, and this tool will extract captions and summarize the content using a BART model."
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)
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with gr.Row():
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video_url_input = gr.Textbox(
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label="YouTube Video URL",
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placeholder="Enter the URL of the YouTube video"
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)
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summarize_button = gr.Button("Summarize")
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with gr.Row():
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summary_output = gr.Textbox(label="Summary", lines=10, interactive=False)
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video_link_output = gr.Textbox(label="YouTube Video Link", interactive=False)
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summarize_button.click(
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fn=summarize_youtube_video,
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inputs=[video_url_input],
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outputs=[summary_output, video_link_output]
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)
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return interface
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# Launch the interface
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if __name__ == "__main__":
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interface = create_gradio_interface()
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interface.launch()
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