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Update app.py
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app.py
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@@ -5,43 +5,71 @@ import torch
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import gradio as gr
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from transformers import pipeline
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text_summary = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6", torch_dtype=torch.bfloat16)
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return output[0]['summary_text']
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def extract_video_id(url):
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# Regex to extract the video ID from various YouTube URL formats
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regex = r"(?:youtube\.com\/(?:[^\/\n\s]+\/\S+\/|(?:v|e(?:mbed)?)\/|\S*?[?&]v=)|youtu\.be\/)([a-zA-Z0-9_-]{11})"
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match = re.search(regex, 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 get_youtube_transcript(video_url):
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video_id = extract_video_id(video_url)
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if not video_id:
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return "Video ID could not be extracted."
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try:
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# Fetch the transcript
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transcript = YouTubeTranscriptApi.get_transcript(video_id)
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# Format the transcript into plain text
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formatter = TextFormatter()
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text_transcript = formatter.format_transcript(transcript)
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summary_text = summary(text_transcript)
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except Exception as e:
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return f"An error occurred: {e}"
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demo.launch(share=True)
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import gradio as gr
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from transformers import pipeline
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# Initialize the model for summarization
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text_summary = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6", torch_dtype=torch.bfloat16)
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# Function to summarize text
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def summary(input_text):
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output = text_summary(input_text)
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return output[0]['summary_text']
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# Function to extract YouTube video ID from URL
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def extract_video_id(url):
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regex = r"(?:youtube\.com\/(?:[^\/\n\s]+\/\S+\/|(?:v|e(?:mbed)?)\/|\S*?[?&]v=)|youtu\.be\/)([a-zA-Z0-9_-]{11})"
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match = re.search(regex, 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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# Function to get YouTube transcript and summary
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def get_youtube_transcript(video_url, summarize=True):
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video_id = extract_video_id(video_url)
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if not video_id:
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return "Video ID could not be extracted."
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try:
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transcript = YouTubeTranscriptApi.get_transcript(video_id)
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formatter = TextFormatter()
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text_transcript = formatter.format_transcript(transcript)
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if summarize:
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return summary(text_transcript)
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else:
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return text_transcript
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except Exception as e:
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return f"An error occurred: {e}"
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# Define the Gradio interface with customization
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def create_gradio_interface():
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with gr.Blocks() as demo:
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gr.Markdown("# YouTube Script Summarizer 🤖")
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gr.Markdown("""
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Enter the video URL, and choose whether you'd like the full Script or just the summary.
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### Credits:
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Created by **Taizun** – Providing a simple solution for video summarization!
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""")
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# Input for YouTube URL
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video_url_input = gr.Textbox(label="Input YouTube URL", lines=1)
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# Radio button for choosing output type (summary or full transcript)
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output_type = gr.Radio(choices=["Summary", "Full Transcript"], label="Choose Output Type", value="Summary")
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# Output for summarized or full transcript text
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output_text = gr.Textbox(label="Result", lines=6)
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# Submit button
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submit_button = gr.Button("Generate", variant="primary")
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# Define the action for the button press
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submit_button.click(fn=get_youtube_transcript,
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inputs=[video_url_input, output_type],
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outputs=[output_text])
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return demo
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# Launch the interface with user credit
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demo = create_gradio_interface()
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demo.launch(share=True)
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