mainapp.py

import re
import gradio as gr
import torch
from transformers import pipeline
from youtube_transcript_api import YouTubeTranscriptApi
from youtube_transcript_api.formatters import TextFormatter

# Initialize the summarization pipeline
text_summary = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6", torch_dtype=torch.bfloat16)

def summary(text_youtube):
    output = text_summary(text_youtube)
    return output[0]['summary_text']

# def extract_video_id(url):
#     # Regex to extract the video ID from various YouTube URL formats
#     regex = r"(?:youtube\.com\/(?:[^\/\n\s]+\/\S+\/|(?:v|e(?:mbed)?)\/|\S*?[?&]v=)|youtu\.be\/)([a-zA-Z0-9_-]{11})"
#     match = re.search(regex, url)
#     if match:
#         return match.group(1)
#     return None

def extract_video_id(url):
    # Updated regex to extract the video ID from various YouTube URL formats, including /shorts/ and others with parameters
    regex = r"(?:youtube\.com\/(?:[^\/\n\s]+\/\S+\/|(?:v|e(?:mbed)?)\/|\S*?[?&]v=|shorts\/)|youtu\.be\/)([a-zA-Z0-9_-]{11})"
    match = re.search(regex, url)
    if match:
        return match.group(1)
    return None

def get_youtube_transcript(video_url):
    video_id = extract_video_id(video_url)
    if not video_id:
        return "Video ID could not be extracted.", ""

    try:
        # Fetch the transcript
        transcript = YouTubeTranscriptApi.get_transcript(video_id)

        # Format the transcript into plain text
        formatter = TextFormatter()
        text_transcript = formatter.format_transcript(transcript)
        summary_text = summary(text_transcript)

        return text_transcript, summary_text
    except Exception as e:
        return f"An error occurred: {e}", ""

# Remove any existing Gradio interfaces
gr.close_all()

# Define the Gradio interface
demo = gr.Interface(
    fn=get_youtube_transcript,
    inputs=[gr.Textbox(label="Input YouTube URL to summarize", lines=1)],
    outputs=[
        gr.Textbox(label="Text extracted from video", lines=4),
        gr.Textbox(label="Summarized text", lines=4)
    ],
    title="YouTube Script for Text Extract & Summarizer"
)

# Launch the Gradio interface
demo.launch(auth=('youtube','test@123'))