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| 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 | |
| from dotenv import load_dotenv | |
| import os | |
| # Load environment variables from .env file | |
| load_dotenv() | |
| # Get the user ID and password from environment variables | |
| USER_ID = os.getenv('USER_ID') | |
| PASSWORD = os.getenv('PASSWORD') | |
| # 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): | |
| # 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}", "" | |
| # Authentication function | |
| def authenticate(username, password): | |
| if username == USER_ID and password == PASSWORD: | |
| return True | |
| return False | |
| def secure_get_youtube_transcript(username, password, video_url): | |
| if authenticate(username, password): | |
| return get_youtube_transcript(video_url) | |
| else: | |
| return "Authentication failed", "" | |
| # Remove any existing Gradio interfaces | |
| gr.close_all() | |
| # Define the Gradio interface | |
| demo = gr.Interface( | |
| fn=secure_get_youtube_transcript, | |
| inputs=[ | |
| gr.Textbox(label="Username", lines=1), | |
| gr.Textbox(label="Password", lines=1, type="password"), | |
| 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() | |