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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() | |