app.py

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

# Auto-select device
device = 0 if torch.cuda.is_available() else -1

# Load summarization model
text_summary = pipeline(
    "summarization",
    model="sshleifer/distilbart-cnn-12-6",
    device=device
)

def chunk_text(text, max_chunk_length=800):
    """
    Splits text into chunks without breaking sentences.
    """
    chunks = []
    while len(text) > 0:
        part = text[:max_chunk_length]
        last_period = part.rfind(".")
        if last_period != -1:
            part = text[:last_period + 1]
        chunks.append(part.strip())
        text = text[len(part):].strip()
    return chunks

def summary(input_text):
    """
    Summarizes long text by breaking into chunks and summarizing each.
    """
    chunks = chunk_text(input_text)
    summaries = [text_summary(chunk)[0]['summary_text'] for chunk in chunks]
    return " ".join(summaries)

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

def get_youtube_transcript(video_url):
    """
    Fetch transcript from YouTube and summarize it.
    """
    video_id = extract_video_id(video_url)
    if not video_id:
        return "Video ID could not be extracted."

    try:
        api = YouTubeTranscriptApi()
        transcript = api.fetch(video_id)  # FIXED for new API
        formatter = TextFormatter()
        text_transcript = formatter.format_transcript(transcript)
        return summary(text_transcript)
    except Exception as e:
        return f"An error occurred: {e}"

# Build Gradio Interface
demo = gr.Interface(
    fn=get_youtube_transcript,
    inputs=[gr.Textbox(label="Input YouTube URL to summarize", lines=1)],
    outputs=[gr.Textbox(label="Summarized text", lines=6)],
    title="SBBY Project 2: YouTube Script Summarizer",
    description="Summarize any YouTube video's transcript into a concise version."
)

# Launch with public link enabled
demo.launch(share=True)