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import os
import time
import tempfile
import uuid
import google.generativeai as genai
import requests
from flask import Flask, request, render_template, send_from_directory, url_for, flash, jsonify
from moviepy.video.io.VideoFileClip import VideoFileClip
from moviepy.audio.io.AudioFileClip import AudioFileClip
from moviepy.video.compositing.concatenate import concatenate_videoclips
from moviepy.video.VideoClip import ImageClip
from werkzeug.utils import secure_filename
from dotenv import load_dotenv
import threading
from datetime import datetime, timedelta
import logging
import schedule
import time as t

# Initialize Flask app and load secrets
load_dotenv()
app = Flask(__name__)

# Configuration
GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")
TTS_API_URL = os.getenv("TTS_API_URL")

if not GEMINI_API_KEY or not TTS_API_URL:
    raise ValueError("Missing required environment variables")

genai.configure(api_key=GEMINI_API_KEY)

# File storage setup
UPLOAD_FOLDER = 'uploads'
DOWNLOAD_FOLDER = 'downloads'
os.makedirs(UPLOAD_FOLDER, exist_ok=True)
os.makedirs(DOWNLOAD_FOLDER, exist_ok=True)
app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
app.config['DOWNLOAD_FOLDER'] = DOWNLOAD_FOLDER
app.config['MAX_CONTENT_LENGTH'] = 500 * 1024 * 1024  # 500MB
app.secret_key = os.urandom(24)

# Processing status tracking
processing_status = {}

# Voice options
VOICE_CHOICES = {
    "Male (Charon)": "Charon",
    "Female (Zephyr)": "Zephyr"
}

# Gemini Prompt
GEMINI_PROMPT = """
You are an AI scriptwriter. Your task is to watch the provided video and transcribe ALL spoken dialogue into a SINGLE, CONTINUOUS block of modern, colloquial Tamil.

**CRITICAL INSTRUCTIONS:**
1.  **Single Script:** Combine all dialogue into one continuous script.
2.  **NO Timestamps or Speaker Labels:** Do NOT include any timestamps or speaker identifiers.
3.  **Incorporate Performance:** Add English style prompts (e.g., `Say happily:`, `Whisper mysteriously:`) and performance tags (e.g., `[laugh]`, `[sigh]`) directly into the text for an expressive narration.
"""

# Configure logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)

def get_video_duration(video_path):
    try:
        with VideoFileClip(video_path) as video:
            return video.duration
    except:
        return 0

def generate_tamil_script(video_path):
    max_retries = 3
    retry_delay = 10
    for attempt in range(max_retries):
        try:
            video_file = genai.upload_file(video_path, mime_type="video/mp4")
            start_wait = time.time()
            while video_file.state.name == "PROCESSING":
                if time.time() - start_wait > 300:
                    raise TimeoutError("Gemini processing timed out")
                time.sleep(5)
                video_file = genai.get_file(video_file.name)

            if video_file.state.name != "ACTIVE":
                raise Exception(f"Gemini processing failed: {video_file.state.name}")

            model = genai.GenerativeModel(model_name="models/gemini-2.5-flash")
            response = model.generate_content([GEMINI_PROMPT, video_file])
            genai.delete_file(video_file.name)

            if hasattr(response, 'text') and response.text:
                return " ".join(response.text.strip().splitlines())
            raise Exception("No valid script generated")

        except Exception as e:
            if attempt < max_retries - 1:
                logger.warning(f"Gemini error (attempt {attempt+1}/{max_retries}): {str(e)}")
                time.sleep(retry_delay * (attempt + 1))
            else:
                raise

def generate_audio_track(text, voice, cheerful, output_path):
    max_retries = 3
    retry_delay = 5
    for attempt in range(max_retries):
        try:
            payload = {"text": text, "voice_name": voice, "cheerful": cheerful}
            response = requests.post(TTS_API_URL, json=payload, timeout=300)
            if response.status_code != 200:
                raise Exception(f"TTS API error: {response.status_code} - {response.text}")
            with open(output_path, "wb") as f:
                f.write(response.content)
            return
        except Exception as e:
            if attempt < max_retries - 1:
                logger.warning(f"TTS error (attempt {attempt+1}/{max_retries}): {str(e)}")
                time.sleep(retry_delay * (attempt + 1))
            else:
                raise

def replace_video_audio(video_path, audio_path, output_path):
    """Replace video audio track, extending video if audio is longer"""
    video = None
    audio = None
    try:
        video = VideoFileClip(video_path)
        audio = AudioFileClip(audio_path)

        # If audio is longer, extend video with last frame
        if audio.duration > video.duration:
            freeze_duration = audio.duration - video.duration
            last_frame = video.to_ImageClip(t=video.duration - 0.04)
            last_frame = last_frame.set_duration(freeze_duration)
            final_video = concatenate_videoclips([video, last_frame])
        else:
            final_video = video

        final_video = final_video.set_audio(audio)

        final_video.write_videofile(
            output_path,
            codec="libx264",
            audio_codec="aac",
            logger=None,
            threads=4,
            preset='medium',
            ffmpeg_params=['-crf', '23', '-movflags', '+faststart']
        )

    except Exception as e:
        logger.error(f"Video processing error: {str(e)}")
        if os.path.exists(output_path):
            os.unlink(output_path)
        raise
    finally:
        if video:
            video.close()
        if audio:
            audio.close()

def process_video_background(task_id, video_path, voice, cheerful):
    try:
        processing_status[task_id] = {
            'status': 'processing',
            'progress': 0,
            'message': 'Starting transcription',
            'start_time': time.time(),
            'video_duration': get_video_duration(video_path)
        }

        script = generate_tamil_script(video_path)
        processing_status[task_id]['progress'] = 25
        processing_status[task_id]['script'] = script

        with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as temp_audio:
            audio_path = temp_audio.name

        generate_audio_track(script, voice, cheerful, audio_path)
        processing_status[task_id]['progress'] = 50

        final_filename = f"dubbed_{task_id}.mp4"
        final_path = os.path.join(app.config['DOWNLOAD_FOLDER'], final_filename)

        replace_video_audio(video_path, audio_path, final_path)
        processing_status[task_id]['progress'] = 100
        processing_status[task_id].update({
            'status': 'complete',
            'result_path': final_path,
            'message': 'Processing complete'
        })

        os.unlink(audio_path)

    except Exception as e:
        logger.error(f"Task {task_id} failed: {str(e)}")
        processing_status[task_id].update({
            'status': 'error',
            'message': str(e)
        })
        if 'audio_path' in locals() and os.path.exists(audio_path):
            os.unlink(audio_path)

@app.route('/')
def index():
    return render_template('index.html', voices=VOICE_CHOICES)

@app.route('/upload', methods=['POST'])
def upload_video():
    if 'video' not in request.files:
        return jsonify({'error': 'No file uploaded'}), 400
    file = request.files['video']
    if file.filename == '':
        return jsonify({'error': 'No file selected'}), 400

    task_id = str(uuid.uuid4())
    filename = secure_filename(f"{task_id}_{file.filename}")
    video_path = os.path.join(app.config['UPLOAD_FOLDER'], filename)
    file.save(video_path)

    voice = request.form.get('voice', 'Charon')
    cheerful = request.form.get('cheerful', 'false') == 'true'

    processing_status[task_id] = {
        'status': 'uploaded',
        'progress': 0,
        'message': 'Starting processing',
        'start_time': time.time(),
        'video_duration': get_video_duration(video_path)
    }

    thread = threading.Thread(target=process_video_background, args=(task_id, video_path, voice, cheerful))
    thread.start()

    return jsonify({'task_id': task_id, 'video_duration': processing_status[task_id]['video_duration']})

@app.route('/status/<task_id>')
def get_status(task_id):
    if task_id not in processing_status:
        return jsonify({'error': 'Invalid task ID'}), 404

    status = processing_status[task_id]
    response = {
        'status': status['status'],
        'progress': status.get('progress', 0),
        'message': status.get('message', '')
    }
    if status['status'] == 'complete':
        response['result_url'] = url_for('download', filename=os.path.basename(status['result_path']))
        response['script'] = status.get('script', '')

    return jsonify(response)

@app.route('/download/<filename>')
def download(filename):
    return send_from_directory(app.config['DOWNLOAD_FOLDER'], filename)

@app.route('/cleanup', methods=['POST'])
def cleanup():
    try:
        for folder, age_limit in [(UPLOAD_FOLDER, 3600), (DOWNLOAD_FOLDER, 86400)]:
            for filename in os.listdir(folder):
                file_path = os.path.join(folder, filename)
                if os.path.getmtime(file_path) < time.time() - age_limit:
                    os.unlink(file_path)
        return jsonify({'status': 'success'})
    except Exception as e:
        return jsonify({'status': 'error', 'message': str(e)}), 500

def cleanup_job():
    with app.app_context():
        app.test_client().post('/cleanup')

schedule.every().hour.do(cleanup_job)

def scheduler_thread():
    while True:
        schedule.run_pending()
        t.sleep(1)

threading.Thread(target=scheduler_thread, daemon=True).start()

if __name__ == '__main__':
    app.run(host="0.0.0.0", port=7860, threaded=True)