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Update app.py
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app.py
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@@ -1,20 +1,40 @@
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import os
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import google.generativeai as genai
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from moviepy.
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from moviepy.audio.io.AudioFileClip import AudioFileClip
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from moviepy.video.compositing.CompositeVideoClip import CompositeVideoClip
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from moviepy.video.tools.subtitles import SubtitlesClip
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import tempfile
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import logging
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import gradio as gr
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from gtts import gTTS
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import srt
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# Suppress moviepy logs
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logging.getLogger("moviepy").setLevel(logging.ERROR)
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# Configure Gemini API
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# Create the Gemini model
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generation_config = {
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}
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model = genai.GenerativeModel(
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model_name="gemini-
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generation_config=generation_config,
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)
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# Language code mapping for gTTS
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LANGUAGE_CODES = {
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"English": "en", "Chinese": "zh", "German": "de", "Spanish": "es",
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"Russian": "ru", "Korean": "ko", "French": "fr", "Japanese": "ja",
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"Portuguese": "pt", "Turkish": "tr", "Polish": "pl", "Catalan": "ca",
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"Dutch": "nl", "Arabic": "ar", "Swedish": "sv", "Italian": "it",
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"Bashkir": "ba", "Javanese": "jv", "Sundanese": "su"
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}
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"""Extract audio from a video file and save it as a WAV file."""
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}
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prompt = """
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You are a professional transcriber. Transcribe this audio accurately and verbatim in the original language.
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Include timestamps for each sentence in the following format:
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[HH:MM:SS] Sentence 1
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[HH:MM:SS] Sentence 2
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...
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Ensure the timestamps are accurate and correspond to the start of each sentence.
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Respond only with the transcription and timestamps. Do not add explanations or extra text.
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"""
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convo = model.start_chat()
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convo.send_message(prompt)
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response = convo.send_message(audio_blob)
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return response.text.strip()
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def generate_subtitles(transcription):
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"""Generate SRT subtitles from transcription with timestamps."""
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lines = transcription.split("\n")
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srt_subtitles = []
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for i, line in enumerate(lines, start=1):
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if not line.strip():
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continue
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if line.startswith("["):
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timestamp = line.split("]")[0] + "]"
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text = line.split("]")[1].strip()
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else:
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timestamp = "[00:00:00]"
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text = line.strip()
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start_time = timestamp[1:-1]
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start_seconds = time_to_seconds(start_time)
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end_seconds = start_seconds + 5 # Placeholder duration
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def seconds_to_time(seconds):
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"""Convert seconds to HH:MM:SS."""
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hh = seconds // 3600
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mm = (seconds % 3600) // 60
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ss = seconds % 60
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return f"{hh:02}:{mm:02}:{ss:02}"
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def translate_srt(srt_text, target_language):
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"""Translate an SRT file while preserving timestamps."""
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"""Generate TTS audio from SRT text."""
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def add_subtitles_to_video(
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"""Add subtitles to video and return the path to the new video."""
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#
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#
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if translate_to and translate_to != "None":
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# Generate TTS
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tts_audio_file = None
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if add_tts:
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#
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output_video_file = None
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if add_subtitles:
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# Define the Gradio interface
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with gr.Blocks(title="AutoSubGen Pro - AI Video Subtitle Generator") as demo:
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# Header
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with gr.Column():
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gr.Markdown("# 🎥 AutoSubGen Pro")
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gr.Markdown("### Advanced AI-Powered Video Subtitle Generator")
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gr.Markdown("Generate, translate, and add subtitles with text-to-speech audio to your videos.")
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# Main content
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with gr.Tab("Generate Subtitles"):
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gr.Markdown("### Upload a video file to process")
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with gr.Row():
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video_input = gr.Video(label="Upload Video File", scale=2)
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with gr.Column():
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language_dropdown = gr.Dropdown(
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choices=SUPPORTED_LANGUAGES,
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label="Source Language",
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value="Auto Detect",
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)
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translate_to_dropdown = gr.Dropdown(
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choices=["None"] + SUPPORTED_LANGUAGES[1:],
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label="Translate To",
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value="None",
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)
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tts_checkbox = gr.Checkbox(label="Generate Text-to-Speech Audio")
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subtitles_checkbox = gr.Checkbox(label="Add Subtitles to Video")
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generate_button = gr.Button("Process Video", variant="primary")
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with gr.Row():
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with gr.Column():
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original_subtitle_output = gr.File(label="Original Subtitles (SRT)")
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translated_subtitle_output = gr.File(label="Translated Subtitles (SRT)")
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with gr.Column():
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tts_audio_output = gr.Audio(label="Text-to-Speech Audio", visible=False)
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video_output = gr.Video(label="Video with Subtitles", visible=False)
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detected_language_output = gr.Textbox(label="Detected Language")
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# Show/hide outputs based on checkboxes
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def toggle_outputs(tts, subs):
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return [
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gr.Audio(visible=tts),
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gr.Video(visible=subs)
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]
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tts_checkbox.change(
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fn=lambda x: gr.Audio(visible=x),
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inputs=tts_checkbox,
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outputs=tts_audio_output
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)
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subtitles_checkbox.change(
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fn=lambda x: gr.Video(visible=x),
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inputs=subtitles_checkbox,
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outputs=video_output
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)
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import os
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import google.generativeai as genai
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from moviepy.editor import VideoFileClip, AudioFileClip, CompositeVideoClip, TextClip
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from moviepy.video.tools.subtitles import SubtitlesClip
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import tempfile
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import logging
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import srt
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import datetime
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from gtts import gTTS
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from flask import Flask, request, render_template, send_from_directory, url_for, flash, session
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from werkzeug.utils import secure_filename
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import uuid
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# --- Configuration ---
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# Suppress moviepy logs
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logging.getLogger("moviepy").setLevel(logging.ERROR)
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# Configure Gemini API
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# IMPORTANT: Set your GEMINI_API_KEY as an environment variable
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# For example, in your terminal: export GEMINI_API_KEY="YOUR_API_KEY"
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try:
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genai.configure(api_key=os.environ["GEMINI_API_KEY"])
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except KeyError:
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raise Exception("GEMINI_API_KEY environment variable not set. Please set it before running the app.")
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# --- Flask App Initialization ---
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app = Flask(__name__)
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app.config['SECRET_KEY'] = os.urandom(24)
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app.config['UPLOAD_FOLDER'] = os.path.join(os.getcwd(), 'temp_uploads')
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# Ensure the upload folder exists
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os.makedirs(app.config['UPLOAD_FOLDER'], exist_ok=True)
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# --- Model and Language Configuration ---
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# Create the Gemini model
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generation_config = {
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}
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model = genai.GenerativeModel(
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model_name="gemini-1.5-pro-latest", # Using a stable and capable model
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generation_config=generation_config,
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)
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# Language code mapping for gTTS
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LANGUAGE_CODES = {
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"English": "en", "Chinese": "zh", "German": "de", "Spanish": "es",
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"Russian": "ru", "Korean": "ko", "French": "fr", "Japanese": "ja",
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"Portuguese": "pt", "Turkish": "tr", "Polish": "pl", "Catalan": "ca",
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"Dutch": "nl", "Arabic": "ar", "Swedish": "sv", "Italian": "it",
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"Bashkir": "ba", "Javanese": "jv", "Sundanese": "su"
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}
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# --- Core Processing Functions ---
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def time_to_seconds(time_obj):
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"""Convert datetime.time object to seconds."""
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return time_obj.hour * 3600 + time_obj.minute * 60 + time_obj.second + time_obj.microsecond / 1e6
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def extract_audio_from_video(video_path, audio_path):
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"""Extract audio from a video file and save it as a WAV file."""
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try:
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video = VideoFileClip(video_path)
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video.audio.write_audiofile(audio_path, fps=16000, logger=None)
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return audio_path
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except Exception as e:
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logging.error(f"Error extracting audio: {e}")
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return None
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def transcribe_audio_with_gemini(audio_path, source_language):
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"""Transcribe audio using Gemini with a prompt for accurate timestamps."""
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try:
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audio_file = genai.upload_file(path=audio_path)
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language_prompt = f"in {source_language}" if source_language != "Auto Detect" else ""
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prompt = f"""
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You are a professional transcriber. Transcribe this audio accurately and verbatim {language_prompt}.
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Include timestamps for each sentence in the SRT (SubRip) format.
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Example:
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This is the first sentence.
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2
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00:00:06,123 --> 00:00:09,456
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This is the second sentence.
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Ensure the timestamps are precise and correspond to the start and end of each spoken sentence.
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Respond ONLY with the transcription in the SRT format. Do not add explanations or any extra text.
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"""
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response = model.generate_content([prompt, audio_file])
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genai.delete_file(audio_file.name) # Clean up the uploaded file
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return response.text.strip()
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except Exception as e:
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logging.error(f"Error during Gemini transcription: {e}")
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return None
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def translate_srt(srt_text, target_language):
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"""Translate an SRT file using Gemini while preserving timestamps."""
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try:
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prompt = f"""
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Translate the following SRT subtitles into {target_language}.
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Preserve the SRT format perfectly (index numbers, timestamps, and structure).
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Translate only the subtitle text on the lines after the timestamps.
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Do not add any explanations or extra text. Your output must be a valid SRT file.
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Here is the SRT file content:
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{srt_text}
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"""
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response = model.generate_content(prompt)
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return response.text.strip()
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except Exception as e:
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logging.error(f"Error during translation: {e}")
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return None
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def generate_tts_audio(srt_text, language, tts_audio_path):
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"""Generate TTS audio from SRT text."""
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try:
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subtitles = list(srt.parse(srt_text))
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all_text = " ".join([sub.content for sub in subtitles])
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lang_code = LANGUAGE_CODES.get(language, "en")
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tts = gTTS(text=all_text, lang=lang_code, slow=False)
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tts.save(tts_audio_path)
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return tts_audio_path
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except Exception as e:
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logging.error(f"Error generating TTS audio: {e}")
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return None
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def add_subtitles_to_video(video_path, srt_text, output_video_path):
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"""Add subtitles to video and return the path to the new video."""
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try:
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def generator(txt):
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return TextClip(txt, font='Arial-Bold', fontsize=24, color='white',
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stroke_color='black', stroke_width=1)
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# MoviePy's SubtitlesClip requires a file path
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with tempfile.NamedTemporaryFile(mode='w', suffix='.srt', delete=False, encoding='utf-8') as temp_srt:
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temp_srt.write(srt_text)
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srt_path = temp_srt.name
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+
|
193 |
+
video = VideoFileClip(video_path)
|
194 |
+
subtitles = SubtitlesClip(srt_path, generator)
|
195 |
+
|
196 |
+
result = CompositeVideoClip([video, subtitles.set_position(('center', 'bottom'))])
|
197 |
+
|
198 |
+
# Write output with original audio
|
199 |
+
result.write_videofile(output_video_path, codec='libx264', audio_codec='aac', threads=4, logger=None)
|
200 |
+
|
201 |
+
os.remove(srt_path) # Clean up temp srt file
|
202 |
+
return output_video_path
|
203 |
+
except Exception as e:
|
204 |
+
logging.error(f"Error adding subtitles to video: {e}")
|
205 |
+
return None
|
206 |
+
|
207 |
+
|
208 |
+
# --- Flask Routes ---
|
209 |
+
|
210 |
+
@app.route('/')
|
211 |
+
def index():
|
212 |
+
"""Render the main page."""
|
213 |
+
session.clear() # Clear any old data
|
214 |
+
return render_template('index.html', supported_languages=SUPPORTED_LANGUAGES)
|
215 |
+
|
216 |
+
@app.route('/process', methods=['POST'])
|
217 |
+
def process():
|
218 |
+
"""Handle the video processing request."""
|
219 |
+
if 'video' not in request.files:
|
220 |
+
flash('No video file selected. Please upload a video.', 'error')
|
221 |
+
return render_template('index.html', supported_languages=SUPPORTED_LANGUAGES)
|
222 |
+
|
223 |
+
video_file = request.files['video']
|
224 |
+
if video_file.filename == '':
|
225 |
+
flash('No video file selected. Please upload a video.', 'error')
|
226 |
+
return render_template('index.html', supported_languages=SUPPORTED_LANGUAGES)
|
227 |
+
|
228 |
+
# --- Get form options ---
|
229 |
+
source_language = request.form.get('source_language', 'Auto Detect')
|
230 |
+
translate_to = request.form.get('translate_to', 'None')
|
231 |
+
add_tts = 'add_tts' in request.form
|
232 |
+
add_subtitles = 'add_subtitles' in request.form
|
233 |
|
234 |
+
# --- Setup a unique session directory for this request ---
|
235 |
+
session_id = str(uuid.uuid4())
|
236 |
+
session['session_id'] = session_id
|
237 |
+
session_dir = os.path.join(app.config['UPLOAD_FOLDER'], session_id)
|
238 |
+
os.makedirs(session_dir, exist_ok=True)
|
239 |
+
|
240 |
+
filename = secure_filename(video_file.filename)
|
241 |
+
video_path = os.path.join(session_dir, filename)
|
242 |
+
video_file.save(video_path)
|
243 |
+
|
244 |
+
results = {}
|
245 |
+
|
246 |
+
# 1. Extract Audio
|
247 |
+
audio_path = os.path.join(session_dir, "extracted_audio.wav")
|
248 |
+
if not extract_audio_from_video(video_path, audio_path):
|
249 |
+
flash('Failed to extract audio from the video.', 'error')
|
250 |
+
return render_template('index.html', supported_languages=SUPPORTED_LANGUAGES)
|
251 |
+
|
252 |
+
# 2. Transcribe Audio
|
253 |
+
original_srt_text = transcribe_audio_with_gemini(audio_path, source_language)
|
254 |
+
if not original_srt_text:
|
255 |
+
flash('Failed to transcribe the audio. The API call might have failed.', 'error')
|
256 |
+
return render_template('index.html', supported_languages=SUPPORTED_LANGUAGES)
|
257 |
+
|
258 |
+
original_srt_path = os.path.join(session_dir, "original_subtitles.srt")
|
259 |
+
with open(original_srt_path, "w", encoding="utf-8") as f:
|
260 |
+
f.write(original_srt_text)
|
261 |
+
results['original_srt_file'] = "original_subtitles.srt"
|
262 |
|
263 |
+
# Keep track of the final SRT to use for TTS and video burn-in
|
264 |
+
final_srt_text = original_srt_text
|
265 |
+
|
266 |
+
# 3. Translate Subtitles (if requested)
|
267 |
if translate_to and translate_to != "None":
|
268 |
+
translated_srt_text = translate_srt(original_srt_text, translate_to)
|
269 |
+
if translated_srt_text:
|
270 |
+
translated_srt_path = os.path.join(session_dir, "translated_subtitles.srt")
|
271 |
+
with open(translated_srt_path, "w", encoding="utf-8") as f:
|
272 |
+
f.write(translated_srt_text)
|
273 |
+
results['translated_srt_file'] = "translated_subtitles.srt"
|
274 |
+
final_srt_text = translated_srt_text # Use translated text for next steps
|
275 |
+
else:
|
276 |
+
flash(f'Failed to translate subtitles to {translate_to}.', 'warning')
|
277 |
|
278 |
+
# 4. Generate TTS Audio (if requested)
|
|
|
279 |
if add_tts:
|
280 |
+
tts_lang = translate_to if translate_to and translate_to != "None" else source_language
|
281 |
+
# If source was auto-detect, we can't reliably guess the TTS language. Default to English.
|
282 |
+
if tts_lang == 'Auto Detect':
|
283 |
+
flash('TTS language cannot be "Auto Detect". Defaulting to English. For better results, please specify the source language.', 'warning')
|
284 |
+
tts_lang = 'English'
|
285 |
+
|
286 |
+
tts_audio_path = os.path.join(session_dir, "tts_audio.mp3")
|
287 |
+
if generate_tts_audio(final_srt_text, tts_lang, tts_audio_path):
|
288 |
+
results['tts_audio_file'] = "tts_audio.mp3"
|
289 |
+
else:
|
290 |
+
flash('Failed to generate Text-to-Speech audio.', 'warning')
|
291 |
|
292 |
+
# 5. Add Subtitles to Video (if requested)
|
|
|
293 |
if add_subtitles:
|
294 |
+
output_video_path = os.path.join(session_dir, "output_video.mp4")
|
295 |
+
if add_subtitles_to_video(video_path, final_srt_text, output_video_path):
|
296 |
+
results['output_video_file'] = "output_video.mp4"
|
297 |
+
else:
|
298 |
+
flash('Failed to add subtitles to the video.', 'warning')
|
299 |
+
|
300 |
+
# Clean up original extracted audio
|
301 |
+
os.remove(audio_path)
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
302 |
|
303 |
+
return render_template('index.html',
|
304 |
+
supported_languages=SUPPORTED_LANGUAGES,
|
305 |
+
results=results,
|
306 |
+
session_id=session_id)
|
307 |
+
|
308 |
+
@app.route('/download/<session_id>/<path:filename>')
|
309 |
+
def download_file(session_id, filename):
|
310 |
+
"""Serve files from the session directory for download."""
|
311 |
+
directory = os.path.join(app.config['UPLOAD_FOLDER'], session_id)
|
312 |
+
return send_from_directory(directory, filename, as_attachment=True)
|
313 |
+
|
314 |
+
|
315 |
+
# --- Run the App ---
|
316 |
+
if __name__ == '__main__':
|
317 |
+
app.run(debug=True)
|