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import os
import tempfile
import wave
import numpy as np
import soundfile as sf
from flask import Flask, request, jsonify, send_file, send_from_directory
from flask_cors import CORS
from werkzeug.utils import secure_filename
from gtts import gTTS, lang
from kokoro import KPipeline
import google.generativeai as genai
from google.generativeai.types import GenerateContentConfig, SpeechConfig, VoiceConfig, PrebuiltVoiceConfig
# Load API key
GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")
if not GEMINI_API_KEY:
raise ValueError("GEMINI_API_KEY environment variable not set")
genai.configure(api_key=GEMINI_API_KEY)
# Flask app setup
app = Flask(__name__, static_folder='static')
CORS(app)
# Supported languages
KOKORO_LANGUAGES = {
"American English": "a", "British English": "b", "Mandarin Chinese": "z",
"Spanish": "e", "French": "f", "Hindi": "h", "Italian": "i", "Brazilian Portuguese": "p"
}
GTTS_LANGUAGES = lang.tts_langs()
GTTS_LANGUAGES['ja'] = 'Japanese'
SUPPORTED_LANGUAGES = sorted(set(KOKORO_LANGUAGES.keys()) | set(GTTS_LANGUAGES.values()))
# Voice name for Gemini TTS
DEFAULT_GEMINI_VOICE = "Kore"
def wave_file(filename, pcm, channels=1, rate=24000, sample_width=2):
with wave.open(filename, "wb") as wf:
wf.setnchannels(channels)
wf.setsampwidth(sample_width)
wf.setframerate(rate)
wf.writeframes(pcm)
@app.route('/')
def serve_index():
return send_from_directory(app.static_folder, 'index.html')
@app.route('/languages')
def get_languages():
return jsonify(SUPPORTED_LANGUAGES)
@app.route('/translate', methods=['POST'])
def translate_audio():
try:
if 'audio' not in request.files:
return jsonify({'error': 'No audio file uploaded'}), 400
audio_file = request.files['audio']
target_language = request.form.get('language', 'English')
if not audio_file or audio_file.filename == '':
return jsonify({'error': 'Invalid audio file'}), 400
allowed_mime_types = ['audio/wav', 'audio/mpeg', 'audio/mp4', 'audio/webm']
if audio_file.mimetype not in allowed_mime_types:
return jsonify({'error': f'Unsupported file type: {audio_file.mimetype}'}), 400
# Transcribe audio with Gemini
model = genai.GenerativeModel("models/gemini-1.5-flash")
audio_blob = {
'mime_type': audio_file.mimetype,
'data': audio_file.read()
}
convo = model.start_chat()
convo.send_message("You are a professional transcriber. Transcribe this audio accurately and verbatim.")
response = convo.send_message(audio_blob)
transcription = response.text.strip()
# Translate
prompt = f"Translate the following text to {target_language}:\n\n{transcription}"
translation_response = model.generate_content(prompt)
translated_text = translation_response.text.strip()
# Try Gemini 2.5 TTS
try:
tts_response = genai.generate_content(
model="models/gemini-2.5-flash-preview-tts",
contents=translated_text,
generation_config=GenerateContentConfig(
response_mime_type="audio/wav"
),
speech_config=SpeechConfig(
voice_config=VoiceConfig(
prebuilt_voice=PrebuiltVoiceConfig(voice_name=DEFAULT_GEMINI_VOICE)
)
)
)
data = tts_response.candidates[0].content.parts[0].inline_data.data
temp_output_path = os.path.join(tempfile.gettempdir(), "tts_gemini.wav")
wave_file(temp_output_path, data)
except Exception as gemini_tts_error:
app.logger.warning(f"Gemini TTS failed: {gemini_tts_error}")
# Fallback to Kokoro or gTTS
if target_language in KOKORO_LANGUAGES:
lang_code = KOKORO_LANGUAGES[target_language]
pipeline = KPipeline(lang_code=lang_code)
generator = pipeline(translated_text, voice="af_heart", speed=1)
audio_segments = [audio for _, _, audio in generator if audio is not None]
if audio_segments:
audio_data = np.concatenate(audio_segments)
temp_output_path = os.path.join(tempfile.gettempdir(), "tts_kokoro.wav")
sf.write(temp_output_path, audio_data, 24000)
else:
raise ValueError("No audio generated by Kokoro.")
else:
lang_code = next((k for k, v in GTTS_LANGUAGES.items() if v == target_language), 'en')
tts = gTTS(translated_text, lang=lang_code)
temp_output_path = os.path.join(tempfile.gettempdir(), "tts_gtts.mp3")
tts.save(temp_output_path)
return jsonify({
'transcription': transcription,
'translation': translated_text,
'audio_url': f'/download/{os.path.basename(temp_output_path)}'
})
except Exception as e:
app.logger.error(f"Processing error: {str(e)}")
return jsonify({'error': str(e)}), 500
@app.route('/download/<filename>')
def download_file(filename):
try:
return send_file(
os.path.join(tempfile.gettempdir(), filename),
mimetype="audio/mpeg",
as_attachment=True,
download_name=f"translated_{filename}"
)
except FileNotFoundError:
return jsonify({'error': 'File not found'}), 404
if __name__ == '__main__':
app.run(host="0.0.0.0", port=7860) |