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Parent(s):
Initial commit
Browse files- .gitattributes +2 -0
- .gitignore +19 -0
- README.md +58 -0
- requirements.txt +0 -0
- sample_img1.png +0 -0
- sample_img2.png +0 -0
- src/images/Germany.png +0 -0
- src/images/Japanese.png +0 -0
- src/images/Russia.png +0 -0
- src/images/Spain.png +0 -0
- src/images/Sweden.png +0 -0
- src/images/Turkey.png +0 -0
- src/voice_translator.py +174 -0
.gitattributes
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# Auto detect text files and perform LF normalization
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* text=auto
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.gitignore
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# Ignore environment files (to protect API keys and credentials)
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.env
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# Ignore OS-generated files
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.DS_Store
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Thumbs.db
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# Ignore Python-related files
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__pycache__/
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*.pyc
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*.pyo
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# Ignore virtual environments (if you're using one)
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venv/
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env/
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# Ignore logs and temporary files
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*.log
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*.tmp
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README.md
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# Voice-to-Voice Translator
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## Overview
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This project is a voice-to-voice translator that allows users to speak in English and receive real-time translations in multiple languages, along with audio playback. The application leverages advanced AI-based speech recognition, translation, and text-to-speech technologies.
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## Technologies Used
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- **Gradio** – Provides an easy-to-use web interface.
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- **AssemblyAI** – Converts speech to text.
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- **Python Translate Module** – Translates text into multiple languages.
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- **ElevenLabs** – Converts translated text into spoken audio using AI voices.
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## Installation
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1. Clone this repository:
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```sh
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git clone https://github.com/yourusername/voice-to-voice-translator.git
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cd voice-to-voice-translator
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```
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2. Install dependencies:
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```sh
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pip install -r requirements.txt
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```
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3. Set up your API keys by creating a `.env` file in the root directory:
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```ini
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ASSEMBLYAI_API_KEY=your_assemblyai_api_key
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ELEVENLABS_API_KEY=your_elevenlabs_api_key
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```
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4. Run the application:
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```sh
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python src/voice_translator.py
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```
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## API Keys Required
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You need API keys for the following services:
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- [AssemblyAI API Key](https://www.assemblyai.com/?utm_source=youtube\&utm_medium=referral\&utm_campaign=yt_mis_66)
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- [ElevenLabs API Key](https://elevenlabs.io/)
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## Features
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- **Speech Recognition**: Converts spoken words into text using AssemblyAI.
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- **Translation**: Uses Python’s `translate` module to support multiple languages.
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- **Text-to-Speech**: ElevenLabs API generates AI-powered speech from translated text.
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- **Real-time Streaming**: Supports streaming audio generation for faster output.
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- **User-Friendly Interface**: Built using Gradio for a simple and interactive UI.
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## Sample Images
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## Usage
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- Click on the **Record** button to capture your speech.
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- The system will transcribe, translate, and generate speech output in multiple languages.
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- Download or listen to the translated audio directly from the interface.
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requirements.txt
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Binary file (130 Bytes). View file
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sample_img1.png
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sample_img2.png
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src/images/Germany.png
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src/images/Japanese.png
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src/images/Russia.png
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src/images/Spain.png
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src/images/Sweden.png
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src/images/Turkey.png
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src/voice_translator.py
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import os
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import uuid
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import gradio as gr
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import assemblyai as aai
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from translate import Translator
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from elevenlabs import VoiceSettings
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from elevenlabs.client import ElevenLabs
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from pathlib import Path
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from dotenv import load_dotenv
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from PIL import Image
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# Load environment variables
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load_dotenv()
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assemblyai_api_key = os.getenv("ASSEMBLYAI_API_KEY")
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elevenlabs_api_key = os.getenv("ELEVENLABS_API_KEY")
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# Initialize AssemblyAI and ElevenLabs clients
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aai.settings.api_key = assemblyai_api_key
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client = ElevenLabs(api_key=elevenlabs_api_key)
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# Use relative paths
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script_dir = Path(__file__).parent # Gets the directory where the script is running
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images_dir = script_dir / "images" # Points to the 'images' folder in your project
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ru_img = Image.open(images_dir / "Russia.png").resize((80, 40))
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tr_img = Image.open(images_dir / "Turkey.png").resize((80, 40))
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sv_img = Image.open(images_dir / "Sweden.png").resize((80, 40))
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de_img = Image.open(images_dir / "Germany.png").resize((80, 40))
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es_img = Image.open(images_dir / "Spain.png").resize((80, 40))
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ja_img = Image.open(images_dir / "Japanese.png").resize((80, 40))
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def voice_to_voice(audio_file, progress=gr.Progress()):
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try:
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# Transcribe speech
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progress(0.1, desc="Transcribing audio...")
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transcript = transcribe_audio(audio_file)
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if transcript.status == aai.TranscriptStatus.error:
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raise gr.Error(f"Transcription failed: {transcript.error}")
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else:
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transcript_text = transcript.text
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# Translate text
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progress(0.4, desc="Translating text...")
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list_translations = translate_text(transcript_text)
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# Generate speech from text
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generated_audio_paths = []
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for i, translation in enumerate(list_translations):
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progress(0.5 + (i * 0.1), desc=f"Generating audio for {['Russian', 'Turkish', 'Swedish', 'German', 'Spanish', 'Japanese'][i]}...")
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translated_audio_file_name = text_to_speech(translation)
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path = Path(translated_audio_file_name)
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generated_audio_paths.append(path)
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return generated_audio_paths + list_translations
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except Exception as e:
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raise gr.Error(f"An error occurred: {str(e)}")
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# Function to transcribe audio using AssemblyAI
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def transcribe_audio(audio_file):
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transcriber = aai.Transcriber()
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transcript = transcriber.transcribe(audio_file)
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return transcript
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# Function to translate text
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def translate_text(text: str) -> list:
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languages = ["ru", "tr", "sv", "de", "es", "ja"]
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list_translations = []
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for lan in languages:
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try:
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translator = Translator(from_lang="en", to_lang=lan)
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translation = translator.translate(text)
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list_translations.append(translation)
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except Exception as e:
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print(f"Translation to {lan} failed: {str(e)}")
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list_translations.append(f"Translation to {lan} failed.")
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return list_translations
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# Function to generate speech
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def text_to_speech(text: str) -> str:
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response = client.text_to_speech.convert(
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voice_id="Xb7hH8MSUJpSbSDYk0k2", # Choose a voice on ElevenLabs dashboard and copy the id
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optimize_streaming_latency="0",
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output_format="mp3_22050_32",
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text=text,
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model_id="eleven_multilingual_v2", # Use the turbo model for low latency, for other languages use the `eleven_multilingual_v2`
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voice_settings=VoiceSettings(
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stability=0.5,
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similarity_boost=0.75,
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style=0.0,
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use_speaker_boost=True,
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),
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)
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save_file_path = f"{uuid.uuid4()}.mp3"
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# Writing the audio to a file
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with open(save_file_path, "wb") as f:
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for chunk in response:
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if chunk:
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f.write(chunk)
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print(f"{save_file_path}: A new audio file was saved successfully!")
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# Return the path of the saved audio file
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return save_file_path
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# Gradio UI
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with gr.Blocks() as demo:
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gr.Markdown("## Record yourself in English and immediately receive voice translations.")
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with gr.Row():
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with gr.Column():
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audio_input = gr.Audio(
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sources=["microphone"],
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type="filepath",
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show_download_button=True,
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| 121 |
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waveform_options=gr.WaveformOptions(
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waveform_color="#01C6FF",
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| 123 |
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waveform_progress_color="#0066B4",
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| 124 |
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skip_length=2,
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| 125 |
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show_controls=False,
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| 126 |
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),
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)
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with gr.Row():
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submit = gr.Button("Submit", variant="primary")
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btn = gr.ClearButton(audio_input, "Clear")
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| 131 |
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| 132 |
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with gr.Row():
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with gr.Group() as russian:
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gr.Markdown("### Russian 🇷🇺")
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gr.Image(ru_img)
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ru_output = gr.Audio(label="Russian", interactive=False)
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ru_text = gr.Markdown()
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| 138 |
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| 139 |
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with gr.Group() as turkish:
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gr.Markdown("### Turkish 🇹🇷")
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gr.Image(tr_img)
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tr_output = gr.Audio(label="Turkish", interactive=False)
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| 143 |
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tr_text = gr.Markdown()
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| 144 |
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with gr.Group() as swedish:
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gr.Markdown("### Swedish 🇸🇪")
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gr.Image(sv_img)
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sv_output = gr.Audio(label="Swedish", interactive=False)
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| 149 |
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sv_text = gr.Markdown()
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| 150 |
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| 151 |
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with gr.Row():
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| 152 |
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with gr.Group() as german:
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gr.Markdown("### German 🇩🇪")
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| 154 |
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gr.Image(de_img)
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de_output = gr.Audio(label="German", interactive=False)
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de_text = gr.Markdown()
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| 157 |
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| 158 |
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with gr.Group() as spanish:
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gr.Markdown("### Spanish 🇪🇸")
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gr.Image(es_img)
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es_output = gr.Audio(label="Spanish", interactive=False)
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| 162 |
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es_text = gr.Markdown()
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| 163 |
+
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with gr.Group() as japanese:
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gr.Markdown("### Japanese 🇯🇵")
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| 166 |
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gr.Image(ja_img)
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jp_output = gr.Audio(label="Japanese", interactive=False)
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| 168 |
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jp_text = gr.Markdown()
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| 169 |
+
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output_components = [ru_output, tr_output, sv_output, de_output, es_output, jp_output, ru_text, tr_text, sv_text, de_text, es_text, jp_text]
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submit.click(fn=voice_to_voice, inputs=audio_input, outputs=output_components, show_progress=True)
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| 172 |
+
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| 173 |
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if __name__ == "__main__":
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| 174 |
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demo.launch()
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