caioricciuti/realtime-translator

Realtime translation

Real-Time Translator

The Real-Time Translator is a Python-based application that provides real-time translation of spoken language. It utilizes the Whisper model for speech-to-text transcription and the M2M100 model for language translation. The application also monitors system resource usage to ensure efficient performance.

Features

• Real-time audio transcription and translation
• Supports multiple languages
• Speaker identification
• Resource usage monitoring (CPU, Memory, Disk, Network)
• Configurable resource usage limits

Requirements

• Python 3.7 or higher
• Required Python packages:
  • sounddevice
  • numpy
  • transformers
  • whisper
  • queue
  • threading
  • customtkinter
  • torch
  • datetime
  • time
  • os
  • scipy
  • sklearn
  • psutil
  • matplotlib
  • tkinter

Installation

1. Clone the repository:

   git clone https://github.com/yourusername/realtime-translator.git
   cd realtime-translator

2. Create a virtual environment and activate it:

   python -m venv venv
   source venv/bin/activate  # On Windows use `venv\Scripts\activate`

3. Install the required packages:

   pip install -r requirements.txt

4. Download the necessary models:

   # This will automatically download the models when you run the script

Usage

1. Run the application:

   python translator_app.py

2. Use the graphical interface to select source and target languages, start and stop translation, and monitor resource usage.

Configuration

• CPU and Memory usage limits can be configured in the Config tab.
• Resource usage statistics are available in the Resources tab.

License

This project is licensed under the MIT License.

Acknowledgements

• Whisper
• M2M100
• CustomTkinter

Credits

This project makes use of the following open-source libraries and tools:

• sounddevice

  • License: MIT License
  • Repository: python-sounddevice

• numpy

  • License: BSD License
  • Repository: numpy

• transformers

  • License: Apache 2.0 License
  • Repository: transformers

• whisper

  • License: MIT License
  • Repository: whisper

• queue (Python Standard Library)

  • License: Python Software Foundation License
  • Documentation: queue

• threading (Python Standard Library)

  • License: Python Software Foundation License
  • Documentation: threading

• customtkinter

  • License: MIT License
  • Repository: customtkinter

• torch

  • License: BSD License
  • Repository: pytorch

• datetime (Python Standard Library)

  • License: Python Software Foundation License
  • Documentation: datetime

• time (Python Standard Library)

  • License: Python Software Foundation License
  • Documentation: time

• os (Python Standard Library)

  • License: Python Software Foundation License
  • Documentation: os

• scipy

  • License: BSD License
  • Repository: scipy

• sklearn (scikit-learn)

  • License: BSD License
  • Repository: scikit-learn

• psutil

  • License: BSD License
  • Repository: psutil

• matplotlib

  • License: Matplotlib License (BSD compatible)
  • Repository: matplotlib

• tkinter (Python Standard Library)

  • License: Python Software Foundation License
  • Documentation: tkinter

We gratefully acknowledge the contributions of the developers and maintainers of these libraries.