SublimeCyborg

How to set up Ubuntu for Hugging Face chatbot development in python

  1. Install Python 3:

    sudo apt update
    sudo apt install python3 python3-pip python3-venv
    
  2. Create a virtual environment:

    python3 -m venv chatbot_env
    source chatbot_env/bin/activate
    
  3. Install required libraries:

    pip install transformers torch datasets accelerate
    
  4. Install additional dependencies:

    sudo apt install python3-dev build-essential
    
  5. Install Jupyter Notebook (optional but useful):

    pip install jupyter
    
  6. Install Git:

    sudo apt install git
    
  7. Clone the Hugging Face transformers repository:

    git clone https://github.com/huggingface/transformers.git
    
  8. Install additional Hugging Face libraries:

    pip install tokenizers sentencepiece sacremoses
    
  9. Set up CUDA if you have an NVIDIA GPU (optional):
    • Install NVIDIA drivers
    • Install CUDA toolkit
    • Install cuDNN
  10. Configure your development environment:
    • Set up a code editor like VSCode or PyCharm
    • Configure linters and formatters (e.g., flake8, black)
  11. Test your setup:

    from transformers import pipeline
    classifier = pipeline("sentiment-analysis")
    result = classifier("Hello, world!")
    print(result)
    

Remember to activate your virtual environment (source chatbot_env/bin/activate) whenever you’re working on your chatbot project. This setup provides a solid foundation for developing Hugging Face chatbots on Ubuntu.