Goal

• Implement the instructions in .claude/skills/notebook.rules.md under ## Use Standard Template Structure

• Use the structure from .claude/templates/notebook.template.py for consistent notebook initialization

• Use display

• In the local utility *_utils.py there should be a function like

  import helpers.hnotebook as hnotebo
  
  def init_logger(notebook_log: logging.Logger) -> None:
      hnotebo.config_notebook()
      hdbg.init_logger(verbosity=logging.INFO, use_exec_path=False)
      # Init notebook logging.
      hnotebo.set_logger_to_print(notebook_log)
      # Init utils logging.
      global _LOG
      _LOG = hnotebo.set_logger_to_print(_LOG)
      # Init module logging.
      causalml_logger: logging.Logger = logging.getLogger("causalml")
      hnotebo.set_logger_to_print(causalml_logger)
  

Sync Notebook

• At the end, sync the paired .py file with Jupytext following the conventions in # Setup and Initialization → ## Utilities vs. Notebook Responsibilities in .claude/skills/notebook.rules.md

Follow Conventions

• Always follow the conventions and guidelines in .claude/skills/notebook.rules.md