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It literally says in the notes for that VS Code extension that breakpoints are not enabled when using Ros Launch or Ros Run.
If you are developing in C++ you can configure VS code to just use GDB: https://code.visualstudio.com/docs/languages/cpp
I assume the same can be done for a python debugger but I have not done this.