How can I debug a python code in a virtual environment using VSCode?

Make sure the environment you want to use is selected in the Python extension for VS Code by running the Select Interpreter command or via the status bar. Otherwise you can explicitly set the Python interpreter to be used when debugging via the python setting for your debug config.