Fix advanced profiler for python >=3.12

[relativityhd]

What does this PR do?

Fixes #19983

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📚 Documentation preview 📚: https://pytorch-lightning--20809.org.readthedocs.build/en/20809/

[Borda]

@relativityhd can we pls add a test for this case

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[relativityhd]

@Borda Sorry, haven't seen your comment. To be honest, I don't know how this should be tested properly. There are no tests for it yet, and I don't have the time to create new ones. Best Tobias

[Borda]

@bhimrazy mind have a look here, pls 🐿️

[bhimrazy]

@bhimrazy mind have a look here, pls 🐿️

Sure @Borda — thanks for the ping! I’ll take a look shortly. 🙌

[bhimrazy]

Hi @deependujha, could you pls check if you're able to add the changelog?

- Fixed `AdvancedProfiler` to handle nested profiling actions for Python 3.12+ ([#20809](https://github.com/Lightning-AI/pytorch-lightning/pull/20809))

I started getting a 403 error on my end.