Enable dumping raw prof files in AdvancedProfiler
#28615
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body: '{"body":"## What does this PR do?\\r\\n\\r\\nAdding a new `dump_stats` flag to `AdvanedProfiler` to persist `.prof` files collected during profiling. These files can be visualized by [SnakeViz](https://jiffyclub.github.io/snakeviz/) like so: `snakeviz fit-run-[Strategy]DDPStrategy.on_train_end.prof`\\r\\n\\r\\n<img width=\\"1380\\" alt=\\"Screenshot 2024-03-26 at 10 04 17 AM\\" src=\\"https://github.com/Lightning-AI/pytorch-lightning/assets/379115/b5b0b824-da13-4627-90a9-370186e2589e\\">\\r\\n\\r\\nA `.prof` file is created for each profiled action, e.g.:\\r\\n```\\r\\n...\\r\\nfit-run-[Strategy]DDPStrategy.on_train_end.prof\\r\\nfit-run-[Callback]TQDMProgressBar.on_fit_end.prof\\r\\nfit-run-[Callback]ModelSummary.on_fit_end.prof\\r\\nfit-run-[Callback]ModelCheckpoint{\'monitor\': None, \'mode\': \'min\', \'every_n_train_steps\': 0, \'every_n_epochs\': 1, \'train_time_interval\': None}.on_fit_end.prof\\r\\nfit-run-[Callback]LearningRateMonitor.on_fit_end.prof\\r\\n...\\r\\n```\\r\\n\\r\\n\\r\\nFixes #19698\\r\\n\\r\\nNo breaking changes, adding a new backward-compatible flag, with the new functionality disabled by default.\\r\\n\\r\\n<details>\\r\\n <summary><b>Before submitting</b></summary>\\r\\n\\r\\n- [x] Was this **discussed/agreed** via a GitHub issue? (not for typos and docs)\\r\\n- [x] Did you read the [contributor guideline](https://github.com/Lightning-AI/lightning/blob/master/.github/CONTRIBUTING.md), **Pull Request** section?\\r\\n- [x] Did you make sure your **PR does only one thing**, instead of bundling different changes together?\\r\\n- [x] Did you make sure to **update the documentation** with your changes? (if necessary)\\r\\n- [x] Did you write any **new necessary tests**? (not for typos and docs)\\r\\n- [x] Did you verify new and **existing tests pass** locally with your changes?\\r\\n- [x] Did you list all the **breaking ch
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