Profiling - support Chakra & Kineto trace dumping
Hi @maanug-nv , I have fixed all the comments, can you help to review it again? I did `python setup.py style --fix` locally, and it returns successfully, but the reformat job seems failed, looks like it's a flow issue, I think it looks ready to be merged in. Hi @maanug-nv , I updated the branch since it's out of date, seems only maintainers could edit the label? wondering if you could help to re-run the CICD? thanks <!-- pylint-output-strict-mode-false -->

beep boop 🤖: 🙏 The following files have warnings. In case you are familiar with these, please try helping us to improve the code base.

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Your code was analyzed with PyLint. The following annotations have been identified:

```
************* Module nemo.core.classes.modelPT
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-----------------------------------
Your code has been rated at 9.71/10
```

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Thank you for improving NeMo's documentation!
# What does this PR do ?

**Add support of Chakra trace & Kineto trace dumping by `torch.profiler.profile`,  take nsys profiling as PR reference**

**Collection**: [Note which collection this PR will affect] **All collections which is based on modelPT**

# Changelog 
- Add specific line by line info of high level changes in this PR.
modePT.py:1747  Add setup chakra profiling
modePT.py:1917  Start chakra profiling at batch start callback
modePT.py:1917  End chakra profiling at batch end callback

# Usage
* You can potentially add a usage example below
NeMo-Framework-Launcher
```python
# Add a code snippet demonstrating how to use this 
python3 ${NEMO_FRAMEWORK_LAUNCHER_DIR}/launcher_scripts/main.py \
training=gpt3/5b \
...
training.trainer.num_nodes=2 \
+training.model.optim.grad_sync_dtype=bf16 \
+training.model.chakra_profile.enabled=True \
+training.model.chakra_profile.start_step=0 \
+training.model.chakra_profile.end_step=10 \
+training.model.chakra_profile.warmup_steps=0 \
+training.model.chakra_profile.active_steps=1 \
+training.model.chakra_profile.trace_dir=${NEMO_FRAMEWORK_LAUNCHER_DIR}results/chakra/ \
```

# GitHub Actions CI

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The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".

# Before your PR is "Ready for review"
**Pre checks**:
- [x] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
  - [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
  
**PR Type**:
- [x] New Feature
- [ ] Bugfix
- [ ] Documentation

If you haven't finished some of the above items you can still open "Draft" PR.


## Who can review?

Anyone in the community is free to review the PR once the checks have passed. 
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.

# Additional Information
* Related to # (issue)
