Add more fine-grained performance metrics
[🤖]: Hi @ashors1 👋,

We wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12813863285) for this PR just finished successfully

So it might be time to merge this PR or get some approvals

I'm just a bot so I'll leave it you what to do next.

//cc @pablo-garay @ko3n1g <!-- 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.

---

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

```
************* Module nemo.lightning.pytorch.callbacks.progress_printer
nemo/lightning/pytorch/callbacks/progress_printer.py:116:0: C0301: Line too long (124/119) (line-too-long)
nemo/lightning/pytorch/callbacks/progress_printer.py:55:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:65:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:68:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:72:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:76:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:86:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:90:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:94:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:98:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:106:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:110:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:114:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:124:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:153:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:166:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:182:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:195:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:210:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:213:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.strategies.megatron_strategy
nemo/lightning/pytorch/strategies/megatron_strategy.py:295:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.utils.exp_manager
nemo/utils/exp_manager.py:372:0: C0301: Line too long (120/119) (line-too-long)
nemo/utils/exp_manager.py:397:0: C0301: Line too long (124/119) (line-too-long)
nemo/utils/exp_manager.py:401:0: C0301: Line too long (122/119) (line-too-long)
nemo/utils/exp_manager.py:406:0: C0301: Line too long (127/119) (line-too-long)
nemo/utils/exp_manager.py:420:0: C0301: Line too long (120/119) (line-too-long)
nemo/utils/exp_manager.py:427:0: C0301: Line too long (120/119) (line-too-long)
nemo/utils/exp_manager.py:428:0: C0301: Line too long (126/119) (line-too-long)
nemo/utils/exp_manager.py:430:0: C0301: Line too long (136/119) (line-too-long)
nemo/utils/exp_manager.py:432:0: C0301: Line too long (139/119) (line-too-long)
nemo/utils/exp_manager.py:442:0: C0301: Line too long (123/119) (line-too-long)
nemo/utils/exp_manager.py:443:0: C0301: Line too long (128/119) (line-too-long)
nemo/utils/exp_manager.py:444:0: C0301: Line too long (132/119) (line-too-long)
nemo/utils/exp_manager.py:445:0: C0301: Line too long (127/119) (line-too-long)
nemo/utils/exp_manager.py:533:0: C0301: Line too long (122/119) (line-too-long)
nemo/utils/exp_manager.py:621:0: C0301: Line too long (208/119) (line-too-long)
nemo/utils/exp_manager.py:622:0: C0301: Line too long (230/119) (line-too-long)
nemo/utils/exp_manager.py:624:0: C0301: Line too long (178/119) (line-too-long)
nemo/utils/exp_manager.py:661:0: C0301: Line too long (136/119) (line-too-long)
nemo/utils/exp_manager.py:796:0: C0301: Line too long (121/119) (line-too-long)
nemo/utils/exp_manager.py:804:0: C0301: Line too long (156/119) (line-too-long)
nemo/utils/exp_manager.py:851:0: C0301: Line too long (141/119) (line-too-long)
nemo/utils/exp_manager.py:859:0: C0301: Line too long (152/119) (line-too-long)
nemo/utils/exp_manager.py:1129:0: C0301: Line too long (142/119) (line-too-long)
nemo/utils/exp_manager.py:1153:0: C0301: Line too long (154/119) (line-too-long)
nemo/utils/exp_manager.py:1219:0: C0301: Line too long (120/119) (line-too-long)
nemo/utils/exp_manager.py:1238:0: C0301: Line too long (123/119) (line-too-long)
nemo/utils/exp_manager.py:1264:0: C0301: Line too long (121/119) (line-too-long)
nemo/utils/exp_manager.py:97:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:112:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:138:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:147:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:156:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:167:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:281:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:284:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:299:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:302:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:305:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:308:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:311:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:314:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:352:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:355:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:358:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:361:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1145:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1246:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1265:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1268:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1284:0: C0116: Missing function or method docstring (missing-function-docstring)

-----------------------------------
Your code has been rated at 9.41/10
```

---

Mitigation guide:

* Add sensible and useful docstrings to functions and methods
* For trivial methods like getter/setters, consider adding `# pylint: disable=C0116` inside the function itself
* To disable multiple functions/methods at once, put a `# pylint: disable=C0116` before the first and a `# pylint: enable=C0116` after the last.

By applying these rules, we reduce the occurance of this message in future.

Thank you for improving NeMo's documentation! <!-- 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.

---

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

```
************* Module nemo.lightning.pytorch.callbacks.progress_printer
nemo/lightning/pytorch/callbacks/progress_printer.py:116:0: C0301: Line too long (124/119) (line-too-long)
nemo/lightning/pytorch/callbacks/progress_printer.py:55:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:65:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:68:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:72:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:76:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:86:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:90:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:94:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:98:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:106:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:110:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:114:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:124:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:153:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:166:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:182:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:195:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:210:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:213:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.strategies.megatron_strategy
nemo/lightning/pytorch/strategies/megatron_strategy.py:295:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.utils.exp_manager
nemo/utils/exp_manager.py:372:0: C0301: Line too long (120/119) (line-too-long)
nemo/utils/exp_manager.py:397:0: C0301: Line too long (124/119) (line-too-long)
nemo/utils/exp_manager.py:401:0: C0301: Line too long (122/119) (line-too-long)
nemo/utils/exp_manager.py:406:0: C0301: Line too long (127/119) (line-too-long)
nemo/utils/exp_manager.py:420:0: C0301: Line too long (120/119) (line-too-long)
nemo/utils/exp_manager.py:427:0: C0301: Line too long (120/119) (line-too-long)
nemo/utils/exp_manager.py:428:0: C0301: Line too long (126/119) (line-too-long)
nemo/utils/exp_manager.py:430:0: C0301: Line too long (136/119) (line-too-long)
nemo/utils/exp_manager.py:432:0: C0301: Line too long (139/119) (line-too-long)
nemo/utils/exp_manager.py:442:0: C0301: Line too long (123/119) (line-too-long)
nemo/utils/exp_manager.py:443:0: C0301: Line too long (128/119) (line-too-long)
nemo/utils/exp_manager.py:444:0: C0301: Line too long (132/119) (line-too-long)
nemo/utils/exp_manager.py:445:0: C0301: Line too long (127/119) (line-too-long)
nemo/utils/exp_manager.py:533:0: C0301: Line too long (122/119) (line-too-long)
nemo/utils/exp_manager.py:621:0: C0301: Line too long (208/119) (line-too-long)
nemo/utils/exp_manager.py:622:0: C0301: Line too long (230/119) (line-too-long)
nemo/utils/exp_manager.py:624:0: C0301: Line too long (178/119) (line-too-long)
nemo/utils/exp_manager.py:661:0: C0301: Line too long (136/119) (line-too-long)
nemo/utils/exp_manager.py:796:0: C0301: Line too long (121/119) (line-too-long)
nemo/utils/exp_manager.py:804:0: C0301: Line too long (156/119) (line-too-long)
nemo/utils/exp_manager.py:851:0: C0301: Line too long (141/119) (line-too-long)
nemo/utils/exp_manager.py:859:0: C0301: Line too long (152/119) (line-too-long)
nemo/utils/exp_manager.py:1129:0: C0301: Line too long (142/119) (line-too-long)
nemo/utils/exp_manager.py:1153:0: C0301: Line too long (154/119) (line-too-long)
nemo/utils/exp_manager.py:1219:0: C0301: Line too long (120/119) (line-too-long)
nemo/utils/exp_manager.py:1238:0: C0301: Line too long (123/119) (line-too-long)
nemo/utils/exp_manager.py:1264:0: C0301: Line too long (121/119) (line-too-long)
nemo/utils/exp_manager.py:97:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:112:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:138:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:147:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:156:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:167:0: C0115: Missing class docstring (missing-class-docstring)
nemo/utils/exp_manager.py:281:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:284:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:299:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:302:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:305:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:308:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:311:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:314:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:352:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:355:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:358:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:361:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1145:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1246:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1265:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1268:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/utils/exp_manager.py:1284:0: C0116: Missing function or method docstring (missing-function-docstring)

-----------------------------------
Your code has been rated at 9.41/10
```

---

Mitigation guide:

* Add sensible and useful docstrings to functions and methods
* For trivial methods like getter/setters, consider adding `# pylint: disable=C0116` inside the function itself
* To disable multiple functions/methods at once, put a `# pylint: disable=C0116` before the first and a `# pylint: enable=C0116` after the last.

By applying these rules, we reduce the occurance of this message in future.

Thank you for improving NeMo's documentation! [🤖]: Hi @ashors1 👋,

We wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/12837350287) for this PR just finished successfully

So it might be time to merge this PR or get some approvals

I'm just a bot so I'll leave it you what to do next.

//cc @pablo-garay @ko3n1g
# What does this PR do ?

Add a one line overview of what this PR aims to accomplish.

**Collection**: [Note which collection this PR will affect]

# Changelog 
- Add specific line by line info of high level changes in this PR.

# Usage
* You can potentially add a usage example below

```python
# Add a code snippet demonstrating how to use this 
```

# GitHub Actions CI

The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.

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**:
- [ ] 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**:
- [ ] 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)
