Fix baseline recipes
State: closed | Pull request: yes
Labels: name: Run CICD

# What does this PR do ?
Fix the model configs for performance

# Changelog 
- Enable RoPE fusion in the nemotron baseline config
- Enable `sequence_parallel` in nemotron4 15B config that uses TP>1
- Add `tp_only_amax_red=False` in GPT config

# Usage
n/a

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# 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)


<!-- 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.collections.llm.gpt.model.base
nemo/collections/llm/gpt/model/base.py:239:0: C0301: Line too long (122/119) (line-too-long)
nemo/collections/llm/gpt/model/base.py:51:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:94:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:115:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:126:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:134:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:142:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:152:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:162:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:187:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:265:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:277:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:289:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:301:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:313:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:325:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:339:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:357:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:361:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:384:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:387:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:390:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:394:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:399:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:420:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:427:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:434:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:462:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:43:4: W0611: Unused import fused_weight_gradient_mlp_cuda (unused-import)
************* Module nemo.collections.llm.gpt.model.nemotron
nemo/collections/llm/gpt/model/nemotron.py:38:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:68:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:80:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:92:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:104:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:116:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:127:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:139:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:160:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/nemotron.py:178:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/nemotron.py:184:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/nemotron.py:217:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/nemotron.py:235:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/nemotron.py:253:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/nemotron.py:257:4: C0116: Missing function or method docstring (missing-function-docstring)

-----------------------------------
Your code has been rated at 9.09/10
```

---

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!