Fix parallel states of MoE.
State: closed | Pull request: yes
Labels: name: core

name: NLP

name: Multi Modal

# 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 
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# Usage
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```python
# Add a code snippet demonstrating how to use this 
```

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**Pre checks**:
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  - [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
  
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
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# Additional Information
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<!-- 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.multimodal.models.vision_language_foundation.clip.megatron_clip_models
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:667:0: C0301: Line too long (140/119) (line-too-long)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:671:0: C0301: Line too long (149/119) (line-too-long)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:723:0: C0301: Line too long (126/119) (line-too-long)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:939:0: C0301: Line too long (131/119) (line-too-long)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1405:0: C0301: Line too long (140/119) (line-too-long)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1420:0: C0301: Line too long (155/119) (line-too-long)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1435:0: C0301: Line too long (137/119) (line-too-long)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:111:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:169:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:273:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:281:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:323:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:337:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:382:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:391:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:413:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:422:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:438:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:448:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:468:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:572:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:877:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:881:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:935:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1158:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1192:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1198:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1220:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1310:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1313:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1317:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1444:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/multimodal/models/vision_language_foundation/clip/megatron_clip_models.py:1480:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.nlp.models.language_modeling.megatron_lm_encoder_decoder_model
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:102:0: C0301: Line too long (144/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:138:0: C0301: Line too long (126/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:231:0: C0301: Line too long (123/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:253:0: C0301: Line too long (120/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:261:0: C0301: Line too long (180/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:263:0: C0301: Line too long (140/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:537:0: C0301: Line too long (153/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:562:0: C0301: Line too long (146/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:563:0: C0301: Line too long (124/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:579:0: C0301: Line too long (180/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:619:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:647:0: C0301: Line too long (150/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:648:0: C0301: Line too long (127/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:800:0: C0301: Line too long (120/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:924:0: C0301: Line too long (145/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:992:0: C0301: Line too long (136/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:993:0: C0301: Line too long (123/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1162:0: C0301: Line too long (125/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1228:0: C0301: Line too long (149/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1235:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1248:0: C0301: Line too long (143/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1351:0: C0301: Line too long (129/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1353:0: C0301: Line too long (151/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1355:0: C0301: Line too long (166/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1356:0: C0301: Line too long (144/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1358:0: C0301: Line too long (138/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1359:0: C0301: Line too long (130/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1396:0: C0301: Line too long (149/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1422:0: C0301: Line too long (143/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1715:0: C0301: Line too long (125/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1743:0: C0301: Line too long (128/119) (line-too-long)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:258:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:349:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:512:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:519:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:560:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:661:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:904:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1045:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1172:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/nlp/models/language_modeling/megatron_lm_encoder_decoder_model.py:1202:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.core.optim.optimizer_with_main_params
nemo/core/optim/optimizer_with_main_params.py:91:0: C0301: Line too long (140/119) (line-too-long)
nemo/core/optim/optimizer_with_main_params.py:96:0: C0301: Line too long (149/119) (line-too-long)
nemo/core/optim/optimizer_with_main_params.py:195:0: C0301: Line too long (140/119) (line-too-long)
nemo/core/optim/optimizer_with_main_params.py:200:0: C0301: Line too long (149/119) (line-too-long)
nemo/core/optim/optimizer_with_main_params.py:149:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:153:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:403:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:446:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:450:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:467:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:473:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:493:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:509:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:513:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/core/optim/optimizer_with_main_params.py:516:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.megatron_parallel
nemo/lightning/megatron_parallel.py:238:0: C0301: Line too long (127/119) (line-too-long)
nemo/lightning/megatron_parallel.py:239:0: C0301: Line too long (140/119) (line-too-long)
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nemo/lightning/megatron_parallel.py:1649:0: C0301: Line too long (146/119) (line-too-long)
nemo/lightning/megatron_parallel.py:64:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:65:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:67:4: C0116: Missing function or method docstring (missing-function-docstring)
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nemo/lightning/megatron_parallel.py:106:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:306:4: C0116: Missing function or method docstring (missing-function-docstring)
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nemo/lightning/megatron_parallel.py:356:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:382:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:518:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:561:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:565:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:621:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:657:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:664:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:698:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:706:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:722:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:749:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:761:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:783:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1303:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1478:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:1484:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1490:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1494:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1499:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:1504:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:1532:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1578:8: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1600:0: C0115: Missing class docstring (missing-class-docstring)
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nemo/lightning/megatron_parallel.py:1726:0: C0116: Missing function or method docstring (missing-function-docstring)

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```

---

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