Update import 'pytorch_lightning' -> 'lightning.pytorch'
<!-- 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.api
nemo/collections/llm/api.py:64:0: C0301: Line too long (135/119) (line-too-long)
nemo/collections/llm/api.py:220:0: C0301: Line too long (135/119) (line-too-long)
nemo/collections/llm/api.py:351:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/api.py:252:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/api.py:312:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/api.py:324:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/api.py:486:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.gpt.data.api
nemo/collections/llm/gpt/data/api.py:26:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/api.py:32:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/api.py:38:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/api.py:44:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.gpt.data.fine_tuning
nemo/collections/llm/gpt/data/fine_tuning.py:37:0: C0301: Line too long (123/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:43:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:47:0: C0301: Line too long (130/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:49:0: C0301: Line too long (127/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:51:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:52:0: C0301: Line too long (126/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:99:0: C0301: Line too long (133/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:100:0: C0301: Line too long (141/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:101:0: C0301: Line too long (157/119) (line-too-long)
nemo/collections/llm/gpt/data/fine_tuning.py:92:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:104:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:117:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:130:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:139:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:148:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:181:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:185:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:197:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:201:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/fine_tuning.py:26:0: W0611: Unused logging imported from nemo.utils (unused-import)
************* Module nemo.collections.llm.gpt.data.hf_dataset
nemo/collections/llm/gpt/data/hf_dataset.py:20:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/data/hf_dataset.py:48:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/hf_dataset.py:73:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.gpt.data.mock
nemo/collections/llm/gpt/data/mock.py:33:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/data/mock.py:73:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/mock.py:84:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/mock.py:89:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/mock.py:94:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.gpt.data.pre_training
nemo/collections/llm/gpt/data/pre_training.py:136:0: C0301: Line too long (140/119) (line-too-long)
nemo/collections/llm/gpt/data/pre_training.py:137:0: C0301: Line too long (145/119) (line-too-long)
nemo/collections/llm/gpt/data/pre_training.py:138:0: C0301: Line too long (137/119) (line-too-long)
nemo/collections/llm/gpt/data/pre_training.py:388:0: C0301: Line too long (124/119) (line-too-long)
nemo/collections/llm/gpt/data/pre_training.py:395:0: C0301: Line too long (133/119) (line-too-long)
nemo/collections/llm/gpt/data/pre_training.py:49:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/pre_training.py:60:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/pre_training.py:219:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/pre_training.py:282:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/pre_training.py:311:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/pre_training.py:314:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/pre_training.py:317:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/pre_training.py:335:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/data/pre_training.py:385:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.gpt.model.base
nemo/collections/llm/gpt/model/base.py:226:0: 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:123:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:131:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:139:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:149:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:159:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:182:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:252:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:264:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:276:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:288:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:300:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:312:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:326:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/base.py:344:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:348:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:371:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:374:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:377:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:381:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:386:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:407:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:414:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:421:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/base.py:449:0: 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.hf_auto_model_for_causal_lm
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:26:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:34:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:54:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:65:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:68:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:79:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:91:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:105:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/hf_auto_model_for_causal_lm.py:116:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.gpt.model.mistral
nemo/collections/llm/gpt/model/mistral.py:40:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/mistral.py:96:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/mistral.py:110:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/mistral.py:130:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/mistral.py:144:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/mistral.py:150:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/mistral.py:189:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/gpt/model/mistral.py:212:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/mistral.py:229:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/mistral.py:233:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/gpt/model/mistral.py:19:0: W0611: Unused lightning.pytorch imported as pl (unused-import)
************* Module nemo.collections.llm.recipes.baichuan2_7b
nemo/collections/llm/recipes/baichuan2_7b.py:257:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/baichuan2_7b.py:258:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.chatglm3_6b
nemo/collections/llm/recipes/chatglm3_6b.py:257:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/chatglm3_6b.py:258:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.finetune_default
nemo/collections/llm/recipes/finetune_default.py:128:0: C0301: Line too long (123/119) (line-too-long)
nemo/collections/llm/recipes/finetune_default.py:82:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.gemma2_27b
nemo/collections/llm/recipes/gemma2_27b.py:194:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/gemma2_27b.py:195:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.gemma2_2b
nemo/collections/llm/recipes/gemma2_2b.py:194:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/gemma2_2b.py:195:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.gemma2_9b
nemo/collections/llm/recipes/gemma2_9b.py:194:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/gemma2_9b.py:195:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.gemma_2b
nemo/collections/llm/recipes/gemma_2b.py:256:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/gemma_2b.py:257:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.gemma_7b
nemo/collections/llm/recipes/gemma_7b.py:259:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/gemma_7b.py:260:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.hf_auto_model_for_causal_lm
nemo/collections/llm/recipes/hf_auto_model_for_causal_lm.py:103:0: C0301: Line too long (162/119) (line-too-long)
nemo/collections/llm/recipes/hf_auto_model_for_causal_lm.py:154:0: C0301: Line too long (126/119) (line-too-long)
nemo/collections/llm/recipes/hf_auto_model_for_causal_lm.py:193:0: C0301: Line too long (121/119) (line-too-long)
************* Module nemo.collections.llm.recipes.llama31_405b
nemo/collections/llm/recipes/llama31_405b.py:264:0: C0301: Line too long (121/119) (line-too-long)
************* Module nemo.collections.llm.recipes.llama3_70b
nemo/collections/llm/recipes/llama3_70b.py:266:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/llama3_70b.py:268:0: C0301: Line too long (206/119) (line-too-long)
************* Module nemo.collections.llm.recipes.llama3_70b_16k
nemo/collections/llm/recipes/llama3_70b_16k.py:76:0: C0301: Line too long (124/119) (line-too-long)
nemo/collections/llm/recipes/llama3_70b_16k.py:22:0: W0611: Unused finetune imported from nemo.collections.llm.api (unused-import)
nemo/collections/llm/recipes/llama3_70b_16k.py:24:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.llama3_70b_64k
nemo/collections/llm/recipes/llama3_70b_64k.py:76:0: C0301: Line too long (122/119) (line-too-long)
nemo/collections/llm/recipes/llama3_70b_64k.py:22:0: W0611: Unused finetune imported from nemo.collections.llm.api (unused-import)
************* Module nemo.collections.llm.recipes.llama3_8b
nemo/collections/llm/recipes/llama3_8b.py:254:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/llama3_8b.py:256:0: C0301: Line too long (206/119) (line-too-long)
nemo/collections/llm/recipes/llama3_8b.py:28:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.llama3_8b_16k
nemo/collections/llm/recipes/llama3_8b_16k.py:22:0: W0611: Unused finetune imported from nemo.collections.llm.api (unused-import)
nemo/collections/llm/recipes/llama3_8b_16k.py:24:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.llama3_8b_64k
nemo/collections/llm/recipes/llama3_8b_64k.py:22:0: W0611: Unused finetune imported from nemo.collections.llm.api (unused-import)
nemo/collections/llm/recipes/llama3_8b_64k.py:24:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.log.default
nemo/collections/llm/recipes/log/default.py:25:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/recipes/log/default.py:29:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/recipes/log/default.py:44:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/recipes/log/default.py:69:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.mamba2_130m
nemo/collections/llm/recipes/mamba2_130m.py:38:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.mamba2_1_3b
nemo/collections/llm/recipes/mamba2_1_3b.py:38:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.mamba2_2_7b
nemo/collections/llm/recipes/mamba2_2_7b.py:38:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.mamba2_370m
nemo/collections/llm/recipes/mamba2_370m.py:38:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.mamba2_780m
nemo/collections/llm/recipes/mamba2_780m.py:38:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.mamba2_8b
nemo/collections/llm/recipes/mamba2_8b.py:38:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.mamba2_hybrid_8b
nemo/collections/llm/recipes/mamba2_hybrid_8b.py:258:0: C0301: Line too long (120/119) (line-too-long)
nemo/collections/llm/recipes/mamba2_hybrid_8b.py:38:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.recipes.mistral_7b
nemo/collections/llm/recipes/mistral_7b.py:210:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/mistral_7b.py:211:0: C0301: Line too long (158/119) (line-too-long)
nemo/collections/llm/recipes/mistral_7b.py:27:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.mistral_nemo_12b
nemo/collections/llm/recipes/mistral_nemo_12b.py:258:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/mistral_nemo_12b.py:259:0: C0301: Line too long (158/119) (line-too-long)
nemo/collections/llm/recipes/mistral_nemo_12b.py:27:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.mixtral_8x22b
nemo/collections/llm/recipes/mixtral_8x22b.py:230:0: C0301: Line too long (120/119) (line-too-long)
nemo/collections/llm/recipes/mixtral_8x22b.py:262:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/mixtral_8x22b.py:263:0: C0301: Line too long (158/119) (line-too-long)
nemo/collections/llm/recipes/mixtral_8x22b.py:27:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.mixtral_8x7b
nemo/collections/llm/recipes/mixtral_8x7b.py:225:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/mixtral_8x7b.py:257:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/mixtral_8x7b.py:258:0: C0301: Line too long (158/119) (line-too-long)
nemo/collections/llm/recipes/mixtral_8x7b.py:27:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.mixtral_8x7b_16k
nemo/collections/llm/recipes/mixtral_8x7b_16k.py:22:0: W0611: Unused finetune imported from nemo.collections.llm.api (unused-import)
nemo/collections/llm/recipes/mixtral_8x7b_16k.py:24:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.mixtral_8x7b_64k
nemo/collections/llm/recipes/mixtral_8x7b_64k.py:22:0: W0611: Unused finetune imported from nemo.collections.llm.api (unused-import)
************* Module nemo.collections.llm.recipes.nemotron3_22b
nemo/collections/llm/recipes/nemotron3_22b.py:242:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/nemotron3_22b.py:243:0: C0301: Line too long (158/119) (line-too-long)
nemo/collections/llm/recipes/nemotron3_22b.py:15:0: W0611: Unused Callable imported from typing (unused-import)
************* Module nemo.collections.llm.recipes.nemotron3_4b
nemo/collections/llm/recipes/nemotron3_4b.py:194:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/nemotron3_4b.py:195:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.nemotron3_8b
nemo/collections/llm/recipes/nemotron3_8b.py:259:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/nemotron3_8b.py:260:0: C0301: Line too long (158/119) (line-too-long)
nemo/collections/llm/recipes/nemotron3_8b.py:15:0: W0611: Unused Callable imported from typing (unused-import)
nemo/collections/llm/recipes/nemotron3_8b.py:24:0: W0611: Unused SquadDataModule imported from nemo.collections.llm.gpt.data.squad (unused-import)
************* Module nemo.collections.llm.recipes.nemotron4_15b
nemo/collections/llm/recipes/nemotron4_15b.py:231:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/nemotron4_15b.py:232:0: C0301: Line too long (158/119) (line-too-long)
nemo/collections/llm/recipes/nemotron4_15b.py:15:0: W0611: Unused Callable imported from typing (unused-import)
************* Module nemo.collections.llm.recipes.nemotron4_340b
nemo/collections/llm/recipes/nemotron4_340b.py:243:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/nemotron4_340b.py:244:0: C0301: Line too long (158/119) (line-too-long)
nemo/collections/llm/recipes/nemotron4_340b.py:15:0: W0611: Unused Callable imported from typing (unused-import)
nemo/collections/llm/recipes/nemotron4_340b.py:21:0: W0611: Unused lightning imported from nemo as nl (unused-import)
************* Module nemo.collections.llm.recipes.qwen2_1p5b
nemo/collections/llm/recipes/qwen2_1p5b.py:197:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/qwen2_1p5b.py:198:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.qwen2_500m
nemo/collections/llm/recipes/qwen2_500m.py:197:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/qwen2_500m.py:198:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.qwen2_72b
nemo/collections/llm/recipes/qwen2_72b.py:197:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/qwen2_72b.py:198:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.qwen2_7b
nemo/collections/llm/recipes/qwen2_7b.py:197:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/qwen2_7b.py:198:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.starcoder2_15b
nemo/collections/llm/recipes/starcoder2_15b.py:197:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/starcoder2_15b.py:198:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.starcoder2_3b
nemo/collections/llm/recipes/starcoder2_3b.py:197:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/starcoder2_3b.py:198:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.starcoder2_7b
nemo/collections/llm/recipes/starcoder2_7b.py:197:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/recipes/starcoder2_7b.py:198:0: C0301: Line too long (158/119) (line-too-long)
************* Module nemo.collections.llm.recipes.starcoder_15b
nemo/collections/llm/recipes/starcoder_15b.py:283:0: C0301: Line too long (121/119) (line-too-long)
************* Module nemo.collections.llm.recipes.t5_11b
nemo/collections/llm/recipes/t5_11b.py:232:0: C0301: Line too long (121/119) (line-too-long)
************* Module nemo.collections.llm.recipes.t5_220m
nemo/collections/llm/recipes/t5_220m.py:230:0: C0301: Line too long (121/119) (line-too-long)
************* Module nemo.collections.llm.recipes.t5_3b
nemo/collections/llm/recipes/t5_3b.py:232:0: C0301: Line too long (121/119) (line-too-long)
************* Module nemo.collections.llm.t5.data.fine_tuning
nemo/collections/llm/t5/data/fine_tuning.py:34:0: C0301: Line too long (123/119) (line-too-long)
nemo/collections/llm/t5/data/fine_tuning.py:40:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/t5/data/fine_tuning.py:44:0: C0301: Line too long (130/119) (line-too-long)
nemo/collections/llm/t5/data/fine_tuning.py:46:0: C0301: Line too long (127/119) (line-too-long)
nemo/collections/llm/t5/data/fine_tuning.py:48:0: C0301: Line too long (121/119) (line-too-long)
nemo/collections/llm/t5/data/fine_tuning.py:49:0: C0301: Line too long (126/119) (line-too-long)
nemo/collections/llm/t5/data/fine_tuning.py:50:0: C0301: Line too long (129/119) (line-too-long)
nemo/collections/llm/t5/data/fine_tuning.py:97:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/fine_tuning.py:110:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/fine_tuning.py:118:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/fine_tuning.py:126:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/fine_tuning.py:158:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/fine_tuning.py:162:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/fine_tuning.py:166:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.t5.data.mock
nemo/collections/llm/t5/data/mock.py:33:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/t5/data/mock.py:71:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/mock.py:82:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/mock.py:87:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/mock.py:92:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.t5.data.pre_training
nemo/collections/llm/t5/data/pre_training.py:300:0: C0301: Line too long (124/119) (line-too-long)
nemo/collections/llm/t5/data/pre_training.py:307:0: C0301: Line too long (133/119) (line-too-long)
nemo/collections/llm/t5/data/pre_training.py:164:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/pre_training.py:221:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/pre_training.py:224:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/pre_training.py:227:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/pre_training.py:244:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/data/pre_training.py:297:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.collections.llm.t5.model.t5
nemo/collections/llm/t5/model/t5.py:46:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:89:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:102:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:114:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:126:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:134:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/t5/model/t5.py:162:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:218:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/t5/model/t5.py:227:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/t5/model/t5.py:235:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/llm/t5/model/t5.py:253:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:257:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:280:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:283:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:286:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:290:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:295:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:316:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:323:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/llm/t5/model/t5.py:36:4: W0611: Unused import transformer_engine (unused-import)
************* Module nemo.lightning._strategy_lib
nemo/lightning/_strategy_lib.py:562:0: C0301: Line too long (130/119) (line-too-long)
nemo/lightning/_strategy_lib.py:35:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/_strategy_lib.py:36:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/_strategy_lib.py:139:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/_strategy_lib.py:166:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/_strategy_lib.py:202:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/_strategy_lib.py:515:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/_strategy_lib.py:587:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/_strategy_lib.py:600:4: C0115: Missing class docstring (missing-class-docstring)
************* Module nemo.lightning.base
nemo/lightning/base.py:34:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/base.py:51:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.data
nemo/lightning/data.py:264:0: C0301: Line too long (120/119) (line-too-long)
nemo/lightning/data.py:395:0: C0301: Line too long (134/119) (line-too-long)
nemo/lightning/data.py:396:0: C0301: Line too long (151/119) (line-too-long)
nemo/lightning/data.py:396:0: C0301: Line too long (151/119) (line-too-long)
nemo/lightning/data.py:27:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/data.py:242:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/data.py:310:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/data.py:337:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/data.py:367:0: C0115: Missing class docstring (missing-class-docstring)
************* Module nemo.lightning.fabric.fabric
nemo/lightning/fabric/fabric.py:34:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/fabric/fabric.py:137:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/fabric.py:149:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/fabric.py:159:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/fabric/fabric.py:17:0: W0611: Unused Sequence imported from typing (unused-import)
************* Module nemo.lightning.fabric.plugins
nemo/lightning/fabric/plugins.py:39:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/fabric/plugins.py:16:0: W0611: Unused Any imported from typing (unused-import)
************* Module nemo.lightning.fabric.strategies
nemo/lightning/fabric/strategies.py:182:0: C0301: Line too long (172/119) (line-too-long)
nemo/lightning/fabric/strategies.py:69:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/fabric/strategies.py:166:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:178:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:189:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:221:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:277:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:291:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:317:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:366:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:372:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:399:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:408:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:443:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:460:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:464:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:468:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:472:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/fabric/strategies.py:492:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.io.api
nemo/lightning/io/api.py:39:0: C0301: Line too long (127/119) (line-too-long)
nemo/lightning/io/api.py:171:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.io.connector
nemo/lightning/io/connector.py:148:0: C0301: Line too long (126/119) (line-too-long)
nemo/lightning/io/connector.py:173:0: C0301: Line too long (152/119) (line-too-long)
nemo/lightning/io/connector.py:71:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/io/connector.py:74:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/io/connector.py:120:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/io/connector.py:130:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/io/connector.py:268:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/io/connector.py:274:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/io/connector.py:18:0: W0611: Unused PurePath imported from pathlib (unused-import)
************* Module nemo.lightning.io.pl
nemo/lightning/io/pl.py:82:0: C0301: Line too long (130/119) (line-too-long)
nemo/lightning/io/pl.py:58:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/io/pl.py:64:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/io/pl.py:73:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/io/pl.py:285:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.megatron_parallel
nemo/lightning/megatron_parallel.py:239:0: C0301: Line too long (127/119) (line-too-long)
nemo/lightning/megatron_parallel.py:240:0: C0301: Line too long (140/119) (line-too-long)
nemo/lightning/megatron_parallel.py:241:0: C0301: Line too long (130/119) (line-too-long)
nemo/lightning/megatron_parallel.py:547:0: C0301: Line too long (129/119) (line-too-long)
nemo/lightning/megatron_parallel.py:554:0: C0301: Line too long (135/119) (line-too-long)
nemo/lightning/megatron_parallel.py:814:0: C0301: Line too long (137/119) (line-too-long)
nemo/lightning/megatron_parallel.py:1044:0: C0301: Line too long (136/119) (line-too-long)
nemo/lightning/megatron_parallel.py:1611:0: C0301: Line too long (128/119) (line-too-long)
nemo/lightning/megatron_parallel.py:1650:0: C0301: Line too long (146/119) (line-too-long)
nemo/lightning/megatron_parallel.py:65:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:66:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:68:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:103:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:107:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:307:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:331:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:357:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:383:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:519:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:562:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:566:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:622:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:658:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:665:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:699:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:707:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:723:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:750:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:762:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:784:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1304:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1479:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:1485:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1491:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1495:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1500:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:1505:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:1533:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1579:8: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1601:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:1674:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/megatron_parallel.py:1713:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:1727:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/megatron_parallel.py:45:0: W0611: Unused TrainerFn imported from lightning.pytorch.trainer.states (unused-import)
************* Module nemo.lightning.nemo_logger
nemo/lightning/nemo_logger.py:75:0: C0301: Line too long (125/119) (line-too-long)
nemo/lightning/nemo_logger.py:98:0: C0301: Line too long (120/119) (line-too-long)
nemo/lightning/nemo_logger.py:99:0: C0301: Line too long (123/119) (line-too-long)
nemo/lightning/nemo_logger.py:104:0: C0301: Line too long (127/119) (line-too-long)
nemo/lightning/nemo_logger.py:174:0: C0301: Line too long (125/119) (line-too-long)
nemo/lightning/nemo_logger.py:207:0: C0301: Line too long (128/119) (line-too-long)
nemo/lightning/nemo_logger.py:208:0: C0301: Line too long (124/119) (line-too-long)
nemo/lightning/nemo_logger.py:213:0: C0301: Line too long (124/119) (line-too-long)
************* Module nemo.lightning.pytorch.callbacks.ddp_parity_checker
nemo/lightning/pytorch/callbacks/ddp_parity_checker.py:26:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/ddp_parity_checker.py:35:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/ddp_parity_checker.py:76:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/ddp_parity_checker.py:86:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.callbacks.debugging
nemo/lightning/pytorch/callbacks/debugging.py:111:0: C0301: Line too long (122/119) (line-too-long)
nemo/lightning/pytorch/callbacks/debugging.py:25:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/debugging.py:29:0: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.callbacks.garbage_collection
nemo/lightning/pytorch/callbacks/garbage_collection.py:32:0: C0301: Line too long (147/119) (line-too-long)
nemo/lightning/pytorch/callbacks/garbage_collection.py:35:0: C0301: Line too long (140/119) (line-too-long)
nemo/lightning/pytorch/callbacks/garbage_collection.py:59:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/garbage_collection.py:71:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.callbacks.megatron_comm_overlap
nemo/lightning/pytorch/callbacks/megatron_comm_overlap.py:80:0: C0301: Line too long (121/119) (line-too-long)
nemo/lightning/pytorch/callbacks/megatron_comm_overlap.py:239:0: C0301: Line too long (124/119) (line-too-long)
nemo/lightning/pytorch/callbacks/megatron_comm_overlap.py:207:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/megatron_comm_overlap.py:269:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/megatron_comm_overlap.py:273:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/megatron_comm_overlap.py:277:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/megatron_comm_overlap.py:281:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.callbacks.memory_profiler
nemo/lightning/pytorch/callbacks/memory_profiler.py:35:0: C0301: Line too long (137/119) (line-too-long)
nemo/lightning/pytorch/callbacks/memory_profiler.py:83:0: C0301: Line too long (156/119) (line-too-long)
nemo/lightning/pytorch/callbacks/memory_profiler.py:55:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.callbacks.model_checkpoint
nemo/lightning/pytorch/callbacks/model_checkpoint.py:634:0: C0301: Line too long (146/119) (line-too-long)
nemo/lightning/pytorch/callbacks/model_checkpoint.py:110:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_checkpoint.py:173:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_checkpoint.py:250:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_checkpoint.py:257:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_checkpoint.py:261:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_checkpoint.py:274:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_checkpoint.py:22:0: W0611: Unused import lightning.pytorch (unused-import)
************* Module nemo.lightning.pytorch.callbacks.model_transform
nemo/lightning/pytorch/callbacks/model_transform.py:65:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_transform.py:76:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_transform.py:79:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/model_transform.py:86:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.callbacks.moe_token_drop
nemo/lightning/pytorch/callbacks/moe_token_drop.py:51:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.callbacks.peft
nemo/lightning/pytorch/callbacks/peft.py:377:0: C0301: Line too long (130/119) (line-too-long)
nemo/lightning/pytorch/callbacks/peft.py:207:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/peft.py:324:0: C0115: Missing class docstring (missing-class-docstring)
************* Module nemo.lightning.pytorch.callbacks.preemption
nemo/lightning/pytorch/callbacks/preemption.py:49:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/preemption.py:54:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/preemption.py:61:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/preemption.py:65:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/preemption.py:101:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/preemption.py:110:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.callbacks.progress_bar
nemo/lightning/pytorch/callbacks/progress_bar.py:35:0: C0301: Line too long (124/119) (line-too-long)
nemo/lightning/pytorch/callbacks/progress_bar.py:33:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_bar.py:55:0: C0116: Missing function or method docstring (missing-function-docstring)
************* 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:145:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:158:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:174:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:187:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/callbacks/progress_printer.py:202:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.optim.base
nemo/lightning/pytorch/optim/base.py:166:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.optim.megatron
nemo/lightning/pytorch/optim/megatron.py:111:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/optim/megatron.py:15:0: W0611: Unused import inspect (unused-import)
************* Module nemo.lightning.pytorch.optim.pytorch
nemo/lightning/pytorch/optim/pytorch.py:97:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/optim/pytorch.py:120:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.plugins.data_sampler
nemo/lightning/pytorch/plugins/data_sampler.py:25:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:26:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:29:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:32:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:36:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:89:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:109:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:118:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:130:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:171:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/data_sampler.py:182:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.plugins.mixed_precision
nemo/lightning/pytorch/plugins/mixed_precision.py:31:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/mixed_precision.py:46:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/pytorch/plugins/mixed_precision.py:72:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/pytorch/plugins/mixed_precision.py:199:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/mixed_precision.py:210:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/mixed_precision.py:213:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/mixed_precision.py:217:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/plugins/mixed_precision.py:17:0: W0611: Unused Any imported from typing (unused-import)
nemo/lightning/pytorch/plugins/mixed_precision.py:17:0: W0611: Unused Callable imported from typing (unused-import)
nemo/lightning/pytorch/plugins/mixed_precision.py:17:0: W0611: Unused List imported from typing (unused-import)
nemo/lightning/pytorch/plugins/mixed_precision.py:17:0: W0611: Unused Tuple imported from typing (unused-import)
nemo/lightning/pytorch/plugins/mixed_precision.py:19:0: W0611: Unused lightning.pytorch imported as pl (unused-import)
************* Module nemo.lightning.pytorch.strategies.fsdp_strategy
nemo/lightning/pytorch/strategies/fsdp_strategy.py:85:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/fsdp_strategy.py:91:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/fsdp_strategy.py:116:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/fsdp_strategy.py:142:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/fsdp_strategy.py:151:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/fsdp_strategy.py:161:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/fsdp_strategy.py:169:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/fsdp_strategy.py:177:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/fsdp_strategy.py:198:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.pytorch.strategies.utils
nemo/lightning/pytorch/strategies/utils.py:40:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/pytorch/strategies/utils.py:49:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/utils.py:57:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/utils.py:69:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/utils.py:85:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/utils.py:120:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/utils.py:130:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/utils.py:185:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/pytorch/strategies/utils.py:24:0: W0611: Unused _WrappingCheckpointIO imported from lightning.pytorch.plugins.io.wrapper (unused-import)
************* Module nemo.lightning.pytorch.trainer
nemo/lightning/pytorch/trainer.py:26:0: C0115: Missing class docstring (missing-class-docstring)
nemo/lightning/pytorch/trainer.py:47:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.resume
nemo/lightning/resume.py:59:0: C0301: Line too long (149/119) (line-too-long)
nemo/lightning/resume.py:60:0: C0301: Line too long (164/119) (line-too-long)
nemo/lightning/resume.py:212:0: C0301: Line too long (137/119) (line-too-long)
nemo/lightning/resume.py:218:0: C0301: Line too long (131/119) (line-too-long)
nemo/lightning/resume.py:222:0: C0301: Line too long (152/119) (line-too-long)
nemo/lightning/resume.py:243:0: C0301: Line too long (127/119) (line-too-long)
nemo/lightning/resume.py:89:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/resume.py:92:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/resume.py:250:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/resume.py:263:4: C0116: Missing function or method docstring (missing-function-docstring)
************* Module nemo.lightning.run.plugins
nemo/lightning/run/plugins.py:33:0: C0301: Line too long (144/119) (line-too-long)
nemo/lightning/run/plugins.py:75:0: C0301: Line too long (145/119) (line-too-long)
nemo/lightning/run/plugins.py:127:0: C0301: Line too long (174/119) (line-too-long)
nemo/lightning/run/plugins.py:203:0: C0301: Line too long (150/119) (line-too-long)
nemo/lightning/run/plugins.py:65:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/run/plugins.py:105:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/run/plugins.py:150:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/run/plugins.py:213:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/run/plugins.py:264:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/lightning/run/plugins.py:283:4: C0116: Missing function or method docstring (missing-function-docstring)

-----------------------------------
Your code has been rated at 9.36/10
```

---

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

Use `lightning.pytorch` and `lightning.fabric`

**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)
