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Add lhotse fixes for rnnt model training and WER hanging issue with f… #10787

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merged 2 commits into from
Oct 9, 2024

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@nithinraok nithinraok commented Oct 7, 2024

…use batching

What does this PR do ?

Fixes 3 bugs:

  1. lhotse data loading bug fixes for RNNT/hybrid RNNT models
  2. temporarily fix the WER hanging fix during fused_batch WER computation during training
  3. lhotse cuts fix for audio_to_text dataset

Collection: ASR

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…use batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>
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tests failing unrelated to this PR from lightning core, merging this PR

@nithinraok nithinraok merged commit cb1f4f1 into r2.0.0 Oct 9, 2024
151 of 153 checks passed
@nithinraok nithinraok deleted the fix_lhotse-and-fuse_wer_hanging branch October 9, 2024 13:46
nithinraok added a commit that referenced this pull request Oct 9, 2024
#10787)

* Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: nithinraok <nithinraok@users.noreply.github.com>
nithinraok added a commit that referenced this pull request Oct 15, 2024
#10787)

* Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: nithinraok <nithinraok@users.noreply.github.com>
nithinraok added a commit that referenced this pull request Oct 17, 2024
#10821)

* Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10787)

* Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
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* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

* Apply isort and black reformatting

Signed-off-by: artbataev <artbataev@users.noreply.github.com>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>
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yashaswikarnati pushed a commit that referenced this pull request Oct 20, 2024
#10821)

* Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10787)

* Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

---------

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* Apply isort and black reformatting

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* Apply isort and black reformatting

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---------

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artbataev added a commit to artbataev/NeMo that referenced this pull request Oct 22, 2024
NVIDIA#10821)

* Add lhotse fixes for rnnt model training and WER hanging issue with f… (NVIDIA#10787)

* Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

---------

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Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>
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* Apply isort and black reformatting

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---------

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akoumpa pushed a commit that referenced this pull request Oct 24, 2024
#10821)

* Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10787)

* Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

---------

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* Apply isort and black reformatting

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* Apply isort and black reformatting

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---------

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hainan-xv pushed a commit to hainan-xv/NeMo that referenced this pull request Nov 5, 2024
NVIDIA#10821)

* Add lhotse fixes for rnnt model training and WER hanging issue with f… (NVIDIA#10787)

* Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

---------

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Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>
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HuiyingLi pushed a commit to HuiyingLi/NeMo that referenced this pull request Nov 15, 2024
NVIDIA#10821)

* Add lhotse fixes for rnnt model training and WER hanging issue with f… (NVIDIA#10787)

* Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* Apply isort and black reformatting

Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: nithinraok <nithinraok@users.noreply.github.com>
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* Apply isort and black reformatting

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---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
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ericharper added a commit that referenced this pull request Nov 19, 2024
* nemo2-sft notebook initial draft

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* remove mixtral info

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* minor fixes

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* minor fixes

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* add import_ckpt script and minor changes

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* Random read for tarr files in lhotse dataloaders (#10536)

* Random read for tarr files in lhotse dataloaders

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* Apply isort and black reformatting

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* Adding a testcase

Signed-off-by: Nune <ntadevosyan@nvidia.com>

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* Apply isort and black reformatting

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* removing import

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* Apply isort and black reformatting

Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com>

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Signed-off-by: Hainan Xu <hainanx@nvidia.com>
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* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 772faca ! (#10871)

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* Use trainer.local_rank/global_rank (#10860)

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* use trainer's global/local rank

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* remove stacking operation from batched functions (#10524)

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* remove potentially uninitialized local variable

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* restore batch_intilize states funcname

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* PR feedback

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* PR feedback

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* Add example script

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* Fix

Signed-off-by: Hemil Desai <hemild@nvidia.com>

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* Remove import in mock.py

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* initial draft

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* Initial local run

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* Initial local run

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* Initial local run

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* fix bug

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* fix peft resume (#10887)

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* Unused import removal

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* Akoumparouli/nemo ux moe loss logging (#10128)

* Move across pipeline loss reduction to a separate function

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* fix

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* fix

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* enable vboost and set LM SM margin (#10853)

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* fix typo

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---------

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* Use torch sdpa implementation in ASR mha (#9590)

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---------

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* Add registry to register all needed classes with artifacts in nemo.lightning.io (#10861)

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* Apply isort and black reformatting

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* Apply isort and black reformatting

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* Fix

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* comments

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* Apply isort and black reformatting

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* Apply isort and black reformatting

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* Remove cyclic import

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---------

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* call __post_init__ after altering config values (#10885)

* call __post_init__ after altering config values

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* test fix

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* turn off SP

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---------

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* Nemo 2.0 ckpt support in TRT-LLM export (#10891)

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* [Docs] Fix doc warnings, focus on feature and multimodal sections (#10171)

* various simple docs source fixes

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* calculate step time batch end-batch end (#10202)

* log step time at end

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* Apply isort and black reformatting

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* comment and name change

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---------

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* late import prettytable (#10912)

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* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 0d89fc4 ! (#10919)

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* Warning for missing FP8 checkpoint support for vLLM deployment (#10906)

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* Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10821)

* Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10787)

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* Fix ASR tests (#10794)

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---------

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* Integrating mcore export (#10238)

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---------

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* [NeMo-UX] Fix a serialization bug that prevents users from moving checkpoints (#9939)

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---------

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* Add MemoryProfileCallback (#10166)

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---------

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* Lower bound transformers to support nemotron (#10240)

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* [Audio] SSL Pretraining framework for flow-matching model for audio processing (#10052)

Flow matching generative model with SSL pretraining framework

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* Revert torchrun fix for model import (#10251)

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* [NeMo-UX[ Move nemotron imports inline (#10255)

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---------

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* Wrap CPU model init with megatron_lazy_init_context (#10219)

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---------

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* Bump `Dockerfile.ci` (2024-08-22) (#10227)

* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 124bcff !

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix bert flags

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---------

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* salm export trtllm (#10245)

Signed-off-by: slyne deng <slyned@nvidia.com>
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* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to ef85bc9 ! (#10250)

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
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* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 01ca03f ! (#10266)

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
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* Load model in the target export precision by default in PTQ (#10267)

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---------

Signed-off-by: Jan Lasek <janek.lasek@gmail.com>
Signed-off-by: Jan Lasek <jlasek@nvidia.com>

* Add WandbPlugin, NsysPlugin and PreemptionPlugin to nemo.lightning.run.plugins (#10223)

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---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: cuichenx <cuichenx@users.noreply.github.com>
Signed-off-by: artbataev <artbataev@users.noreply.github.com>
Co-authored-by: cuichenx <cuichenx@users.noreply.github.com>
Co-authored-by: artbataev <artbataev@users.noreply.github.com>

* Fix requirements for MacOS (#10930)

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix nemo 2.0 recipes  (#10915)

* Fix recipe num_nodes and long context docstring

* Fix typo

* Fix PP issue

* Fix unit test

* Change recipes

* fix test

* Fix unit tests

* Fix recipes

* Add general legal test on parallelization settings

* Rename test

* Apply isort and black reformatting

Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com>

---------

Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com>
Co-authored-by: BoxiangW <BoxiangW@users.noreply.github.com>

* Akoumparouli/nemo ux fix dir or string artifact (#10936)

* Add __repr__ to Artifact

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* nemo.lightning.io.artifact: represent strings as fdl.Config to avoid path adjustment during restoration

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* t5 test minification

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>
Co-authored-by: akoumpa <akoumpa@users.noreply.github.com>

* ckpt convert bug fixes (#10878)

* Mistral-NeMo-12B recipe

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* rename mistral to mistral_7b

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* include mistral_nemo_12b in __init__

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

* add to __init__

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

* Remove stale imports

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* TP=2

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* remove finetune_reci[e

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Rename MistralNeMo2407Config12B to MistralNeMoConfig12B per review's suggestion

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* update config names in tests

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* mistral-nemo-12b from llama_8b

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* TP=2; SP=True

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* fix overlap value

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

* update mistral-nemo-base-12b finetune recipe

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

* bug fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com>

* remove extra file

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* remove extra changes

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* revert changes

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add ckpt_format configurable

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com>

* Apply isort and black reformatting

Signed-off-by: artbataev <artbataev@users.noreply.github.com>

* revert changes

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com>
Signed-off-by: artbataev <artbataev@users.noreply.github.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <akoumpa@users.noreply.github.com>
Co-authored-by: dimapihtar <dimapihtar@users.noreply.github.com>
Co-authored-by: artbataev <artbataev@users.noreply.github.com>

* fix typo in docstring (#10955)

Signed-off-by: ashors1 <ashors@nvidia.com>

* remove deprecated ci tests (#10922)

* remove deprecated tutorial

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* remove deprecated ci tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add deprecation note

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add deprecation note

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* remove bart tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

---------

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [Nemo CICD] Remove deprecated tests (#10960)

* remove deprecated tutorial

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* remove deprecated ci tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add deprecation note

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add deprecation note

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* remove bart tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* Remove deleted CI tests

---------

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>

* Adithyare/oai chat completion (#10785)

* updates

Signed-off-by: adithyare <adithyare@nvidia.com>

* open ai chat completion wip

Signed-off-by: adithyare <adithyare@nvidia.com>

* responding with model responses

Signed-off-by: adithyare <adithyare@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: arendu <arendu@users.noreply.github.com>

* also support general completion

Signed-off-by: adithyare <adithyare@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: arendu <arendu@users.noreply.github.com>

---------

Signed-off-by: adithyare <adithyare@nvidia.com>
Signed-off-by: arendu <arendu@users.noreply.github.com>
Co-authored-by: arendu <arendu@users.noreply.github.com>

* Update megatron_t5_pretraining.py (#10952)

Signed-off-by: Huy Vu <86480512+huvunvidia@users.noreply.github.com>

* Convert perf plugin env vars to strings (#10947)

Signed-off-by: Hemil Desai <hemild@nvidia.com>

* disable dynamo for ddp checker (#10961)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to db7d37b ! (#10965)

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com>

* Mistral-NeMo-12B recipe (#10607)

* Mistral-NeMo-12B recipe

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* rename mistral to mistral_7b

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* include mistral_nemo_12b in __init__

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

* add to __init__

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

* Remove stale imports

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* TP=2

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* remove finetune_reci[e

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Rename MistralNeMo2407Config12B to MistralNeMoConfig12B per review's suggestion

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* update config names in tests

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* mistral-nemo-12b from llama_8b

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* TP=2; SP=True

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* fix overlap value

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

* update mistral-nemo-base-12b finetune recipe

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>
Co-authored-by: akoumpa <akoumpa@users.noreply.github.com>

* Make nemo text processing optional in TTS (#10584)

* move TN guard to better location; make guard print error message rather than throwing error

Signed-off-by: Jason <jasoli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: blisc <blisc@users.noreply.github.com>

* Forgot to add the actual normalizer

Signed-off-by: Jason <jasoli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: blisc <blisc@users.noreply.github.com>

---------

Signed-off-by: Jason <jasoli@nvidia.com>
Signed-off-by: blisc <blisc@users.noreply.github.com>
Co-authored-by: blisc <blisc@users.noreply.github.com>

* respect warnings' filters (#10953)

* respect warnings' filters

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>
Co-authored-by: akoumpa <akoumpa@users.noreply.github.com>

* Update T5 tokenizer (adding additional tokens to tokenizer config) (#10972)

* initial commit

* restore t5_pretraining

* Apply isort and black reformatting

Signed-off-by: huvunvidia <huvunvidia@users.noreply.github.com>

---------

Signed-off-by: huvunvidia <huvunvidia@users.noreply.github.com>
Co-authored-by: Huy Vu2 <huvu@login-eos02.eos.clusters.nvidia.com>
Co-authored-by: huvunvidia <huvunvidia@users.noreply.github.com>

* Alit/mamba recipe (#10935)

* add some mamba recipe

* add 130m

* add the rest of the recipes

* add tokenizer

* add tokenizer

* minor fix

* minor fix

* minor fix

* minor fix

* minor fix

* minor fix

* minor fix

* minor fix

* minor fix

* minor fix

* minor fix

* add fixes to ssm for nemorun recipes

* add hybrid tokenizer

* updating some recipes

* Apply isort and black reformatting

Signed-off-by: JRD971000 <JRD971000@users.noreply.github.com>

* remove comments

* update gbs

* fix ckpt resume

* fix ckpt resume

* fix ckpt resume

* update recipes final

* Apply isort and black reformatting

Signed-off-by: JRD971000 <JRD971000@users.noreply.github.com>

* remove redundant imports

* ckpt convertor dtype fix

* Apply isort and black reformatting

Signed-off-by: JRD971000 <JRD971000@users.noreply.github.com>

---------

Signed-off-by: JRD971000 <JRD971000@users.noreply.github.com>
Signed-off-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: JRD971000 <JRD971000@users.noreply.github.com>

* Long context performance doc hot fix (#10946)

* long context perf

Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com>

* update the long context perf

Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com>

* Akoumparouli/mcore microbatch calculator fix (#10780)

* move tests/lightning/{,_}io

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* add microbatch calculator context manager

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* use microbatch calculator context manager

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* add on_load_checkpoint test to ValidateModelRestoration; use ctx manager to reconfigure microbatch calculator; update save/restore path; add cleanup step at the end

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* remove unused var

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* fix

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>
Co-authored-by: akoumpa <akoumpa@users.noreply.github.com>
Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com>

* remove 8x3b recipes (#10764)

* remove 8x3b recipes

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* remove 8x3b from test_nemo_run

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* rm fr…
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