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Mistral-NeMo-12B recipe #10607

Merged
merged 20 commits into from
Oct 21, 2024
Merged

Mistral-NeMo-12B recipe #10607

merged 20 commits into from
Oct 21, 2024

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@akoumpa akoumpa commented Sep 24, 2024

What does this PR do ?

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# Add a code snippet demonstrating how to use this 

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@akoumpa akoumpa force-pushed the akoumparouli/nemo_ux_mistral_nemo branch 2 times, most recently from 303d53a to 4afd68d Compare September 24, 2024 18:59
@akoumpa akoumpa added the r2.0.0 label Sep 24, 2024
@akoumpa akoumpa force-pushed the akoumparouli/nemo_ux_mistral_nemo branch 2 times, most recently from 03c1176 to a4a867c Compare September 24, 2024 20:15
from nemo import lightning as nl
from nemo.collections.llm.api import finetune, pretrain
from nemo.collections.llm.gpt.data.mock import MockDataModule
from nemo.collections.llm.gpt.data.squad import SquadDataModule

Check notice

Code scanning / CodeQL

Unused import Note

Import of 'SquadDataModule' is not used.
@akoumpa akoumpa force-pushed the akoumparouli/nemo_ux_mistral_nemo branch from 6672b06 to 465356e Compare September 25, 2024 22:52
@akoumpa akoumpa added Run CICD and removed Run CICD labels Sep 26, 2024
@akoumpa akoumpa force-pushed the akoumparouli/nemo_ux_mistral_nemo branch from f8fdb39 to a02dbfc Compare September 26, 2024 16:27
@akoumpa akoumpa added Run CICD and removed Run CICD labels Sep 26, 2024
@akoumpa akoumpa force-pushed the akoumparouli/nemo_ux_mistral_nemo branch from ed46ff3 to b7c0bfa Compare September 27, 2024 19:14
@akoumpa akoumpa added Run CICD and removed Run CICD labels Sep 27, 2024
@akoumpa akoumpa force-pushed the akoumparouli/nemo_ux_mistral_nemo branch 3 times, most recently from a063abd to 533ce3d Compare September 30, 2024 19:42
@akoumpa akoumpa added Run CICD and removed Run CICD labels Sep 30, 2024
@akoumpa akoumpa force-pushed the akoumparouli/nemo_ux_mistral_nemo branch 2 times, most recently from 3597e1f to fd75078 Compare October 1, 2024 17:40
@akoumpa akoumpa removed the Run CICD label Oct 1, 2024
akoumpa and others added 15 commits October 18, 2024 11:48
Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
…suggestion

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
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>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
@akoumpa akoumpa force-pushed the akoumparouli/nemo_ux_mistral_nemo branch from c649a2d to 5fb1ce4 Compare October 18, 2024 18:48
@akoumpa akoumpa added Run CICD and removed Run CICD labels Oct 18, 2024
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[🤖]: Hi @akoumpa 👋,

We wanted to let you know that a CICD pipeline for this PR just finished successfully

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

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

//cc @pablo-garay @ko3n1g

@akoumpa akoumpa merged commit e8a801b into main Oct 21, 2024
172 of 174 checks passed
@akoumpa akoumpa deleted the akoumparouli/nemo_ux_mistral_nemo branch October 21, 2024 11:20
artbataev pushed a commit to artbataev/NeMo that referenced this pull request Oct 22, 2024
* 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>
akoumpa added a commit that referenced this pull request Oct 24, 2024
* 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>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
yashaswikarnati pushed a commit that referenced this pull request Oct 24, 2024
* 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>
titu1994 pushed a commit that referenced this pull request Oct 28, 2024
* 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>
hainan-xv pushed a commit to hainan-xv/NeMo that referenced this pull request Nov 5, 2024
* 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>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>
HuiyingLi pushed a commit to HuiyingLi/NeMo that referenced this pull request Nov 15, 2024
* 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>
ericharper added a commit that referenced this pull request Nov 19, 2024
* nemo2-sft notebook initial draft

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* remove mixtral info

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* minor fixes

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* minor fixes

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* minor fixes

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add import_ckpt script and minor changes

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

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

* Random read for tarr files in lhotse dataloaders

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

* Apply isort and black reformatting

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

* Solve failled tests

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

* Apply isort and black reformatting

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

* Adding a testcase

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

* Apply isort and black reformatting

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

* Some changs in tests

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

* Apply isort and black reformatting

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

* removing import

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

---------

Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com>
Co-authored-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com>

* training code for hybrid-autoregressive inference model (#10841)

* training code for hybrid-autoregressive inference model

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Apply isort and black reformatting

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

---------

Signed-off-by: Hainan Xu <hainanx@nvidia.com>
Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com>
Co-authored-by: Hainan Xu <hainanx@nvidia.com>
Co-authored-by: hainan-xv <hainan-xv@users.noreply.github.com>

* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 772faca ! (#10871)

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>

* Use trainer.local_rank/global_rank (#10860)

* fix global_rank calculation

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

* use trainer's global/local rank

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

---------

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

* remove stacking operation from batched functions (#10524)

* remove stacking operations

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* fixes im base class

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* clean up

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* Apply isort and black reformatting

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

* remove potentially uninitialized local variable

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* restore batch_intilize states funcname

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* fix typo

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* fix potentially uninitialized local variable

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* fix potentially uninitialized local variable
in stateless transduser

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* fix test

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* Apply isort and black reformatting

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

* fix docstring, rm comment

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

* fix dosctrings

Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com>

---------

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

* [NeMo-UX] Add llm.generate to nemo.collections.llm (#10471)

* Add llm.generate

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

* Remove comment

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

* Apply isort and black reformatting

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

* Fix launching with python

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

* PR feedback

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

* PR feedback

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

* Apply isort and black reformatting

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

* Add assert cp

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

* Add example script

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

* Fix

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

---------

Signed-off-by: Hemil Desai <hemild@nvidia.com>
Signed-off-by: hemildesai <hemildesai@users.noreply.github.com>
Co-authored-by: hemildesai <hemildesai@users.noreply.github.com>

* Adding support for LightningDataModule inside Fabric-API (#10879)

* Make FabricMegatronMixedPrecision match MegatronMixedPrecision

Signed-off-by: Marc Romeijn <mromeijn@nvidia.com>

* Apply isort and black reformatting

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

* Supporting DataModule in fabric-API

Signed-off-by: Marc Romeijn <mromeijn@nvidia.com>

* Adding support for LightningDataModule inside Fabric-API

Signed-off-by: Marc Romeijn <mromeijn@nvidia.com>

* Apply isort and black reformatting

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

* Remove import in mock.py

Signed-off-by: Marc Romeijn <mromeijn@nvidia.com>

---------

Signed-off-by: Marc Romeijn <mromeijn@nvidia.com>
Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com>
Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com>

* initial draft

Signed-off-by: smajumdar <titu1994@gmail.com>

* Initial local run

Signed-off-by: smajumdar <titu1994@gmail.com>

* Initial local run

Signed-off-by: smajumdar <titu1994@gmail.com>

* Initial local run

Signed-off-by: smajumdar <titu1994@gmail.com>

* Initial local run

Signed-off-by: smajumdar <titu1994@gmail.com>

* Save yaml config for model in nemo.lightning.io (#10765)

* Save yaml config for model in nemo.lightning.io

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

* Apply isort and black reformatting

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

* Fix bug

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

* Fix bug

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

* fix bug

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

* Add explicit yaml comparison

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

* Apply isort and black reformatting

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

* relax test

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

---------

Signed-off-by: Hemil Desai <hemild@nvidia.com>
Signed-off-by: hemildesai <hemildesai@users.noreply.github.com>
Co-authored-by: hemildesai <hemildesai@users.noreply.github.com>

* Move collectiob.nlp imports inline for t5 (#10877)

* Move collectiob.nlp imports inline for t5

Signed-off-by: Marc Romeyn <mromeijn@nvidia.com>

* Apply isort and black reformatting

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

---------

Signed-off-by: Marc Romeyn <mromeijn@nvidia.com>
Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com>
Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com>

* add world_size/pp_size runtime check (#10842)

* add world_size/pp_size runtime check

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

* fix msg precision

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

* fix test_init_parallel_ranks ws=3 pp=3

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

---------

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

* fix peft resume (#10887)

Signed-off-by: Chen Cui <chcui@nvidia.com>

* Update engine build step for TRT-LLM 0.13.0 (#10880)

* Setting use_fused_mlp for TRT-LLM >= 0.13.0

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

* Unused import removal

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

---------

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

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

* Move across pipeline loss reduction to a separate function

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

* Add support for MoE loss logging

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

* fix

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

* fix

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

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

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---------

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

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* use _get_extra_te_kwargs_meta in fabric (call mcore's _get_extra_te_k… (#10608)

* use _get_extra_te_kwargs_meta in fabric (call mcore's _get_extra_te_kwargs & overwrite device)

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

* Apply isort and black reformatting

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---------

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Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>
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* Use torch sdpa implementation in ASR mha (#9590)

* use pytorch sdpa

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* Apply isort and black reformatting

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Signed-off-by: WoodieDudy <goshagks@gmail.com>

* Apply isort and black reformatting

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* refactor

Signed-off-by: WoodieDudy <goshagks@gmail.com>

---------

Signed-off-by: WoodieDudy <goshagks@gmail.com>
Signed-off-by: titu1994 <titu1994@users.noreply.github.com>
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* Add registry to register all needed classes with artifacts in nemo.lightning.io (#10861)

* Add registry to register all needed classes with artifacts in nemo.lightning.io

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

* Apply isort and black reformatting

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

* Fixes

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

* Apply isort and black reformatting

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

* Fix

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

* comments

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

* Apply isort and black reformatting

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

* Apply isort and black reformatting

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

* Remove cyclic import

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

---------

Signed-off-by: Hemil Desai <hemild@nvidia.com>
Signed-off-by: hemildesai <hemildesai@users.noreply.github.com>
Signed-off-by: artbataev <artbataev@users.noreply.github.com>
Co-authored-by: hemildesai <hemildesai@users.noreply.github.com>
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* call __post_init__ after altering config values (#10885)

* call __post_init__ after altering config values

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

* test fix

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

* turn off SP

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

---------

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

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

* fix minor import bug

Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com>

* Add registry to register all needed classes with artifacts in nemo.lightning.io

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* Apply isort and black reformatting

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* Apply isort and black reformatting

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* Fix

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

* nemo 2.0 support in export to trt-llm

Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com>

* get mixing from main

Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com>

* Apply isort and black reformatting

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

* fix style

Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com>

---------

Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com>
Signed-off-by: Hemil Desai <hemild@nvidia.com>
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* [Docs] Fix doc warnings, focus on feature and multimodal sections (#10171)

* various simple docs source fixes

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

* fix docstrings and typing with forward reference

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

* Apply isort and black reformatting

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* fix typing forward reference for PromptedAudioToTextLhotseDataset

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

* fix feature warnings

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* Try fix some model part errors

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* try add requirements

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* try add requirements

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix indent in docstring

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Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* handle duplicate issue

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* fix imagen cite

* fix ratio issues

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* fix Dreambooth

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* Fix activation recomputation

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* fix sequence packing

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* fix asr_language_modeling_and_customization

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* fixes wip

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

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

* log step time at end

Signed-off-by: Malay Nagda <malayn@nvidia.com>

* Apply isort and black reformatting

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

* use nemo logging

Signed-off-by: Malay Nagda <malayn@nvidia.com>

* Apply isort and black reformatting

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

* cleanup

Signed-off-by: Malay Nagda <malayn@nvidia.com>

* check remove

Signed-off-by: Malay Nagda <malayn@nvidia.com>

* delta timing callback

Signed-off-by: Malay Nagda <malayn@nvidia.com>

* comment and name change

Signed-off-by: Malay Nagda <malayn@nvidia.com>

---------

Signed-off-by: Malay Nagda <malayn@nvidia.com>
Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com>
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* late import prettytable (#10912)

Signed-off-by: Maanu Grover <maanug@nvidia.com>

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

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

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

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

* 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)

* 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>
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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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* Fix ASR tests (#10794)

* Make tests required

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

* Debug torch.load issue

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* Run only necessary tests

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* Avoid caching fixture

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* Try restore model several times

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* Try customize temporary directory

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* Disable one test

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* Avoid xxlarge model

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* Disable test

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* Revert changes

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* Magic fix

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

* Clean up

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

* Disable all jobs except L0

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

* RNNT alignments - merge with unit tests

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

* Fix CUDA graph frame-looping decoder to handle non-CUDA inputs

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

* Fix config

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

* Log test results

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

* Apply isort and black reformatting

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

* Use less audio files for tests

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

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: artbataev <artbataev@users.noreply.github.com>
Co-authored-by: artbataev <artbataev@users.noreply.github.com>

* Integrating mcore export (#10238)

* Integrating mcore export

* Integrating mcore export

* Apply isort and black reformatting

Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com>

* Move trt imports in nemo.collections.llm inside respective functions (#10234)

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

* Add tests for LazyNeMoIterator and fix case with metadata_only=True and offsets in manifest (#10198)

* Add tests for LazyNeMoIterator and fix case with manifest_only=True and offsets in manifest

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* Address code review

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* fix tests

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* fix tests

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

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

* perfor serialization using relative paths to allow users to move checkpoints after they're saved

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

* Apply isort and black reformatting

Signed-off-by: ashors1 <ashors1@users.noreply.github.com>

* remove unused import

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

* fix artifact load

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

* fix path artifact

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

* remove unused import

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

---------

Signed-off-by: ashors1 <ashors@nvidia.com>
Signed-off-by: ashors1 <ashors1@users.noreply.github.com>
Co-authored-by: ashors1 <ashors1@users.noreply.github.com>

* Add MemoryProfileCallback (#10166)

* Add MemoryProfileCallback

Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com>

* Apply isort and black reformatting

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

* Remove reference cycles, save snapshot on specific ranks

Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com>

* Remove unnecessary imports

Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com>

* Apply isort and black reformatting

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

* Update docstring

Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com>

---------

Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com>
Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com>
Signed-off-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com>
Co-authored-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com>

* Lower bound transformers to support nemotron (#10240)

Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com>
Co-authored-by: Dong Hyuk Chang <donghyukc@nvidia.com>

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

Flow matching generative model with SSL pretraining framework

Signed-off-by: Pin-Jui Ku <pku@nvidia.com>
Co-authored-by: Kuray107 <Kuray107@users.noreply.github.com>

* Revert torchrun fix for model import (#10251)

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

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

* Move nemotron transformers + tokenizer imports inline to reduce number of required deps

Signed-off-by: Marc Romeyn <mromeijn@nvidia.com>

* Apply isort and black reformatting

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

---------

Signed-off-by: Marc Romeyn <mromeijn@nvidia.com>
Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com>
Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com>

* Wrap CPU model init with megatron_lazy_init_context (#10219)

* Wrap CPU model init with megatron_lazy_init_context

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

* Cleanup checkpoint-dir if saving fails

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>

* 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

Signed-off-by: Oliver Koenig <okoenig@nvidia.com>

---------

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

* salm export trtllm (#10245)

Signed-off-by: slyne deng <slyned@nvidia.com>
Co-authored-by: slyne deng <slyned@nvidia.com>

* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to ef85bc9 ! (#10250)

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>

* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 01ca03f ! (#10266)

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

* Load model in the target export precision by default in PTQ (#10267)

* Load model in the target export precision by default

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

* Enable megatron_amp_O2=true to actually use half-precision

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

---------

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)

* Add WandbPlugin, NsysPlugin and PreemptionPlugin to nemo.lightning.run.plugins

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

* Apply isort and black reformatting

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

* Remove duplicate

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

* Add entity to wandb logger

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

* Add documentation

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

* Apply isort and black reformatting

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

* Add warning

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

* Apply isort and black reformatting

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

* PR feedback

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

* Apply isort and black reformatting

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

* Add comments

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

* Apply isort and black reformatting

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

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Signed-off-by: Hemil Desai <hemild@nvidia.com>
Signed-off-by: hemildesai <hemildesai@users.noreply.github.com>
Co-authored-by: hemildesai <hemildesai@users.noreply.github.com>

* [NeMo-UX] Handle absolute logger directories in nemo_logger (#10259)

* handle absolute and relative logger directories

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

* merge lines

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

---------

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

* Add sdxl notebook (#10139)

* Add sdxl notebook

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

* Rename

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

* final Update SDXL notebook

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

---------

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

* Updating some coments

* Apply isort and black reformatting

Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com>

* Updating some coments

* Apply isort and black reformatting

Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com>

* Updating some coments

* Small change

* Apply isort and black reformatting

Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com>

* Apply isort and black reformatting

Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com>

* ADD support for layernorm1p

* Apply isort and black reformatting

Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com>

* Update Dockerfile.ci

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>

* Update Dockerfile.ci

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>

* Update Dockerfile.ci

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>

---------

Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com>
Signed-off-by: Hemil Desai <hemild@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ashors1 <ashors@nvidia.com>
Signed-off-by: ashors1 <ashors1@users.noreply.github.com>
Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com>
Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com>
Signed-off-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com>
Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com>
Signed-off-by: Pin-Jui Ku <pku@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Marc Romeyn <mromeijn@nvidia.com>
Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com>
Signed-off-by: akoumpa <akoumpa@users.noreply.github.com>
Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Signed-off-by: Oliver Koenig <okoenig@nvidia.com>
Signed-off-by: slyne deng <slyned@nvidia.com>
Signed-off-by: oliver könig <okoenig@nvidia.com>
Signed-off-by: Jan Lasek <janek.lasek@gmail.com>
Signed-off-by: Jan Lasek <jlasek@nvidia.com>
Signed-off-by: hemildesai <hemildesai@users.noreply.github.com>
Signed-off-by: Anna Shors <ashors@nvidia.com>
Signed-off-by: mingyuanm <mingyuanm@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com>
Co-authored-by: Hemil Desai <hemild@nvidia.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Anna Shors <71393111+ashors1@users.noreply.github.com>
Co-authored-by: ashors1 <ashors1@users.noreply.github.com>
Co-authored-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com>
Co-authored-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com>
Co-authored-by: Dong Hyuk Chang <thomaschang26@tutanota.com>
Co-authored-by: Dong Hyuk Chang <donghyukc@nvidia.com>
Co-authored-by: Kuray107 <pku9@gatech.edu>
Co-authored-by: Kuray107 <Kuray107@users.noreply.github.com>
Co-authored-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Marc Romeyn <mromeijn@nvidia.com>
Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com>
Co-authored-by: akoumpa <akoumpa@users.noreply.github.com>
Co-authored-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com>
Co-authored-by: Slyne Deng <slynedeng@gmail.com>
Co-authored-by: slyne deng <slyned@nvidia.com>
Co-authored-by: Jan Lasek <janek.lasek@gmail.com>
Co-authored-by: hemildesai <hemildesai@users.noreply.github.com>
Co-authored-by: Ming <111467530+Victor49152@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>

* Fix artifact saving (#10914)

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

* Lora improvement (#10918)

* pull out freeze model

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add wildcard match to lora target modules

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>

* Huvu/t5 nemo2.0 peft (#10916)

* adding peft test and cicd

* add setting mcore model to train in peft.py

* adding test for T5 lora

* fix follow Chen's fix

* restore cicd-main.yml

---------

Co-authored-by: Huy Vu2 <huvu@login-eos02.eos.clusters.nvidia.com>

* Add tie_word_embeddings=True (#10710)

Signed-off-by: Yoshi Suhara <ysuhara@nvidia.com>

* Use a context-manager when opening files (#10895)

* Use a context-manager when opening files

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

* Apply isort and black reformatting

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

* Apply isort and black reformatting

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

---------

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

* long context performance numbers in doc (#10784)

* 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 from __init__

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

---------

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

* change the figure file name

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

* Accommodating the reviewer's comment

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

* update the y-axis title

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

* [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 3f90b98 ! (#10789)

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

* Add ModelOpt transformer model pruning example for Llama models, default to llama3.1-8b-base (#10294)

* Add ModelOpt transformer model pruning example for Llama3 model

Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com>
Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>

* examples code is at wrong dir, move them

Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>

* changes as suggested in comment

remove some logging and unused config code, update example model to
llama3.1

Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>

* Add pruning of hidden_size into example

Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>

* Apply isort and black reformatting

Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com>
Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>

* Update examples/nlp/language_modeling/conf/megatron_gpt_prune.yaml

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>

* Add pruning test to cicd-main.yml

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>

* Update cicd-main.yml

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>

* Update cicd-main.yml

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>

* Update cicd-main.yml

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>

* Update cicd-main.yml

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>

* Update cicd-main.yml

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>

---------

Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>
Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com>
Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>
Co-authored-by: shengliangxu <shengliangxu@users.noreply.github.com>
Co-authored-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>
Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com>

* Update mamba.rst after dist ckpt addition (#10800)

Signed-off-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com>

* fix chunked infer (#10581)

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com>

* fix state transform (#10728)

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

* use ckpt_to_weights_subdir in restore (#10786)

* use ckpt_to_weights_subdir in restore

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

* make ckpt_to_{weight,context}_subdir idempotent

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>

* Mixtral set seq_length=4k (#10704)

* enable SP & set seq_lenght=4k

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

* update test expected values

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

* 8x22b 4k

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

---------

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

* Fix for crashes with tensorboard_logger=false and VP + LoRA (#10792)

* Fix for crashes with tensorboard_logger=false and virtual pipeline parallel + LoRA

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>

* Apply isort and black reformatting

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

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: vysarge <vysarge@users.noreply.github.com>
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* Disable checkpoint conversion inside AutoResume (#10645)

* Disable checkpoint conversion inside AutoResume

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* Apply isort and black reformatting

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

* Update resume docstrings

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

* fix

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

* add default finetuning recipe and refactor llama3 8b recipe

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Signed-off-by: Chen Cui <chcui@nvidia.com>

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* remove 8x3b finetuning recipe for now because HF version not available

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* add copyright header

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* adjust unit tests based on recipe fixes

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Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

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* replace png file to github assets

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---------

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* perf recipes and Mcore DistOpt params (#10883)

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* Apply isort and black reformatting

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* dist opt params

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* gpt bias fusion params

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* perf params comments

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* perf recipes suffix

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* specific models fusion params

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---------

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* ci: Fix cherry pick team (#10945)

Signed-off-by: Oliver Koenig <okoenig@nvidia.com>

* Packed sequence bug fixes (#10898)

* save prepared dataset to different folders according to tokenizer name

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix hang

Signed-off-by: Chen Cui <chcui@nvidia.com>

* Apply isort and black reformatting

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* Apply isort and black reformatting

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* fix hang

Signed-off-by: Chen Cui <chcui@nvidia.com>

* raise mbs>1 error and provide suggestion to user instead of automatically changing config

Signed-off-by: Chen Cui <chcui@nvidia.com>

* Apply isort and black reformatting

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* add ci for packed seq

Signed-off-by: Chen Cui <chcui@nvidia.com>

* Apply isort and black reformatting

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

* fix bug

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

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* 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

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* 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

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* Rename MistralNeMo2407Config12B to MistralNeMoConfig12B per review's suggestion

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* update config names in tests

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* mistral-nemo-12b from llama_8b

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* TP=2; SP=True

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* fix overlap value

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* bug fix

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* Apply isort and black reformatting

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* 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

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* 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>

---------

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* 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

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* 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>

---------

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

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* 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

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* mistral-nemo-12b from llama_8b

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* 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

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* 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>
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* 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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